Commit Graph

5278 Commits

Author SHA1 Message Date
Matt Miller
dc6190e8ba fix(assets): seed added_at past max(existing) to survive Windows clock collisions
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The per-tag microsecond stagger preserves intra-batch order, but two
back-to-back write batches on the same reference (e.g.
set_reference_tags for path tags, then add_tags_to_reference for user
tags) call get_utc_now() independently. On Windows the system clock can
return the same datetime for both calls if no OS tick elapsed between
the commits — both batches end up sharing microseconds and
ORDER BY added_at, tag_name falls back to the alphabetic tiebreaker,
sorting user tags ahead of path tags they were meant to follow.

Add _next_added_at_base(reference_id) that reads max(existing added_at)
and returns max(existing + 1us, get_utc_now()), guaranteeing the new
batch sorts strictly after anything previously written for that
reference. Used by set_reference_tags and add_tags_to_reference;
batch_insert_seed_assets stays on raw get_utc_now() since seed inserts
are always the first writes for a new reference.

The accompanying regression test pins get_utc_now() to a frozen value
so the previously-Windows-only race becomes a platform-independent
failure mode under test.
2026-05-20 20:33:39 -07:00
Matt Miller
2d21956ac7 fix(assets): expand standalone bucket tag for nested category paths
Path-derived tags for nested model layouts (e.g.
models/checkpoints/flux/foo.safetensors) emitted only the slash-joined
shape `["models", "checkpoints/flux"]`, which broke the frontend
combo-widget set-membership filter `include_tags=models,checkpoints` —
the literal `checkpoints` token was no longer present in the asset's
tag set.

Add `expand_bucket_prefixes` at the tag-write layer. When a tag's first
slash segment is a registered model category (or input/output/temp
root), the bucket is inserted as a standalone token immediately after
the slash-joined form. This preserves tag[1] as the slash-joined
positional contract cloud emits while restoring the set-membership
token the frontend filter requires.

The expansion is bounded to known buckets so free-form user labels
with slashes (`my-org/team-a`) pass through unchanged. The helper is
applied uniformly in `set_reference_tags`, `add_tags_to_reference`,
and `batch_insert_seed_assets` so HTTP uploads, user-tag mutations,
and path-scanning ingest all converge on the same canonical shape.

Also align the upload-route category validator with
`resolve_destination_from_tags` by extracting the first slash segment
of tag[1], so HTTP uploads matching cloud's slash-joined emission
shape are no longer rejected as `unknown models category`.
2026-05-20 20:33:39 -07:00
Matt Miller
396bfe4056
Merge branch 'master' into matt/asset-tags-cloud-shape 2026-05-20 19:20:33 -07:00
comfyanonymous
95fdc6cf91
Repo security stuff. (#14019) 2026-05-20 17:17:55 -07:00
rattus
5aa5ccc9e0
Multi-threaded load of models from disk (big load time speedups & Offload to disk) (CORE-43,CORE-152,CORE-164,CORE-165,CORE-117) (#13802)
* model_management: disable non-dynamic smart memory

Disable smart memory outright for non dynamic models.

This is a minor step towards deprecation of --disable-dynamic-vram
and the legacy ModelPatcher.

This is needed for estimate-free model development, where new models
can opt-out of supplying a memory estimate and not have to worry
about hard VRAM allocations due to legacy non-dynamic model patchers

This is also a general stability increase for a lot of stray use cases
where estimates may still be off and going forward we are not going
to accurately maintain such estimates.

* pinned_memory: implement with aimdo growable buffer

Use a single growable buffer so we can do threaded pre-warming on
pinned memory.

* mm: use aimdo to do transfer from disk to pin

Aimdo implements a faster threaded loader.

* Add stream host pin buffer for AIMDO casts

Introduce per-offload-stream HostBuffer reuse for pinned staging,
include it in cast buffer reset synchronization.

Defer actual casts that go via this pin path to a separate pass
such that the buffer can be allocated monolithically (to avoid
cudaHostRegister thrash).

* remove old pin path

* Implement JIT pinned memory pressure

Replace the predictive pin pressure mechanism with JIT PIN memory
pressure.

* LowVRAMPatch: change to two-phase visit

* lora: re-implement as inplace swiss-army-knife operation

* prepare for multiple pin sets

* implement pinned loras

* requirements: comfy-aimdo 0.4.0

* ops: remove unused arg

This was defeatured in aimdo iteration

* ops: sync the CPU with only the offload stream activity

This was syncing with the offload stream which itself is synced with the
compute stream, so this was syncing CPU with compute transitively. Define
the event to sync it more gently.

* pins: implement freeing intermediate for pinned memory

Pinning is more important than inactive intermediates and the stream
pin buffer is more important than even active intermediates.

* execution: implement pin eviction on RAM presure

Add back proper pin freeing on RAM pressure

* implement pin registration swaps

Uncap the windows pins from 50% by extending the pool and have a pressure
mechanism to move the pin reservations om demand.

This unfortunately implies a GPU sync to do the freeing so significant
hysterisis needs to be added to consolidate these pressure events.

* cli_args/execution: Implement lower background cache-ram threshold

Limit the amount of RAM background intermediates can use, so that
switching workflows doesn't degrade performance too much.

* make default

* bump aimdo

* model-patcher: force-cast tiny weights

Flux 2 gets crazy stalls due to a mix of tiny and giant weights
creating lopsided steam buffer rotations which creates stalls.

* ops: refactor in prep for chunking

* mm: delegate pin-on-the-way to aimdo

Aimdo is able to chunk and slice this on the way for better CPU->GPU
overlap. The main advantage is the ability to shorten the bus contention
window between previous weight transfer and the next weights vbar
fault.

* bump aimdo

* pinning updates

* specify hostbuf max allocation size

There a signs of virtual memory exhaustion on some linux systems when
throwing 128GB for every little piece. Pass the actual to save aimdo
from over-estimates

* tests: update execution tests for caching

The default caching changed to ram-cache so update these tests
accordingly.

Remove the LRU 0 test as this also falls through to RAM cache.
2026-05-20 17:03:58 -07:00
Jukka Seppänen
4d6a058bf1
feat: MediaPipe face detection (CORE-235) (#14009)
* Initial mediapipe face detection support

* Update face_geometry.py

* Account for diff sized batch input

* Model folder placeholder
2026-05-20 16:07:48 -07:00
comfyanonymous
a8d2519058 ComfyUI v0.22.0
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2026-05-20 13:49:36 -04:00
Daxiong (Lin)
4efe1ddb5c
chore: update workflow templates to v0.9.79 (#14011) 2026-05-20 23:46:20 +08:00
comfyanonymous
f9c84c94b4
Support Stable Audio 3 model. (#14010) 2026-05-20 11:34:22 -04:00
Cezarijus Kivylius
78b5dec6b6
fix: Hunyuan3D 2.1 batch size crashes in attention and forward pass (#13699)
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2026-05-20 19:58:49 +08:00
Matt Miller
00940fb24e fix(assets): preserve caller order in add_tags_to_reference + align response helper
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Smoke test through the real HTTP upload + tag-add path exposed two
ordering bugs the unit-layer tests missed:

1. add_tags_to_reference did `to_add = sorted(want - current)` — an
   alphabetical pre-sort defeating the microsecond-stagger fix from the
   previous commit. The stagger was encoding alphabetical positions,
   not the caller's insertion order. Fix: build to_add by walking the
   already-normalized caller list and filtering against the current
   set, so the staggered added_at timestamps reflect what the caller
   actually requested.

2. get_reference_tags used .order_by(tag_name.asc()) — alphabetical.
   It's called by the upload response path; meanwhile
   list_references_page and fetch_reference_asset_and_tags were already
   updated to order by added_at. The mismatch meant POST /api/assets
   returned tags in alphabetical order but a subsequent GET returned
   them in insertion order. Fix: order get_reference_tags by added_at
   too, so all three response-path helpers agree.

New tests-unit/assets_test/test_user_tag_http_smoke.py exercises the
full HTTP layer: POST /api/assets to upload, POST /api/assets/{id}/tags
to add a user tag (using tag names like "aaa-user-tag" that would jump
to position 0 under alphabetical), GET /api/assets/{id} to verify
ordering. Catches the bugs above in CI going forward.

Full assets suite: 340 passed, 10 pre-existing skipped.
2026-05-19 21:10:53 -07:00
Matt Miller
7ff001d7c8 fix(assets): stagger added_at in set_reference_tags + add ordering tests
Cursor-reviews follow-up on PR #13994:

1. set_reference_tags / add_tags_to_reference now apply the same
   microsecond stagger as batch_insert_seed_assets. Per-tag get_utc_now()
   calls can collide at microsecond resolution on fast machines, dropping
   retrieval to the tag_name alphabetical tiebreaker. Using a single
   base_ts + timedelta(microseconds=i) preserves insertion order for any
   batch.

2. Docstring on get_name_and_tags_from_asset_path corrected: only the
   subpath is lowercased in code; the root category is lowercase by
   construction in get_asset_category_and_relative_path.

3. resolve_destination_from_tags docstring now states explicitly that
   hybrid shapes (mix of legacy multi-tag + new slash-joined within a
   single call) are accepted and resolve to the same destination.

4. New TestTagRetrievalOrder class in test_asset_info.py exercises the
   public write paths (set_reference_tags, add_tags_to_reference,
   remove_tags_from_reference) and asserts the public read paths
   (list_references_page, fetch_reference_asset_and_tags) return tags
   in insertion order rather than alphabetical. Tag names are chosen
   to fail loudly under alphabetical regression — "checkpoints" sorts
   before "models", "aaa-user-tag" sorts before every path tag, etc.

Full assets suite: 338 passed, 10 pre-existing skipped.
2026-05-19 21:05:54 -07:00
Matt Miller
19ba85bb2e
Merge branch 'master' into matt/asset-tags-cloud-shape 2026-05-19 20:48:47 -07:00
Matt Miller
3ffc49aa0e fix(assets): lowercase subpath, parse slash-joined upload tags, stagger added_at
Three bugs surfaced by an end-to-end smoke test of the read+write
round-trip; all in this PR's scope.

1. FK violation on uppercase paths
   get_name_and_tags_from_asset_path was preserving case on the
   subpath (e.g. "diffusers/Kolors/text_encoder"). ensure_tags_exist
   lowercases via normalize_tags before inserting into the tags
   table, so the asset_reference_tags.tag_name FK to tags.name
   failed for any path containing uppercase letters — including
   the diffusers case the PR was designed to support.

   Fix: lowercase the slash-joined subpath in
   get_name_and_tags_from_asset_path to match the canonicalization
   ensure_tags_exist applies. Providers keyed on original-case
   subpaths need to normalize their lookup key to lowercase.

2. resolve_destination_from_tags rejected the new tag shape
   The inverse function only accepted the legacy one-tag-per-dir
   shape (["models", "diffusers", "Kolors", "text_encoder"]).
   An upload using the slash-joined shape returned by /api/assets
   raised "unknown model category" or "invalid path component".

   Fix: pre-split every entry after tags[0] on "/" so both shapes
   resolve identically. For models, the first expanded segment is
   the category and the rest are subdirs; for input/output the
   full expansion becomes the subdirs.

3. Within-batch tag order was lost
   bulk_ingest wrote every tag in a single batch with the same
   added_at = current_time. The retrieval ORDER BY added_at, tag_name
   then fell back to the tag_name tiebreaker, sorting the path-derived
   pair alphabetically — putting "checkpoints/..." ahead of "models"
   since "c" < "m". The tags[0] = root contract was lost on bulk-
   ingested rows.

   Fix: stagger added_at by microseconds per tag index within a
   reference so the retrieval order matches the input list order.
   Path-derived tags now consistently land in position-0 = root,
   position-1 = subpath.

Tests
- TestGetNameAndTagsFromAssetPath updated: subpath is now lowercase.
- New TestResolveDestinationFromTags covers both tag shapes, the
  unknown-category case for slash-joined input, traversal rejection,
  and input/output paths.
- Full suite: 333 passed, 10 pre-existing skipped.
2026-05-19 20:30:04 -07:00
comfyanonymous
72e3f6081c
Add downscale ratio to empty ltxv latent. (#13999)
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2026-05-19 20:28:06 -07:00
Matt Miller
36f9a6fdef feat(assets): preserve insertion order on tag retrieval
The /api/assets response previously sorted tags alphabetically via
.order_by(Tag.name.asc()). That breaks the structurally meaningful
"root category first, then subpath" invariant the path-collapsing
change relies on: alphabetical sort puts a custom user tag (or even
the bare "models" root) at unpredictable positions, so positional
access like tags[1] is not reliable on local.

Cloud already preserves insertion order — its Ent WithTags() eager-
load has no explicit ORDER BY, so Postgres returns rows in physical
insertion order. Local's composite primary key on
(asset_reference_id, tag_name) means SQLite walks the index in
tag_name order even without an explicit ORDER BY, so just dropping
the clause isn't enough.

Switching to ORDER BY added_at ASC, tag_name ASC keeps the path
tags inserted via set_reference_tags in their original order
(microsecond-resolution timestamps disambiguate same-batch inserts;
tag_name is a deterministic tiebreaker for the rare collision case).
Custom tags added later via add_tags_to_reference land after the
path tags in their own added_at bucket.

Applies to both response-shaping queries:
- list_references_page (GET /api/assets, tag_map join)
- fetch_reference_asset_and_tags (GET /api/assets/{id})

Catalog/histogram queries in app/assets/database/queries/tags.py
keep their alphabetical sort — those endpoints are listing all tags,
not per-asset tags, and alphabetical is the right shape there.
2026-05-19 20:14:01 -07:00
Matt Miller
a0d1238829
Merge branch 'master' into matt/asset-tags-cloud-shape 2026-05-19 20:06:12 -07:00
Pauan
7ec7b6ffe9
Adding new StringFormat node (#13997) 2026-05-20 10:25:49 +08:00
Matt Miller
6887165a9d
docs(openapi): tighten workspace API key description field (BE-1004) (#13996)
Aligns the OSS spec with the cloud-side BE-1004 contract:

- createWorkspaceApiKey request body: add maxLength: 5000 to the
  description property (matches cloud's hub_profile.description
  MaxLen(5000) convention; enforced cloud-side via handler check).
- WorkspaceApiKey + WorkspaceApiKeyCreated response schemas:
  mark description as required (cloud's handler always populates
  the field, defaulting to empty string when not supplied on create),
  drop nullable: true, add maxLength: 5000 for symmetry, and clarify
  the doc string ("Always present in responses; empty string when no
  description was supplied on create").

Both schemas are tagged x-runtime: [cloud] at the schema level so the
tightening is correctly scoped — OSS-only implementations are not
required to honor the workspace API keys endpoints at all.

Related cloud PR: Comfy-Org/cloud#3747
2026-05-19 16:55:04 -07:00
Matt Miller
1688a5e262
Merge branch 'master' into matt/asset-tags-cloud-shape 2026-05-19 15:00:22 -07:00
Matt Miller
7ab346fc7b chore(assets): drop unused normalize_tags import after subpath-collapse refactor
normalize_tags lowercased every tag, which would have stripped case from
the slash-joined subpath (e.g. "diffusers/Kolors/text_encoder" ->
"diffusers/kolors/text_encoder") and broken consumer lookups keyed on
the original-case path. The refactored implementation inlines a strip +
dedup so the import is no longer needed.
2026-05-19 14:51:00 -07:00
Matt Miller
5b7288d700 feat(assets): collapse nested asset path into a single slash-joined tag
The /api/assets response previously emitted one tag per parent directory
between the root category and the filename. For nested categories like
diffusers, this produced ["models", "diffusers", "Kolors", "text_encoder"]
where consumers that look up a category via tags[1] would only see the
top-level bucket name and miss the model-specific sub-path that uniquely
identifies the component.

This collapses the parent subpath into a single slash-joined tag so the
result is ["models", "diffusers/Kolors/text_encoder"]. Consumers can now
read tags[1] as a stable category identifier regardless of how deep the
file lives in the bucket. Case is preserved on the subpath so providers
keyed on the original-case path (e.g. "diffusers/Kolors/text_encoder")
resolve correctly.

Same shape applies uniformly:

- input/foo.png                              -> ["input"]
- output/00001.png                           -> ["output"]
- models/checkpoints/flux.safetensors        -> ["models", "checkpoints"]
- models/diffusers/Kolors/text_encoder/m.sft -> ["models", "diffusers/Kolors/text_encoder"]
- models/loras/my/custom/path/v1.safetensors -> ["models", "loras/my/custom/path"]

Integration tests that filtered by individual subdirectory tags
(`include_tags=unit-tests,scope`) updated to use the new slash-joined
shape (`include_tags=unit-tests/scope`). Unit tests cover flat input,
flat output, flat models, diffusers-style nested, and deep user-subpath
cases.
2026-05-19 14:48:49 -07:00
Matt Miller
cc4d711eb1
feat(openapi): add optional description field to workspace API key schemas (#13993)
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* feat(openapi): add optional description field to workspace API key schemas

Add an optional `description` property (type: string) to three
workspace API key schemas in openapi.yaml:

- Inline request body of createWorkspaceApiKey (POST /api/workspace/api-keys)
- WorkspaceApiKey (list/info schema)
- WorkspaceApiKeyCreated (creation response schema)

The field is not added to any `required` array, making it fully
backward-compatible with existing clients.

Refs: BE-1005, BE-1004

Co-authored-by: Matt Miller <mattmillerai@users.noreply.github.com>

* fix(openapi): mark description nullable in workspace API key response schemas

Per CodeRabbit review on PR #13993: the underlying DB column is nullable
varchar (default ''), so the response schemas should permit null to match
stored data reality. Without nullable: true the OpenAPI contract would
require coercion on the handler side or risk a contract violation.

Request schema unchanged — clients shouldn't be sending null on create.
2026-05-19 14:48:47 -07:00
yy
626b082838
Fix typo in ops.py (#11925) 2026-05-20 05:45:04 +08:00
Matt Miller
d0328b442d
docs(openapi): remove top-level width/height fields on Asset schema (#13973)
These two fields were added recently to the Asset schema as nullable
integers, with the intent of exposing original image dimensions for FE
consumers (cloud-side thumbnailing makes naturalWidth/Height return
the wrong size for an image card's dimension label).

The implementation effort that consumes them subsequently converged on
a different shape — dimensions nested under the existing free-form
`metadata` JSON field as `{kind: "image", width, height}` — to avoid
introducing type-specific flat fields on the canonical Asset shape,
and to leave room for forward-compatible additions (video duration,
fps, etc.) without further schema churn.

This removes the now-unused top-level fields so the spec reflects the
agreed direction. No other schema definitions reference these fields
directly: AssetCreated, AssetUpdated, etc. inherit Asset via allOf and
do not redefine them.

The runtime ingest implementation that would have populated these
fields was not yet shipped, so no clients are relying on the
top-level shape.

Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-05-19 10:00:26 -07:00
Matt Miller
6b61918a16
docs(openapi): deprecate /api/upload/mask in favor of /api/upload/image (#13968)
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Mark the uploadMask operation as deprecated and point clients at
/api/upload/image. The mask-compositing behavior the endpoint provides
(alpha-compositing the supplied mask onto an original_ref image) is now
expected to happen client-side, with the composited result uploaded
through the unified /api/upload/image path.

The endpoint continues to function for older clients; no runtime
behavior changes ship with this commit. Only the OpenAPI annotation
and the human-facing description are updated.
2026-05-19 12:19:51 +08:00
comfyanonymous
a4382e056e
Use temporal downscale to make empty audio latent nodes more reusable. (#13975) 2026-05-19 00:14:30 -04:00
Alexis Rolland
d71cc1c8f2
chore: Various QoL updates of nodes display names, descriptions and categories (CORE-190, CORE-191) (#13830)
* Move detection category under image category

* Add missing categories

* Move detection nodes to detection category

* Move save nodes to image root catefory

* Rename postprocessors

* Move mask category under image

* Move guiders category to parent level at root of sampling category

* Move custom_sampling category to parent level at the root of sampling category

* Modify description of LoRA loaders

* Fix node id SolidMask

* Move VOID Quadmask under image/mask

* Group compositing nodes under image/compositing

* Move load image as mask to image category for consistency with other load image nodes

* Align display name with Load Checkpoint

* Move dataset category under training category

* Rename Number Convert to Conver Number (verb first)

* Rename Canny node

* Revert wanBlockSwap + description

* Add description to RemoveBackground node

* Revert category update of dataset
2026-05-19 00:13:48 -04:00
comfyanonymous
990a7ae7f2
Initial work to make downscale_ratio_temporal work. (#13972) 2026-05-18 23:01:43 -04:00
Jedrzej Kosinski
df2454b47e
Reduce min for Batch Image/Mask/Latent nodes from 2 to 1 (#13721) 2026-05-19 09:50:14 +08:00
drozbay
292814c31e
feat: Add optional attention_mask input to LTXVAddGuide (CORE-220) (#13965)
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2026-05-19 05:07:04 +08:00
Yousef R. Gamaleldin
187e5237e1
Fix BiRefNet issue (#13966) 2026-05-19 05:03:22 +08:00
Alexander Piskun
164a9d4bbb
[Partner Nodes] add ByteDance Seed LLM node (#13919)
Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-05-18 13:06:13 -07:00
rattus
16f862f02a
implement dynamic clip saving (#13959)
Fix clip saving by doing the same patching process and diffusion
models.
2026-05-18 11:46:40 -07:00
Alvin Tang
d4c6c9eff8
fix(FeatherMask): correct negative zero indexing for right/bottom feathering (#12881)
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2026-05-18 20:22:15 +08:00
Alexander Piskun
264b003286
[Partner Nodes] fix Opus 4.7 sending deprecated temperature parameter (#13955) 2026-05-18 09:53:31 +03:00
Jukka Seppänen
971c9e3518
HiDream-O1: support area conditioning (#13944) 2026-05-18 01:17:05 -04:00
Jukka Seppänen
b39af210d0
Fix Qwen3.5 text generation with multiple input images (#13943) 2026-05-18 01:16:42 -04:00
apophis
aeadb7acaa
correct OOM format (#13950)
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2026-05-18 12:06:45 +08:00
comfyanonymous
f48d2a017e
Log which quant ops are enabled/emulated. (#13946)
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2026-05-17 16:30:54 -04:00
comfyanonymous
7c4d95d1bc
Enhance README with application and cloud links (#13936)
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2026-05-16 23:55:43 -04:00
drozbay
d3607a8e6d
feat: Add downscaled IC-LoRA support to LTXVAddGuide (CORE-102) (#13896)
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2026-05-16 15:02:57 +08:00
comfyanonymous
5d5a4554e1
Remove useless option and clarify what lowvram does. (#13922)
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2026-05-15 17:59:02 -07:00
Jukka Seppänen
33ce449c8b
Reduce LTX2.3 peak VRAM when guide_mask is in use (CORE-166) (#13735)
- Reduce peak VRAM by handling self_attn_mask more efficiently
- Fallback to SDPA when self_attention_mask is used
2026-05-16 00:02:27 +03:00
drozbay
04856acc69
Allow negative batch_index on ImageFromBatch and LatentFromBatch (CORE-195) (#13857)
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2026-05-15 22:30:02 +08:00
Jukka Seppänen
77e2ed5e01
feat: Support MoGe (CORE-168) (#13878)
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2026-05-15 10:34:56 +08:00
Jukka Seppänen
b2000029c8
Persists ModelNoiseScale when also patching shift (#13892) 2026-05-14 18:36:17 -07:00
Christian Byrne
b112f68681
Generalize frontend version warning to all comfy* requirements.txt entries (#13875) 2026-05-14 16:13:30 -07:00
comfyanonymous
ed78da062c
Create SECURITY.md. (#13902) 2026-05-14 16:02:22 -07:00
comfyanonymous
616cab4f97
Revert "Include workflow_id in all execution WebSocket messages (CORE-198) (#…" (#13901)
This reverts commit 4f6018982d.
2026-05-14 15:35:42 -07:00