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Qwen2.5 Coder 32B by Qwen

 »  All LLMs  »  Qwen  »  Qwen2.5 Coder 32B   URL Share it on

  8986   
  Arxiv:2309.00071   Arxiv:2407.10671   Arxiv:2409.12186   Autotrain compatible Base model:finetune:qwen/qwen2...   Base model:qwen/qwen2.5-32b   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-32B 

Qwen2.5 Coder 32B Benchmarks

HumanEvalA: 55.07
Python Eva: 57.1 vs 92 (so35)-37.9%
Java Eval: 65.49
Javascript: 65.07
CPP Eval: 64.35
PHP Eval: 62.7
Julia Eval: 51.28
D Eval: 32.3
Lua Eval: 57.25
R Eval: 31.2
Racket Eva: 47.93
Rust Eval: 65.94
Swift Eval: 60.21
LLME Score: 0.37979
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 32B (Qwen/Qwen2.5-Coder-32B)

Qwen2.5 Coder 32B Parameters and Internals

Model Type 
text-generation
Use Cases 
Applications:
code generation, code reasoning, code fixing
Limitations:
not recommended for conversational tasks
Additional Notes 
The model has long-context support allowing up to 128K tokens processed.
Supported Languages 
en (high)
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
Context Length:
131072
Model Architecture:
transformers with RoPE, SwiGLU, RMSNorm, and Attention QKV bias
Input Output 
Accepted Modalities:
text
Performance Tips:
Apply post-training for conversational tasks; adjust `rope_scaling` for long contexts.
Release Notes 
Version:
2.5
Date:
2024
Notes:
Significant improvements in code capabilities and long-context support.
LLM NameQwen2.5 Coder 32B
Repository 🤗https://huggingface.co/Qwen/Qwen2.5-Coder-32B 
Base Model(s)  Qwen/Qwen2.5-32B   Qwen/Qwen2.5-32B
Model Size32b
Required VRAM65.8 GB
Updated2024-12-08
MaintainerQwen
Model Typeqwen2
Model Files  4.9 GB: 1-of-14   4.9 GB: 2-of-14   4.9 GB: 3-of-14   4.9 GB: 4-of-14   4.9 GB: 5-of-14   4.9 GB: 6-of-14   4.9 GB: 7-of-14   4.9 GB: 8-of-14   4.9 GB: 9-of-14   4.9 GB: 10-of-14   4.9 GB: 11-of-14   4.9 GB: 12-of-14   4.9 GB: 13-of-14   2.1 GB: 14-of-14
Supported Languagesen
Generates CodeYes
Model ArchitectureQwen2ForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.43.1
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size152064
Torch Data Typebfloat16
Errorsreplace

Quantized Models of the Qwen2.5 Coder 32B

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VRAM
...truct Gptqmodel 4bit Vortex V11174721 GB
Qwen2.5 Coder 32B 4bit218318 GB
Qwen2.5 Coder 32B 8bit213034 GB

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Note: green Score (e.g. "73.2") means that the model is better than Qwen/Qwen2.5-Coder-32B.

Rank the Qwen2.5 Coder 32B 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 v20241124
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