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Easy, fast, and cheap LLM serving for everyone vLLM is a fast and easy-to-use library for LLM inference and serving. Originally developed in the Sky Computing Lab at UC Berkeley, vLLM has evolved into a community-driven project with contributions from both academia and industry. vLLM is fast with: Efficient management
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News
GLM-4.7-Flash with 8??H100??? Vime
5+ day, 7+ hour ago (364+ words) The environment setup, data, and checkpoint conversion are the same as for the Qwen3-4B model. You can refer to Example: Qwen3-4B Model, replacing mentions of Qwen3-4B with GLM-4.7-Flash. To convert the Hugging Face checkpoint to torch_dist format: Execute the training script: Here, we…...
DeepSeek-V4-Flash-Vision-Exp (Experimental)
5+ day, 21+ hour ago (920+ words) DeepSeek-V4-Flash-Vision-Exp is a multimodal mixture-of-experts model in the DeepSeek-V4 family. It combines the DeepSeek-V4 language model with a vision encoder and aligner, and accepts text, single-image, and multi-image requests through the OpenAI-compatible chat API. Support on vLLM Ascend is…...
protocol
1+ week, 5+ day ago (41+ words) vLLM Per-request speculative-decoding acceptance metrics. Apply response_format overrides to structured_outputs. Validate structural tags before they are sent to the engine. Engine-side validation reports malformed structural tags as generation failures. OpenAI request parsing should classify them as bad requests....
model_state
1+ week, 5+ day ago (18+ words) vLLM Model-runner state for Qwen4Exp PLE inputs. Add rollback-safe PLE n-gram context to the model inputs....
flashmla_sparse
1+ week, 6+ day ago (254+ words) Sink-capable FlashMLA sparse backend for HY V4 (NVIDIA). HY V4 adds a per-head learnable attention sink on top of sparse MLA. The vendored FlashMLA kernels already accept an attn_sink argument, but vLLM's shared FLASHMLA_SPARSE backend neither advertises sink support nor forwards the tensor, so…...
server_utils
3+ week, 3+ day ago (47+ words) vLLM Get the uvicorn log config based on the provided arguments. Priority: 1. If log_config_file is specified, use it 2. If disable_access_log_for_endpoints is specified, create a config with the access log filter 3. Otherwise, return None (use uvicorn defaults)...