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CodeLlama 13B 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 13B Instruct Hf Benchmarks

ARC: 44.54 vs 96.7 (so35)-53.9%
HellaSwag: 64.93 vs 95.3 (gpt4)-31.9%
MMLU: 38.89 vs 88.3 (so35)-56%
TruthfulQA: 45.88 vs 59 (gpt4)-22.2%
WinoGrande: 68.03 vs 87.5 (gpt4)-22.3%
GSM8K: 12.66 vs 96.4 (so35)-86.9%
HumanEvalA: 31.29
Python Eva: 50.6 vs 92 (so35)-45%
Java Eval: 33.99
Javascript: 40.92
CPP Eval: 36.36
PHP Eval: 32.07
Julia Eval: 32.23
D Eval: 16.29
Lua Eval: 31.6
R Eval: 20.14
Racket Eva: 16.66
Rust Eval: 32.82
Swift Eval: 31.75
LLME Score: 0.24369
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

CodeLlama 13B Instruct Hf Parameters and Internals

LLM NameCodeLlama 13B Instruct Hf
Repository 🤗https://huggingface.co/codellama/CodeLlama-13b-Instruct-hf 
Model Size13b
Required VRAM26 GB
Updated2024-09-07
Maintainercodellama
Model Typellama
Instruction-BasedYes
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3   9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.5 GB: 3-of-3
Supported Languagescode
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licensellama2
Context Length16384
Model Max Length16384
Transformers Version4.32.0.dev0
Tokenizer ClassCodeLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32016
Torch Data Typebfloat16
CodeLlama 13B Instruct Hf (codellama/CodeLlama-13b-Instruct-hf)

Quantized Models of the CodeLlama 13B Instruct Hf

Model
Likes
Downloads
VRAM
Codellama 7B Instruct GGUF0782 GB
Codellama 13B Instruct GGUF0613 GB
CodeLlama 13B Instruct GGUF244765 GB
CodeLlama 13B Instruct GGUF11237785 GB
CodeLlama 13B Instruct GPTQ3710377 GB
CodeLlama 13B Instruct AWQ9207 GB
CodeLlama 13B Instruct GGML1995 GB

Best Alternatives to CodeLlama 13B Instruct Hf

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Context / RAM
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NexusRaven V2 13B16K / 26 GB12787456
CodeLlama 13B Instruct Hf16K / 26 GB202710
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Panda Coder 13B16K / 26 GB1513
... Llama 2 13B Instruct Text2sql16K / 26 GB11926
Gen Sim16K / 0.3 GB82
CodeLlama 13B Instruct Fp1616K / 26 GB143529
...Llama 13B Instruct Hf 4bit MLX16K / 7.8 GB92
...13B Instruct Nf4 Fp16 Upscaled16K / 26 GB4100
Note: green Score (e.g. "73.2") means that the model is better than codellama/CodeLlama-13b-Instruct-hf.

Rank the CodeLlama 13B 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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