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CodeFuse CodeLlama 34B 4bits by codefuse-ai

 »  All LLMs  »  codefuse-ai  »  CodeFuse CodeLlama 34B 4bits   URL Share it on

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  Merged Model   Arxiv:2311.02303   4bit   Autotrain compatible   Code   Codegen Dataset:codefuse-ai/codeexerci... Dataset:codefuse-ai/evol-instr...   En   Endpoints compatible   Gptq   Instruct   Llama   Pytorch   Quantized   Region:us   Zh
Model Card on HF 🤗: https://huggingface.co/codefuse-ai/CodeFuse-CodeLlama-34B-4bits 

CodeFuse CodeLlama 34B 4bits Benchmarks

LLME Score: 0.12759
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 4bits (codefuse-ai/CodeFuse-CodeLlama-34B-4bits)

CodeFuse CodeLlama 34B 4bits Parameters and Internals

Model Type 
text-generation
Additional Notes 
The model can be loaded on either a single A10 (24GB VRAM) or a RTX 4090 (24GB VRAM) and still achieves impressive accuracy.
Training Details 
Methodology:
Fine-tuned over multiple code tasks with 600k instructions/answers
Model Architecture:
4-bit quantization
Input Output 
Input Format:
Concatenated string formed by combining conversation data (human and bot contents) in the training data format.
Performance Tips:
Ensure input string ends with '<|role_start|>bot<|role_end|>' to ask the model to generate answers.
Release Notes 
Version:
2023.9
Date:
2023-09-26
Notes:
4-bit quantized version of CodeFuse-CodeLlama-34B with 73.8% accuracy.
Version:
2023.9
Date:
2023-09-11
Notes:
CodeFuse-CodeLlama-34B achieved 74.4% of pass@1, which is SOTA results for open-source LLMs at present.
LLM NameCodeFuse CodeLlama 34B 4bits
Repository 🤗https://huggingface.co/codefuse-ai/CodeFuse-CodeLlama-34B-4bits 
Base Model(s)  CodeFuse CodeLlama 34B   codefuse-ai/CodeFuse-CodeLlama-34B
Merged ModelYes
Model Size34b
Required VRAM19 GB
Updated2025-04-24
Maintainercodefuse-ai
Model Typellama
Instruction-BasedYes
Model Files  19.0 GB
Supported Languagesen zh
GPTQ QuantizationYes
Quantization Typegptq|4bit
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 Typefloat16

Best Alternatives to CodeFuse CodeLlama 34B 4bits

Best Alternatives
Context / RAM
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...chless Codellama 34B V2.0 GPTQ16K / 17.7 GB24
CodeLlama 34B Instruct GPTQ16K / 18.3 GB7575
CodeLlama 34B Instruct Fp1616K / 67.5 GB7547
CodeLlama 34B Instruct Hf 4bit16K / 19.4 GB182
... Uncensored CodeLlama 34B GPTQ16K / 17.7 GB117
...gpt 32K Codellama 34B Instruct32K / 67.5 GB672
CodeLlama 34B Instruct Hf16K / 67.5 GB21518286
Speechless Codellama 34B V2.016K / 67.5 GB39217
CodeLlama 34B Instruct Hf16K / 67.5 GB137216
Speechless Codellama 34B V1.916K / 67.5 GB3880
Note: green Score (e.g. "73.2") means that the model is better than codefuse-ai/CodeFuse-CodeLlama-34B-4bits.

Rank the CodeFuse CodeLlama 34B 4bits 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 v20241227
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