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
- [Perf][Spec Decode] Vocab-parallel DSpark Markov sampling and vocab-sharded verification over TP
- [Bugfix][ROCm] Fall back to torch.cuda in RocmPlatform when AMDSMI cannot init (#64664)
- [Bugfix][KV Connector][Mooncake] Coalesce in-flight lease heartbeats
- [Bugfix][Spec Decode][XPU] greedy_argmax: treat NaN as -inf on the torch fallback
- [Bugfix][Multimodal] Honour explicit num_frames in Qwen-VL video loaders
- [Model] DeepSeek-V4.1: zero frozen FP8 Engram tables in place in the dummy loader
- [MoE] Release cached allocator blocks before mapping MegaMoE symmetric memory
- [Perf][MoE] Let GateLinear's low-latency router GEMM serve bf16-output routers
- [Perf][MoE] Keep fp32 activation scales on the Triton FP8 experts and re-enable their fused SiLU+quant path
- [ROCm][Perf][DSv4.1] Balance the FP8 paged decode indexer across rows
- Docs
- Python not yet supported