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CodeLlama 7B Python Hf by codellama

 »  All LLMs  »  codellama  »  CodeLlama 7B Python Hf   URL Share it on

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  Arxiv:2308.12950   Autotrain compatible   Code   Codegen   Endpoints compatible   Llama   Llama2   Pytorch   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/codellama/CodeLlama-7b-Python-hf 

CodeLlama 7B Python Hf Benchmarks

ARC: 29.27 vs 96.7 (so35)-69.7%
HellaSwag: 50.12 vs 95.3 (gpt4)-47.4%
MMLU: 28.37 vs 88.3 (so35)-67.9%
TruthfulQA: 41.61 vs 59 (gpt4)-29.5%
WinoGrande: 64.01 vs 87.5 (gpt4)-26.8%
GSM8K: 5.16 vs 96.4 (so35)-94.6%
HumanEvalA: 23.5
Python Eva: 40.48 vs 92 (so35)-56%
Java Eval: 29.15
Javascript: 36.34
CPP Eval: 30.34
PHP Eval: 1.08
Julia Eval: 28.53
D Eval: 8.94
Lua Eval: 26.15
R Eval: 18.25
Racket Eva: 9.04
Rust Eval: 26.96
Swift Eval: 26.75
LLME Score: 0.22498
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
CodeLlama 7B Python Hf (codellama/CodeLlama-7b-Python-hf)

CodeLlama 7B Python Hf Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
Commercial, Research
Applications:
Code synthesis and understanding, Python programming
Primary Use Cases:
Python specialist, Code completion
Limitations:
Use in languages other than English, Potentially objectionable content
Training Details 
Hardware Used:
A100-80GB
Model Architecture:
Auto-regressive language model with optimized transformer architecture.
Responsible Ai Considerations 
Mitigation Strategies:
Developers should perform safety testing and tuning tailored to their specific applications of the model.
Input Output 
Input Format:
Text only
Output Format:
Text only
LLM NameCodeLlama 7B Python Hf
Repository 🤗https://huggingface.co/codellama/CodeLlama-7b-Python-hf 
Model Size7b
Required VRAM13.5 GB
Updated2024-12-22
Maintainercodellama
Model Typellama
Model Files  10.0 GB: 1-of-2   3.5 GB: 2-of-2   4.9 GB: 1-of-3   5.0 GB: 2-of-3   3.6 GB: 3-of-3
Supported Languagescode
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licensellama2
Context Length16384
Model Max Length16384
Transformers Version4.33.0.dev0
Tokenizer ClassCodeLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typebfloat16

Quantized Models of the CodeLlama 7B Python Hf

Model
Likes
Downloads
VRAM
CodeLlama 7B Python Fp1692913 GB

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Note: green Score (e.g. "73.2") means that the model is better than codellama/CodeLlama-7b-Python-hf.

Rank the CodeLlama 7B Python Hf Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241217
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