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
- Added latency and throughput benchmark for beam search
- [Core] SWA-specific KV cache optimizations for prefix caching
- [Core] Improve KV cache block reuse for prefix caching
- [Bug]: FLash Attn MLA Backend can't support headdim!=576
- [Bug]: Model architectures ['CostWiseGemmaForCausalLM'] are not supported for now.
- [Roadmap]: PD Disaggregation with `NixlConnector` Roadmap
- [Bug]: LoRA dtype mismatch in XPU and CPU punica wrappers
- Bugfix/issue 30128
- [Draft] Move Harmony encoding to renderer layer and add gRPC render server
- [RFC]: KV Offloading Roadmap
- Docs
- Python not yet supported