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
- [ROCm][Bugfix] Disable cudagraph for AITER MXFP4xMXFP4 MoE (graph-unsafe decode corruption)
- [Feature]: triton_scaled_mm uses an AMD-tuned fixed tile heuristic — leaves up to 1.82x on NVIDIA H800 (Hopper sm_90)
- [Bugfix] Respect NCCL_P2P_DISABLE in custom allreduce
- [Bugfix] Guard spec decode slot mapping padding rows
- fix: fallback to native forward for non-CUDA devices in FatreluAndMul (closes #42322)
- Handle structured output grammar compilation failures
- [Doc] Fix inconsistent hash notation in prefix caching Time 5 diagram
- [Bug]: `humming-kernels` leaks two unreaped `python3` subprocesses (zombies) at import time, for every quantized model
- [Doc] Fix broken string literal in pipeline parallelism code example
- [Bug]:mistralai/Devstral-Small-2-24B-Instruct-2512 no longer working in 0.22.1
- Docs
- Python not yet supported