comfyanonymous
76719afe7c
Fix test.
2026-07-05 16:28:59 -04:00
John Pollock
093d17c587
Add SeedVR2 temporal chunk and merge nodes
...
## Summary
Sampling a long SeedVR2 video in one pass runs out of VRAM: the DiT working set grows linearly with latent frames times pixel area, so a 100 frame clip at 4x upscale needs more memory than any consumer card has. This PR adds two workflow-level nodes that split the latent into overlapping temporal chunks and recombine the sampled chunks with a Hann crossfade. The executor's list handling runs the stock KSampler once per chunk, so the sampler itself is untouched.
- **Chunk SeedVR2 Latent** splits the latent on the temporal axis. `frames_per_chunk` is in pixel frames on the 4n+1 grid, `temporal_overlap` sets how many latent frames adjacent chunks share, and `chunking_mode=auto` solves the chunk size from measured free VRAM and the latent's own dimensions. The node outputs the effective overlap so the merge is wired, not typed.
- **Merge SeedVR2 Latent Chunks** recombines the sampled chunks in order, crossfading each shared region with a Hann window (flat shoulders on the outer thirds, fade across the middle third). Zero overlap is a plain concatenation, bit-identical to `torch.cat`.
## Changes
- Added 2 nodes and 1 crossfade helper to `comfy_extras/nodes_seedvr.py` (+201 lines).
- Added 4 chunk-law constants to `comfy/ldm/seedvr/constants.py` (+10 lines).
- Added pytest unit tests in `tests-unit/comfy_extras_test/test_seedvr2_temporal_chunk.py` (+66 lines): chunk geometry, 4n+1 and mode validation, overlap clamping, temporal noise mask slicing (5-D and 4-D), the auto law including batch scaling, crossfade weights and blend direction, round trip, and metadata handling.
Everything outside the two new nodes is byte-identical to the base branch. The new constants are read only by the chunk node, and workflows that do not use these nodes take no new code path.
## Auto mode calibration
The auto law is `max_latent_frames = (free_GiB - reserved - margin) / (0.30 * megapixels)`, calibrated on an RTX 5090 (32 GB) with the 3b fp16 model: a 17-cell resolution sweep plus temporal bisection located the activation wall and confirmed it is linear in latent frames times pixel area (the same total-voxel budget holds from 1.5:1 through 24:1 aspect ratios and under transposition). The margin is four standard deviations of the measured run-to-run spread, which costs about one latent frame of chunk size and makes an out-of-memory failure a lottery ticket rather than a coin flip. Manual mode bypasses the law entirely.
On a 32 GB card, a 640x480x100 input at 4x upscale sampled as a single chunk allocates past 31 GiB and dies; auto mode picks 49 frame chunks (three chunks with overlap) and the full pipeline completes in about 240 seconds. The same law stands down on small inputs: a 320x240x100 clip runs as a single chunk because it fits.
## Example workflow
Load a video, 4x upscale, auto chunking, temporal overlap 3. Expected output for a 640x480x100 input: 2560x1920, 100 frames, seams invisible at the default overlap.
<details>
<summary>API workflow JSON</summary>
```json
{
"14": {"inputs": {"vae_name": "ema_vae_fp16.safetensors"}, "class_type": "VAELoader"},
"17": {"inputs": {"video": ["24", 0]}, "class_type": "GetVideoComponents"},
"20": {"inputs": {"fps": ["17", 2], "images": ["30", 0], "audio": ["17", 1]}, "class_type": "CreateVideo"},
"21": {"inputs": {"tile_size": 192, "overlap": 64, "temporal_size": 64, "temporal_overlap": 8, "pixels": ["27", 0], "vae": ["14", 0]}, "class_type": "VAEEncodeTiled"},
"22": {"inputs": {"tile_size": 256, "overlap": 32, "temporal_size": 64, "temporal_overlap": 8, "samples": ["33", 0], "vae": ["14", 0]}, "class_type": "VAEDecodeTiled"},
"23": {"inputs": {"unet_name": "seedvr2_3b_fp16.safetensors", "weight_dtype": "default"}, "class_type": "UNETLoader"},
"24": {"inputs": {"file": "input.mp4", "video-preview": ""}, "class_type": "LoadVideo"},
"25": {"inputs": {"filename_prefix": "video/seedvr2_upscale", "format": "auto", "codec": "auto", "video": ["20", 0]}, "class_type": "SaveVideo"},
"26": {"inputs": {"resize_type": "scale by multiplier", "resize_type.multiplier": 4, "scale_method": "bicubic", "input": ["17", 0]}, "class_type": "ResizeImageMaskNode"},
"27": {"inputs": {"resized_images": ["26", 0]}, "class_type": "SeedVR2Preprocess"},
"28": {"inputs": {"model": ["23", 0], "vae_conditioning": ["32", 0]}, "class_type": "SeedVR2Conditioning"},
"29": {"inputs": {"seed": 5770521, "steps": 1, "cfg": 1, "sampler_name": "euler", "scheduler": "simple", "denoise": 1, "model": ["23", 0], "positive": ["28", 0], "negative": ["28", 1], "latent_image": ["32", 0]}, "class_type": "KSampler"},
"30": {"inputs": {"color_correction_method": "lab", "images": ["22", 0], "original_resized_images": ["26", 0]}, "class_type": "SeedVR2PostProcessing"},
"32": {"inputs": {"frames_per_chunk": 21, "temporal_overlap": 3, "chunking_mode": "auto", "latent": ["21", 0]}, "class_type": "SeedVR2TemporalChunk"},
"33": {"inputs": {"temporal_overlap": ["32", 1], "latent_chunks": ["29", 0]}, "class_type": "SeedVR2TemporalMerge"}
}
```
</details>
## Prior art
- Reference implementation: https://github.com/ByteDance-Seed/SeedVR
- Community precedent for temporal chunking with blended reassembly: https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler
Chunk boundaries are a mathematical compromise: the model attends within a chunk, so different chunkings produce different outputs. The overlap crossfade hides the seam; power users can widen or zero the overlap from the workflow.
2026-07-04 13:05:19 -05:00
comfyanonymous
62001efd4f
Update comfy_extras/nodes_seedvr.py
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Co-authored-by: Alexis Rolland <alexis@comfy.org>
2026-07-03 19:01:25 -07:00
comfyanonymous
d8506849f1
Update comfy_extras/nodes_seedvr.py
...
Co-authored-by: Alexis Rolland <alexis@comfy.org>
2026-07-03 19:01:15 -07:00
comfyanonymous
06dc642763
Update comfy_extras/nodes_seedvr.py
...
Co-authored-by: Alexis Rolland <alexis@comfy.org>
2026-07-03 19:01:02 -07:00
comfyanonymous
cb16da18f9
Fix nvfp4 model detection.
2026-07-03 19:00:04 -07:00
comfyanonymous
d3f5ae56b3
Fix cast issue.
2026-07-03 01:37:29 -04:00
Alexis Rolland
e06033fb97
Merge branch 'master' into seedvr2-native-support-v5
2026-07-03 12:36:42 +08:00
Matt Miller
96e0e3585b
security: fix four vulnerabilities (GHSA-779p-m5rp-r4h4) ( #14734 )
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* security: fix five vulnerabilities (GHSA-779p-m5rp-r4h4)
- CVE-2026-56670: force download of SVG/XML responses on /view to prevent stored XSS
- CVE-2026-56671: contain /experiment/models/preview reads within the model folder
- CVE-2026-56672: stop inline rendering of uploaded /userdata/{file} content
- CVE-2026-56673: prevent path traversal in get_annotated_filepath (LoadImage /prompt input)
- CVE-2026-56674: reject opaque/null Origin to close the CSRF middleware bypass
Adds regression tests under tests-unit/security_test/ covering all five.
* security: address review feedback on GHSA-779p fixes
- Fix Windows CI failure in test_get_annotated_filepath: compare against
os.path.abspath(...) to match the intentional abspath normalization added
by the traversal hardening (abspath prepends the drive letter on Windows).
- origin_check: narrow the bare `except:` in is_loopback() to ValueError so
genuine interrupts aren't swallowed (review nit).
- origin_check: guard .port access in is_cross_origin_forbidden() so a
malformed/out-of-range port (e.g. Origin: http://127.0.0.1:99999 ) fails
closed with a 403 instead of surfacing an uncaught 500 in the middleware.
- server /view: escape backslash/quote in the Content-Disposition filename
(RFC 6266 quoted-string) so a filename containing a double quote can't
malform the response header.
* security: address CodeRabbit review feedback on GHSA-779p tests
- test #3 : guard the symlink-escape test with a try/except skip so it no
longer errors on Windows CI where os.symlink needs elevated privileges /
Developer Mode (mirrors the guard in the sibling test #2 ).
- test #5 : refresh the stale module docstring to describe the actual /view
gating (view_image closure calling folder_paths.is_dangerous_content_type,
the normalising check) instead of the bypassable raw set-membership test.
* revert(security): drop CVE-2026-56674 Origin: null CSRF change
Per maintainer review, the reported CSRF is already mitigated by the pre-existing
Sec-Fetch-Site: cross-site check for current browsers, and the null-origin
rejection risked breaking legitimate sandboxed-iframe embeds. Restores
origin_only_middleware and is_loopback in server.py to their prior state
(the Sec-Fetch-Site check is retained) and removes utils/origin_check.py and its
regression test. The other four GHSA-779p fixes are unaffected.
2026-07-02 20:44:54 -07:00
comfyanonymous
6d72960989
Fix ruff.
2026-07-02 23:04:52 -04:00
comfyanonymous
c7b2c3b569
Refactors and cleanups.
2026-07-02 22:59:38 -04:00
comfyanonymous
35c1470935
Update AGENTS.md ( #14726 )
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2026-07-02 15:05:55 -04:00
Alexander Piskun
694815f498
[Partner Nodes] chore(Ideogram): remove IdeogramV1 and IdeogramV2 nodes ( #14712 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-07-02 08:35:11 +03:00
comfyanonymous
77d42ed7e9
Remove SeedVR2ProgressiveSampler.
2026-07-01 22:19:37 -04:00
comfyanonymous
f437d87155
Cleanups using AGENTS.md
2026-07-01 22:17:51 -04:00
comfyanonymous
92594ca84c
Update AGENTS.md with more stuff. ( #14725 )
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2026-07-01 21:55:13 -04:00
John Pollock
e595965392
Remove SeedVR2 VAE memory convolution workaround
2026-07-01 15:27:21 -05:00
Silver
2c935de1b1
Fix Qwen3-VL tokenizer crash with custom embeddings ( #14713 )
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2026-07-01 21:15:07 +03:00
comfyanonymous
dd17debce5
Add some more stuff to AGENTS.md ( #14704 )
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2026-07-01 01:51:51 -04:00
comfyanonymous
50e5270b86
Add AGENTS.md ( #14696 )
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2026-06-30 17:40:33 -04:00
comfyanonymous
bb131be9e8
ComfyUI v0.27.0
2026-06-30 17:36:02 -04:00
Daxiong (Lin)
6fca64780c
chore: update workflow templates to v0.11.1 ( #14698 )
2026-06-30 14:28:09 -07:00
Alexis Rolland
6e11828d10
chore: Update nodes categories ( #14674 )
2026-07-01 05:20:20 +08:00
Alexander Piskun
b70944e710
[Partner Nodes] feat(Google): add Gemini Video Omni node ( #14695 )
2026-06-30 17:17:53 -04:00
Matt Miller
1c59659a2f
feat: make asset hashing opt-in via --enable-asset-hashing, off by default ( #14663 )
...
Add a --enable-asset-hashing CLI flag (action=store_true, default False)
and plumb it into the two asset-seeder call sites in main.py that
previously hardcoded compute_hashes=True (the startup scan and the
post-job output enqueue). Local runs now skip blake3 hashing unless the
user opts in, avoiding the startup/per-output cost on large models
directories while keeping hashing available for asset-portability
features.
Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-06-30 14:13:20 -07:00
comfyanonymous
d395813bcd
Fix memory leak related to int8. ( #14697 )
2026-06-30 14:08:59 -07:00
Alexander Piskun
8fe0243d97
[Partner Nodes] feat(Google): add Nano Banana 2 Lite model ( #14693 )
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2026-06-30 11:17:23 -07:00
Silver
ba3f697dbb
Add ConditioningMultiply node to nodes.py as an addition to other adj… ( #14686 )
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2026-06-30 16:27:09 +08:00
Comfy Org PR Bot
510ed5c384
Bump comfyui-frontend-package to 1.45.20 ( #14684 )
2026-06-30 16:25:03 +08:00
comfyanonymous
7851410511
Better and faster int8 lora applying. ( #14685 )
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2026-06-29 21:52:08 -04:00
Daxiong (Lin)
a58473fd9b
chore: update embedded docs to v0.5.6 ( #14668 )
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Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-06-29 17:08:06 +08:00
comfyanonymous
79c555ce6b
Fix int8 mm being skipped on offloaded lora weights. ( #14669 )
2026-06-28 23:52:36 -04:00
Matt Miller
f19735759e
ci: add team-gated Cursor review (thin caller for github-workflows) ( #14527 )
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2026-06-27 23:34:30 -07:00
comfyanonymous
a95e461916
int8 support on turing GPUs. ( #14662 )
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2026-06-27 15:53:11 -07:00
pythongosssss
603d891eaf
Update GLSL node to use ANGLE library (CORE-162) ( #13195 )
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2026-06-27 08:40:31 +08:00
comfyanonymous
470ac36a0a
Fix int8 loras causing lower quality requant with wrong settings. ( #14650 )
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* Update comfy-kitchen
* Support requantizing with same settings as orig quant.
2026-06-26 16:41:29 -07:00
comfyanonymous
7cb784e0f4
Faster int8. ( #14641 )
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2026-06-25 15:25:47 -07:00
comfyanonymous
1a510f0423
Support int8 models. ( #14636 )
2026-06-25 11:23:58 -07:00
Daxiong (Lin)
639c8fa788
chore: update workflow templates to v0.10.7 ( #14632 )
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2026-06-25 23:05:34 +08:00
Alexander Piskun
e22f1500f9
[Partner Nodes] feat(ByteDance): add support for SeeDance-2.0-Mini video model ( #14626 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-06-25 17:57:04 +03:00
Terry Jia
dac4ea3a80
feat: Bounding boxes canvas and Ideogram JSON prompt ( #14537 )
2026-06-25 22:34:09 +08:00
Comfy Org PR Bot
b0ec19804f
chore(openapi): sync shared API contract from cloud@4118910 ( #14619 )
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2026-06-25 13:54:53 +08:00
comfyanonymous
64e1d740b8
Add advanced krea 2 model merging node. ( #14621 )
2026-06-24 20:37:30 -07:00
Yousef R. Gamaleldin
b22d0fb9c0
feat: Add Support For Simple Seed (CORE-295) ( #14616 )
2026-06-25 09:39:10 +08:00
Alexander Piskun
5236cd02e6
[Partner Nodes] feat(ByteDance): add 4K resolution support for SeeDance 2.0 ( #14614 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-06-24 17:57:46 +03:00
Alexander Piskun
cabb7342d1
[Partner Nodes] feat(Grok): add 1080p resolution to Grok Image node ( #14612 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-06-24 16:28:56 +03:00
Daxiong (Lin)
12218db68a
Update the template to bring the HH1.1 templates back ( #14613 )
2026-06-24 21:01:25 +08:00
Alexander Piskun
44955d783b
[Partner Nodes] feat(Alibaba): add support for HappyHorse 1.1 model ( #14611 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-06-24 13:37:28 +03:00
Comfy Org PR Bot
1f275fcba6
chore(openapi): sync shared API contract from cloud@363764b ( #14607 )
2026-06-24 18:22:59 +08:00
comfyanonymous
f6c162ddcf
ComfyUI v0.26.0
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2026-06-23 13:22:28 -04:00