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
- [Bug]: `TensorizerConfig(lora_dir=...)` leaves `tensorizer_dir=None` and breaks serialization round trips
- [Bugfix][Tool Parser] Fix xLAM streaming args: deep nesting and braces in strings
- [RFC]: Bounded prefix reuse for target-token prefill scoring
- [Bug][XPU][MRV2]: engine dies at startup on the first PIECEWISE graph capture with TP=2 + MTP on a GDN/Mamba-hybrid model (oneCCL collective inside capture; regression from #56531; #58415 and local [10]/[11] patches do NOT fix it (see Update 2, 2026-10-10))
- [Perf][ROCm][Quantization] gfx942 MXFP8 linear for decode via AITER asm A16W8 GEMM
- [Attention] FlashInfer SM120 route for the sparse indexer's paged MQA logits
- [Bug]: vllm_compile_cache.py is rewritten in place, so concurrent cold starts sharing a cache can read or write a partial file
- [Bug][ROCm][MoRIIO] In READ mode, a stopped prefill's KV cache stays allocated until the decode that read it exits, so the prefill cannot restart on the same GPU (in WRITE mode, the same happens to a stopped decode)
- [Bug]: --convert classify with --runner generate crashes engine startup with a bare AssertionError (pooler_config is not None)
- [DeepSeek-V4-P2-01] Make sparse prefill request-local in BI mode
- Docs
- Python not yet supported