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
- Fix sparse BlockStored event token/hash mapping
- [Bugfix][Spec-Decode][MLA] Fix CUDA graph capture assertion and missing draft seq_lens_cpu_upper_bound for EAGLE on SINGLE_ONLY MLA backends
- [Bugfix] Fix ZMQ port TOCTOU race in shm_broadcast.py
- [WIP][Kernel][CuTeDSL] Quant Scaled MM Per (Tensor/token/channel) FP8/INT8 kernel in CuTeDSL
- fix: logprobs values change with requested count due to token-string collision
- [Feature][Spec-Decode]: Cascade: Utility-Driven Adaptive k for MoE Speculative Decoding in V1
- [Frontend] Consolidate scale out entrypoints
- [XPU] Add online fp8 quantization test
- fix benchmarks: chat_template_kwargs ignored in spec_bench/custom_audio, causing distorted thinking-model metrics
- Perf/wna16 batched marlin block size
- Docs
- Python not yet supported