Which GPU is the Cheapest for Qwen3-32B Inference with vLLM?
If you're looking to run inference on massive 32B models like Qwen-32B or Qwen3-32B from Hugging Face, the most cost-effective GPU setup for Qwen3-32B inference is 2×NVIDIA A100 40GB using vLLM with tensor-parallel-size=2.
Performance: In benchmark tests, this dual-GPU setup achieved ~976 tokens/s throughput and median TTFT under 800ms—comparable to a single NVIDIA H100.
Cost: 2×A100 costs roughly 50% less than one H100, making it the best price-to-performance solution for 32B LLMs like Qwen3-32B.
Compatibility: Fully supports large-scale models like Qwen/Qwen3-32B using vLLM with tensor parallelism.