radiologist_llama

Name: radiologist_llama
Author: Cosmobillian

mllama

Cosmobillian

Image Model

OTHER

New

28 downloads

Early-stage

Try on Hugging Face Add to Compare

Edge AI:

Mobile

Laptop

Server

Unknown

Mobile

Laptop

Server

Quick Summary

AI model with specialized capabilities.

Training Data Analysis

🟡 Average (4.8/10)

Researched training datasets used by radiologist_llama with quality assessment

Specialized For

general

science

multilingual

reasoning

Training Datasets (4)

common crawl

🔴 2.5/10

general

science

Key Strengths

•Scale and Accessibility: At 9.5+ petabytes, Common Crawl provides unprecedented scale for training d...
•Diversity: The dataset captures billions of web pages across multiple domains and content types, ena...
•Comprehensive Coverage: Despite limitations, Common Crawl attempts to represent the broader web acro...

Considerations

•Biased Coverage: The crawling process prioritizes frequently linked domains, making content from dig...
•Large-Scale Problematic Content: Contains significant amounts of hate speech, pornography, violent c...

🔵 6/10

general

multilingual

Key Strengths

•Scale and Accessibility: 750GB of publicly available, filtered text
•Systematic Filtering: Documented heuristics enable reproducibility
•Language Diversity: Despite English-only, captures diverse writing styles

Considerations

•English-Only: Limits multilingual applications
•Filtering Limitations: Offensive content and low-quality text remain despite filtering

wikipedia

🟡 5/10

science

multilingual

Key Strengths

•High-Quality Content: Wikipedia articles are subject to community review, fact-checking, and citatio...
•Multilingual Coverage: Available in 300+ languages, enabling training of models that understand and ...
•Structured Knowledge: Articles follow consistent formatting with clear sections, allowing models to ...

Considerations

•Language Inequality: Low-resource language editions have significantly lower quality, fewer articles...
•Biased Coverage: Reflects biases in contributor demographics; topics related to Western culture and ...

arxiv

🟡 5.5/10

science

reasoning

Key Strengths

•Scientific Authority: Peer-reviewed content from established repository
•Domain-Specific: Specialized vocabulary and concepts
•Mathematical Content: Includes complex equations and notation

Considerations

•Specialized: Primarily technical and mathematical content
•English-Heavy: Predominantly English-language papers

Explore our comprehensive training dataset analysis

View All Datasets

Code Examples

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2

👨‍💻 How to Use (Inference)bashpytorch

%%capture
import os, re
if "COLAB_" not in "".join(os.environ.keys()):
    !pip install unsloth
else:
    import torch; v = re.match(r"[0-9\\.]{3,}", str(torch.__version__)).group(0)
    xformers = "xformers==" + ("0.0.32.post2" if v == "2.8.0" else "0.0.29.post3")
    !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo
    !pip install sentencepiece protobuf "datasets>=3.4.1,<4.0.0" "huggingface_hub>=0.34.0" hf_transfer
    !pip install --no-deps unsloth
!pip install transformers==4.55.4
!pip install --no-deps trl==0.22.2