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
- [Core][Perf] Cap Torch intra-op threads in UniProcExecutor to avoid CPU oversubscription
- fix: use .pop() with default None to avoid KeyError in chat.py (closes #44827)
- [Bugfix] Guard compressed-tensors FP8 KV cache override on SM90+
- Combined configuration of Multi-Token Prediction (MTP), fp8 KV cache, and AITER's Shuffle KV (SKV) layout
- [Kernel] Fuse softmax into grouped_topk CUDA kernel
- [Bugfix][Core][Model] Voxtral realtime: fix boot-OOM / silent-hang / max-len crash on 16 GiB
- [Kernel] Fuse per-group FP8 dynamic quant into Triton attention epilogue
- [Perf][ROCm] Use CK blockscaled w8a8 gemm for DeepSeek-V3 shapes when on gfx950
- [Mooncake] Auto-discover compatible RDMA devices for Mooncake Connector
- Same-name tower/connector LoRA reload reuses stale multimodal encoder cache
- Docs
- Python not yet supported