CodeFuse CodeLlama 34B by codefuse-ai

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  Arxiv:2311.02303   Autotrain compatible   Codegen   Endpoints compatible   Llama   Pytorch   Region:us   Sharded

CodeFuse CodeLlama 34B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
CodeFuse CodeLlama 34B (codefuse-ai/CodeFuse-CodeLlama-34B)

CodeFuse CodeLlama 34B Parameters and Internals

Model Type 
code-generation
Additional Notes 
The model has been finetuned with a context length of 4K, which can be extended to 16K if necessary. A 4-bit quantized version is available to accommodate hardware constraints.
Training Details 
Data Volume:
600k instructions/answers
Methodology:
QLoRA fine-tuning
Context Length:
4000
Input Output 
Input Format:
Concatenated string formed by combining conversation data in training data format.
LLM NameCodeFuse CodeLlama 34B
Repository ๐Ÿค—https://huggingface.co/codefuse-ai/CodeFuse-CodeLlama-34B 
Model Size34b
Required VRAM67.5 GB
Updated2024-12-22
Maintainercodefuse-ai
Model Typellama
Model Files  9.8 GB: 1-of-7   9.7 GB: 2-of-7   9.7 GB: 3-of-7   9.7 GB: 4-of-7   9.7 GB: 5-of-7   9.7 GB: 6-of-7   9.2 GB: 7-of-7
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length16384
Model Max Length16384
Transformers Version4.32.0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Padding Token<unk>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typebfloat16

Quantized Models of the CodeFuse CodeLlama 34B

Model
Likes
Downloads
VRAM
CodeFuse CodeLlama 34B GGUF2078814 GB
CodeFuse CodeLlama 34B 4bits281419 GB
CodeFuse CodeLlama 34B AWQ22418 GB
CodeFuse CodeLlama 34B GPTQ93117 GB

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Context / RAM
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Phind CodeLlama 34B Python V116K / 67.5 GB916253
CodeLlama 34B Python Hf16K / 67.5 GB414194
Note: green Score (e.g. "73.2") means that the model is better than codefuse-ai/CodeFuse-CodeLlama-34B.

Rank the CodeFuse CodeLlama 34B 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 v20241217