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CodeLlama 7B Instruct Hf by codellama

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  Arxiv:2308.12950   Autotrain compatible   Code   Codegen   Conversational   Endpoints compatible   Instruct   Llama   Llama2   Pytorch   Region:us   Safetensors   Sharded   Tensorflow

CodeLlama 7B Instruct Hf Benchmarks

ARC: 36.52 vs 96.7 (so35)-62.2%
HellaSwag: 55.44 vs 95.3 (gpt4)-41.8%
MMLU: 34.54 vs 88.3 (so35)-60.9%
TruthfulQA: 41.25 vs 59 (gpt4)-30.1%
WinoGrande: 64.56 vs 87.5 (gpt4)-26.2%
GSM8K: 7.96 vs 96.4 (so35)-91.7%
HumanEvalA: 26.45
Python Eva: 45.65 vs 92 (so35)-50.4%
Java Eval: 28.77
Javascript: 33.11
CPP Eval: 29.03
PHP Eval: 28.55
Julia Eval: 27.58
D Eval: 11.81
Lua Eval: 30.47
R Eval: 19.7
Racket Eva: 11.81
Rust Eval: 24.27
Swift Eval: 26.66
LLME Score: 0.27757
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

CodeLlama 7B Instruct Hf Parameters and Internals

LLM NameCodeLlama 7B Instruct Hf
Repository 🤗https://huggingface.co/codellama/CodeLlama-7b-Instruct-hf 
Model Size7b
Required VRAM13.5 GB
Updated2024-09-16
Maintainercodellama
Model Typellama
Instruction-BasedYes
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 Size32016
Torch Data Typebfloat16
CodeLlama 7B Instruct Hf (codellama/CodeLlama-7b-Instruct-hf)

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VRAM
...B Instruct Hf Bnb 4bit Smashed094 GB

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

Rank the CodeLlama 7B Instruct Hf Capabilities

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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 v2024072803
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