Commit Graph
870 Commits
Author SHA1 Message Date
drozbayandGitHub e5369c0eec feat: Context windows - add causal_window_fix to improve blending of context windows (CORE-100) (#13563)
* Context windows: add causal_window_fix toggle

* Fix slice_cond to correctly handle causal anchor index for temporal offsets
2026-05-05 16:40:53 -07:00
drozbayandGitHub 41d73ad180 fix(audio): drop sample_rate key from LTXVEmptyLatentAudio (CORE-157) (#13716) 2026-05-05 11:33:16 -07:00
Alexis RollandandGitHub 639f631a08 chore: Update display names and categories for text nodes (CORE-155) (#13712)
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2026-05-05 22:31:24 +08:00
Alvin TangandGitHub 8d75211300 fix: SplitImageToTileList and ImageMergeTileList to use tile_height for vertical stride minimum (#12882) 2026-05-05 20:29:11 +08:00
TalmajandGitHub fed8d5efa6 feat: Auto-regressive video generation (CORE-25) (#13082)
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2026-05-04 21:01:22 -07:00
Alexis RollandandGitHub 15a4494a4e chore: Update display names and categories (CORE-151) (#13693)
* Standardize DEPRECATED label in node display name

* Promote category image/video to root level video/

* Update images and masks names and categories
2026-05-04 17:37:25 -07:00
Jukka SeppänenandGitHub c33d26c283 fix: Proper memory estimation for frame interpolation when not using dynamic VRAM (#13698) 2026-05-04 20:20:40 +03:00
Alexis RollandandGitHub 5538f62b0b fix: Update ColorTransfer node ref_image to be mandatory (#13691)
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2026-05-04 12:33:11 +08:00
Jedrzej KosinskiandGitHub 2806163f6e Default control_after_generate to fixed in PrimitiveInt node (#13690) 2026-05-04 07:21:34 +08:00
Jukka SeppänenandGitHub 025e6792ee Batch broadcasting in JoinImageWithAlpha node (#13686)
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* Batch broadcasting in JoinImageWithAlpha node
2026-05-03 16:30:00 +03:00
Jukka SeppänenandGitHub be95871adc feat: Gemma4 text generation support (CORE-30) (#13376)
* initial gemma4 support

* parity with reference implementation

outputs can 100% match transformers with same sdpa flags, checkpoint this and then optimize

* Cleanup, video fixes

* cleanup, enable fused rms norm by default

* update comment

* Cleanup

* Update sd.py

* Various fixes

* Add fp8 scaled embedding support

* small fixes

* Translate think tokens

* Fix image encoder attention mask type

So it works with basic attention

* Handle thinking tokens different only for Gemma4

* Code cleanup

* Update nodes_textgen.py

* Use embed scale class instead of buffer

Slight difference to HF, but technically more accurate and simpler code

* Default to fused rms_norm

* Update gemma4.py
2026-05-02 22:46:15 -04:00
Jukka SeppänenandGitHub b5921c8ac2 SDPose: resize fix (#13656) 2026-05-01 14:17:25 -07:00
24de8dc01b Fix SolidMask and MaskComposite device mismatch with --gpu-only (#13296)
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SolidMask had a hardcoded device="cpu" while other nodes (e.g.
EmptyImage) follow intermediate_device(). This causes a RuntimeError
when MaskComposite combines masks from different device sources
under --gpu-only.

- SolidMask: use intermediate_device() instead of hardcoded "cpu"
- MaskComposite: align source device to destination before operating

Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-04-28 01:18:19 -07:00
Daxiong (Lin)andGitHub c0d77a5d53 Change the save 3d model node's filename prefix to 3d/ComfyUI (CORE-106) (#12826)
* Change save 3d model's filename prefix  to 3d/ComfyUI

As this node has already changed from `Save GLB` to `Save 3D Model`, using the filename prefix `3d` will be better than `mesh`

* use lowercase

---------
2026-04-28 00:59:59 -07:00
comfyanonymousandGitHub 115f418b64 Make EmptySD3LatentImage node use intermediate dtype. (#13577)
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2026-04-26 23:23:57 -04:00
comfyanonymousandGitHub c5d9edacd0 Print more tensor values in the preview any node. (#13544) 2026-04-23 22:19:00 -04:00
Jukka SeppänenandGitHub 6fbb6b6f49 Fix LTXV Reference Audio node (#13531) 2026-04-23 11:13:17 -07:00
Jukka SeppänenandGitHub 749d5b4e8d feat: SAM (segment anything) 3.1 support (CORE-34) (#13408) 2026-04-23 00:07:43 -04:00
Jukka SeppänenandGitHub db85cf03ff feat: RIFE and FILM frame interpolation model support (CORE-29) (#13258)
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* initial RIFE support

* Also support FILM

* Better RAM usage, reduce FILM VRAM peak

* Add model folder placeholder

* Fix oom fallback frame loss

* Remove torch.compile for now

* Rename model input

* Shorter input type name

---------
2026-04-22 04:16:02 -07:00
comfyanonymousandGitHub ad94d47221 Make the ltx audio vae more native. (#13486)
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2026-04-21 11:02:42 -04:00
comfyanonymousandGitHub c514890325 Refactor io to IO in nodes_ace.py (#13485) 2026-04-20 21:59:26 -04:00
Jukka SeppänenandGitHub b9dedea57d feat: SUPIR model support (CORE-17) (#13250) 2026-04-18 23:02:01 -04:00
rattusandGitHub 05f7531148 nodes_textgen: Implement use_default_template for LTX (#13451) 2026-04-17 12:20:09 -04:00
comfyanonymousandGitHub 1391579c33 Add JsonExtractString node. (#13435) 2026-04-17 00:20:16 -04:00
comfyanonymousandGitHub e9a2d1e4cc Add a way to disable default template in text gen node. (#13424)
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2026-04-15 22:59:08 -04:00
comfyanonymousandGitHub c5569e8627 Add string output to preview text node. (#13406)
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2026-04-14 14:42:23 -04:00
comfyanonymousandGitHub a2840e7552 Make ImageUpscaleWithModel node work with intermediate device and dtype. (#13357)
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2026-04-10 21:48:26 -04:00
Jukka SeppänenandGitHub a134423890 SDPose: resize input always (#13349) 2026-04-10 11:26:55 -10:00
comfyanonymousandGitHub 61c2387436 Ace step empty latent nodes follow intermediate dtype. (#13313)
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2026-04-06 18:12:16 -07:00
7083484a48 image histogram node (#13153)
* image histogram node

* update color curve blueprint using image histogram node

---------

Co-authored-by: guill <jacob.e.segal@gmail.com>
2026-04-06 14:54:02 -07:00
Christian ByrneandGitHub 55e6478526 Rename utils/string nodes with Text prefix and add search aliases (#13227)
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Rename all 11 nodes in the utils/string category to include a "Text"
prefix for better discoverability and natural sorting. Regex nodes get
user-friendly names without "Regex" in the display name.

Renames:
- Concatenate → Text Concatenate
- Substring → Text Substring
- Length → Text Length
- Case Converter → Text Case Converter
- Trim → Text Trim
- Replace → Text Replace
- Contains → Text Contains
- Compare → Text Compare
- Regex Match → Text Match
- Regex Extract → Text Extract Substring
- Regex Replace → Text Replace (Regex)

All renamed nodes include their old display name as a search alias so
users can still find them by searching the original name. Regex nodes
also include "regex" as a search alias.
2026-03-29 21:02:44 -07:00
Jukka SeppänenandGitHub a500f1edac CORE-13 feat: Support RT-DETRv4 detection model (#12748)
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2026-03-28 23:34:10 -04:00
Terry JiaandGitHub 3696c5bad6 Add has_intermediate_output flag for nodes with interactive UI (#13048) 2026-03-27 21:06:38 -04:00
comfyanonymousandGitHub b1fdbeb9a7 Fix blur and sharpen nodes not working with fp16 intermediates. (#13181)
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2026-03-26 22:18:16 -04:00
Terry JiaandGitHub 1dc64f3526 feat: add curve inputs and raise uniform limit for GLSL shader node (#13158)
* feat: add curve inputs and raise uniform limit for GLSL shader node

* allow arbitrary size for curve
2026-03-26 21:45:05 -04:00
Jukka SeppänenandGitHub 404d7b9978 feat: Support Qwen3.5 text generation models (#12771) 2026-03-25 22:48:28 -04:00
DanteandGitHub 6580a6bc01 fix(number-convert): preserve int precision for large numbers (#13147) 2026-03-25 18:06:34 -04:00
Krishna ChaitanyaandGitHub b53b10ea61 Fix Train LoRA crash when training_dtype is "none" with bfloat16 LoRA weights (#13145)
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When training_dtype is set to "none" and the model's native dtype is
float16, GradScaler was unconditionally enabled. However, GradScaler
does not support bfloat16 gradients (only float16/float32), causing a
NotImplementedError when lora_dtype is "bf16" (the default).

Fix by only enabling GradScaler when LoRA parameters are not in
bfloat16, since bfloat16 has the same exponent range as float32 and
does not need gradient scaling to avoid underflow.

Fixes #13124
2026-03-24 23:53:44 -04:00
Kohaku-BlueleafandGitHub 5ebb0c2e0b FP8 bwd training (#13121)
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2026-03-24 20:39:04 -04:00
DanteandGitHub a0a64c679f Add Number Convert node (#13041)
* Add Number Convert node for unified numeric type conversion

Consolidates fragmented IntToFloat/FloatToInt nodes (previously only
available via third-party packs like ComfyMath, FillNodes, etc.) into
a single core node.

- Single input accepting INT, FLOAT, STRING, and BOOL types
- Two outputs: FLOAT and INT
- Conversion: bool→0/1, string→parsed number, float↔int standard cast
- Follows Math Expression node patterns (comfy_api, io.Schema, etc.)

Refs: COM-16925

* Register nodes_number_convert.py in extras_files list

Without this entry in nodes.py, the Number Convert node file
would not be discovered and loaded at startup.

* Add isfinite guard, exception chaining, and unit tests for Number Convert node

- Add math.isfinite() check to prevent int() crash on inf/nan string inputs
- Use 'from None' for cleaner exception chaining on string parse failure
- Add 21 unit tests covering all input types and error paths
2026-03-24 15:38:08 -07:00
8e73678dae CURVE node (#12757)
* CURVE node

* remove curve to sigmas node

* feat: add CurveInput ABC with MonotoneCubicCurve implementation (#12986)

CurveInput is an abstract base class so future curve representations
(bezier, LUT-based, analytical functions) can be added without breaking
downstream nodes that type-check against CurveInput.

MonotoneCubicCurve is the concrete implementation that:
- Mirrors frontend createMonotoneInterpolator (curveUtils.ts) exactly
- Pre-computes slopes as numpy arrays at construction time
- Provides vectorised interp_array() using numpy for batch evaluation
- interp() for single-value evaluation
- to_lut() for generating lookup tables

CurveEditor node wraps raw widget points in MonotoneCubicCurve.

* linear curve

* refactor: move CurveEditor to comfy_extras/nodes_curve.py with V3 schema

* feat: add HISTOGRAM type and histogram support to CurveEditor

* code improve

---------

Co-authored-by: Christian Byrne <cbyrne@comfy.org>
2026-03-24 17:47:28 -04:00
Jukka SeppänenandGitHub e87858e974 feat: LTX2: Support reference audio (ID-LoRA) (#13111) 2026-03-23 18:22:24 -04:00
comfyanonymousandGitHub a11f68dd3b Fix canny node not working with fp16. (#13085)
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2026-03-20 23:15:50 -04:00
drozbayandGitHub 589228e671 Add slice_cond and per-model context window cond resizing (#12645)
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* Add slice_cond and per-model context window cond resizing

* Fix cond_value.size() call in context window cond resizing

* Expose additional advanced inputs for ContextWindowsManualNode

Necessary for WanAnimate context windows workflow, which needs cond_retain_index_list = 0 to work properly with its reference input.

---------
2026-03-19 20:42:42 -07:00
Kohaku-BlueleafandGitHub 20561aa919 [Trainer] FP4, 8, 16 training by native dtype support and quant linear autograd function (#12681) 2026-03-16 21:31:50 -04:00
593be209a4 feat: add essentials_category to nodes and blueprints for Essentials tab (#12573)
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* feat: add essentials_category to nodes and blueprints for Essentials tab

Add ESSENTIALS_CATEGORY or essentials_category to 12 node classes and all
36 blueprint JSONs. Update SubgraphEntry TypedDict and subgraph_manager to
extract and pass through the field.

Fixes COM-15221

Amp-Thread-ID: https://ampcode.com/threads/T-019c83de-f7ab-7779-a451-0ba5940b56a9

* fix: import NotRequired from typing_extensions for Python 3.10 compat

* refactor: keep only node class ESSENTIALS_CATEGORY, remove blueprint/subgraph changes

Frontend will own blueprint categorization separately.

* fix: remove essentials_category from CreateVideo (not in spec)

---------

Co-authored-by: guill <jacob.e.segal@gmail.com>
2026-03-15 16:18:04 -07:00
comfyanonymousandGitHub 47e1e316c5 Lower kv cache memory usage. (#12909)
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2026-03-12 16:54:38 -04:00
73d9599495 add painter node (#12294)
* add painter node

* use io.Color

* code improve

---------

Co-authored-by: guill <jacob.e.segal@gmail.com>
2026-03-12 09:55:29 -07:00
comfyanonymousandGitHub 44f1246c89 Support flux 2 klein kv cache model: Use the FluxKVCache node. (#12905) 2026-03-12 11:30:50 -04:00
rattusandGitHub 535c16ce6e Widen OOM_EXCEPTION to AcceleratorError form (#12835)
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Pytorch only filters for OOMs in its own allocators however there are
paths that can OOM on allocators made outside the pytorch allocators.
These manifest as an AllocatorError as pytorch does not have universal
error translation to its OOM type on exception. Handle it. A log I have
for this also shows a double report of the error async, so call the
async discarder to cleanup and make these OOMs look like OOMs.
2026-03-10 00:41:02 -04:00