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
- Backport workflow-hardening fix (excessive-permissions) to 5 release branches
- [New Model]: Couqi XTTS_v2 multilanguage text-to-speech
- [Bug]: Gemma4ForConditionalGeneration + runtime LoRA greedy decode diverges from HuggingFace transformers on text-only prompts
- [Attention] Support NVFP4 KV cache on SM8x and SM12x with FlashInfer
- [Bugfix][MiniMax-M3] Fix garbled outputs and streaming reasoning parser on NVFP4 MoE backends for SM 12.0a (RTX PRO 6000 Blackwell)
- Fix Cutlass FP8 padded weight loader replacement
- [Bug]: Crash on using JSON structured output with speculative decoding on guidance backend
- Revert "[MM][CG] Gemma3 Encoder CUDA Graph" (#43591)
- [BugFix] Improve DCP error message with actionable remedy
- Fix plain FP8 MLA KV cache page size
- Docs
- Python not yet supported