Overview
Qwen3-Coder-480B-A35B-Instruct Overview
Qwen3-Coder-480B-A35B-Instruct is Qwen's most advanced agentic code model, featuring 480 billion total parameters with 35 billion activated. It demonstrates significant performance in agentic coding, agentic browser-use, and other core coding tasks, achieving results comparable to Claude Sonnet.
Key Capabilities and Features
- Agentic Coding: Excels in tool calling capabilities, supporting platforms like Qwen Code and CLINE with a specialized function call format.
- Extended Context Length: Offers native support for 256K tokens, which can be extended up to 1M tokens using Yarn, making it suitable for understanding large code repositories.
- Optimized for Code: Designed to handle complex coding scenarios and generate code effectively.
- MoE Architecture: Utilizes a Mixture-of-Experts (MoE) architecture with 160 experts and 8 activated experts, contributing to its efficiency and performance.
Best Practices for Usage
- Sampling Parameters: Recommended settings include
temperature=0.7,top_p=0.8,top_k=20, andrepetition_penalty=1.05for optimal output. - Output Length: Suggests using an output length of 65,536 tokens for most queries to ensure adequate response generation.
- No Thinking Mode: This model operates without generating
<think></think>blocks, simplifying its output.
Good for
- Agentic Code Generation: Developing applications that require autonomous code generation and execution.
- Large-Scale Code Analysis: Projects needing to process and understand extensive codebases due to its long context capabilities.
- Tool-Use Scenarios: Integrating with external tools and APIs through its robust function calling mechanism.