Commit Graph
25 Commits
Author SHA1 Message Date
tzhouamandClaude Opus 5 c306445ff2 rebase: migrate diffusion KV cache to the vLLM 0.29 layout model
vLLM 0.29 removed AttentionSpec.indexes_kv_by_block_stride and reshaped
KVCacheTensor from (size, shared_by) to an explicit layout: layers in L
order plus layer_stride and block_stride. The block-stride decision now
lives on one physical CacheConfig.kv_cache_layout that the engine core
resolves once, and layout.is_block_outermost is the direct successor of
the old per-spec flag.

Diffusion backends subclass the Omni AttentionBackend ABC, so upstream
get_supported_kv_cache_layouts never sees them and the engine core never
resolves a layout for them. Add diffusion_kv/layout.py to pin it before
get_kv_cache_configs runs, defaulting to LBNHC, which reproduces the
indexes_kv_by_block_stride=False that every dense diffusion backend
declared. The backend hook is kept as an enforced contract rather than
deleted: a backend needing block-stride indexing selects a block-outermost
layout, and a contradiction raises instead of mis-addressing K/V.

Workers receive only a KVCacheConfig, so the resolved name travels on it
(KVCacheConfig.kv_cache_layout) and is adopted into each worker CacheConfig
before allocation. Without that, init_kv_cache raises in the worker because
get_resolved_kv_cache_layout has nothing to return.

init_kv_cache also lost attn_groups and cache_dtype in 0.29; the production
caller in model_runner_backend and the test stubs move to the six-argument
form.

Tensor construction goes through one derivation built on the upstream
compute_layout_strides helper, shared by production and tests, so a wrong
stride cannot be masked by a parallel test-only copy.

Also updates the sizing expectation: 0.29 subtracts the null block that
BlockPool permanently holds back before estimating, so sixteen physical
pages now yield fifteen usable ones.

One review point is addressed only in part, deliberately.
build_native_kv_cache_configs now takes indexes_kv_by_block_stride and
propagates a block-outermost layout end to end when it is set, with a test
covering control plane to worker adoption. Automatic discovery of that
requirement from the workers is not added: 0.29 removed the field that used
to carry it, every diffusion backend in tree declares False, and inventing
an executor RPC for a capability nothing requests would ship untestable
plumbing. Until a backend needs it, the seam is explicit and the mismatch
raises at worker init rather than corrupting addressing.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_0146Xu5Sgj4vXxLxvLjV5YPj
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
2026-09-10 00:41:53 +08:00
Shenglei FuandClaude 91dfafcaab [Bugfix][Diffusion] Include guidance_scale_2_provided in the request-batch key (#7078)
Signed-off-by: Shenglei Fu <sfu@confluent.io>
Co-authored-by: Claude <noreply@anthropic.com>
2026-09-07 15:58:19 +08:00
Trigger e43c787544 [Model] Add BAGEL step execution and continuous batching (#6359) 2026-09-04 01:36:11 +00:00
7ae15c74c8 text and image metric (#6150)
Signed-off-by: zhuhh97 <zhuhonghan@huawei.com>
Signed-off-by: Gao Han <hgaoaf@connect.ust.hk>
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk>
2026-08-26 02:54:45 +00:00
d150a4fde7 [Feature][MiniMax-H3] Support diffusion continuous batching (#5810)
Signed-off-by: princepride <wangzhipeng628@gmail.com>
Signed-off-by: lishunyang12 <lishunyang12@163.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: lishunyang12 <lishunyang12@163.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-08-24 21:08:53 +08:00
Yukim1andzwhzzz0821 0a1846aa45 [Diffusion] Add native KV cache initialization and Scheduler-managed block allocation (#6094)
Signed-off-by: zwhzzz0821 <zwhzzz0821@users.noreply.github.com>
Co-authored-by: zwhzzz0821 <zwhzzz0821@users.noreply.github.com>
2026-08-18 07:00:24 +00:00
hurukawa 2a315e1a2d [Perf] Support request-level batching for Wan2.2 pipelines (#5676)
Signed-off-by: nagisa-kun <1434936049@qq.com>
Signed-off-by: nagisa <1434936049@qq.com>
2026-08-15 23:58:36 +08:00
Zeyu Huang | 黃澤宇andHongsheng Liu 33dd9a5a3e [Core][Refactor][Diffusion] refactor request scheduler's admission wait policy (#5843)
Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-08-10 15:06:27 +08:00
6ae7ff7846 [Diffusion] Prepare HunyuanImage3 for Scheduler-managed paged KV cache (#5541)
Signed-off-by: zwhzzz0821 <zwhzzz0821@users.noreply.github.com>
Co-authored-by: zwhzzz0821 <zwhzzz0821@users.noreply.github.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-08-10 08:48:56 +08:00
Mu GuanLin d8c35663b4 [Model][Feat] Support Minimax-H3 quality grading requests through dynamic loading/unloading with Cache-DiT (#5853)
Signed-off-by: mglyn <1203789601@qq.com>
2026-08-07 09:07:23 +00:00
bjf-frzandHongsheng Liu be667a8067 [Refact] Refactor diffusion output streaming (#5166)
Signed-off-by: bjf-frz <frz123db@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-07-23 10:06:08 +08:00
e39f4dddfb [Refactor]: clean up diffusion scheduler interfaces (#5216)
Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com>
Signed-off-by: Zeyu Huang | 黃澤宇 <11222265+fhfuih@users.noreply.github.com>
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-07-22 14:05:49 +08:00
JiangJie ZhangandSamit c45ac74d43 [Core][Frontend] Support request-level batching for diffusion pipelines (#4079)
Signed-off-by: jader <yjader@foxmail.com>
Co-authored-by: Samit <285365963@qq.com>
2026-06-29 18:09:19 +02:00
3901ad8165 [feat] Streaming diffusion video generation output (#3737)
Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com>
Signed-off-by: Zeyu Huang | 黃澤宇 <11222265+fhfuih@users.noreply.github.com>
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-06-23 09:57:53 +00:00
Hongsheng Liu aff0af9754 [Refactor] Extract diffusion output formatting boundary (#4407)
Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com>
2026-06-15 22:50:50 +08:00
Yuzhu Dong e2e79177db Support DROID policy server for Cosmos3 OpenPI (#4282)
Signed-off-by: yuzhud <yuzhudong@gmail.com>
2026-06-15 21:22:59 +08:00
bdfc77147d [Diffusion] DreamZero world model integration with CFG parallel + OpenPI serving (#2162)
Signed-off-by: Meng <meng_chen99@163.com>
Signed-off-by: Yangshen Deng <yangshen.d@outlook.com>
Signed-off-by: Suli Wang <50828270+wsl2000@users.noreply.github.com>
Co-authored-by: Meng <meng_chen99@163.com>
Co-authored-by: Suli Wang <50828270+wsl2000@users.noreply.github.com>
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
2026-06-02 19:50:20 +00:00
JiangJie Zhang 6fa9dbbe42 [Diffusion] Unify diffusion request identity on request_id (#3744)
Signed-off-by: jader <yjader@foxmail.com>
2026-05-28 14:56:56 +08:00
Samit 083b5e363f [Diffusion] Support LoRA in step-wise execution (#3639)
Signed-off-by: samithuang <285365963@qq.com>
2026-05-20 22:26:18 +08:00
wuhangandHongsheng Liu 4ba8e14981 Fix diffusion engine cleanup lifecycle (#3494)
Signed-off-by: wuhang <wuhang6@huawei.com>
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-05-18 08:54:57 +08:00
e49fbd8a2d [Feat] DiffusionEngine Support async batch infer (#2729)
Signed-off-by: Semmer <semmer@live.cn>
Signed-off-by: jader <yjader@foxmail.com>
Signed-off-by: asukaqaq-s <1311722138@qq.com>
Co-authored-by: asukaqaq-s <1311722138@qq.com>
Co-authored-by: jader <yjader@foxmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk>
2026-05-06 09:47:13 +12:00
Zeyu Huang | 黃澤宇andCopilot Autofix powered by AI f19891e4f1 [bugfix][CI] Diffusers backend update (#3096)
Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com>
Signed-off-by: Zeyu Huang | 黃澤宇 <11222265+fhfuih@users.noreply.github.com>
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
2026-05-05 20:54:39 +08:00
Yuanheng Zhao e0cdbe9a5d [Misc] Cleanup: use consistent pytest-mock in unit tests (#2698)
Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com>
2026-04-13 19:21:42 +08:00
Wu JIAZHENandjader 3fd4a4dc27 [Feat] Support step-boundary abort in diffusion (#1769)
Signed-off-by: jader <yjader@foxmail.com>
Signed-off-by: asukaqaq-s <1311722138@qq.com>
Co-authored-by: jader <yjader@foxmail.com>
2026-04-01 17:25:02 +08:00
61cd532cff [Refactor] Refactor Diffusion Scheduler/Executor Boundaries and Request State Flow (#1625)
Signed-off-by: jader <yjader@foxmail.com>
Signed-off-by: JiangJie Zhang <76905040+yJader@users.noreply.github.com>
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com>
Co-authored-by: Didan Deng <33117903+wtomin@users.noreply.github.com>
2026-03-23 20:25:32 +08:00