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Qwen2.5 Coder 14B by Qwen

 »  All LLMs  »  Qwen  »  Qwen2.5 Coder 14B   URL Share it on

  21355   
  Arxiv:2309.00071   Arxiv:2407.10671   Arxiv:2409.12186   Autotrain compatible Base model:finetune:qwen/qwen2...   Base model:qwen/qwen2.5-14b   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-14B 

Qwen2.5 Coder 14B Benchmarks

MMLU Pro: 39.13
GPQA: 5.7
MUSR: 6.39
BBH: 40.52
IFEval: 34.73 vs 88 (so35)-60.5%
MATH Lvl 5: 22.13
LLME Score: 0.42289
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 14B (Qwen/Qwen2.5-Coder-14B)

Qwen2.5 Coder 14B 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 14B
Repository 🤗https://huggingface.co/Qwen/Qwen2.5-Coder-14B 
Base Model(s)  Qwen/Qwen2.5-14B   Qwen/Qwen2.5-14B
Model Size14b
Required VRAM29.7 GB
Updated2024-12-26
MaintainerQwen
Model Typeqwen2
Model Files  5.0 GB: 1-of-6   5.0 GB: 2-of-6   5.0 GB: 3-of-6   5.0 GB: 4-of-6   5.0 GB: 5-of-6   4.7 GB: 6-of-6
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

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Note: green Score (e.g. "73.2") means that the model is better than Qwen/Qwen2.5-Coder-14B.

Rank the Qwen2.5 Coder 14B 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 v20241217
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