RyanOnTheInside abfea891ef Fix conditioning mask normalization for arbitrary spatial dimensions. ... May also resolve #9784 — the mask normalization fixes a class of dimensionality mismatches that can cause the `y, x = torch.where(mask)` crash in `get_mask_aabb`, though the root cause in that report is unconfirmed. ## Summary `resolve_areas_and_cond_masks_multidim` assumes 2D spatial masks. This breaks for 1D audio models (StableAudio1, ACEAudio15) because upstream code (`ConditioningSetMask`, `set_mask_for_conditioning`) unconditionally unsqueezes masks with `ndim < 3`, corrupting valid `[B, L]` masks into `[1, B, L]` before they reach the sampler. This PR: - Normalizes masks to `[batch, *spatial_dims]` using `dims` as the source of truth - Adds a 1D resize path via `F.interpolate(mode='linear')` - Guards `set_area_to_bounds` with `len(dims) == 2` to prevent crashes on non-2D masks (the existing `get_mask_aabb` and `H, W, Y, X` unpacking are 2D-only) The root cause is the hardcoded `if len(mask.shape) < 3` in `nodes.py:242` and `hooks.py:725`. Fixing it there would require threading latent dimensionality into the conditioning nodes — a much larger change. Normalizing in `resolve_areas_and_cond_masks_multidim` where `dims` is already available is the minimal fix. Fully backwards compatible for existing 2D image and 3D video workflows. ## Test plan - [x] 26 unit tests covering 1D/2D/3D mask normalization, resize, and `set_area_to_bounds` guard (`tests-unit/comfy_test/samplers_test.py`) - [x] 2D image regression with hook masking: [lorahookmasking.json](https://github.com/Kosinkadink/ComfyUI/blob/workflows/lorahookmasking.json) - [x] 2D image with `set_area_to_bounds` ("mask bounds" mode) — no crash, correct area computation - [x] 1D audio with conditioning mask: [acestep-1.5-prompt-lora-blending.json](https://github.com/ryanontheinside/ComfyUI_RyanOnTheInside/blob/main/examples/ace1.5/acestep-1.5-prompt-lora-blending.json) (requires custom nodes that patch this function pending upstream)		2026-02-15 09:45:14 -05:00
..
folder_path_test.py	Allow changing folder_paths.base_path via command line argument. (#6600)	2025-01-29 08:06:28 -05:00
samplers_test.py	Fix conditioning mask normalization for arbitrary spatial dimensions.	2026-02-15 09:45:14 -05:00