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][Spec Decode] Keep mtp.fc unquantized on quark and compressed-tensors checkpoints
- [Bug]: DeepSeek-V4.1-Flash on SM120 (RTX PRO 6000): Xid 31 illegal memory access during long prefill — deterministic with CUDA graphs enabled, flaky in eager mode (v0.30.0 + FlashInfer 0.7.0)
- [Bugfix][Metrics] Retain components for resolved quantization configs
- [Bug]: Any KV connector makes pipeline-parallel decode 50-90% slower on Model Runner V2 (all ranks reply, reply-ring writer spins holding the GIL)
- [Bug]: MooncakeStoreConnector crashes EngineCore when a request is preempted by `reset_prefix_cache(reset_running_requests=True)` and re-admitted in the next step
- [Bug][ROCm]: ROCm nightly images not published since 2026-09-25
- [ROCm][Perf][Kimi-K3] Accumulate the latent-MoE up-projection in aiter a16w16 atomic
- [Bug]: QSA indexer uses cooperative_topk on sm_110 (Jetson AGX Thor) and fails with "cluster misconfiguration"
- [ROCM][KVConnector][MoRIIO] Add WRITE-mode consumer timeout
- [Bug]: V2 speculative prefill can change Qwen3-4B's first greedy token through RMSNorm autotune configuration
- Docs
- Python not yet supported