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Qwen2.5 Coder 7B by Qwen

 »  All LLMs  »  Qwen  »  Qwen2.5 Coder 7B   URL Share it on

  29109   
  Arxiv:2309.00071   Arxiv:2407.10671   Arxiv:2409.12186   Autotrain compatible Base model:finetune:qwen/qwen2...   Base model:qwen/qwen2.5-7b   Code   Codegen   Codeqwen   Conversational   En   Endpoints compatible   Qwen   Qwen-coder   Qwen2   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/Qwen/Qwen2.5-Coder-7B 

Qwen2.5 Coder 7B Benchmarks

MMLU Pro: 29.77
GPQA: 1.23
MUSR: 2.17
BBH: 28.44
IFEval: 34.46 vs 88 (so35)-60.8%
MATH Lvl 5: 19.18
LLME Score: 0.33982
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Qwen2.5 Coder 7B (Qwen/Qwen2.5-Coder-7B)

Qwen2.5 Coder 7B Parameters and Internals

Model Type 
text-generation, code
Use Cases 
Areas:
research, commercial applications
Applications:
code generation, code reasoning, code fixing, code agents
Primary Use Cases:
coding capabilities, mathematics, general competencies
Limitations:
Not recommended for conversations
Considerations:
Post-training or specific task tuning is recommended for certain applications
Additional Notes 
The model's architecture includes RoPE, SwiGLU, RMSNorm, and Attention QKV bias.
Supported Languages 
en (English)
Training Details 
Data Sources:
source code, text-code grounding, synthetic data
Data Volume:
5.5 trillion tokens
Methodology:
transformers with RoPE, SwiGLU, RMSNorm, and Attention QKV bias architecture
Context Length:
131072
Model Architecture:
transformers with RoPE, SwiGLU, RMSNorm, and Attention QKV bias
Input Output 
Input Format:
Supports up to 128K tokens in context length.
Accepted Modalities:
text
Output Format:
Text
Performance Tips:
Use 'rope_scaling' for handling long contexts optimally.
LLM NameQwen2.5 Coder 7B
Repository 🤗https://huggingface.co/Qwen/Qwen2.5-Coder-7B 
Base Model(s)  Qwen/Qwen2.5-7B   Qwen/Qwen2.5-7B
Model Size7b
Required VRAM15.2 GB
Updated2025-05-15
MaintainerQwen
Model Typeqwen2
Model Files  4.9 GB: 1-of-4   4.9 GB: 2-of-4   4.3 GB: 3-of-4   1.1 GB: 4-of-4
Supported Languagesen
Generates CodeYes
Model ArchitectureQwen2ForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.45.0.dev0
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size152064
Torch Data Typebfloat16
Errorsreplace

Quantized Models of the Qwen2.5 Coder 7B

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Qwen2.5 Coder 7B Bnb 4bit739245 GB
Qwen2.5 Coder 7B Instruct 4bit53564 GB

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Rank the Qwen2.5 Coder 7B 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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Release v20241227
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