Qwen2.5-Coder-32B-Instruct-AWQ

Qwen2.5-Coder-32B-Instruct-AWQ

Qwen

A 32B parameter AWQ-quantized code generation model with 128K context length, optimized for programming tasks and code reasoning. Based on Qwen2.5 architecture.

PropertyValue
Parameter Count32.5B
LicenseApache 2.0
Context Length131,072 tokens
QuantizationAWQ 4-bit
PaperTechnical Report

What is Qwen2.5-Coder-32B-Instruct-AWQ?

Qwen2.5-Coder-32B-Instruct-AWQ is a state-of-the-art code-specific large language model that represents the pinnacle of the Qwen2.5-Coder series. This AWQ-quantized version maintains the powerful capabilities of the original model while reducing the computational requirements through 4-bit precision.

Implementation Details

The model is built on a transformer architecture with several advanced features including RoPE, SwiGLU, RMSNorm, and Attention QKV bias. It comprises 64 layers with 40 attention heads for queries and 8 for key-values, implementing grouped-query attention (GQA) for efficient processing.

  • Trained on 5.5 trillion tokens including source code and text-code pairs
  • Supports context length up to 128K tokens using YaRN technology
  • Features 4-bit AWQ quantization for efficient deployment
  • Implements a comprehensive chat template system for natural interaction

Core Capabilities

  • Advanced code generation and completion
  • Sophisticated code reasoning and analysis
  • Efficient code fixing and debugging
  • Long-context processing up to 128K tokens
  • Mathematical problem-solving
  • Code agent functionalities

Frequently Asked Questions

Q: What makes this model unique?

This model stands out for its combination of state-of-the-art coding capabilities matching GPT-4, extensive context length support, and efficient 4-bit quantization for practical deployment.

Q: What are the recommended use cases?

The model excels in software development tasks, including code generation, debugging, and analysis. It's particularly suitable for professional developers needing a powerful coding assistant that can handle complex programming challenges while maintaining reasonable computational requirements.

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