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][Responses] Reject negative starting_after in event replay
- [Bugfix][Multimodal] Enforce decode-byte budget for numpy image_embeds
- [Bugfix][Frontend] Allow opt-in prompt id reuse without a KV connector
- [Core][KVConnector] Connector "ready" state for asynchronous connector startup
- [Perf][GDN] Run short prefills through the recurrent kernel with the decodes
- [Perf][Model] Qwen4Exp QSA: SM80 launch config for indexer prefill scoring
- [MRV2][BugFix] Don't expose P/D step output before drafter KV writes complete
- [Bug]: Qwen3-ASR realtime flush emits the tail as a fresh ChatML prompt with no left audio
- [Bug]: Ultravox syncs chunk lengths to the host, and the 3000-mel LoRA pad changes odd-length clips
- [Performance]: Qwen2-Audio and AudioFlamingo3 materialize a dense [B, 1, S, S] key-padding mask
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- Python not yet supported