zhaoruizhe df8de069d8 perf: vectorize shift_image with NumPy, fixes #520 ...

Replace the per-pixel getpixel/putpixel loop in shift_image
(py/imagefunc.py:328-349) with NumPy slicing: np.roll for the cyclic
branch, boolean row/col masks + np.ix_ for the non-cyclic branch.
Function signature is unchanged; none of the 14 call sites (ImageShift,
DropShadow v1-v3, InnerShadow v1-v2, ChannelShake) need edits.

Benchmark on Apple M4, CPU only, mean of N runs:
- 1024x1024 non-cyclic: 0.563s -> 0.030s (18.5x)
- 2048x2048 non-cyclic: 2.448s -> 0.117s (21.0x)
- 1024x1024 cyclic:     0.608s -> 0.004s (159x)

RGB output verified pixel-identical against the original implementation
across 2592 parameter combinations plus six full-1024x1024 cases.

Fixes #520

2026-10-10 17:05:21 +08:00

..

filmgrainer

remove filmgrainer save cache file

2025-03-25 23:22:14 +08:00

add_grain.py

fix add_grain.py for ramdom grain in batch images

2025-01-26 16:56:10 +08:00

any_rerouter.py

commit AnyRerouter node

2024-12-15 18:16:27 +08:00

batch_selector.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

blend_if_mask.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

blendmodes.py

Use ComfyUI's device selection instead of hardcoded CUDA checks

2026-09-02 16:02:58 +08:00

briarmbg.py

Commit RemBgUltra and PixelSpread nodes

2024-02-09 10:21:47 +08:00

channel_shake.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

check_mask_v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

check_mask.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_adapter.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_auto_adjust_v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_auto_adjust.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_auto_brightness.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_brightness_and_contrast.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_color_balance.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_color_temperature.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_exposure.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_gamma.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_HSV.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_LAB.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_levels.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_LUTapply.py

remove LUT Apply node debug info

2025-06-20 08:44:58 +08:00

color_correct_RGB.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_shadow_and_highlight.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_correct_YUV.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_image_v2.py

commit ImageMaskScaleAsV2,ColorImage V3 nodes

2024-12-18 23:48:12 +08:00

color_image.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_map.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_name.py

commit NameToColor node

2024-12-19 19:17:46 +08:00

color_negative.py

commit ColorNegative,MaskBoxExtend,FluxKontextImageScale nodes

2025-08-09 20:53:07 +08:00

color_overlay _v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_overlay.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_picker.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_to_gray_value.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_to_HSVvalue.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

color_to_RGBvalue.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

create_gradient_mask.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

crop_box_resolve.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

crop_by_mask_v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

crop_by_mask_v3.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

crop_by_mask.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

data_nodes.py

fix debug info

2026-01-11 12:52:41 +08:00

distort_displace.py

commit DistortDisplace node

2026-01-08 17:50:29 +08:00

draw_mask.py

update DrawRoundedRectangle node and readme

2025-11-07 23:30:43 +08:00

drop_shadow_v2.py

fix Film and FilmV2 node noise to shuffle seed

2024-12-05 19:24:26 +08:00

drop_shadow_v3.py

commit RoundedRectangle node

2024-12-16 16:40:17 +08:00

drop_shadow.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

extend_canvas_v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

extend_canvas.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

film_post_v2.py

fix noise random of Film nodes

2024-12-15 10:19:51 +08:00

film_post.py

fix noise random of Film nodes

2024-12-15 10:19:51 +08:00

flux_kontext_image_scale.py

commit ColorNegative,MaskBoxExtend,FluxKontextImageScale nodes

2025-08-09 20:53:07 +08:00

gaussian_blur.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

get_image_size.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

get_main_colors.py

commit GetMainColorsV2 node

2024-12-11 23:40:28 +08:00

gradient_image_v2.py

commit ImageMaskScaleAsV2,ColorImage V3 nodes

2024-12-18 23:48:12 +08:00

gradient_image.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

gradient_map.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

gradient_overlay_v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

gradient_overlay.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

halftone.py

fix a bug of HalfTone

2025-03-26 11:39:50 +08:00

hdr_effects.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

hl_frequency_detail_restore.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

ic_mask.py

Merge crop and resize to ICMarkCropBack node

2024-12-15 10:02:11 +08:00

image_blend_advance_v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_blend_advance_v3.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_blend_advance.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_blend_v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_blend.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_channel_merge.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_channel_split.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_combine_alpha.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_composit_handle_mask.py

fix bug of ImageCompositHandleMask

2026-01-09 12:01:16 +08:00

image_hub.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_mask_scale_as.py

commit NameToColor node

2024-12-19 19:17:46 +08:00

image_opacity.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_reel.py

The output of ImageReelComposit node is mandated to be even number

2026-08-18 13:13:45 +08:00

image_remove_alpha.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_scale_by_aspect_ratio_v2.py

fix import bug of image_scale_by_aspect_ratio

2024-12-12 18:19:40 +08:00

image_scale_by_aspect_ratio.py

fix import bug of image_scale_by_aspect_ratio

2024-12-12 18:19:40 +08:00

image_scale_restore_v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_scale_restore.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_shift.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

image_tagger_save.py

commit LoadImagesFromPath and ImageTaggerSaveV2 nodes

2025-08-04 20:35:34 +08:00

image_to_mask.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

imagefunc.py

perf: vectorize shift_image with NumPy, fixes #520

2026-10-10 17:05:21 +08:00

inner_glow_v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

inner_glow.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

inner_shadow_v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

inner_shadow.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

layer_image_transform.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

layer_mask_transform.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

light_leak.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

load_images_from_path.py

commit LoadImagesFromPath and ImageTaggerSaveV2 nodes

2025-08-04 20:35:34 +08:00

mask_box_detect.py

commit ColorNegative,MaskBoxExtend,FluxKontextImageScale nodes

2025-08-09 20:53:07 +08:00

mask_by_color.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

mask_edge_shrink.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

mask_edge_ultra_detail_v2.py

Add 'auto' device option to nodes with hardcoded CUDA/CPU device lists

2026-09-16 10:08:47 +08:00

mask_edge_ultra_detail_v3.py

Add 'auto' device option to nodes with hardcoded CUDA/CPU device lists

2026-09-16 10:08:47 +08:00

mask_edge_ultra_detail.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

mask_gradient.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

mask_grain.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

mask_grow.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

mask_invert.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

mask_motion_blur.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

mask_preview.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

mask_stroke.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

motion_blur.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

nano_banana_image_scale.py

commit NanoBanana Image Scale node

2025-09-11 00:06:21 +08:00

outer_glow_v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

outer_glow.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

pad_batch.py

commit PadImageBatch and RestorePadImageBatch nodes

2026-07-23 13:45:00 +08:00

pixel_spread.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

print_info.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

purge_vram.py

commit PurgeVRAM V2 node

2025-02-13 13:07:10 +08:00

random_generator.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

restore_crop_box.py

fix bug of RestoreCropBox

2024-12-06 00:09:12 +08:00

rmbg_ultra_v2.py

Add 'auto' device option to nodes with hardcoded CUDA/CPU device lists

2026-09-16 10:08:47 +08:00

rmbg_ultra.py

fix bug of rmbg node

2024-12-05 17:53:25 +08:00

rounded_rectangle.py

commit RoundedRectangle node

2024-12-16 16:40:17 +08:00

segformer_ultra.py

Add 'auto' device option to nodes with hardcoded CUDA/CPU device lists

2026-09-16 10:08:47 +08:00

shadow_highlight_mask.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

sharp_soft.py

fix bug of shart_soft

2024-12-05 18:58:38 +08:00

simple_text_image.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

skin_beauty.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

soft_light.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

stroke_v2.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

stroke.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

text_image_v2.py

make the initial value of a random seed deterministic

2025-12-23 18:02:03 +02:00

text_image.py

make the initial value of a random seed deterministic

2025-12-23 18:02:03 +02:00

text_join.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

text_node.py

add ChoiceTextPreset and TextPreseter nodes

2024-12-22 15:11:45 +08:00

vqa_prompt.py

Add 'auto' device option to nodes with hardcoded CUDA/CPU device lists

2026-09-16 10:08:47 +08:00

water_color.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00

xy2percent.py

Split some of the dependencies that are prone to problems into ComfyUI_LayerStyle_Advance

2024-12-05 17:26:51 +08:00