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]: CutlassW4A8LinearKernel fails on DeepSeekV3.1 W4AF8 due to dimension alignment (K=7168, N=2112 not divisible by 128)
- [WIP][Kernel]Add Helion kernel for dynamic_per_token_scaled_fp8_quant
- add support for telechat3 model
- [KVConnector] Fix data race when we have both local and external cache hit
- feat(benchmark/kernels): add scaled_fp8_quant benchmark with multiple quantization modes
- [ROCm][FEAT] Integrate aiter gemm w8a8 ptpc
- add video [Model] Video Frame Sparsification via Pixel-Level Similarity for Efficient Multimodal Long-Video Inference for Qwen2.5_vl and Qwen3_vlsparse
- [Usage]: How to set the language in Qwen3-Asr
- feat: Use an executor to parallelize load of deepseek v2 based models (kimi, etc)
- feat(pooling/score): Enhance RerankRequest with optional instruction field and multimodal input support
- Docs
- Python not yet supported