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] All pyNCCL copy-only operation to use int8 instead of fp8
- fix: add --api-key support and authentication warning to gRPC server
- [Perf][Kernel] Use bf16 shared staging in mHC pre TileLang kernel
- Add extra_labelnames to PrometheusStatLogger for extensibility
- [CT] Fix weight processing for FP8 Marlin
- [Core] Per-layer parallelism policy + TPA-GQA on FlashAttention
- Fix ITL accuracy when server batches multiple tokens per SSE chunk
- Revert "[RFC] Replace shared-memory routed experts with ModelRunnerOutput transfer and HTTP support" (#39568)
- [Perf][Qwen3.5] Fuse GDN linear_attn qkv|z|b|a into a single GEMM
- [Examples] Add NixlConnector support to disagg_proxy_demo
- Docs
- Python not yet supported