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
- [BugFix] Fix Mistral3 multimodal offline example
- [Bugfix] Add SWIGLUSTEP and RELU2 activation support to CPU fused MoE
- [Bugfix] Enable audio transcription endpoint for Gemma 4
- [New Model]: Ovis2_6_NextForCausalLM (AIDC-AI/Ovis2.6-80B-A3B)
- [Core] Support opt-in custom logits processors with speculative decoding
- [Optimization] Return image_grid_thw in render response for disaggregated mRoPE
- [Doc] Add google/gemma-2-2b-it to batch invariance tested models
- [RFC]: Add Gumiho speculative decoding to vLLM
- [Draft][Kernel] Port ActivationQuantFusionPass to manual fusion (#43501)
- [Usage]: How to run Qwen3.5 models on V100 given the conflicting requirements of transformers version and vLLM architecture support
- Docs
- Python not yet supported