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] Allow num_speculative_tokens to default from draft config for MTP
- [Bugfix] Fix compressed tensors MXFP4 MoE backend
- [ROCm] Add gelu_tanh to the AITER fp8 fused MoE and zero-allocate the padded expert weights
- Fix/dsv4 pre-sm90 (software fp8) sparse mla omnibus
- [ROCm][Perf] Pad fp16/bf16 GEMM weight row stride for L2 cache
- [NIXL] Use stride desc API
- [Attention] Portable Triton sparse-MLA fallback for SM12x (consumer Blackwell)
- [Bugfix][KV Connector][ROCm] Fix MoRI-IO KV block-offset for speculative decoding (MTP)
- [Kernel] persistent_topk: deterministic select, faster than the exact-topk workaround
- [Perf][GLM-5.3-Flash] Shard long-context indexer prefill rows across TP
- Docs
- Python not yet supported