vllm
https://github.com/vllm-project/vllm
Python
A high-throughput and memory-efficient inference and serving engine for LLMs
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- Issues
- [Bug]: AttributeError: '_C' object has no attribute 'awq_dequantize' on Intel Arc B580 XPU (AWQ inference fails)
- [Bug]: Triton MXFP4 MoE kernel uses .tile::scatter4 PTX (Hopper/SM10 only) — fails on SM 12.1 (GB10/DGX Spark); Marlin fallback hits #37030
- [bug] Fix lora reloading from disk every step when using AsyncLLM
- [Bug]: Qwen3ForEmbedding no longer works
- [Misc] Fix benchmark_machete CLI runners
- [Bug]: model with GGUF quant type failed to run
- [Bug]: Qwen3-VL deepstack ValueError "Requested more deepstack tokens than available in buffer" with chunked prefill + prefix caching
- [WIP] Clean up scheduling loop
- [Bugfix] Validate 'text' field in Responses API multi-modal content
- [Bug] Fix /pooling 404 after resolve_lora in _maybe_get_adapters
- Docs
- Python not yet supported