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
- [Bugfix] Handle layer name inconsistencies in pipeline parallel training
- Support Deepseekv32 chat
- [BUG] Make VLLM_COMPILE_CACHE_SAVE_FORMAT override CompilationConfig
- [Bug]: MXFP4 models still fall back to the Marlin kernel for RTX PRO 6000 (Blackwell SM120)
- [Bug]: Inference of Qwen3-VL-235B failed
- [Core] Allow users to modify the scheduler configuration online in dev mode.
- Fix gigachat3 parser + update tests
- [Bug]: Docker image v0.12.0 Fail to serve via Docker image
- qk-rmsnorm op
- [Feature][Observability] Fine-grained model runner timing metrics
- Docs
- Python not yet supported