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Qwen2.5 Coder 32B Instruct AWQ by Qwen

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  Arxiv:2309.00071   Arxiv:2407.10671   Arxiv:2409.12186   4-bit   Autotrain compatible   Awq Base model:quantized:qwen/qwen... Base model:qwen/qwen2.5-coder-...   Chat   Code   Codegen   Codeqwen   Conversational   En   Endpoints compatible   Instruct   Quantized   Qwen   Qwen-coder   Qwen2   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct-AWQ 

Qwen2.5 Coder 32B Instruct AWQ Benchmarks

HumanEvalA: 63.38
Python Eva: 83.2 vs 92 (so35)-9.6%
Java Eval: 73.69
Javascript: 76.05
CPP Eval: 81.95
PHP Eval: 73.59
Julia Eval: 58.15
D Eval: 26.98
Lua Eval: 46.04
R Eval: 52.73
Racket Eva: 61.54
Rust Eval: 68.53
Swift Eval: 58.12
LLME Score: 0.3411
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 Instruct AWQ (Qwen/Qwen2.5-Coder-32B-Instruct-AWQ)

Qwen2.5 Coder 32B Instruct AWQ Parameters and Internals

Model Type 
Causal Language Model
Use Cases 
Areas:
research, commercial applications
Applications:
Code Agents, coding capabilities, mathematics, general competencies
Primary Use Cases:
code generation, code reasoning, code fixing
Supported Languages 
en (High)
Training Details 
Data Sources:
source code, text-code grounding, Synthetic data
Data Volume:
5.5 trillion tokens
Methodology:
Pretraining & Post-training
Context Length:
131072
Model Architecture:
transformers with RoPE, SwiGLU, RMSNorm, and Attention QKV bias
Input Output 
Input Format:
Message-based prompt template with roles (system, user)
Accepted Modalities:
text
Performance Tips:
Add 'rope_scaling' configuration for handling long texts; optimize for long contexts with YaRN.
LLM NameQwen2.5 Coder 32B Instruct AWQ
Repository 🤗https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct-AWQ 
Base Model(s)  Qwen/Qwen2.5-Coder-32B-Instruct   Qwen/Qwen2.5-Coder-32B-Instruct
Model Size32b
Required VRAM19.4 GB
Updated2024-12-08
MaintainerQwen
Model Typeqwen2
Instruction-BasedYes
Model Files  3.9 GB: 1-of-5   4.0 GB: 2-of-5   4.0 GB: 3-of-5   4.0 GB: 4-of-5   3.5 GB: 5-of-5
Supported Languagesen
AWQ QuantizationYes
Quantization Typeawq
Generates CodeYes
Model ArchitectureQwen2ForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.41.1
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size152064
Torch Data Typefloat16
Errorsreplace

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

Rank the Qwen2.5 Coder 32B Instruct AWQ 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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