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]: Backend.NO_ATTENTION points at a module that does not exist
- [Quantization] Make activation-quantization fallbacks explicit, add VLLM_STRICT_QUANT_SCHEME
- [Kernel][Fusion] Fuse GELU-tanh+Mul with NVFP4 quantization (Gemma 2/3/4)
- [Bugfix] Fall back to the cached file list when the HF Hub is unreachable
- Consolidate speculative decoding correctness and acceptance tests
- [Bug]: Qwen3-Coder-Next AutoRound routed MoE gate ignores checkpoint quantization
- [Bug]: ThinkingBudgetStateHolder maps every request to logits row 0 when spec decoding is on but a step has no drafts
- [Bug]: ThinkingBudgetStateHolder.sync_batch leaks stale state on unidirectional moves
- [Bugfix][Kernel] Keep batch x heads out of gridDim.z in the shared FLA recurrent kernels
- [Core] Opt-in per-request return of the last hidden states in generation (MRV2)
- Docs
- Python not yet supported