John Pollock
939ac7ebb4
Omit null batch_index from Trellis upsample output
2026-04-20 17:20:57 -05:00
John Pollock
90ebb50f00
Harden Trellis sparse latent seeding
2026-04-20 16:05:10 -05:00
John Pollock
0b99c8c44a
Fail loud on Trellis invalid batch metadata
2026-04-20 15:50:40 -05:00
John Pollock
a752dd4736
Harden Trellis sparse metadata validation
2026-04-20 14:46:23 -05:00
John Pollock
7d98cc1305
Fix Trellis seeded sparse batch semantics
2026-04-20 14:29:07 -05:00
John Pollock
49c1adeed6
Fix Trellis PR review regressions
2026-04-20 12:15:49 -05:00
John Pollock
c81ddf2349
Fix Trellis2 batched shape and texture semantics
2026-04-20 11:06:04 -05:00
John Pollock
9cfa8f2c01
Trellis2: inline batched mesh helpers
2026-04-19 23:47:57 -05:00
John Pollock
40219ab0fc
Trellis2: share batched mesh helpers
2026-04-19 23:33:09 -05:00
John Pollock
c297a9f839
Trellis2: handle empty and batched texture paint paths
2026-04-19 23:23:24 -05:00
John Pollock
6d99b636c1
Trellis2/Hunyuan3d: preserve mesh tensor contract in batch mode
2026-04-19 22:55:38 -05:00
John Pollock
44043ee6e5
Trellis2/Hunyuan3d: n>1 batched cascade support
...
Mesh-producing nodes (VoxelToMeshBasic, VoxelToMesh, VaeDecodeShapeTrellis)
previously stacked per-batch vertex/face tensors with torch.stack, which
failed under batch>1 because per-item meshes have variable shapes. Store
per-item tensors as lists when shapes differ; keep stacked-tensor fast
path when shapes match. Update SaveGLB, PostProcessMesh, and
VaeDecodeTextureTrellis consumers to iterate per-item when input is a
list.
Trellis2Conditioning.execute previously collapsed batched image/mask
input to index 0, yielding identical conditioning for every batch item.
Loop over the batch and produce per-image cond_512/cond_1024/neg_cond
tensors stacked along the batch dim, matching the latent batch size.
batch_size=1 behavior is unchanged. batch_size>1 runs now emit one GLB
per batch item per SaveGLB node and carry per-image conditioning
through the structure/shape/texture cascade.
2026-04-19 22:03:53 -05:00
John Pollock
7c6b237fe8
Match Copilot image_size restore pattern
2026-04-19 21:05:07 -05:00
John Pollock
2ad1ca5531
Handle missing Trellis2 image_size restore state
2026-04-19 20:51:22 -05:00
John Pollock
d7416e5690
Guard full Trellis2 conditioning image_size restore
2026-04-19 20:49:42 -05:00
John Pollock
04099ef605
Restore Trellis2 clip vision image_size state
2026-04-19 19:53:30 -05:00
Yousef R. Gamaleldin
e2171627c3
Merge branch 'master' into trellis2
2026-04-12 20:19:33 +02:00
Yousef Rafat
a1364a7b00
small final change
2026-04-12 20:14:47 +02:00
comfyanonymous
a2840e7552
Make ImageUpscaleWithModel node work with intermediate device and dtype. ( #13357 )
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2026-04-10 21:48:26 -04:00
Jukka Seppänen
a134423890
SDPose: resize input always ( #13349 )
2026-04-10 11:26:55 -10:00
Yousef Rafat
243691c258
texture fixes
2026-04-10 19:18:14 +02:00
Yousef Rafat
937faafe21
corrected simplification logic
2026-04-10 16:33:19 +02:00
Yousef Rafat
4e14d42da1
comfy ops + color support in postprocess
2026-04-10 16:12:23 +02:00
Yousef Rafat
ea255543e6
structure generation works
2026-04-10 14:24:07 +02:00
Yousef Rafat
2cb06431e8
fix for conditioning
2026-04-07 23:02:33 +02:00
comfyanonymous
61c2387436
Ace step empty latent nodes follow intermediate dtype. ( #13313 )
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2026-04-06 18:12:16 -07:00
Terry Jia
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
Yousef Rafat
57b306464e
texture generation works
2026-04-03 01:22:38 +02:00
Yousef Rafat
72640888ff
wrong normalization for the texture node
2026-03-30 23:20:46 +02:00
Christian Byrne
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 Seppänen
a500f1edac
CORE-13 feat: Support RT-DETRv4 detection model ( #12748 )
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2026-03-28 23:34:10 -04:00
Terry Jia
3696c5bad6
Add has_intermediate_output flag for nodes with interactive UI ( #13048 )
2026-03-27 21:06:38 -04:00
Yousef Rafat
5559569735
..
2026-03-27 20:52:23 +02:00
comfyanonymous
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 Jia
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 Seppänen
404d7b9978
feat: Support Qwen3.5 text generation models ( #12771 )
2026-03-25 22:48:28 -04:00
Dante
6580a6bc01
fix(number-convert): preserve int precision for large numbers ( #13147 )
2026-03-25 18:06:34 -04:00
Yousef Rafat
22dcd81fb3
fixed color addition
2026-03-25 23:51:54 +02:00
Yousef Rafat
d2c37c222a
pytorch -> scipy
2026-03-25 17:03:52 +02:00
Krishna Chaitanya
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
Yousef Rafat
fe25190cae
add color support for save mesh
2026-03-25 02:40:15 +02:00
Kohaku-Blueleaf
5ebb0c2e0b
FP8 bwd training ( #13121 )
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2026-03-24 20:39:04 -04:00
Dante
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
Terry Jia
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
Yousef Rafat
56e52e5d03
work on txt gen
2026-03-24 02:44:03 +02:00
Jukka Seppänen
e87858e974
feat: LTX2: Support reference audio (ID-LoRA) ( #13111 )
2026-03-23 18:22:24 -04:00
comfyanonymous
a11f68dd3b
Fix canny node not working with fp16. ( #13085 )
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2026-03-20 23:15:50 -04:00
Yousef Rafat
def8947e75
shape working
2026-03-20 18:37:11 +02:00
drozbay
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
Yousef Rafat
5d2548822c
.
2026-03-20 02:36:01 +02:00