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§ local-llm · storyline

Speeds up engine init from 28.9s to 8.2s with gc frozen graph capture

vLLM v0.30.0 releases with engine init time reduced from 28.9s to 8.2s via frozen graph capture, alongside new models, persistent GPU weight caching, and watermarked generation support.

today · · primary fetch1 sourceupdated today ·

v0.30.0 Highlights This release features 762 commits from 315 contributors (104 new)! New models: DeepSeek-V4.1-Flash (#56214, #56228, #56208) with the whole KV stored in MXFP8 through the FlashMLA V4.1 record on SM100 (#56893), DeepGEMM Mega-mHC (#56962), and async Engram prefetch with Engram DP sharding (#56512); DeepSeek-V4-Flash-Vision-Exp (#54566), also on ROCm (#55107) and with LoRA (#55897); GLM-5.3-Flash (#53906) with EPLB (#55119); K2-Horizon (#55063); Cohere Compass (#54774); Bailing V3 VL (#55921); Nanbeige4.2 via the Transformers backend (#56071); and a DeepSeek-V4 CPU backend with AVX512/AMX sparse MLA, indexer, mHC and compressor kernels (#55355).

Fast Start: a persistent per-GPU weight-cache daemon holds post-quantized, TP-sharded weights in GPU memory so restarting engines map them over CUDA IPC with `--load-format ipc_cache` instead of reloading from disk (#54921), now covering FP4 checkpoints (#55465) and multi-node TP (#55468). Watermarking: Gumbel-max watermarked generation and detection with a keyed PRF, per-request opt-out and an example detection endpoint (#54053); dual-key Gumbel-max makes it compatible with speculative decoding (#56122); the Rust frontend…

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  1. github.comvLLM v0.30.0primary