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
- [Quantization] Per-shard FP8 scaling for MergedColumnParallelLinear
- [Bugfix][V1] KV cache: handle None block_size for Mamba/SSM groups
- [Kernel] Tune default fp8 block-scaled Triton config for M<=8 decode
- [Kernel] Add MixFP4 W4A16 Marlin inference support
- [Kernel] OAITritonExperts MXFP4: include SM 12.x in supported device range
- [Attention] Mamba attention module refactor
- opt: merge_attn_states_kernel reuse scale via shared memory
- [V1][Bugfix] Reap EngineCore on parent death (#19849)
- [ROCm][perf] Use workspace manager for sparse indexer allocations
- Fix quant benchmarking script
- Docs
- Python not yet supported