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
- [Frontend] use BAD_REQUEST for VLLMValidationError
- [Perf][ROCm] MoE int4 weight repacking for GPTQ/AWQ Triton kernel
- [DFlash] Add HunyuanVL DFlash speculative decoding support
- [MM][CG] ViT CudaGraph Video inference fall back to eager when input T > frames_per_item
- [V1][Bugfix] structured_output × spec-decode: pre-commit grammar filter for boundary-step bonus tokens
- [CI][Bugfix] Use token-id prefix in batch-invariant decode/prefill consistency test
- [Bugfix] Normalize int16 PCM in load_audio_pyav (fixes Gemma 4 audio ASR hallucination)
- [B12x] W4A16 NVFP4 support + Nemotron-3.5 / Qwen3.5 fixes
- [Bugfix][Frontend] Fix (inadverted) regression when text is emitted before a tool call severely hurting agentic behavior
- Rdt weight sync
- Docs
- Python not yet supported