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Port chat_parsing core - #40477

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yonigozlan:feat/chat-parsing-core
Sep 27, 2026
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Fridge003 merged 3 commits into
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yonigozlan:feat/chat-parsing-core

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@yonigozlan

@yonigozlan yonigozlan commented Sep 20, 2026 •

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Port Transformers' standalone chat_parsing library into SGLang so checkpoint-defined response formats can be parsed without adding a Transformers runtime dependency.

Context

Chat templates convert structured messages into the token sequence expected by a model. Response templates describe the reverse operation: converting raw generated output back into structured reasoning, content, and tool calls.

Transformers implements this through transformers.utils.chat_parsing, a self-contained parser driven by tokenizer response_template metadata. The library is intentionally portable so serving projects can vendor it and integrate it with their own APIs.

What this PR adds

  • Vendor the chat_parsing package from Transformers commit 9cfd6ab7c95f080dc1f33bcc7f97725ce783876e, preserving its organization and Apache license with SGLang lint and format wrappers.
  • Include the declarative response-template loader, content parsers, transforms, prefix-aware response parser, and streaming region events.
  • Preserve support for literal and regex delimiters, repeated fields, implicit content fields, structured content parsers, transforms, and required or optional fields.
  • Require the prompt prefix when creating a response parser, matching Transformers behavior. This lets the parser understand assistant prefills or regions opened by the chat template before generation starts.
  • Preserve Transformers' shallow argument coercion: strings may be converted using the declared top-level schema, while already-decoded nested values remain unchanged.
  • Add registered CPU unit tests covering parser behavior and representative response-template fixtures.

SGLang-specific adaptations

  • Replace Transformers-specific logging with Python's standard logging module.
  • Accept the OpenAI-style tool dictionaries already used by SGLang instead of depending on Transformers tool-schema helpers.
  • Add the direct regex dependency required by the parser.

This PR only introduces the generic parsing library. The richer serving event contract and SGLang adapters are kept in the following stacked PRs so each layer can be reviewed independently.


CI States

Latest PR Test (Base): ⏳ Run #36347873468
Latest PR Test (Extra): ❌ Run #36347873233
Latest PR Test (AMD ROCm 10): ⏳ Run #36347873400

@Jiminator Jiminator left a comment •

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Hey Yoni, thank for the contribution, I left a small suggestion. Feel free to fix when you have time!

Comment thread python/sglang/srt/parser/chat_parsing/response_parser.py

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LGTM

@JustinTong0323

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/tag-and-rerun-ci

@github-actions github-actions Bot added the run-ci CI: run the baseline test suite on this PR label Sep 26, 2026
@JustinTong0323

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/rerun-failed-ci

@Jiminator Jiminator added the bypass-fail-fast CI: a failing job no longer aborts its siblings (lint still gates) label Sep 27, 2026
yonigozlan and others added 3 commits September 27, 2026 15:51
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
A `repeats` field appends into the default list object owned by the
compiled template (and, through the shallow copy, into the caller's
spec dict), so one parse's tool calls leak into every later parse
sharing the template. Deep-copy defaults at template load and at
parser init, and add a regression test.
@yonigozlan
yonigozlan force-pushed the feat/chat-parsing-core branch from 58c98c2 to 59a3c48 Compare September 27, 2026 20:23

@JustinTong0323 JustinTong0323 left a comment

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Pure addition, safe to merge.

@Fridge003
Fridge003 merged commit 583fada into sgl-project:main Sep 27, 2026
163 of 213 checks passed
arbi-dev added a commit to arbicity/sglang-turbo that referenced this pull request Oct 7, 2026
…5.21 (#12)

* [Diffusion] Fuse LongCat GELU+cat and support Edit-Turbo BCG (sgl-project#40384)

* [Diffusion] Fuse lossless Wan VAE post-ops for LongLive 2 I2V (sgl-project#40405)

* Fix TBO child batch missing dp_spec_prefill_coordination_applied (sgl-project#41096)

* [AMD] Tune Triton sparse MLA on gfx950 and make split-K workspaces graph-safe (sgl-project#39059)

* [Diffusion] Fuse lossless LingBot World FP32 normalization (sgl-project#40425)

* [AMD][DSV4] fp8 unified_kv decode: wave-aware split count past 40 tokens (sgl-project#40878)

Signed-off-by: Yanfei Wang <yanfwang@crsuse2-m2m-v2-017.us-east2-a.compute.internal>

* [AMD] Add tuned dsv4 shape (sgl-project#40996)

* [Diffusion] Enable lossless SANA-Video eager conv fusions for 12.6% lower latency (sgl-project#40388)

* [Diffusion] migrate the whole _register_configs from registry.py to the model own config file (sgl-project#40612)

* Refactor the Cute-DSL AR fusion to support DeepseekV2 archs (GLM-5.3, etc.) (sgl-project#39816)

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* [HiCache] Make host reclamation independent of transfer order (sgl-project#40512)

* [Refactor] Retire the model-specific Kimi K3 kernel namespace (sgl-project#40922)

* [diffusion] update code owner (sgl-project#41130)

* [NPU] Update CANN version to 9.1.0 (sgl-project#40524)

* [PD] Enable deferred decode-side KV release by default (sgl-project#41023)

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* [chore] surface the cookbook to users who pip install sglang (sgl-project#40866)

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* fix(sampling): validate sampling_seed is an int within int64 range (sgl-project#28960)

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* [HiCache] Demote SWA KV to host on write_back eviction instead of dropping it (sgl-project#40712)

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* [AMD] ci: move the Miles ROCm 7.2 nightly build to 7.2.4 (sgl-project#40387)

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* [Quant] ModelOpt mixed precision: dispatch block-FP8 MoE experts and derive the block size (sgl-project#38726)

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* fix: Triton 3.8 compatbility to support DSV4.1-Flash in CUDA 13.4 image (Rubin) (sgl-project#40805)

* Support unified memory decode host pools (sgl-project#39478)

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* [Fix] Skip the DCP target-verify MLA kernel during FlashInfer autotune (sgl-project#41138)

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* [DP attention] Publish DP buffer sizes from a ForwardBatch (sgl-project#40858)

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* [Test] Run the Qwen3.5 Triton DCP nightly with the radix cache enabled (sgl-project#41155)

* [AMD] GLM-5.2 MI355X MXFP4: bump image to 20260923 daily (sgl-project#41109)

* [Fix] Complete the deferred FFN all-reduce before a pipeline-parallel send (sgl-project#41079)

* [Fix] Complete the deferred FFN all-reduce before deepstack addition and aux hidden-state capture (sgl-project#41080)

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* [Refactor] Pass each layer stack's output through a communicator exit (sgl-project#41081)

* [Refactor] Share the MoE output all-reduce between models (sgl-project#41097)

* [Fix] Step-3.5: stop dense layers from summing their output twice under DP attention (sgl-project#41082)

* [Fix] Broadcast requests along attention CP before attention TP (sgl-project#41083)

* [Refactor] Split prepare_attn into a reduction step and per-quant-format residual steps (sgl-project#41084)

* [AMD] Add .co for deepseek v4 fp8 decode kernel and add group decode opt (sgl-project#41120)

* [qwen 3.8 next] Fuse Qwen PLE gate and convolution preparation for target verify (sgl-project#40041)

* MiniMax-M3: MXFP8 dense-only block convert + aiter MXFP8 MoE on gfx950 (sgl-project#36574)

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* [DSV4] Fix TRTLLM uniform FP8 KV memory budgeting (sgl-project#41090)

* [Fix] Patch set_dp_buffer_len_from_batch in DP spec prefill coordination test (sgl-project#41162)

* [Docs] Enable Qwen3.8 Flash Next NVIDIA NVFP4 on B200/B300/GB300 (sgl-project#41046)

* [DSV4] Size compressed pools from one per-ratio table in DSV4PoolConfigurator (sgl-project#41049)

* [Bugfix] Align DeepSeek-V4.1 reasoning effort budgets (sgl-project#39929)

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* Fix mixed chunk prefill with DP speculative coordination (sgl-project#41179)

* Add 8-node AllReduce/AllGather and MNVLS algorithm support to MSCCL++ (sgl-project#37442)

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* [HiCache] Batch buffer-only KV backups within each flush (sgl-project#40960)

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* [PD] Add a `none` decode retraction backup and subclass seams in the PD queues (sgl-project#41103)

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* [Score API] Setwise Scoring Support (sgl-project#38965)

* [DSV4] Account for FlashMLA physical KV page padding in memory budgets (sgl-project#41091)

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* [mem_cache] Drop `is_insert` from `cache_finished_req`; release rows from `release_kv_cache` (sgl-project#40988)

* [AMD] Restore non-DCP Mamba checkpoint donation to fix agent-mode cache hit at high conc with HiCache (sgl-project#40907)

* [diffusion] feat: add opt-in SRT prompt enhancement to image and video APIs (sgl-project#41095)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* Support XQA backend for SpecDec verify (sgl-project#32269)

* [PD] Honor gracefully_exit in disaggregation event loops and keep non-zero-rank launchers alive on SIGTERM (sgl-project#40793)

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* [Perf] Lazy-load built-in model definitions and nixl_ep at startup (sgl-project#41061)

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* [CI] Move GLM-5.2 layer-split test to extra-b-test-8-gpu-b300 (sgl-project#41207)

Co-authored-by: Mohammad Angkad <mohammad.angkad@radixark.ai>

* [Fix] Keep the target's DP sync slot in draft scopes (sgl-project#41062)

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* [feat] add a system one compatible /v1/systemone route (sgl-project#41208)

* fix(openai): reject request-supplied chat_template by default (sgl-project#28135)

Signed-off-by: Ting Sun <suntcrick@gmail.com>
Co-authored-by: Xinyuan Tong <115166877+JustinTong0323@users.noreply.github.com>

* [AMD] Fix int32 offset overflow in Triton DSv4 KV store kernels (sgl-project#41159)

* [DeepEP v2] Let a model package supply its per-rank prefill dispatch bound (sgl-project#41201)

Co-authored-by: Xingyu Liu <38244988+charlotte12l@users.noreply.github.com>

* [diffusion] model: support Ming-Image Design and Design-Layer (sgl-project#41067)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* [HiCache] Give trailing sidecar storage transfers a contiguous prefix_keys chain (sgl-project#40456)

* [HiCache] fix: Drain pending backups before internal Mamba write-back (sgl-project#41092)

* [AMD] Integrate Aiter MegaMoEv2 for DeepSeek-V4 (sgl-project#35619)

* [Fix] Complete the all-reduce when the flashinfer fused norm declines a batch (sgl-project#41193)

* [Fix] Plan NextN / MTP draft layers as one-layer models and fix the Bailing V2 NextN draft (sgl-project#41194)

* [Fix] Stop counting a deferred FFN sum more than once: replicated TP1 shared expert, dense reduce_scatterv (sgl-project#41195)

* [Refactor] Carry a deferred FFN all-reduce as UnreducedOutput and complete it in the next layer without the fused kernel (sgl-project#41196)

* [Refactor] Leave the FFN reduction to the next layer under attention DP (sgl-project#41197)

* [Refactor] Move Step-3.5, GLM5-Next, Dots3, MiniMax-M3 and Qwen3.5 onto ffn_exit (sgl-project#41198)

* [Refactor] Build prepare_mlp and the layout moves from named steps (sgl-project#41191)

* [Refactor] Take a layer's last-layer fact from its scatter-mode plan (sgl-project#41199)

* [Refactor] Decide an FFN exit's completion once and declare the group it owes (sgl-project#41200)

* [XPU] Disable test_ngram_corpus on XPU and extend XPU CI path filter (sgl-project#41224)

* [Diffusion] Fix AttributeError in grouped forward_batch by installing the residency manager (sgl-project#34417)

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* [diffusion] Enable lossless Cosmos3 Super T2I QK fusion on Hopper TP2 (sgl-project#40486)

* Revert "[NPU] Fuse FIA KV-cache K/V writes into one npu_scatter_pa_kv_cache call" (sgl-project#41132)

* [ROCm][Bugfix] Keep quantization for mixed Quark Qwen3.5 MTP checkpoints (sgl-project#39064)

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* fix(multimodal): return 400 for corrupt image inputs (sgl-project#28131)

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* [unified-memory] Honor move gates in float relocation and size auto HiCache from host capacity (sgl-project#41248)

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* Fix multimodal feature offload races (sgl-project#40621)

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* [Sampling] Stream sampling masks as per-request arrays (sgl-project#40986)

* [Rust frontend] Decode input_ids without untagged buffering (sgl-project#41246)

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* [Test] Remove dead eval modules and point GSM8K/MMLU docs to sgl-eval (sgl-project#41215)

* [Test] Add in-process sgl-eval adapter and move validated GSM8K tests to it (sgl-project#41216)

* [LoRA] Size dense row/column-parallel LoRA buffers from the base linear's real shard (sgl-project#39379)

* [KVCache] Support lmcache unified radix cache (sgl-project#38652)

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* [sglang][lora] Support DP attention in LoRA backends (sgl-project#36389)

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* dsv4.1-amd: gfx950 MXFP8 matmul kernels and fp8-grid producers (sgl-project#41018)

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* [Test] Route all sgl-eval benchmarks through run_sgl_eval and deprecate run_eval (sgl-project#41280)

* [Fix] Fix cpu CI fail introduced by pr sgl-project#38652 (sgl-project#41287)

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* [PD] Share one head-slice helper across mooncake, mori, and nixl (sgl-project#39660)

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* [DCP] Use logical token capacity for PD admission and load reporting (sgl-project#39731)

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* [CI] Harden `/rerun-test` dispatch and partitioning (sgl-project#41285)

* [diffusion] Fuse lossless Klein packed QK RMSNorm and RoPE on Hopper (sgl-project#40490)

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* [diffusion] model: support Anima Base v1.0 (sgl-project#41011)

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* [DSA] Chunk the kpool indexer MQA logits by query rows under a free-memory budget (sgl-project#40854)

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* [PD] fix: cache resumed decode-radix requests from root instead of an unlocked re-match (sgl-project#41261)

* [Test] Remove more unit tests that mirror implementation or never run in CI (sgl-project#41297)

* [ROCm][Perf] aiter: page-level KV view for gfx950 fp8 page-64 asm prefill (sgl-project#36505)

* [MemCache] Unify component eviction cursors and lock receipts (sgl-project#41276)

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* [diffusion] fix: fix Qwen-Image 2.1 default RGBA output (sgl-project#41150)

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* [diffusion] fix: copy small files into overlay materialized trees instead of linking them (sgl-project#41298)

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* [Refactor] Restore logical kernel groups and test organization (sgl-project#41243)

* [sgl-router] Track input_ids forwarding outcomes per chat request (sgl-project#41185)

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* [DSv4.1] Move the low-ratio index top-k into dsv4/low_ratio_indexer (sgl-project#41125)

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* [DSA] Fix the pooled-indexer breakable prefill bridge under DP attention (sgl-project#41311)

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* [Score API] Setwise scoring: CausalLM support (batched + --enable-mis) (sgl-project#41188)

* [Perf] Mamba2 selective_state_update up to 2x faster on B200 via 8x1 launch config for dstate 128 (+7.5% Nemotron-3-Super serving) (sgl-project#41223)

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* [DeepSeek V4.1] Add DeepSelect JIT kernel. (sgl-project#40556)

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* [Refactor] Choose prepare_attn / prepare_mlp steps and fused kernels at construction (sgl-project#41252)

* [Refactor] Drive an FFN exit's flags and its completion from one selection (sgl-project#41253)

* [Refactor] Declare at construction the layers whose FFN completes its own reduction (sgl-project#41254)

* [Refactor] Run the LayerNorm SP region's boundary steps in the communicator itself (sgl-project#41255)

* [Refactor] Pick the two-batch-overlap split's layout moves once and remove execute (sgl-project#41256)

* [Refactor] Choose a dense layer's boundaries under attention DP from both sides' declarations (sgl-project#41257)

* [CI] Add __main__ entry to test_deep_select.py (sgl-project#41341)

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* [sgl-router] Book the input_ids forwarding outcome only for built bodies (sgl-project#41342)

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* [CI] Move DeepSelect into the attention kernel group to fix the namespace test (sgl-project#41349)

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* Pin triton_kernels num_warps for MXFP4 MoE below Hopper (6x gpt-oss decode on RTX 4090) (sgl-project#41292)

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* [CI] Merge the Kimi-Linear PD DCP4 nightly tests and drop exact-token parity (sgl-project#41321)

* [AMD] Fix jit broken on rocm env (sgl-project#41356)

* Make sliding-window caching and speculative batch padding extensible (sgl-project#41325)

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* [MemCache] Fix LMCache component cursors and per-cache backend selection (sgl-project#41328)

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* [AMD] Honor an explicit triton moe_runner_backend for mxfp8 on ROCm (sgl-project#41377)

* dsv4.1-amd: KV cache layouts, FP4 indexer, compressor and router kernels (sgl-project#41019)

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* [sgl-router] Take SGLang's render defaults: --default-chat-template-kwargs and thinking/effort envs (sgl-project#41221)

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* [mem_cache] Never free the protected prefix on request release (sgl-project#41312)

* [DSV4.1][HiCache] fix: wait for the layer transfer before reading low-ratio index-K (sgl-project#41345)

* [Diffusion] Preserve per-sample rollout trajectories across multi-output merge (sgl-project#34416)

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* [kv-shard 3/4] Enable Control Plane B (sgl-project#39964)

Co-authored-by: Zhangheng <hzh0425@apache.org>

* [qwen 3.8 next] Fuse small CUDA graph input buffer copies (sgl-project#41166)

* [KDA+Kimi K3] Speed up SANA-Video residual gate add on H200 (sgl-project#41305)

Co-authored-by: kernel-design-agents <334018530+kernel-design-agents@users.noreply.github.com>

* [mem_cache] Replace `cache_finished_req` with `insert_req`; `release_kv_cache` frees and unpins (sgl-project#41281)

* [diffusion] feat: support in-place lora merge/unmerge under layerwise offload (sgl-project#36192)

* [diffusion] feat: minimax-h3 spectrum skip-step + fused RMSNorm/AdaLN (sgl-project#35684)

* [diffusion] feat: add MiniMax-H3 to ComfyUI integrated mode (sgl-project#35990)

* [Diffusion] Apply latent-ids and packing to caller-provided initial latents (sgl-project#34418)

Co-authored-by: aimicahchen <aimicahchen@tencent.com>
Co-authored-by: WenhaoZhang <42087078+niehen6174@users.noreply.github.com>

* [diffusion] fix: lora-wrapped linears crash qwen-image and minimax-h3 inference (sgl-project#41272)

Signed-off-by: rockdu <kangrdu@gmail.com>

* [diffusion] fix: run an all-valid attention mask on the backend's unmasked kernel (sgl-project#41309)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>

* [VLM] Introduce FA4 into ViT for SM100/SM103 (sgl-project#41344)

Co-authored-by: luoyuan.luo <luoyuan.luo@antgroup.com>

* [bench] Take each request's prompt length from the server (sgl-project#39889)

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Xiaoyu Zhang <1182563586@qq.com>

* [Diffusion] Reuse bit-exact packed SwiGLU for Ming-Image (sgl-project#41266)

* Add MiniMax arch fallback to auto parser resolution (sgl-project#40930)

* [HiCache] Add the page-unified KV load-back JIT kernel  (sgl-project#39726)

Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
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* [AMD] Update v4 cookbook for megamoe, fp8 kv attn, BCG (sgl-project#41458)

* [PD] Fan drain abort ACKs out to every decode peer of the room (sgl-project#41402)

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

* [Spec] Add LiLiCorr: a candidate-lattice reranker for DFlash drafts (sgl-project#37462)

Co-authored-by: Po-Han Huang (NVIDIA) <53919306+nvpohanh@users.noreply.github.com>
Co-authored-by: kpham-sgl <khoa.pham@radixark.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>

* Port chat_parsing core (sgl-project#40477)

Co-authored-by: Yoni Gozlan <yonigozlan@users.noreply.github.com>

* [Refactor] Choose the boundaries of plain-TP dense layers and MoE layers from declarations (sgl-project#41417)

* [Refactor] Give the fused prepare_mlp kernels an explicit contract (sgl-project#41418)

* [Refactor] Choose the LayerNorm SP region's and input-scattered batches' steps from declarations (sgl-project#41419)

* [Refactor] Run every batch of a layer from one BoundarySteps (sgl-project#41420)

* [Refactor] Choose a GQA prefill CP extend's steps from declarations (sgl-project#41421)

* [Fix] Keep one copy of CP-replicated rows in the DP gather (sgl-project#41422)

* [Fix] Gather a dense FFN's input across attention DP and CP in one DP sum (sgl-project#41423)

* [Refactor] Choose fully-DP dense and DSA / MLA prefill CP layers' steps from declarations (sgl-project#41424)

* [Refactor] Run MHC layers on the shared boundary steps with MHC's residual operations (sgl-project#41425)

* [Refactor] Run two-batch-overlap layers on the declared boundaries (sgl-project#41426)

* [Refactor] Let the MoE declare whether its skipped reduction is one TP all-reduce (sgl-project#41427)

* [Refactor] Publish the LoRA token layout from the batch's FFN input rows (sgl-project#41428)

* [Refactor] Build each decoder boundary from the declarations of its two sides (sgl-project#41429)

* [Refactor] Nemotron-H: build each layer's boundaries from its stage and the previous one (sgl-project#41430)

* [Refactor] Move CuTe DSL-fused layers onto the declared boundaries and FFN-exit kernel entries (sgl-project#41431)

* [Fix] Run MoE layers under attention DP and GQA prefill CP on the declared DP × CP gather (sgl-project#41432)

* [Fix] Falcon-H1: count the Mamba mixer's output once under tensor parallelism (sgl-project#41433)

* [Refactor] Falcon-H1: complete the FFN's sum through ffn_exit (sgl-project#41434)

* [Refactor] Choose MoE layers' boundaries from declarations when moe_dp_size equals attn_cp_size (sgl-project#41435)

* [Fix] LongCat-Flash under attention DP: branch and merge the dense FFNs through the communicators (sgl-project#41436)

* [Refactor] Step-3.5: complete the dense MLP's sum through ffn_exit (sgl-project#41437)

* [Refactor] Choose every layer's boundaries from declarations and remove the scatter-mode selection (sgl-project#41438)

* [Refactor] Split the layer communicator into a package (move only) (sgl-project#41439)

* [Refactor] Declare each stage's residual read and update, and give each stage its own entry (sgl-project#41440)

* [Refactor] Build the boundary into any stage with one construction (sgl-project#41441)

* [Refactor] Give a layer its CuTe DSL kernels at construction instead of a subclass (sgl-project#41442)

* [Refactor] Replace LayerScatterModes with LayerFacts and remove ScatterMode (sgl-project#41443)

* [XPU] Disable test_ngram_corpus on XPU and detect XPU tests dynamically in CI filter (sgl-project#41075)

* [Fix][NPU] Fix performance degradation caused by serial execution of two-stage ACL op calls on graph (sgl-project#40814)

* [diffusion] feat: support multiple task types for pipelines (sgl-project#38762)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* [CI] fix CI regression on xeon (sgl-project#41002)

* [CI] Real-model Kimi-Linear PD parity at page, DCP virtual-page, chunk and cached-prefix boundaries (sgl-project#41378)

* [AMD] Register Triton data movement tests in PR CI (sgl-project#41137)

* [AMD] Add GLM-5.3-Flash MI35x nightly test (sgl-project#36903)

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: quitenode <quitenode@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>

* [AMD] [Docker] Remove unused LLVM 18 setup from ROCm TileLang build (sgl-project#41387)

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: quitenode <quitenode@users.noreply.github.com>

* [Intel GPU] Xpu/weekly simple model enablement 2026 09 21 (sgl-project#40664)

Co-authored-by: Amrutha M <amrutha.m@intel.com>
Co-authored-by: charlesxu91 <charlesxu.mi@gmail.com>
Co-authored-by: KMS07 <meher.sai.kotthagattu@intel.com>
Co-authored-by: Avi Fenesh <aviarchi1994@gmail.com>
Co-authored-by: Ma Mingfei <mingfei.ma@intel.com>

* [Bugfix] fix(hicache): wait for decode offload before retraction (sgl-project#30899)

Co-authored-by: agent <agent@local>
Co-authored-by: Kevin Flansburg <6134007+kflansburg@users.noreply.github.com>
Co-authored-by: Jimmy Shong <69131491+Jiminator@users.noreply.github.com>
Co-authored-by: Shangming Cai <csmthu@gmail.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

* Rust server unify datapath for mm and generate requests (sgl-project#39679)

* feat(npu): Support returning indexer top-k results (sgl-project#39060)

* Fix chat template cache key order (sgl-project#41517)

* docs: add prefill context parallelism guide and design draft (sgl-project#39354)

* [XPU] Bump sglang-kernel-xpu wheel to v0.3.0 (sgl-project#41220)

Co-authored-by: Pramod Kumar <144990617+pramodkumar-habanalabs@users.noreply.github.com>

* [Kimi-K3] Merge fused_qkvg_proj into the loader-seeded packed_modules_mapping (sgl-project#41164)

* [Router] Give the cache-aware tree a snapshot surface (1/13) (sgl-project#40687)

Co-authored-by: Kangyan Zhou <kangyan.zhou@radixark.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Let predicate-registered linear-attention models carry the mamba radix-cache leaves (sgl-project#41165)

* [diffusion] optimization: populate cpu weight stores before host registration to speedup layerwise-offload initialization (sgl-project#40439)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* perf(multimodal): offload CPU feature hashing with bounded admission (sgl-project#39539)

* [AMD][DSV4] moe: enable shared-expert fusion on the grouped-topk path (megamoe) (sgl-project#40943)

* [sgl-router] Scope input_ids forwarding by renderer: all text chats for DeepSeek-V4 (sgl-project#41226)

Co-authored-by: Kan Wu <kan.wu@radixark.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Shangming Cai <csmthu@gmail.com>

* [Router] Serve the cache-aware tree at /internal/kv_snapshot (2/13) (sgl-project#40688)

Co-authored-by: Kangyan Zhou <kangyan.zhou@radixark.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>

* [AMD] [GLM5] Fuse shared expert into AITER MoE on gfx950 (sgl-project#41161)

Signed-off-by: Raiden-Makoto <Raiden-Makoto@users.noreply.github.com>
Co-authored-by: Raiden-Makoto <Raiden-Makoto@users.noreply.github.com>

* [Router] Name a replica's siblings with --kv-peer-selector (3/13) (sgl-project#40689)

Co-authored-by: Kangyan Zhou <kangyan.zhou@radixark.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>

* [diffusion] docs: consolidate Qwen-Image 2.1 guidance in its cookbook (sgl-project#41540)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* [Unified Memory] fix: preserve FP8 dtype in unified MHA pool (sgl-project#38133)

* [Unified Memory] Fix Inkling conv-checkpoint track ids written to virtual slot numbers (sgl-project#41144)

* [Doc] Add kernel benchmark rule on L2 cache reuse (sgl-project#41545)

Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* [DeepSelect] Add page-table transform to top-k and tighten the layout contract (sgl-project#41364)

Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* [diffusion] Qwen-Image 2.1: fuse Q/K RMSNorm + RoPE + KV packing into one CUDA kernel and project Q/K/V with one packed GEMM (sgl-project#41339)

* [Fix][NPU] fix dp-attn hang when pin_mem is True on NPU (sgl-project#40446)

* [Spec] Model-agnostic last-stage draft embedding under pipeline parallelism (sgl-project#39643)

* [PD] Defer decode KV release on every transfer failure, not only decode-initiated aborts (sgl-project#41404)

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

* [PD] Keep the sampling mask of a replayed rebootstrap token (sgl-project#41235)

* [NVIDIA] Update deepgemm, deep-ep, sgl-kernel in CUDA 13.4 image, use cuda base image (sgl-project#40987)

* [Docs][AMD] Update GLM-5.2 MI355X daily image (sgl-project#41597)

* dsv4.1-amd: gfx950 sparse decode attention and sorted top-k (sgl-project#41020)

Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>

* dsv4.1-amd: fused mHC boundary and all-reduce + mHC post kernels (sgl-project#41021)

Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Kevin Mi <kevin.mi@radixark.ai>

* [Model Loader] Stop checkpoint prefetch after iterator completion (sgl-project#41588)

Co-authored-by: Hrithvik Alex <hrithvik@baseten.co>

* [mem cache] refactor: remove the index-K continuous getters orphaned by the CP v1 removal (sgl-project#41469)

* [PD] Keep EAGLE DP graph and token metadata consistent (sgl-project#32196)

Co-authored-by: weireweire <20922698+weireweire@users.noreply.github.com>
Co-authored-by: Po-Han Huang (NVIDIA) <53919306+nvpohanh@users.noreply.github.com>
Co-authored-by: Khoa Pham <khoa.pham@radixark.ai>

* [Docs] Add GigaChat 3.5 and GigaChat 3.5 Reasoning cookbook pages (sgl-project#41118)

Co-authored-by: Stanislav Petrov <stapetrov@sberbank.ru>

* [Model] Add IQuest Q1 support and MTP draft (sgl-project#41590)

Co-authored-by: zelong huang <yzhu@ubiquant.com>
Co-authored-by: hnyls2002 <lsyincs@gmail.com>
Co-authored-by: zelong518 <zelonghuang05@gmail.com>
Co-authored-by: chenwenxiaolive <cocoshirolive@gmail.com>

* [diffusion] model: support flux 3 action robot policies (sgl-project#41066)

* [Radix Cache] Sync Rust TreeCore and make it the default (sgl-project#39627)

Co-authored-by: Ke Bao <ispobaoke@gmail.com>
Co-authored-by: Zhangheng <hzh0425@apache.org>
Co-authored-by: alphabetc1 <alphabetc1@users.noreply.github.com>

* [npu]support NPU 910C L2 memcache offload (sgl-project#41527)

* [Test] Fail fast when PD test RDMA devices are not openable by ibverbs (sgl-project#41600)

* Remove GLM-4.1V-9B-Thinking from encoder DP MMMU test (sgl-project#41608)

Co-authored-by: Mohammad Angkad <mohammad.angkad@radixark.ai>

* [Refactor] Group communicator fusion and CP adapters (sgl-project#41547)

* [Refactor] Centralize decoder output access (sgl-project#41548)

* [Refactor] Carry residual state across stage boundaries (sgl-project#41549)

* [Refactor] Capture auxiliary states at residual reads (sgl-project#41550)

* [Refactor] Select reduction fusion at the consumer (sgl-project#41551)

* [Refactor] Construct independent decoder stage boundaries (sgl-project#41552)

* [Refactor] Migrate specialized decoder and overlap boundaries (sgl-project#41553)

* [Refactor] Retire the layer facade and simplify boundary internals (sgl-project#41554)

* [Refactor] Rename the module to layer_boundary (sgl-project#41555)

* [Refactor] Group layer boundary unit tests (sgl-project#41556)

* [Refactor] Document layer boundary contracts and integration (sgl-project#41557)

* [Rust] Extract a transport-neutral frontend core (sgl-project#39385)

Signed-off-by: jain-ria <riajain@NVIDIA.com>
Co-authored-by: ishandhanani <82981111+ishandhanani@users.noreply.github.com>

* [PD] Give FakeKVReceiver ensure_abort_notified (sgl-project#41618)

* [XPU] Support compressed-tensors W4A16 by reusing the torch int4pack path (sgl-project#40828)

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Singh <rohitsi2@iil-gnrap01.iind.intel.com>
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Co-authored-by: Ma Mingfei <mingfei.ma@intel.com>

* [Intel][XPU]Enable chunked prefill scnearios for XPU with UT (sgl-project#33804)

Co-authored-by: Ma Mingfei <mingfei.ma@intel.com>

* [SM120] Add optional FlashInfer PCIe-IPC all-reduce for switch-free hosts (sgl-project#34528)

* [diffusion] feat: support bounded exact conditioning cache across native models (sgl-project#40470)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* [Fix] Add name mapping in load_weights of nvidia/LocateAnything-3B (sgl-project#41059)

* [Cherry-pick to release/v0.5.21] [Fix] Restore deferred layer dumps and pin SentencePiece for InternVL (sgl-project#41777) (sgl-project#41788)

Co-authored-by: Baizhou Zhang <sobereddiezhang@gmail.com>

* [Cherry-pick to release/v0.5.21] [Test] Demote PD test RDMA openability check to a warning (sgl-project#41681) (sgl-project#41802)

Co-authored-by: Mohammad Miadh Angkad <176301910+mmangkad@users.noreply.github.com>
Co-authored-by: hnyls2002 <lsyincs@gmail.com>

* feat(plugin-seam): forward-port the turbo-attn seam onto upstream v0.5.21

The whole carry of arbicity/sglang-turbo main @71bcc9df9b over upstream
v0.5.18, squashed and replayed onto upstream v0.5.21 (e00930c, the
commit lmsysorg/sglang:v0.5.21 is built from) as a 3-way merge. Folds in
the post-port commits #9 (hybrid sliding-window through the kv-cache
plugin), #10 (Gemma 4 on a plugin backend) and #11 (draft backend factory
reads attention_backends()).

Upstream's structure wins and the seam is re-applied on it:
- server_args.py is now a thin record over arg_groups/: the
  --kv-cache-dtype choices are hoisted into arg_groups/choices.py as
  KV_CACHE_DTYPE_CHOICES + add_kv_cache_dtype_choices (re-exported from
  server_args), and the gpt-oss / Gemma 4 backend whitelists that accept a
  plugin backend move to arg_groups/model_hook.py.
- ServerArgs._handle_plugin_kv_cache_pairing is dropped: v0.5.21's
  resolution hooks (arg_groups/resolution_hooks.py) are the official slot,
  and turbo-attn's plugin now pairs the flags there.
- Plugin dtype reads go through the resolved model bag (get_model()), not
  the raw ServerArgs record, which v0.5.21 leaves as operator input.
- HybridSWAPoolConfigurator: the plugin prices the full and SWA layers it
  holds and stands in as the per-layer cost, so upstream's new draft-SWA
  and unified-pool formulas apply unchanged; layer ids come from
  kvc.layer_info, as upstream's own SWA pool takes them.
- Qwen3.5 NEXTN embed on meta only on a single pipeline stage: from v0.5.21
  a PP draft may load its own embedding (pp_draft_embedding).

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

---------

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sam123456598 added a commit to vessl-ai/sglang that referenced this pull request Oct 8, 2026
* [feature] add per-item candidate token scoring and calibration (sgl-project#40826)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* [Diffusion] Fuse LongCat GELU+cat and support Edit-Turbo BCG (sgl-project#40384)

* [Diffusion] Fuse lossless Wan VAE post-ops for LongLive 2 I2V (sgl-project#40405)

* Fix TBO child batch missing dp_spec_prefill_coordination_applied (sgl-project#41096)

* [AMD] Tune Triton sparse MLA on gfx950 and make split-K workspaces graph-safe (sgl-project#39059)

* [Diffusion] Fuse lossless LingBot World FP32 normalization (sgl-project#40425)

* [AMD][DSV4] fp8 unified_kv decode: wave-aware split count past 40 tokens (sgl-project#40878)

Signed-off-by: Yanfei Wang <yanfwang@crsuse2-m2m-v2-017.us-east2-a.compute.internal>

* [AMD] Add tuned dsv4 shape (sgl-project#40996)

* [Diffusion] Enable lossless SANA-Video eager conv fusions for 12.6% lower latency (sgl-project#40388)

* [Diffusion] migrate the whole _register_configs from registry.py to the model own config file (sgl-project#40612)

* Refactor the Cute-DSL AR fusion to support DeepseekV2 archs (GLM-5.3, etc.) (sgl-project#39816)

Co-authored-by: Mohammad Angkad <mohammad.angkad@radixark.ai>
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* [HiCache] Make host reclamation independent of transfer order (sgl-project#40512)

* [Refactor] Retire the model-specific Kimi K3 kernel namespace (sgl-project#40922)

* [diffusion] update code owner (sgl-project#41130)

* [NPU] Update CANN version to 9.1.0 (sgl-project#40524)

* [PD] Enable deferred decode-side KV release by default (sgl-project#41023)

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>

* [chore] surface the cookbook to users who pip install sglang (sgl-project#40866)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>
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* fix(sampling): validate sampling_seed is an int within int64 range (sgl-project#28960)

Signed-off-by: Ting Sun <suntcrick@gmail.com>

* [HiCache] Demote SWA KV to host on write_back eviction instead of dropping it (sgl-project#40712)

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

* [AMD] ci: move the Miles ROCm 7.2 nightly build to 7.2.4 (sgl-project#40387)

Co-authored-by: Zhiyao Jiang <jessicajiang324@gmail.com>

* [Quant] ModelOpt mixed precision: dispatch block-FP8 MoE experts and derive the block size (sgl-project#38726)

Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>

* fix: Triton 3.8 compatbility to support DSV4.1-Flash in CUDA 13.4 image (Rubin) (sgl-project#40805)

* Support unified memory decode host pools (sgl-project#39478)

Co-authored-by: yhzhuang <yhzhuang@fb.com>
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* [Fix] Skip the DCP target-verify MLA kernel during FlashInfer autotune (sgl-project#41138)

Co-authored-by: Mohammad Angkad <mohammad.angkad@radixark.ai>

* [DP attention] Publish DP buffer sizes from a ForwardBatch (sgl-project#40858)

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* [Test] Run the Qwen3.5 Triton DCP nightly with the radix cache enabled (sgl-project#41155)

* [AMD] GLM-5.2 MI355X MXFP4: bump image to 20260923 daily (sgl-project#41109)

* [Fix] Complete the deferred FFN all-reduce before a pipeline-parallel send (sgl-project#41079)

* [Fix] Complete the deferred FFN all-reduce before deepstack addition and aux hidden-state capture (sgl-project#41080)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* [Refactor] Pass each layer stack's output through a communicator exit (sgl-project#41081)

* [Refactor] Share the MoE output all-reduce between models (sgl-project#41097)

* [Fix] Step-3.5: stop dense layers from summing their output twice under DP attention (sgl-project#41082)

* [Fix] Broadcast requests along attention CP before attention TP (sgl-project#41083)

* [Refactor] Split prepare_attn into a reduction step and per-quant-format residual steps (sgl-project#41084)

* [AMD] Add .co for deepseek v4 fp8 decode kernel and add group decode opt (sgl-project#41120)

* [qwen 3.8 next] Fuse Qwen PLE gate and convolution preparation for target verify (sgl-project#40041)

* MiniMax-M3: MXFP8 dense-only block convert + aiter MXFP8 MoE on gfx950 (sgl-project#36574)

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* MoE: small-batch sorting path with fused mxfp8 quantisation (sgl-project#36559)

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* [DSV4] Fix TRTLLM uniform FP8 KV memory budgeting (sgl-project#41090)

* [Fix] Patch set_dp_buffer_len_from_batch in DP spec prefill coordination test (sgl-project#41162)

* [Docs] Enable Qwen3.8 Flash Next NVIDIA NVFP4 on B200/B300/GB300 (sgl-project#41046)

* [DSV4] Size compressed pools from one per-ratio table in DSV4PoolConfigurator (sgl-project#41049)

* [Bugfix] Align DeepSeek-V4.1 reasoning effort budgets (sgl-project#39929)

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* Fix mixed chunk prefill with DP speculative coordination (sgl-project#41179)

* Add 8-node AllReduce/AllGather and MNVLS algorithm support to MSCCL++ (sgl-project#37442)

Co-authored-by: Caio Rocha <caiorocha@microsft.com>

* [HiCache] Batch buffer-only KV backups within each flush (sgl-project#40960)

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* [PD] Add a `none` decode retraction backup and subclass seams in the PD queues (sgl-project#41103)

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* [Score API] Setwise Scoring Support (sgl-project#38965)

* [DSV4] Account for FlashMLA physical KV page padding in memory budgets (sgl-project#41091)

Co-authored-by: hnyls2002 <lsyincs@gmail.com>

* [mem_cache] Drop `is_insert` from `cache_finished_req`; release rows from `release_kv_cache` (sgl-project#40988)

* [AMD] Restore non-DCP Mamba checkpoint donation to fix agent-mode cache hit at high conc with HiCache (sgl-project#40907)

* [diffusion] feat: add opt-in SRT prompt enhancement to image and video APIs (sgl-project#41095)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* Support XQA backend for SpecDec verify (sgl-project#32269)

* [PD] Honor gracefully_exit in disaggregation event loops and keep non-zero-rank launchers alive on SIGTERM (sgl-project#40793)

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* [Perf] Lazy-load built-in model definitions and nixl_ep at startup (sgl-project#41061)

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* [CI] Move GLM-5.2 layer-split test to extra-b-test-8-gpu-b300 (sgl-project#41207)

Co-authored-by: Mohammad Angkad <mohammad.angkad@radixark.ai>

* [Fix] Keep the target's DP sync slot in draft scopes (sgl-project#41062)

Co-authored-by: Mohammad Angkad <mohammad.angkad@radixark.ai>
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* [feat] add a system one compatible /v1/systemone route (sgl-project#41208)

* fix(openai): reject request-supplied chat_template by default (sgl-project#28135)

Signed-off-by: Ting Sun <suntcrick@gmail.com>
Co-authored-by: Xinyuan Tong <115166877+JustinTong0323@users.noreply.github.com>

* [AMD] Fix int32 offset overflow in Triton DSv4 KV store kernels (sgl-project#41159)

* [DeepEP v2] Let a model package supply its per-rank prefill dispatch bound (sgl-project#41201)

Co-authored-by: Xingyu Liu <38244988+charlotte12l@users.noreply.github.com>

* [diffusion] model: support Ming-Image Design and Design-Layer (sgl-project#41067)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* [HiCache] Give trailing sidecar storage transfers a contiguous prefix_keys chain (sgl-project#40456)

* [HiCache] fix: Drain pending backups before internal Mamba write-back (sgl-project#41092)

* [AMD] Integrate Aiter MegaMoEv2 for DeepSeek-V4 (sgl-project#35619)

* [Fix] Complete the all-reduce when the flashinfer fused norm declines a batch (sgl-project#41193)

* [Fix] Plan NextN / MTP draft layers as one-layer models and fix the Bailing V2 NextN draft (sgl-project#41194)

* [Fix] Stop counting a deferred FFN sum more than once: replicated TP1 shared expert, dense reduce_scatterv (sgl-project#41195)

* [Refactor] Carry a deferred FFN all-reduce as UnreducedOutput and complete it in the next layer without the fused kernel (sgl-project#41196)

* [Refactor] Leave the FFN reduction to the next layer under attention DP (sgl-project#41197)

* [Refactor] Move Step-3.5, GLM5-Next, Dots3, MiniMax-M3 and Qwen3.5 onto ffn_exit (sgl-project#41198)

* [Refactor] Build prepare_mlp and the layout moves from named steps (sgl-project#41191)

* [Refactor] Take a layer's last-layer fact from its scatter-mode plan (sgl-project#41199)

* [Refactor] Decide an FFN exit's completion once and declare the group it owes (sgl-project#41200)

* [XPU] Disable test_ngram_corpus on XPU and extend XPU CI path filter (sgl-project#41224)

* [Diffusion] Fix AttributeError in grouped forward_batch by installing the residency manager (sgl-project#34417)

Co-authored-by: mickqian <mickqian@users.noreply.github.com>

* [diffusion] Enable lossless Cosmos3 Super T2I QK fusion on Hopper TP2 (sgl-project#40486)

* Revert "[NPU] Fuse FIA KV-cache K/V writes into one npu_scatter_pa_kv_cache call" (sgl-project#41132)

* [ROCm][Bugfix] Keep quantization for mixed Quark Qwen3.5 MTP checkpoints (sgl-project#39064)

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* fix(multimodal): return 400 for corrupt image inputs (sgl-project#28131)

Signed-off-by: Ting Sun <suntcrick@gmail.com>
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* [unified-memory] Honor move gates in float relocation and size auto HiCache from host capacity (sgl-project#41248)

Co-authored-by: Yonghao Zhuang <yhzhuang@meta.com>

* Fix multimodal feature offload races (sgl-project#40621)

Co-authored-by: cctry <cctry@fb.com>
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Co-authored-by: Zhiqiang Xie <xiezhq@stanford.edu>

* [Sampling] Stream sampling masks as per-request arrays (sgl-project#40986)

* [Rust frontend] Decode input_ids without untagged buffering (sgl-project#41246)

Co-authored-by: Jialin Ouyang <Jialin.Ouyang@gmail.com>
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* [Test] Remove dead eval modules and point GSM8K/MMLU docs to sgl-eval (sgl-project#41215)

* [Test] Add in-process sgl-eval adapter and move validated GSM8K tests to it (sgl-project#41216)

* [LoRA] Size dense row/column-parallel LoRA buffers from the base linear's real shard (sgl-project#39379)

* [KVCache] Support lmcache unified radix cache (sgl-project#38652)

Signed-off-by: chunxiaozheng <1179548172@qq.com>
Co-authored-by: Yuwei An <ayw.sirius19@gmail.com>
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* [sglang][lora] Support DP attention in LoRA backends (sgl-project#36389)

Co-authored-by: Ethan (Yusheng) Su <yushengsu@radixark.ai>

* dsv4.1-amd: gfx950 MXFP8 matmul kernels and fp8-grid producers (sgl-project#41018)

Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>

* [Test] Route all sgl-eval benchmarks through run_sgl_eval and deprecate run_eval (sgl-project#41280)

* [Fix] Fix cpu CI fail introduced by pr sgl-project#38652 (sgl-project#41287)

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* [PD] Share one head-slice helper across mooncake, mori, and nixl (sgl-project#39660)

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* [misc] Call all_gather_single / reduce_scatter_single to drop torch deprecation warnings (sgl-project#41284)

* [Test] Remove unit tests that only mirror implementation or never run in CI (sgl-project#41286)

* [DCP] Use logical token capacity for PD admission and load reporting (sgl-project#39731)

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* [CI] Harden `/rerun-test` dispatch and partitioning (sgl-project#41285)

* [diffusion] Fuse lossless Klein packed QK RMSNorm and RoPE on Hopper (sgl-project#40490)

* [DSv4.1] Move the ratio-1/2 index top-k ops into kernels/ops/attention/dsv4 (sgl-project#41291)

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* [diffusion] model: support Anima Base v1.0 (sgl-project#41011)

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* [DSA] Chunk the kpool indexer MQA logits by query rows under a free-memory budget (sgl-project#40854)

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* [PD] fix: cache resumed decode-radix requests from root instead of an unlocked re-match (sgl-project#41261)

* [Test] Remove more unit tests that mirror implementation or never run in CI (sgl-project#41297)

* [ROCm][Perf] aiter: page-level KV view for gfx950 fp8 page-64 asm prefill (sgl-project#36505)

* [MemCache] Unify component eviction cursors and lock receipts (sgl-project#41276)

Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com>

* [diffusion] fix: fix Qwen-Image 2.1 default RGBA output (sgl-project#41150)

Co-authored-by: jacky.cheng <yichiche@amd.com>

* [diffusion] fix: copy small files into overlay materialized trees instead of linking them (sgl-project#41298)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* [Refactor] Restore logical kernel groups and test organization (sgl-project#41243)

* [sgl-router] Track input_ids forwarding outcomes per chat request (sgl-project#41185)

Co-authored-by: Kan Wu <kan.wu@radixark.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>

* [DSv4.1] Move the low-ratio index top-k into dsv4/low_ratio_indexer (sgl-project#41125)

Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: hnyls2002 <lsyincs@gmail.com>

* [DSA] Fix the pooled-indexer breakable prefill bridge under DP attention (sgl-project#41311)

Co-authored-by: Mohammad Angkad <mohammad.angkad@radixark.ai>

* [Score API] Setwise scoring: CausalLM support (batched + --enable-mis) (sgl-project#41188)

* [Perf] Mamba2 selective_state_update up to 2x faster on B200 via 8x1 launch config for dstate 128 (+7.5% Nemotron-3-Super serving) (sgl-project#41223)

Co-authored-by: hexu.zhao <zhaohexu2001@gmail.com>

* [DeepSeek V4.1] Add DeepSelect JIT kernel. (sgl-project#40556)

Co-authored-by: DarkSharpness <2040703891@qq.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>

* [Refactor] Choose prepare_attn / prepare_mlp steps and fused kernels at construction (sgl-project#41252)

* [Refactor] Drive an FFN exit's flags and its completion from one selection (sgl-project#41253)

* [Refactor] Declare at construction the layers whose FFN completes its own reduction (sgl-project#41254)

* [Refactor] Run the LayerNorm SP region's boundary steps in the communicator itself (sgl-project#41255)

* [Refactor] Pick the two-batch-overlap split's layout moves once and remove execute (sgl-project#41256)

* [Refactor] Choose a dense layer's boundaries under attention DP from both sides' declarations (sgl-project#41257)

* [CI] Add __main__ entry to test_deep_select.py (sgl-project#41341)

Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* [sgl-router] Book the input_ids forwarding outcome only for built bodies (sgl-project#41342)

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

* [CI] Move DeepSelect into the attention kernel group to fix the namespace test (sgl-project#41349)

Co-authored-by: Mohammad Angkad <mohammad.angkad@radixark.ai>

* Pin triton_kernels num_warps for MXFP4 MoE below Hopper (6x gpt-oss decode on RTX 4090) (sgl-project#41292)

Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>

* [CI] Merge the Kimi-Linear PD DCP4 nightly tests and drop exact-token parity (sgl-project#41321)

* [AMD] Fix jit broken on rocm env (sgl-project#41356)

* Make sliding-window caching and speculative batch padding extensible (sgl-project#41325)

Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com>
Co-authored-by: jasonjk-park <jasonjk@fb.com>

* [MemCache] Fix LMCache component cursors and per-cache backend selection (sgl-project#41328)

Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com>

* [AMD] Honor an explicit triton moe_runner_backend for mxfp8 on ROCm (sgl-project#41377)

* dsv4.1-amd: KV cache layouts, FP4 indexer, compressor and router kernels (sgl-project#41019)

Co-authored-by: x <x>

* [sgl-router] Take SGLang's render defaults: --default-chat-template-kwargs and thinking/effort envs (sgl-project#41221)

Co-authored-by: Kan Wu <kan.wu@radixark.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>

* [mem_cache] Never free the protected prefix on request release (sgl-project#41312)

* [DSV4.1][HiCache] fix: wait for the layer transfer before reading low-ratio index-K (sgl-project#41345)

* [Diffusion] Preserve per-sample rollout trajectories across multi-output merge (sgl-project#34416)

Co-authored-by: aimicahchen <aimicahchen@tencent.com>

* [kv-shard 3/4] Enable Control Plane B (sgl-project#39964)

Co-authored-by: Zhangheng <hzh0425@apache.org>

* [qwen 3.8 next] Fuse small CUDA graph input buffer copies (sgl-project#41166)

* [KDA+Kimi K3] Speed up SANA-Video residual gate add on H200 (sgl-project#41305)

Co-authored-by: kernel-design-agents <334018530+kernel-design-agents@users.noreply.github.com>

* [mem_cache] Replace `cache_finished_req` with `insert_req`; `release_kv_cache` frees and unpins (sgl-project#41281)

* [diffusion] feat: support in-place lora merge/unmerge under layerwise offload (sgl-project#36192)

* [diffusion] feat: minimax-h3 spectrum skip-step + fused RMSNorm/AdaLN (sgl-project#35684)

* [diffusion] feat: add MiniMax-H3 to ComfyUI integrated mode (sgl-project#35990)

* [Diffusion] Apply latent-ids and packing to caller-provided initial latents (sgl-project#34418)

Co-authored-by: aimicahchen <aimicahchen@tencent.com>
Co-authored-by: WenhaoZhang <42087078+niehen6174@users.noreply.github.com>

* [diffusion] fix: lora-wrapped linears crash qwen-image and minimax-h3 inference (sgl-project#41272)

Signed-off-by: rockdu <kangrdu@gmail.com>

* [diffusion] fix: run an all-valid attention mask on the backend's unmasked kernel (sgl-project#41309)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>

* [VLM] Introduce FA4 into ViT for SM100/SM103 (sgl-project#41344)

Co-authored-by: luoyuan.luo <luoyuan.luo@antgroup.com>

* [bench] Take each request's prompt length from the server (sgl-project#39889)

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Xiaoyu Zhang <1182563586@qq.com>

* [Diffusion] Reuse bit-exact packed SwiGLU for Ming-Image (sgl-project#41266)

* Add MiniMax arch fallback to auto parser resolution (sgl-project#40930)

* [HiCache] Add the page-unified KV load-back JIT kernel  (sgl-project#39726)

Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: huangtingwei <141888744+huangtingwei9988@users.noreply.github.com>
Co-authored-by: Zhangheng <hzh0425@apache.org>

* [AMD] Update v4 cookbook for megamoe, fp8 kv attn, BCG (sgl-project#41458)

* [PD] Fan drain abort ACKs out to every decode peer of the room (sgl-project#41402)

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

* [Spec] Add LiLiCorr: a candidate-lattice reranker for DFlash drafts (sgl-project#37462)

Co-authored-by: Po-Han Huang (NVIDIA) <53919306+nvpohanh@users.noreply.github.com>
Co-authored-by: kpham-sgl <khoa.pham@radixark.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>

* Port chat_parsing core (sgl-project#40477)

Co-authored-by: Yoni Gozlan <yonigozlan@users.noreply.github.com>

* [Refactor] Choose the boundaries of plain-TP dense layers and MoE layers from declarations (sgl-project#41417)

* [Refactor] Give the fused prepare_mlp kernels an explicit contract (sgl-project#41418)

* [Refactor] Choose the LayerNorm SP region's and input-scattered batches' steps from declarations (sgl-project#41419)

* [Refactor] Run every batch of a layer from one BoundarySteps (sgl-project#41420)

* [Refactor] Choose a GQA prefill CP extend's steps from declarations (sgl-project#41421)

* [Fix] Keep one copy of CP-replicated rows in the DP gather (sgl-project#41422)

* [Fix] Gather a dense FFN's input across attention DP and CP in one DP sum (sgl-project#41423)

* [Refactor] Choose fully-DP dense and DSA / MLA prefill CP layers' steps from declarations (sgl-project#41424)

* [Refactor] Run MHC layers on the shared boundary steps with MHC's residual operations (sgl-project#41425)

* [Refactor] Run two-batch-overlap layers on the declared boundaries (sgl-project#41426)

* [Refactor] Let the MoE declare whether its skipped reduction is one TP all-reduce (sgl-project#41427)

* [Refactor] Publish the LoRA token layout from the batch's FFN input rows (sgl-project#41428)

* [Refactor] Build each decoder boundary from the declarations of its two sides (sgl-project#41429)

* [Refactor] Nemotron-H: build each layer's boundaries from its stage and the previous one (sgl-project#41430)

* [Refactor] Move CuTe DSL-fused layers onto the declared boundaries and FFN-exit kernel entries (sgl-project#41431)

* [Fix] Run MoE layers under attention DP and GQA prefill CP on the declared DP × CP gather (sgl-project#41432)

* [Fix] Falcon-H1: count the Mamba mixer's output once under tensor parallelism (sgl-project#41433)

* [Refactor] Falcon-H1: complete the FFN's sum through ffn_exit (sgl-project#41434)

* [Refactor] Choose MoE layers' boundaries from declarations when moe_dp_size equals attn_cp_size (sgl-project#41435)

* [Fix] LongCat-Flash under attention DP: branch and merge the dense FFNs through the communicators (sgl-project#41436)

* [Refactor] Step-3.5: complete the dense MLP's sum through ffn_exit (sgl-project#41437)

* [Refactor] Choose every layer's boundaries from declarations and remove the scatter-mode selection (sgl-project#41438)

* [Refactor] Split the layer communicator into a package (move only) (sgl-project#41439)

* [Refactor] Declare each stage's residual read and update, and give each stage its own entry (sgl-project#41440)

* [Refactor] Build the boundary into any stage with one construction (sgl-project#41441)

* [Refactor] Give a layer its CuTe DSL kernels at construction instead of a subclass (sgl-project#41442)

* [Refactor] Replace LayerScatterModes with LayerFacts and remove ScatterMode (sgl-project#41443)

* [XPU] Disable test_ngram_corpus on XPU and detect XPU tests dynamically in CI filter (sgl-project#41075)

* [Fix][NPU] Fix performance degradation caused by serial execution of two-stage ACL op calls on graph (sgl-project#40814)

* [diffusion] feat: support multiple task types for pipelines (sgl-project#38762)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* [CI] fix CI regression on xeon (sgl-project#41002)

* [CI] Real-model Kimi-Linear PD parity at page, DCP virtual-page, chunk and cached-prefix boundaries (sgl-project#41378)

* [AMD] Register Triton data movement tests in PR CI (sgl-project#41137)

* [AMD] Add GLM-5.3-Flash MI35x nightly test (sgl-project#36903)

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: quitenode <quitenode@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>

* [AMD] [Docker] Remove unused LLVM 18 setup from ROCm TileLang build (sgl-project#41387)

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: quitenode <quitenode@users.noreply.github.com>

* [Intel GPU] Xpu/weekly simple model enablement 2026 09 21 (sgl-project#40664)

Co-authored-by: Amrutha M <amrutha.m@intel.com>
Co-authored-by: charlesxu91 <charlesxu.mi@gmail.com>
Co-authored-by: KMS07 <meher.sai.kotthagattu@intel.com>
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Co-authored-by: Ma Mingfei <mingfei.ma@intel.com>

* [Bugfix] fix(hicache): wait for decode offload before retraction (sgl-project#30899)

Co-authored-by: agent <agent@local>
Co-authored-by: Kevin Flansburg <6134007+kflansburg@users.noreply.github.com>
Co-authored-by: Jimmy Shong <69131491+Jiminator@users.noreply.github.com>
Co-authored-by: Shangming Cai <csmthu@gmail.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

* Rust server unify datapath for mm and generate requests (sgl-project#39679)

* feat(npu): Support returning indexer top-k results (sgl-project#39060)

* Fix chat template cache key order (sgl-project#41517)

* docs: add prefill context parallelism guide and design draft (sgl-project#39354)

* [XPU] Bump sglang-kernel-xpu wheel to v0.3.0 (sgl-project#41220)

Co-authored-by: Pramod Kumar <144990617+pramodkumar-habanalabs@users.noreply.github.com>

* [Kimi-K3] Merge fused_qkvg_proj into the loader-seeded packed_modules_mapping (sgl-project#41164)

* [Router] Give the cache-aware tree a snapshot surface (1/13) (sgl-project#40687)

Co-authored-by: Kangyan Zhou <kangyan.zhou@radixark.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Let predicate-registered linear-attention models carry the mamba radix-cache leaves (sgl-project#41165)

* [diffusion] optimization: populate cpu weight stores before host registration to speedup layerwise-offload initialization (sgl-project#40439)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* perf(multimodal): offload CPU feature hashing with bounded admission (sgl-project#39539)

* [AMD][DSV4] moe: enable shared-expert fusion on the grouped-topk path (megamoe) (sgl-project#40943)

* [sgl-router] Scope input_ids forwarding by renderer: all text chats for DeepSeek-V4 (sgl-project#41226)

Co-authored-by: Kan Wu <kan.wu@radixark.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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* [Router] Serve the cache-aware tree at /internal/kv_snapshot (2/13) (sgl-project#40688)

Co-authored-by: Kangyan Zhou <kangyan.zhou@radixark.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>

* [AMD] [GLM5] Fuse shared expert into AITER MoE on gfx950 (sgl-project#41161)

Signed-off-by: Raiden-Makoto <Raiden-Makoto@users.noreply.github.com>
Co-authored-by: Raiden-Makoto <Raiden-Makoto@users.noreply.github.com>

* [Router] Name a replica's siblings with --kv-peer-selector (3/13) (sgl-project#40689)

Co-authored-by: Kangyan Zhou <kangyan.zhou@radixark.ai>
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* [diffusion] docs: consolidate Qwen-Image 2.1 guidance in its cookbook (sgl-project#41540)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* [Unified Memory] fix: preserve FP8 dtype in unified MHA pool (sgl-project#38133)

* [Unified Memory] Fix Inkling conv-checkpoint track ids written to virtual slot numbers (sgl-project#41144)

* [Doc] Add kernel benchmark rule on L2 cache reuse (sgl-project#41545)

Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* [DeepSelect] Add page-table transform to top-k and tighten the layout contract (sgl-project#41364)

Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* [diffusion] Qwen-Image 2.1: fuse Q/K RMSNorm + RoPE + KV packing into one CUDA kernel and project Q/K/V with one packed GEMM (sgl-project#41339)

* [Fix][NPU] fix dp-attn hang when pin_mem is True on NPU (sgl-project#40446)

* [Spec] Model-agnostic last-stage draft embedding under pipeline parallelism (sgl-project#39643)

* [PD] Defer decode KV release on every transfer failure, not only decode-initiated aborts (sgl-project#41404)

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

* [PD] Keep the sampling mask of a replayed rebootstrap token (sgl-project#41235)

* [NVIDIA] Update deepgemm, deep-ep, sgl-kernel in CUDA 13.4 image, use cuda base image (sgl-project#40987)

* [Docs][AMD] Update GLM-5.2 MI355X daily image (sgl-project#41597)

* dsv4.1-amd: gfx950 sparse decode attention and sorted top-k (sgl-project#41020)

Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>

* dsv4.1-amd: fused mHC boundary and all-reduce + mHC post kernels (sgl-project#41021)

Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Kevin Mi <kevin.mi@radixark.ai>

* [Model Loader] Stop checkpoint prefetch after iterator completion (sgl-project#41588)

Co-authored-by: Hrithvik Alex <hrithvik@baseten.co>

* [mem cache] refactor: remove the index-K continuous getters orphaned by the CP v1 removal (sgl-project#41469)

* [PD] Keep EAGLE DP graph and token metadata consistent (sgl-project#32196)

Co-authored-by: weireweire <20922698+weireweire@users.noreply.github.com>
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* [Docs] Add GigaChat 3.5 and GigaChat 3.5 Reasoning cookbook pages (sgl-project#41118)

Co-authored-by: Stanislav Petrov <stapetrov@sberbank.ru>

* [Model] Add IQuest Q1 support and MTP draft (sgl-project#41590)

Co-authored-by: zelong huang <yzhu@ubiquant.com>
Co-authored-by: hnyls2002 <lsyincs@gmail.com>
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* [diffusion] model: support flux 3 action robot policies (sgl-project#41066)

* [Radix Cache] Sync Rust TreeCore and make it the default (sgl-project#39627)

Co-authored-by: Ke Bao <ispobaoke@gmail.com>
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* [npu]support NPU 910C L2 memcache offload (sgl-project#41527)

* [Test] Fail fast when PD test RDMA devices are not openable by ibverbs (sgl-project#41600)

* Remove GLM-4.1V-9B-Thinking from encoder DP MMMU test (sgl-project#41608)

Co-authored-by: Mohammad Angkad <mohammad.angkad@radixark.ai>

* [Refactor] Group communicator fusion and CP adapters (sgl-project#41547)

* [Refactor] Centralize decoder output access (sgl-project#41548)

* [Refactor] Carry residual state across stage boundaries (sgl-project#41549)

* [Refactor] Capture auxiliary states at residual reads (sgl-project#41550)

* [Refactor] Select reduction fusion at the consumer (sgl-project#41551)

* [Refactor] Construct independent decoder stage boundaries (sgl-project#41552)

* [Refactor] Migrate specialized decoder and overlap boundaries (sgl-project#41553)

* [Refactor] Retire the layer facade and simplify boundary internals (sgl-project#41554)

* [Refactor] Rename the module to layer_boundary (sgl-project#41555)

* [Refactor] Group layer boundary unit tests (sgl-project#41556)

* [Refactor] Document layer boundary contracts and integration (sgl-project#41557)

* [Rust] Extract a transport-neutral frontend core (sgl-project#39385)

Signed-off-by: jain-ria <riajain@NVIDIA.com>
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* [PD] Give FakeKVReceiver ensure_abort_notified (sgl-project#41618)

* [XPU] Support compressed-tensors W4A16 by reusing the torch int4pack path (sgl-project#40828)

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* [Intel][XPU]Enable chunked prefill scnearios for XPU with UT (sgl-project#33804)

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* [SM120] Add optional FlashInfer PCIe-IPC all-reduce for switch-free hosts (sgl-project#34528)

* [diffusion] feat: support bounded exact conditioning cache across native models (sgl-project#40470)

Co-authored-by: Mick Qian <mickqian@users.noreply.github.com>

* [Fix] Add name mapping in load_weights of nvidia/LocateAnything-3B (sgl-project#41059)

* [Cherry-pick to release/v0.5.21] [Fix] Restore deferred layer dumps and pin SentencePiece for InternVL (sgl-project#41777) (sgl-project#41788)

Co-authored-by: Baizhou Zhang <sobereddiezhang@gmail.com>

* [Cherry-pick to release/v0.5.21] [Test] Demote PD test RDMA openability check to a warning (sgl-project#41681) (sgl-project#41802)

Co-authored-by: Mohammad Miadh Angkad <176301910+mmangkad@users.noreply.github.com>
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---------

Signed-off-by: Yanfei Wang <yanfwang@crsuse2-m2m-v2-017.us-east2-a.compute.internal>
Signed-off-by: Ting Sun <suntcrick@gmail.com>
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bypass-fail-fast CI: a failing job no longer aborts its siblings (lint still gates) dependencies Pull requests that update a dependency file npu run-ci CI: run the baseline test suite on this PR

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