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
- [MRV2] Keep warmup out of the EPLB load stats
- [ROCm][DSv4.1][Perf] One-pass dequantize and a gather-sized grid for the compressed K cache
- [Bugfix][XPU] Select graph capture profiler activity from runner device
- [Bug] Greedy LoRA decode nondeterministic on Qwen3.8-27B-FP8 (rank-64 Unsloth, linear_attn modules)
- [Attention] Allow explicit FlashInfer CuTe DSL MLA decode selection
- [Bug]: Startup memory-profiling assertion aborts whenever free memory grows, contradicting documented support for GPU co-tenancy
- [KV Connector][NIXL] Add restart lifecycle hooks for checkpoint restore
- [Bugfix][EPLB] Stop async worker before distributed teardown
- [watermarking] Add SBW (Stateless Bernoulli Watermarking) algorithm
- [CI] Split (H200 MIG 35GB / MI355) Quantized Models into GPTQ Marlin, AWQ and Other Schemes jobs
- Docs
- Python not yet supported