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] GLM-4.5V fails to load weights with KeyError: 'blocks.0.attn.qkv.weight'
- [Performance]: non-optimal performance of `linear` for small batches
- [Tracking Issue]: Qwen3-next performance optimisations
- [Feature]: Heterogeneous TP per Pipeline Stage (uneven TP across PP)
- Support PP on tpu_inference
- [Bug]: api_server.py: error: unrecognized arguments: /root/models/Qwen3-8B
- [Bug]: vLLM (TP=8) on 235B model triggers "CUDA error: unspecified launch failure" and persistent "ERR!" state in nvidia-smi
- [Usage]: how to pass multi turn multimode messages to Vllm?
- [Bug]: Crashing when use PIECEWISE compilation
- [Bug]: Low GPU utilization with Embedding Model
- Docs
- Python not yet supported