Highlights 1007 PRs from 257 contributors. New models Model Type Cookbook Muse Spark Open LLM / VLM link Beam-1.0 LLM / VLM link MiniMax-M3.1-Flash LLM / VLM link MiniCPM-V 4.7 LLM / VLM link Kev LLM / VLM link Cosmos3-Nano-Sim (Bimanual, Transfer, Auto) Diffusion link FastH3 Omni Diffusion link FLUX.3 Image Klein Diffusion link HY-Nomas Diffusion link MOSS-Image Diffusion link What's new DeepSeek…
Highlights 950 PRs from 245 contributors. New models Model Type Cookbook Clef / Clef Flash LLM / VLM link PPLX-Decider v1 / v1.1 LLM / VLM link EmbeddingGemma 2 LLM / VLM link LLaDA2.2 LLM / VLM HunyuanImage-3.0-Instruct Diffusion link Kandinsky 6 / Kandinsky 6 SR Diffusion link Wan-Animate-2 Diffusion link SANA-Video 2.0 Diffusion link LLaDA-Image / LLaDA-Image-Turbo Diffusion What's new DeepSeek…
Highlights 779 PRs from 227 contributors. New models Model Type Cookbook DeepSeek-V4.1 Flash LLM / VLM link GigaChat 3.5 LLM / VLM link IQuest-Q1 LLM / VLM link MiMo-V2.6 / MiMo-V2.6-Pro LLM / VLM link Ling-3.0-flash-VL LLM / VLM link DiffusionGemma Diffusion link Qwen-Image 2.1 Diffusion link Anima Base v1.0 Diffusion link Ming-Image 0.1 Design / Design-Layer Diffusion link FLUX 3 Action Diffusio…
Highlights 713 PRs from 237 contributors. New models in this release (see the cookbook for all supported models): Model Type PRs Cookbook GLM-5.3-Flash Autoregressive #36507, #38621 link Hy4-Preview Autoregressive #36805 link Qwen3.8-Flash-Next Autoregressive #37500 link K2 Horizon Autoregressive #37654, #38033 link Nanbeige4.2 Autoregressive #32151 SenseNova-U1.5-8B-MoT Diffusion #36606 link Fast…
Highlights 786 PRs from 214 contributors. New models in this release (see the cookbook for all supported models): Model Type PRs Cookbook Qwen3.8 (2.4T-A95B) Autoregressive #35758 ⭐ link Qwen3.8-27B Autoregressive #34859 link dots3.note Autoregressive #33829 ⭐ link Ling-3.0-flash Autoregressive #33561 link Ling-3.0-tiny Autoregressive #33561 link Spark2.5 Autoregressive #35963 ⭐ MiniCPM-SALA Autor…
Highlights 710 PRs from 212 contributors. New models in this release (see the cookbook for all supported models): Model Type PRs Cookbook Muse Glimmer Autoregressive (Multimodal) #34262 link Intern-S2-Mobius Autoregressive #33691 link SANA-Video Diffusion #32921 link LingBot-Video-MoE Diffusion #32341 link LTX-2.5 Diffusion #34471 link Cosmos3 Edge & Distilled Diffusion #31590 link LongCat-Image D…
Highlights 582 PRs from 194 contributors. Kimi K3 day-0 support: A 2.8T-parameter multimodal LatentMoE (896 experts, top-16, routed in a 3584-dim latent space) with a 1M-token context, 69 KDA linear-attention layers interleaved with 24 MLA layers, and a MoonViT3d vision tower, shipping as a native MXFP4 checkpoint. SGLang serves it from day 0 with DCP, DSpark speculative decoding, chunked-prefill…
Highlights 574 PRs from 169 contributors. DSpark: confidence-driven speculative decoding: A new speculative algorithm. It drafts semi-autoregressively in blocks, then sizes each verify window from the draft's own confidence instead of a fixed draft length. Reaches 383.7 tok/s at accept length ~5 on DeepSeek-V4-Pro, TP8 on B300 (bs=1). Enable with --speculative-algorithm DSPARK and SGLANG_RAGGED_VE…
v0.5.15.post1 includes a few patches, mostly for GLM 5.2 #30454 #30627: Fix DSA model launching on non Cuda/HIP devices #30858: Fix flashinfer dependency on Cuda 12 images #31001: Fix NaN outputs caused by flashinfer trtllm FP4 MoE kernels on long input #30839: Fix GLM 5.2 IndexShare on PD disaggregation setting #30992: Fix GLM 5.2 IndexShare on Context Parallel setting
Highlights GLM-5.2 NVFP4, tuned for production: We took time this cycle to tune GLM-5.2 NVFP4 on Blackwell for optimized production serving. It now runs at 500+ tok/s/user on 8x B300, 450 on 4x GB300 (bs=1). Run GLM-5.2 with our cookbook. Spec V2 by default: zero-overhead scheduling via CUDA-graphable DSA draft-extend, dropped D2H/H2D syncs, fused metadata ops. +11% end-to-end TPS (#29413, #29343,…
Highlights New Model Support: GLM-5.2, LiquidAI LFM2.5, Kimi-K2.7-Code, Poolside Laguna-M.1, DiffusionGemma, Zyphra ZAYA1, MiMo-V2-ASR DeepSeek-V4 on GB300 since Day 0: 5x higher throughput at the same interactivity, serving DeepSeek-V4 on NVIDIA GB300 with SGLang (blog). Waterfill & LPLB MoE load balancing: Two dispatch-time load-balancing methods for DeepEP expert parallelism: Waterfill for shar…
Release v0.5.13.post1
Highlights New Model Support: Autoregressive: Nemotron 3 Ultra (Day-0, blog), Step-3.7-Flash, Command A+ Diffusion: Cosmos3, LingBot-World, SANA-WM, Ernie-Image, FLUX.2-Klein 4B/9B, Ideogram 4 Spec V2 is now the default speculative-decoding path: Tree drafting with topk > 1 is production-ready across the triton / FA3 / MLA / aiter backends, including page_size > 1 and Mamba/hybrid-linear models (#…
v0.5.12.post1 is a stability patch on top of v0.5.12. It cherry-picks 12 fixes — primarily for DeepSeek V4 — onto the release branch. Bug Fixes DeepSeek V4 DSV4-Pro emits garbled text during single-token decode on B200/B300 (fix deep_gemm UE8M0 scale-packing path by ceiling activation scales before packing): #25733 DSV4 + EAGLE/MTP in disaggregation decode crashes around 2000 requests with a SWA a…
Highlights DeepSeek V4 support: Full inference path for DeepSeek-V4 (#23882), including: Day-0 Features: #23882 Parallelism: Tensor Parallelism/Expert Parallelism/Context Parallelism/Data Parallel Attention Hardware: Nvidia B300/B200/H200/H100/GB200/GB300, AMD MI35X Prefill-Decode Disaggregation HiSparse for offloading inactive KV cache to CPU memory Reasoning parser and Tool Call Parser DeepGemm…
Highlights CUDA 13 + Torch 2.11: Default CUDA version moves to 13.0 across SGLang, sgl-kernel, and Docker images, and PyTorch is upgraded from 2.9 to 2.11 — modernizing the build matrix and unlocking newer kernels: #21247, #24162, #24183, #23593 (tracking issue #21498) Speculative Decoding V2 by default: Spec V2 (with overlap scheduling to hide CPU overhead) is now the default, materially reducing…
Full Changelog: v0.5.10...v0.5.10.post1 Bumps flashinfer from v0.6.7.post2 to v0.6.7.post3 to resolve an issue in its jit cubin downloader.
Highlights Piecewise CUDA Graph Enabled by Default: Piecewise CUDA graph capture is now the default execution mode, reducing memory overhead and improving throughput for models with complex control flow patterns: #16331 Elastic EP for Partial Failure Tolerance: Integrate Elastic NIXL-EP into SGLang, enabling partial failure tolerance for DeepSeek MoE deployments — when a GPU fails, the system redi…
Highlights Piecewise CUDA Graph Enabled by Default: Piecewise CUDA graph capture is now the default execution mode, reducing memory overhead and improving throughput for models with complex control flow patterns: #16331 Elastic EP for Partial Failure Tolerance: Integrate Elastic NIXL-EP into SGLang, enabling partial failure tolerance for DeepSeek MoE deployments — when a GPU fails, the system redi…
Highlights LoRA Weight Loading Overlap with Computation: Overlap LoRA weight loading with computation during inference, reducing TTFT by ~78% and TPOT by ~34.88% on large adaptors: #15512 TRT-LLM NSA Kernel Integration for DeepSeek V3.2: Integrate TRT-LLM DSA kernels for Native Sparse Attention, boosting DeepSeek V3.2 performance by 3x-5x on Blackwell platforms with trtllm for both --nsa-prefill-b…