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]: Text degeneration / repetition loops with MiniMax-M2.1-NVFP4 on v0.14.0rc1.dev308
- [Bug]: Regression in v0.14.0: "No valid attention backend found" for nvidia/DeepSeek-R1-0528-NVFP4 on RTX Pro 6000 (Blackwell)
- [RFC]: Layerwise KV cache offloading to support longer sequence length
- Rust api server
- [Feature] Support 'int8' in CacheConfig validation
- [Experimental][Refactor] Refactor vision chunk modality processing for generalization
- [10/n] Migrate CUTLASS mla kernel to torch stable ABI
- Il tool compare tool
- [Bugfix] fix core engine monitor error condition
- [Bug]: MXFP4 models still fall back to the Marlin kernel for RTX PRO 6000 (Blackwell SM120)
- Docs
- Python not yet supported