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
- [Feature][Spec Decode] Add GQA DSpark prefill context-KV-only loading
- [Kernel][Sampler] Replace Gaussian pivot with order statistic in combined top-k/top-p Triton kernel
- [Performance]: RoutedExperts.load_weights rebuilds and re-indexes the expert mapping on every call (~50 s on Qwen3.5-35B-A3B with runai_streamer)
- [Bug] Qwen3.8-Flash-Next on GB10 (v0.32 nightly): prompt content beyond ~indexer_budget (2048) tokens is invisible — model answers as if the prompt ended at 2K
- [ROCm][Perf] Fuse AITER split-K GEMM reduce into add + RMSNorm
- [Bug]: --attention-backend b12x cannot serve hybrid attention/mamba models on v0.32.0 — hybrid page alignment inflates the block size to 2176, B12X only supports (64, 128)
- [Bug]: [CI] wheels released for CPU cannot be installed with `uv pip install`
- [Bug]: Qwen3-Omni/ASR audio encoder skips quant_config, host-syncs chunk metadata, and replicates the tower when heads are not divisible by TP
- [Feat][1/2] Add Transformers TPSP dense baseline support
- [Bugfix][Multimodal] Match mistral_common's EXIF handling for mistral-tokenizer models
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