Add a ModelAttentionBackend node to manually select the attention for models in the workflows. Currently supports pytorch attention or comfy kitchen attention.
Add --use-ck-attention to enable comfy kitchen attention as the default attention backend for all models (might break some).
VAEDecode unwraps a NestedTensor latent (video/audio pair) to its
video component before calling vae.decode(). VAEDecodeTiled skipped
this unwrap and passed the NestedTensor straight into
vae.decode_tiled(), which fails deep in the MiniMax H3 video VAE when
a real tensor's .to() is called with the NestedTensor as an argument.
Fixes#15468.
* Implement tags_all/tags_any/tags_none on the assets list API (BE-6600)
Adds the three canonically-named tag filter params to GET /api/assets and
GET /api/assets/tags/refine:
- tags_all: asset carries every tag (replaces include_tags)
- tags_any: asset carries at least one tag (new)
- tags_none: asset carries no tag (replaces exclude_tags)
Clauses intersect; tags_none always wins. include_tags/exclude_tags remain
as permanent deprecated aliases and behave exactly as before when used on
their own.
Invalid combinations return 400 INVALID_TAG_FILTER, but only when the
request uses at least one new-name parameter (non-empty after
normalisation):
- mixed spellings of one slot (include_tags with tags_all, exclude_tags
with tags_none)
- the same tag in the effective all-list and none-list (query can never
match)
Old-names-only requests gain no new error paths: include_tags=a&exclude_tags=a
still returns an empty 200. tags_any/tags_none overlap stays valid (dead
term, not a dead query).
* Address review findings: positional-compat, deprecation metadata, test matrix
- Move any_tags to the end of the four touched signatures: inserting it
mid-signature silently misbound pre-existing positional callers (e.g.
a caller passing name_contains positionally would have it consumed as
any_tags).
- Mark include_tags/exclude_tags Field(deprecated=True) on both list
schemas so generated schema metadata matches the contract, not just a
comment (schemas_out.py already uses this form for Asset.name).
- Add tests: legal cross-slot old/new combinations, repeated query-key
concatenation (pins Core behavior; outside the cross-platform
contract), tags_any two-page cursor consistency (total/has_more/
no-overlap), refine-route mixed-spelling rejection + legacy-conflict
preservation, and schema deprecation metadata.
* Pin tag-value opacity: case-sensitive matching, byte-exact conflict check
The prod tag survey (~/comfy/prod-model-tag-shape.md) found live
case-distinct tag pairs (SEEDVR2/seedvr2) that resolve differently, so
the contract now states tag values are opaque byte-strings. Pin that:
case-distinct tags filter separately, and a case-distinct all/none pair
is not an INVALID_TAG_FILTER conflict.
* Document tags_all/tags_any/tags_none in openapi.yaml, deprecate aliases
Add the three tag-filter parameters to both listAssets and
getAssetTagHistogram parameter blocks and mark include_tags/exclude_tags
deprecated: true, keeping the spec in step with the runtime schemas so
generated clients can discover the new filters while the aliases stay
present for existing consumers.
* Move schemas_in import to module scope in test_list_filter
Review feedback: no import cycle requires the local import.
* Silence per-request DeprecationWarning in the tag-filter remap shim
Reading the deprecated include_tags/exclude_tags fields by attribute
fires pydantic's DeprecationWarning on every list/refine request even
for callers using only the new names. The warning is aimed at API
clients, not the server's own remap; read via model_dump instead.
* Cap tag-filter lists at 100 entries, all spellings
Review finding: unbounded tag lists fan out into one correlated EXISTS
per tag on both page and count statements. Cap each list at 100
normalized entries with 400 INVALID_TAG_FILTER naming the parameter.
Applies to the legacy spellings as well — a deliberate, decided
exception to the old-names-behave-identically rule, since a cap only on
new names would leave the same fan-out reachable through the aliases.
* Strip process narration from comments
Comments carried decision dates, contract cross-references, and review
context. Keep only the constraints the code cannot show, one line each.
Comfy-aimdo 0.4.12 increases error logging reliablity to help root
cause os errors in some of the C APIs that are causing issues for
some users.
The log is also unified with python logging, so non-terminal users
see the logs properly.
Aimdo 0.4.13 fixes a bug in async-offload + MRU primary weights
allocation. https://github.com/Comfy-Org/ComfyUI/issues/15284
comfyanonymous
chelsealong
Simon Pinfold
Alexander Piskun
Jukka Seppänen
blepping
chaObserv
claude[bot]
Terry Jia
Daxiong (Lin)
comfyanonymous
Comfy Org PR Bot
Christian Byrne
endman100
rattus
rivadart