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]: Mistral3 (HF format): default text-only LLM() init fails in multimodal profiling — "Failed to apply PixtralProcessor on data={'text': '[IMG]'}"
- [Bug] Speculative decoding with a large num_speculative_tokens fails with a bare negative max_num_scheduled_tokens instead of naming the flags that fix it
- [Bug]: NixlConnector rejects packed hybrid KV cache after HMA rewrites block size
- [KVConnector][NIXL] Skip block-size sync for packed KV caches
- [Usage]: Significant TTFT degradation and poor QPS scaling with Rust frontend on vLLM 0.25.1 (Qwen122B-A10B, avg input 44k tokens)
- [Bug][PD][Mooncake] Decode requests stuck in WAITING_FOR_REMOTE_KVS and fail with Timeout waiting for P side ready
- [Core] Support sparse checkpoint updates through native weight loaders
- [Bugfix][MoE] Fix fused block-scale orientation
- [Bugfix][Mamba] Fix overlapping state copy race
- [Feature]: Emit BlockInactive KV events when GPU block ref_cnt drops to zero
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- Python not yet supported