SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval
2
—
by
buelfhood
Embedding Model
OTHER
1908.10084B params
New
2 downloads
Early-stage
Edge AI:
Mobile
Laptop
Server
4265GB+ RAM
Mobile
Laptop
Server
Quick Summary
SentenceTransformer based on microsoft/unixcoder-base-unimodal This is a sentence-transformers model finetuned from microsoft/unixcoder-base-unimodal on the socotrainjava dataset.
Device Compatibility
Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
1778GB+ RAM
Code Examples
Usagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagebash
pip install -U sentence-transformersUsagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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]Usagepython
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-ep2-bs32-noEval")
# Run inference
sentences = [
'\n\n\n\nimport java.util.*;\nimport java.net.*;\nimport java.io.*;\nimport javax.swing.*;\n\npublic class PasswordCombination\n{\n private int pwdCounter = 0;\n private int startTime;\n private String str1,str2,str3;\n private String url = "http://sec-crack.cs.rmit.edu./SEC/2/";\n private String loginPwd;\n private String[] password;\n private HoldSharedData data;\n private char[] chars = {\'A\',\'B\',\'C\',\'D\',\'E\',\'F\',\'G\',\'H\',\'I\',\'J\',\'K\',\'L\',\'M\',\n \'N\',\'O\',\'P\',\'Q\',\'R\',\'S\',\'T\',\'U\',\'V\',\'W\',\'X\',\'Y\',\'Z\',\n \'a\',\'b\',\'c\',\'d\',\'e\',\'f\',\'g\',\'h\',\'i\',\'j\',\'k\',\'l\',\'m\',\n \'n\',\'o\',\'p\',\'q\',\'r\',\'s\',\'t\',\'u\',\'v\',\'w\',\'x\',\'y\',\'z\'};\n\n public PasswordCombination()\n {\n System.out.println("Programmed by for INTE1070 Assignment 2");\n\n String input = JOptionPane.showInputDialog( "Enter number of threads" );\n if( input == null )\n System.exit(0);\n\n int numOfConnections = Integer.parseInt( input );\n startTime = System.currentTimeMillis();\n int pwdCounter = 52*52*52 + 52*52 + 52;\n password = new String[pwdCounter];\n\n doPwdCombination();\n\n System.out.println("Total Number of Passwords Generated: " + pwdCounter);\n createConnectionThread( numOfConnections );\n }\n\n private void doPwdCombination()\n {\n for( int i = 0; i < 52; i ++ )\n {\n str1 = "" + chars[i];\n password[pwdCounter++] = "" + chars[i];\n System.err.print( str1 + " | " );\n\n for( int j = 0; j < 52; j ++ )\n {\n str2 = str1 + chars[j];\n password[pwdCounter++] = str1 + chars[j];\n\n for( int k = 0; k < 52; k ++ )\n {\n str3 = str2 + chars[k];\n password[pwdCounter++] = str2 + chars[k];\n }\n }\n }\n\n System.err.println( "\\n" );\n }\n\n private void loadPasswords( )\n {\n FileReader fRead;\n BufferedReader buf;\n String line = null;\n String fileName = "words";\n\n try\n {\n fRead = new FileReader( fileName );\n buf = new BufferedReader(fRead);\n\n while((line = buf.readLine( )) != null)\n {\n password[pwdCounter++] = line;\n }\n }\n catch(FileNotFoundException e)\n {\n System.err.println("File not found: " + fileName);\n }\n catch(IOException ioe)\n {\n System.err.println("IO Error " + ioe);\n }\n }\n\n private void createConnectionThread( int input )\n {\n data = new HoldSharedData( startTime, password, pwdCounter );\n\n int numOfThreads = input;\n int batch = pwdCounter/numOfThreads + 1;\n numOfThreads = pwdCounter/batch + 1;\n System.out.println("Number of Connection Threads Used:" + numOfThreads);\n ConnectionThread[] connThread = new ConnectionThread[numOfThreads];\n\n for( int index = 0; index < numOfThreads; index ++ )\n {\n connThread[index] = new ConnectionThread( url, index, batch, data );\n connThread[index].conn();\n }\n }\n} ',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \n',
'\nimport java.util.*;\n\n\npublic class Cracker\n{\n private char[] letters = {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\', \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n private Vector v;\n\n public Cracker()\n {\n v = new Vector( 52);\n }\n public void loadLetters()\n {\n int i;\n\n for( i = 0; i < letters.length; i++)\n {\n\t String s = new StringBuffer().append( letters[i]).toString();\n v.add( s);\n }\n }\n public Vector getVictor()\n {\n return ;\n }\n public void loadPairs()\n {\n int i,j;\n\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n {\n String s1 = new StringBuffer().append( letters[i]).append( letters[j]).toString();\n\t String s2 = new StringBuffer().append( letters[j]).append( letters[i]).toString();\n\t v.add( s1);\n\t v.add( s2);\n\t }\n }\n for( i = 0; i < letters.length; i++)\n {\n String s3 = new StringBuffer().append( letters[i]).append( letters[i]).toString();\n\t v.add( s3);\n }\n }\n public void loadTriples()\n {\n int i, j, k;\n \n for( i = 0; i < letters.length; i++)\n {\n String s4 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[i]).toString();\n\t v.add( s4);\n }\n for( i = 0; i < letters.length - 1; i++)\n {\n for( j = i + 1; j < letters.length; j++)\n\t {\n\t String s5 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[j]).toString();\n\t String s6 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[j]).toString();\n\t String s7 = new StringBuffer().append( letters[j]).append( letters[j]).append( letters[i]).toString();\n\t String s8 = new StringBuffer().append( letters[j]).append( letters[i]).append( letters[i]).toString();\n\t String s9 = new StringBuffer().append( letters[i]).append( letters[j]).append( letters[i]).toString();\n\t String s10 = new StringBuffer().append( letters[i]).append( letters[i]).append( letters[j]).toString();\n\t v.add( s5);\n\t v.add( s6);\n\t v.add( s7);\n\t v.add( s8);\n\t v.add( s9);\n\t v.add( s10);\n\t }\n }\n for( i = 0; i < letters.length - 2; i++)\n {\n for( j = i + 1; j < letters.length - 1; j++)\n\t {\n\t for( k = i + 2; k < letters.length; k++)\n\t {\n\t String s11 = new StringBuffer().append( letters[i]).append( letters[j]).append(letters[k]).toString();\n\t String s12 = new StringBuffer().append( letters[i]).append( letters[k]).append(letters[j]).toString();\n\t String s13 = new StringBuffer().append( letters[k]).append( letters[j]).append(letters[i]).toString();\n\t String s14 = new StringBuffer().append( letters[k]).append( letters[i]).append(letters[j]).toString();\n\t String s15 = new StringBuffer().append( letters[j]).append( letters[i]).append(letters[k]).toString();\n\t String s16 = new StringBuffer().append( letters[j]).append( letters[k]).append(letters[i]).toString();\n\t v.add( s11);\n\t v.add( s12);\n\t v.add( s13);\n\t v.add( s14);\n\t v.add( s15);\n\t v.add( s16);\n\t }\n\t }\n }\n }\n \n public static void main( String[] args)\n {\n Cracker cr = new Cracker();\n cr.loadLetters();\n cr.loadPairs();\n cr.loadTriples();\n System.out.println(" far "+cr.getVictor().size()+" elements loaded");\n }\n}\n \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)
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