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 benchmarks: chat_template_kwargs ignored in spec_bench/custom_audio, causing distorted thinking-model metrics
- Perf/wna16 batched marlin block size
- [Performance] Remove output.zero_() hotspot on the Marlin BatchedExperts path
- [Bugfix] Two independent fixes uncovered while running Quark-quantized MoE checkpoints on ROCm.
- [Bugfix] Gemma4: handle variable-length audio batches
- docs: replace PR review request email with Google Form
- # Helion `scaled_mm` vs cutlass — benchmark command & result
- [Bug]: vllm process crashed because of dp coordinator receives unexpected message which send by safety scan software
- [Bug]: Online FP8 (`--quantization fp8`) over-allocates non-gated MoE `w13` (2×intermediate), causing OOM — NemotronH on a single GPU
- [ROCm][Perf] Enable torch.compile / Inductor fusion passes on GLM-4 MTP draft
- Docs
- Python not yet supported