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
- [OOT] Add OOT support for fp8_block linear kernel
- [Frontend] Expose canonical KV cache group metadata
- [Bugfix][Parser] Preserve partial args for truncated tool calls
- [Rust Frontend] add mistral reasoning parser
- [RFC]: Composite Attention Backends
- [Bugfix][Kernel] Make Marlin MoE route alignment deterministic
- [Performance]: Official FP8 checkpoint ~40% slower at bs=1 than runtime fp8 quant of same model (Qwen3-4B, RTX 4090, v0.24.0)
- [Bugfix][Scheduler] Let pooling chunked prefill use full context
- [Bug][ROCm] Triton kernel_paged_attention_2d illegal memory access (hipErrorLaunchFailure) on gfx950 (MI350X) under long-context decode
- [RFC][Feature]: First-class session id for conversation aware routing
- Docs
- Python not yet supported