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 Fix] DiffusionGemma get different outputs compared with transformers version (mismatch sliding window attention)
- [Bug]: Qwen3.6-35B-A3B (GDN hybrid) intermittently livelocks under load on GB10/SM121 — GPU 96% util, 0 tok/s, no crash, no Xid
- [Bug]: Engine core livelock (100% CPU, no crash) with MTP speculative decoding + xgrammar structured outputs - regression from v0.24.0
- [Bug]: Speculative decoding with a hybrid draft model (LFM2/LFM2.5 short_conv) fails — drafter requires all draft layers in one KV cache group
- [Perf] Shape-adaptive tile config for batch-invariant matmul on SM80
- [Kernel][Attention] Pipeline Triton prefill-attention K/V loads for long BF16/FP16 prefills
- [DSv4 Perf] Right-size gather-k workers to the reachable token count and use num_…
- [DSv4 Perf] Stream sparse-attn compress softmax to cut register pressure and lift…
- [Bug] Deepseek-V4-Pro corruption: H100 multi-rank startup can select a FlashInfer block-FP8 path with a cold JIT cache race
- [ROCm] Added warmup for AITER unified attention
- Docs
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