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How to Deploy Qwen3-Coder-30B-A3B-Instruct

To install this model locally in the shortest time, opt for Docker.

Please follow the instructions listed below to get started.

Then, run the specified Docker command to start the environment.

🔒 Hash checksum: 3a442d164452356273055966386ab706 • 📆 Last updated: 2026-06-27 Verify CPU: AVX2/AVX-512 instruction set required for llama.cpp RAM: minimum 16 GB for stable 8B model loading Disk: high-speed SSD 120 GB to cache model layers Graphics: 12 GB VRAM minimum required for basic quantization

The Qwen3-Coder-30B-A3B-Instruct model is a large language model specifically optimized for code generation and software engineering tasks. It leverages an A3B architecture that balances parameter count and inference efficiency, delivering robust performance across multiple programming languages. With 30 billion parameters and a context window extending to 16 k tokens, the model can understand and generate lengthy code snippets and documentation. The model has been fine‑tuned on extensive public code repositories and instructional datasets, enabling it to follow complex coding conventions and best practices. In benchmarks such as HumanEval and MBPP, Qwen3-Coder-30B-A3B-Instruct consistently achieves top‑tier scores, often rivaling or surpassing specialized coding assistants. Below is a quick comparison of its core specifications:

Parameter Count	30 B
Context Length	16 k tokens
Training Data	Public code repos + instructional datasets
Primary Use	Code generation & software engineering

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