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][EPLB] Use group-local ranks for torch P2P transfers
- [Bugfix][KV Connector] Retry Mooncake bootstrap registration on timeout
- [Quantization] Layer re-quantization for linear layers through online quantization API (MXFP8 -> FP8 PTPC showcase)
- [Feat][Frontend] Add Watchdog for Engine and Worker Monitoring
- [Feat][MM Cache] Skip media loading & decoding if UUID based cache lookup succeeds
- [Quantization] Enable shared expert fusion compatibility with online `shared_expert` quantization (showcase: along Quark MXFP4 routed experts)
- [Perf][DSpark] KV-only context insert and fused kv_norm
- [Bugfix] Preserve GDN recurrent state on zero-draft speculative decode steps
- [Performance][Model] DeepSeek-V4: reuse fused post residual for aux hidden states
- [Bugfix][NIXL] Recover locally invalidated pull peer metadata
- Docs
- Python not yet supported