Verified Directory Benchmark
Qwen 2.5 Coder 32B vs Claude 3.5 Sonnet: Open vs Closed AI Coding
Can an open-weight 32B model running on a single RTX 4090 match Anthropic flagship coding model?
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| Technical Metric | Qwen 2.5 Coder [32B] | Claude 3.5 Sonnet |
|---|---|---|
| Hosting Type | 100% Local GPU (Ollama/vLLM) | Cloud API (Anthropic/AWS) |
| HumanEval Score | 92.7% verified score | 93.7% frontier score |
| Operating Cost | Zero token fees (Local power) | $3 / $15 per 1M tokens |
| Context Length | 128,000 tokens | 200,000 tokens |
| Best Suited For | Private corporate on-premise code | Complex multi-layer enterprise apps |
◈ Technical Recommendation & Architectural Choice
Claude 3.5 Sonnet leads in full codebase planning; Qwen 2.5 Coder 32B achieves 92.7% HumanEval on local hardware.