ensure the ImageEditor works correctly with layers and change events (#8059)

* stuff

* fix layrs

* add changeset

* lint

* ensure a default image can be passed when sources list is empty

* fix loading status

* add layers option to disable layer ui

* types

* fix tests

* cleanup

* cleanup

* notebooks

* fix composite

* fix

* fix trash icon

* add changeset

* fix layer bg

* fix error display

* notebooks

---------

Co-authored-by: gradio-pr-bot <gradio-pr-bot@users.noreply.github.com>
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@ -0,0 +1,7 @@
---
"@gradio/icons": minor
"@gradio/imageeditor": minor
"gradio": minor
---
feat:ensure the `ImageEditor` works correctly with layers and `change` events

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@ -1 +1 @@
{"cells": [{"cell_type": "markdown", "id": "302934307671667531413257853548643485645", "metadata": {}, "source": ["# Gradio Demo: image_editor_events"]}, {"cell_type": "code", "execution_count": null, "id": "272996653310673477252411125948039410165", "metadata": {}, "outputs": [], "source": ["!pip install -q gradio "]}, {"cell_type": "code", "execution_count": null, "id": "288918539441861185822528903084949547379", "metadata": {}, "outputs": [], "source": ["import gradio as gr\n", "\n", "\n", "def predict(im):\n", " return im[\"composite\"]\n", "\n", "\n", "with gr.Blocks() as demo:\n", " with gr.Group():\n", " with gr.Row():\n", " im = gr.ImageEditor(\n", " type=\"numpy\",\n", " crop_size=\"1:1\",\n", " elem_id=\"image_editor\",\n", " interactive=True,\n", " )\n", " im_preview = gr.Image()\n", " with gr.Group():\n", " with gr.Row():\n", "\n", " n_upload = gr.Label(\n", " 0,\n", " label=\"upload\",\n", " elem_id=\"upload\",\n", " )\n", " n_change = gr.Label(\n", " 0,\n", " label=\"change\",\n", " elem_id=\"change\",\n", " )\n", " n_input = gr.Label(\n", " 0,\n", " label=\"input\",\n", " elem_id=\"input\",\n", " )\n", " n_apply = gr.Label(\n", " 0,\n", " label=\"apply\",\n", " elem_id=\"apply\",\n", " )\n", " clear_btn = gr.Button(\"Clear\", elem_id=\"clear\")\n", "\n", " im.upload(\n", " lambda x: int(x) + 1, outputs=n_upload, inputs=n_upload, show_progress=\"hidden\"\n", " )\n", " im.change(\n", " lambda x: int(x) + 1, outputs=n_change, inputs=n_change, show_progress=\"hidden\"\n", " )\n", " im.input(\n", " lambda x: int(x) + 1, outputs=n_input, inputs=n_input, show_progress=\"hidden\"\n", " )\n", " im.apply(\n", " lambda x: int(x) + 1, outputs=n_apply, inputs=n_apply, show_progress=\"hidden\"\n", " )\n", " im.change(predict, outputs=im_preview, inputs=im, show_progress=\"hidden\")\n", " clear_btn.click(\n", " lambda: None,\n", " None,\n", " im,\n", " )\n", "\n", "if __name__ == \"__main__\":\n", " demo.launch()\n"]}], "metadata": {}, "nbformat": 4, "nbformat_minor": 5}
{"cells": [{"cell_type": "markdown", "id": "302934307671667531413257853548643485645", "metadata": {}, "source": ["# Gradio Demo: image_editor_events"]}, {"cell_type": "code", "execution_count": null, "id": "272996653310673477252411125948039410165", "metadata": {}, "outputs": [], "source": ["!pip install -q gradio "]}, {"cell_type": "code", "execution_count": null, "id": "288918539441861185822528903084949547379", "metadata": {}, "outputs": [], "source": ["import gradio as gr\n", "\n", "\n", "def predict(im):\n", " return im[\"composite\"]\n", "\n", "\n", "with gr.Blocks() as demo:\n", " with gr.Group():\n", " with gr.Row():\n", " im = gr.ImageEditor(\n", " type=\"numpy\",\n", " crop_size=\"1:1\",\n", " elem_id=\"image_editor\",\n", " )\n", " im_preview = gr.Image()\n", " with gr.Group():\n", " with gr.Row():\n", "\n", " n_upload = gr.Label(\n", " 0,\n", " label=\"upload\",\n", " elem_id=\"upload\",\n", " )\n", " n_change = gr.Label(\n", " 0,\n", " label=\"change\",\n", " elem_id=\"change\",\n", " )\n", " n_input = gr.Label(\n", " 0,\n", " label=\"input\",\n", " elem_id=\"input\",\n", " )\n", " n_apply = gr.Label(\n", " 0,\n", " label=\"apply\",\n", " elem_id=\"apply\",\n", " )\n", " clear_btn = gr.Button(\"Clear\", elem_id=\"clear\")\n", "\n", " im.upload(\n", " lambda x: int(x) + 1, outputs=n_upload, inputs=n_upload, show_progress=\"hidden\"\n", " )\n", " im.change(\n", " lambda x: int(x) + 1, outputs=n_change, inputs=n_change, show_progress=\"hidden\"\n", " )\n", " im.input(\n", " lambda x: int(x) + 1, outputs=n_input, inputs=n_input, show_progress=\"hidden\"\n", " )\n", " im.apply(\n", " lambda x: int(x) + 1, outputs=n_apply, inputs=n_apply, show_progress=\"hidden\"\n", " )\n", " im.change(predict, outputs=im_preview, inputs=im, show_progress=\"hidden\")\n", " clear_btn.click(\n", " lambda: None,\n", " None,\n", " im,\n", " )\n", "\n", "if __name__ == \"__main__\":\n", " demo.launch()\n"]}], "metadata": {}, "nbformat": 4, "nbformat_minor": 5}

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@ -12,7 +12,6 @@ with gr.Blocks() as demo:
type="numpy",
crop_size="1:1",
elem_id="image_editor",
interactive=True,
)
im_preview = gr.Image()
with gr.Group():

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@ -0,0 +1 @@
{"cells": [{"cell_type": "markdown", "id": "302934307671667531413257853548643485645", "metadata": {}, "source": ["# Gradio Demo: image_editor_layers"]}, {"cell_type": "code", "execution_count": null, "id": "272996653310673477252411125948039410165", "metadata": {}, "outputs": [], "source": ["!pip install -q gradio "]}, {"cell_type": "code", "execution_count": null, "id": "288918539441861185822528903084949547379", "metadata": {}, "outputs": [], "source": ["# Downloading files from the demo repo\n", "import os\n", "!wget -q https://github.com/gradio-app/gradio/raw/main/demo/image_editor_layers/cheetah.jpg\n", "!wget -q https://github.com/gradio-app/gradio/raw/main/demo/image_editor_layers/layer1.png"]}, {"cell_type": "code", "execution_count": null, "id": "44380577570523278879349135829904343037", "metadata": {}, "outputs": [], "source": ["import gradio as gr\n", "from pathlib import Path\n", "\n", "\n", "dir_ = Path(__file__).parent\n", "\n", "\n", "def predict(im):\n", " return im\n", "\n", "\n", "with gr.Blocks() as demo:\n", " with gr.Row():\n", " im = gr.ImageEditor(\n", " type=\"numpy\",\n", " interactive=True,\n", " )\n", " im_preview = gr.ImageEditor(\n", " interactive=True,\n", " )\n", "\n", " set_background = gr.Button(\"Set Background\")\n", " set_background.click(\n", " lambda: {\n", " \"background\": str(dir_ / \"cheetah.jpg\"),\n", " \"layers\": None,\n", " \"composite\": None,\n", " },\n", " None,\n", " im,\n", " show_progress=\"hidden\",\n", " )\n", " set_layers = gr.Button(\"Set Layers\")\n", " set_layers.click(\n", " lambda: {\n", " \"background\": str(dir_ / \"cheetah.jpg\"),\n", " \"layers\": [str(dir_ / \"layer1.png\")],\n", " \"composite\": None,\n", " },\n", " None,\n", " im,\n", " show_progress=\"hidden\",\n", " )\n", " set_composite = gr.Button(\"Set Composite\")\n", " set_composite.click(\n", " lambda: {\n", " \"background\": None,\n", " \"layers\": None,\n", " \"composite\": \"https://nationalzoo.si.edu/sites/default/files/animals/cheetah-003.jpg\",\n", " },\n", " None,\n", " im,\n", " show_progress=\"hidden\",\n", " )\n", "\n", " im.change(\n", " predict,\n", " outputs=im_preview,\n", " inputs=im,\n", " )\n", "\n", " gr.Examples(\n", " examples=[\n", " \"https://upload.wikimedia.org/wikipedia/commons/0/09/TheCheethcat.jpg\",\n", " {\n", " \"background\": str(dir_ / \"cheetah.jpg\"),\n", " \"layers\": [str(dir_ / \"layer1.png\")],\n", " \"composite\": None,\n", " },\n", " ],\n", " inputs=im,\n", " )\n", "\n", "\n", "if __name__ == \"__main__\":\n", " demo.launch()\n"]}], "metadata": {}, "nbformat": 4, "nbformat_minor": 5}

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@ -0,0 +1,76 @@
import gradio as gr
from pathlib import Path
dir_ = Path(__file__).parent
def predict(im):
return im
with gr.Blocks() as demo:
with gr.Row():
im = gr.ImageEditor(
type="numpy",
interactive=True,
)
im_preview = gr.ImageEditor(
interactive=True,
)
set_background = gr.Button("Set Background")
set_background.click(
lambda: {
"background": str(dir_ / "cheetah.jpg"),
"layers": None,
"composite": None,
},
None,
im,
show_progress="hidden",
)
set_layers = gr.Button("Set Layers")
set_layers.click(
lambda: {
"background": str(dir_ / "cheetah.jpg"),
"layers": [str(dir_ / "layer1.png")],
"composite": None,
},
None,
im,
show_progress="hidden",
)
set_composite = gr.Button("Set Composite")
set_composite.click(
lambda: {
"background": None,
"layers": None,
"composite": "https://nationalzoo.si.edu/sites/default/files/animals/cheetah-003.jpg",
},
None,
im,
show_progress="hidden",
)
im.change(
predict,
outputs=im_preview,
inputs=im,
)
gr.Examples(
examples=[
"https://upload.wikimedia.org/wikipedia/commons/0/09/TheCheethcat.jpg",
{
"background": str(dir_ / "cheetah.jpg"),
"layers": [str(dir_ / "layer1.png")],
"composite": None,
},
],
inputs=im,
)
if __name__ == "__main__":
demo.launch()

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@ -159,6 +159,7 @@ class ImageEditor(Component):
eraser: Eraser | None | Literal[False] = None,
brush: Brush | None | Literal[False] = None,
format: str = "webp",
layers: bool = True,
):
"""
Parameters:
@ -187,6 +188,7 @@ class ImageEditor(Component):
eraser: The options for the eraser tool in the image editor. Should be an instance of the `gr.Eraser` class, or None to use the default settings. Can also be False to hide the eraser tool.
brush: The options for the brush tool in the image editor. Should be an instance of the `gr.Brush` class, or None to use the default settings. Can also be False to hide the brush tool, which will also hide the eraser tool.
format: Format to save image if it does not already have a valid format (e.g. if the image is being returned to the frontend as a numpy array or PIL Image). The format should be supported by the PIL library. This parameter has no effect on SVG files.
layers: If True, will allow users to add layers to the image. If False, the layers option will be hidden.
"""
self._selectable = _selectable
@ -224,6 +226,7 @@ class ImageEditor(Component):
self.brush = Brush() if brush is None else brush
self.blob_storage: dict[str, EditorDataBlobs] = {}
self.format = format
self.layers = layers
super().__init__(
label=label,

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@ -108,6 +108,7 @@ class Sketchpad(components.ImageEditor):
eraser: Eraser | None = None,
brush: Brush | None = None,
format: str = "webp",
layers: bool = True,
):
if not brush:
brush = Brush(colors=["#000000"], color_mode="fixed")
@ -138,6 +139,7 @@ class Sketchpad(components.ImageEditor):
eraser=eraser,
brush=brush,
format=format,
layers=layers,
)
@ -179,6 +181,7 @@ class Paint(components.ImageEditor):
eraser: Eraser | None = None,
brush: Brush | None = None,
format: str = "webp",
layers: bool = True,
):
super().__init__(
value=value,
@ -207,6 +210,7 @@ class Paint(components.ImageEditor):
eraser=eraser,
brush=brush,
format=format,
layers=layers,
)
@ -252,6 +256,7 @@ class ImageMask(components.ImageEditor):
eraser: Eraser | None = None,
brush: Brush | None = None,
format: str = "webp",
layers: bool = True,
):
if not brush:
brush = Brush(colors=["#000000"], color_mode="fixed")
@ -282,6 +287,7 @@ class ImageMask(components.ImageEditor):
eraser=eraser,
brush=brush,
format=format,
layers=layers,
)

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@ -1,4 +1,9 @@
<svg id="icon" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 32 32">
<svg
id="icon"
xmlns="http://www.w3.org/2000/svg"
viewBox="0 0 32 32"
fill="currentColor"
>
<defs>
<style>
.cls-1 {

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@ -49,7 +49,7 @@
export let eraser: Eraser;
export let crop_size: [number, number] | `${string}:${string}` | null = null;
export let transforms: "crop"[] = ["crop"];
export let layers = true;
export let attached_events: string[] = [];
export let server: {
accept_blobs: (a: any) => void;
@ -77,11 +77,8 @@
image_id = null;
return val;
}
// @ts-ignore
loading_status = { status: "pending" };
const blobs = await editor_instance.get_data();
// @ts-ignore
loading_status = { status: "complete" };
return blobs;
}
@ -90,7 +87,15 @@
$: value && handle_change();
function handle_change(): void {
function wait_for_next_frame(): Promise<void> {
return new Promise((resolve) => {
requestAnimationFrame(() => requestAnimationFrame(() => resolve()));
});
}
async function handle_change(): Promise<void> {
await wait_for_next_frame();
if (
value &&
(value.background || value.layers?.length || value.composite)
@ -194,6 +199,8 @@
i18n={gradio.i18n}
{transforms}
accept_blobs={server.accept_blobs}
{layers}
status={loading_status?.status}
></InteractiveImageEditor>
</Block>
{/if}

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@ -345,12 +345,14 @@
</div>
<div
class="border"
style:width="{$crop[2] * $editor_box.child_width}px"
style:height="{$crop[3] * $editor_box.child_height}px"
style:width="{$crop[2] * $editor_box.child_width + 1}px"
style:height="{$crop[3] * $editor_box.child_height + 1}px"
style:top="{$crop[1] * $editor_box.child_height +
($editor_box.child_top - $editor_box.parent_top)}px"
($editor_box.child_top - $editor_box.parent_top) -
0.5}px"
style:left="{$crop[0] * $editor_box.child_width +
($editor_box.child_left - $editor_box.parent_left)}px"
($editor_box.child_left - $editor_box.parent_left) -
0.5}px"
></div>
</div>
@ -373,12 +375,14 @@
.stage-wrap {
margin: var(--size-8);
margin-bottom: var(--size-1);
border-radius: var(--radius-md);
overflow: hidden;
}
.tools-wrap {
display: flex;
justify-content: center;
align-items: flex-end;
align-items: center;
padding: 0 var(--spacing-xl) 0 0;
border: 1px solid var(--block-border-color);
border-radius: var(--radius-sm);

View File

@ -22,12 +22,12 @@
import { type Brush as IBrush } from "./tools/Brush.svelte";
import { type Eraser } from "./tools/Brush.svelte";
export let brush: IBrush | null;
export let eraser: Eraser | null;
import { Tools, Crop, Brush, Sources } from "./tools";
import { BlockLabel } from "@gradio/atoms";
import { Image as ImageIcon } from "@gradio/icons";
export let brush: IBrush | null;
export let eraser: Eraser | null;
export let sources: ("clipboard" | "webcam" | "upload")[];
export let crop_size: [number, number] | `${string}:${string}` | null = null;
export let i18n: I18nFormatter;
@ -41,7 +41,9 @@
composite: null
};
export let transforms: "crop"[] = ["crop"];
export let layers: boolean;
export let accept_blobs: (a: any) => void;
export let status: "pending" | "complete" | "error" = "complete";
const dispatch = createEventDispatcher<{
clear?: never;
@ -209,18 +211,17 @@
crop_constraint={!!crop_constraint}
>
<Tools {i18n}>
<Layers layer_files={value?.layers || null} />
<Layers layer_files={value?.layers || null} enable_layers={layers} />
<Sources
{i18n}
{root}
{sources}
bind:bg
bind:active_mode
background_file={value?.background || value?.composite || null}
></Sources>
{#if sources && sources.length}
<Sources
{i18n}
{root}
{sources}
bind:bg
bind:active_mode
background_file={value?.background || null}
></Sources>
{/if}
{#if transforms.includes("crop")}
<Crop {crop_constraint} />
{/if}
@ -239,7 +240,7 @@
{/if}
</Tools>
{#if !bg && !history && active_mode !== "webcam"}
{#if !bg && !history && active_mode !== "webcam" && status !== "error"}
<div class="empty wrap" style:height={`${editor_height}px`}>
{#if sources && sources.length}
<div>Upload an image</div>
@ -278,13 +279,10 @@
flex-direction: column;
justify-content: center;
align-items: center;
min-height: var(--size-60);
color: var(--block-label-text-color);
line-height: var(--line-md);
/* height: 100%; */
font-size: var(--text-lg);
pointer-events: none;
/* margin-top: var(--size-8); */
}
.or {

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@ -10,6 +10,7 @@
let show_layers = false;
export let layer_files: (FileData | null)[] | null = [];
export let enable_layers = true;
const { pixi, current_layer, dimensions, register_context } =
getContext<EditorContext>(EDITOR_KEY);
@ -29,12 +30,13 @@
async function validate_layers(): Promise<void> {
let invalid = layers.some(
(layer) =>
layer.composite.texture.width != $dimensions[0] ||
layer.composite.texture.height != $dimensions[1]
layer.composite.texture?.width != $dimensions[0] ||
layer.composite.texture?.height != $dimensions[1]
);
if (invalid) {
LayerManager.reset();
new_layer();
if (!layer_files || layer_files.length == 0) new_layer();
else render_layer_files(layer_files);
}
}
$: $dimensions, validate_layers();
@ -62,7 +64,11 @@
_layer_files: typeof layer_files
): Promise<void> {
await tick();
if (!_layer_files || _layer_files.length == 0) return;
if (!_layer_files || _layer_files.length == 0) {
LayerManager.reset();
new_layer();
return;
}
if (!$pixi) return;
const fetch_promises = await Promise.all(
@ -87,7 +93,8 @@
last_layer = await LayerManager.add_layer_from_blob(
$pixi.layer_container,
$pixi.renderer,
blob
blob,
$pixi.view
);
}
@ -105,36 +112,40 @@
});
</script>
<div
class="layer-wrap"
class:closed={!show_layers}
use:click_outside={() => (show_layers = false)}
>
<button aria-label="Show Layers" on:click={() => (show_layers = !show_layers)}
><span class="icon"><Layers /></span> Layer {layers.findIndex(
(l) => l === $current_layer
) + 1}
</button>
{#if show_layers}
<ul>
{#each layers as layer, i (i)}
{#if enable_layers}
<div
class="layer-wrap"
class:closed={!show_layers}
use:click_outside={() => (show_layers = false)}
>
<button
aria-label="Show Layers"
on:click={() => (show_layers = !show_layers)}
><span class="icon"><Layers /></span> Layer {layers.findIndex(
(l) => l === $current_layer
) + 1}
</button>
{#if show_layers}
<ul>
{#each layers as layer, i (i)}
<li>
<button
class:selected_layer={$current_layer === layer}
on:click={() =>
($current_layer = LayerManager.change_active_layer(i))}
>Layer {i + 1}</button
>
</li>
{/each}
<li>
<button
class:selected_layer={$current_layer === layer}
on:click={() =>
($current_layer = LayerManager.change_active_layer(i))}
>Layer {i + 1}</button
>
<button aria-label="Add Layer" on:click={new_layer}> +</button>
</li>
{/each}
<li>
<button aria-label="Add Layer" on:click={new_layer}> +</button>
</li>
</ul>
{/if}
</ul>
{/if}
<span class="sep"></span>
</div>
<span class="sep"></span>
</div>
{/if}
<style>
.icon {
@ -170,7 +181,10 @@
.layer-wrap li:last-child button {
border-bottom: none;
text-align: center;
padding: 2.5px;
font-size: var(--scale-0);
line-height: 1;
font-weight: var(--weight-bold);
padding: 5px 0 1px 0;
}
.closed > button {
@ -187,6 +201,7 @@
.selected_layer {
background-color: var(--block-background-fill);
color: var(--color-accent);
font-weight: bold;
}
@ -194,7 +209,7 @@
position: absolute;
bottom: 0;
left: 0;
background: #fff;
background: var(--block-background-fill);
width: calc(100% + 1px);
list-style: none;
z-index: var(--layer-top);

View File

@ -93,7 +93,8 @@ interface LayerManager {
add_layer_from_blob(
container: Container,
renderer: IRenderer,
blob: Blob
blob: Blob,
view: HTMLCanvasElement
): Promise<[LayerScene, LayerScene[]]>;
}
@ -197,19 +198,32 @@ export function layer_manager(): LayerManager {
async add_layer_from_blob(
container: Container,
renderer: IRenderer,
blob: Blob
blob: Blob,
view: HTMLCanvasElement
) {
const img = await createImageBitmap(blob);
const bitmap_texture = Texture.from(img);
const [w, h] = resize_to_fit(
bitmap_texture.width,
bitmap_texture.height,
view.width,
view.height
);
const sprite = new Sprite(bitmap_texture) as Sprite & DisplayObject;
sprite.zIndex = 0;
sprite.width = w;
sprite.height = h;
const [layer, layers] = this.add_layer(
container,
renderer,
sprite.width,
sprite.height
view.width,
view.height
);
renderer.render(sprite, {
renderTexture: layer.draw_texture
});
@ -221,3 +235,29 @@ export function layer_manager(): LayerManager {
}
};
}
function resize_to_fit(
inner_width: number,
inner_height: number,
outer_width: number,
outer_height: number
): [number, number] {
if (inner_width <= outer_width && inner_height <= outer_height) {
return [inner_width, inner_height];
}
const inner_aspect = inner_width / inner_height;
const outer_aspect = outer_width / outer_height;
let new_width, new_height;
if (inner_aspect > outer_aspect) {
new_width = outer_width;
new_height = outer_width / inner_aspect;
} else {
new_height = outer_height;
new_width = outer_height * inner_aspect;
}
return [new_width, new_height];
}

View File

@ -161,54 +161,56 @@
<svelte:window on:keydown={handle_key} />
<div class="source-wrap">
{#each sources_list as { icon, label, id, cb } (id)}
<IconButton
Icon={icon}
size="medium"
padded={false}
label={label + " button"}
hasPopup={true}
transparent={true}
on:click={cb}
/>
{/each}
<span class="sep"></span>
</div>
<div class="upload-container">
<Upload
hidden={true}
bind:this={upload}
filetype="image/*"
on:load={handle_upload}
on:error
{root}
disable_click={!sources.includes("upload")}
format="blob"
></Upload>
{#if active_mode === "webcam"}
<div
class="modal"
style:max-width="{$editor_box.child_width}px"
style:max-height="{$editor_box.child_height}px"
style:top="{$editor_box.child_top - $editor_box.parent_top}px"
>
<div class="modal-inner">
<Webcam
{root}
on:capture={handle_upload}
on:error
on:drag
{mirror_webcam}
streaming={false}
mode="image"
include_audio={false}
{i18n}
/>
{#if sources.length}
<div class="source-wrap">
{#each sources_list as { icon, label, id, cb } (id)}
<IconButton
Icon={icon}
size="medium"
padded={false}
label={label + " button"}
hasPopup={true}
transparent={true}
on:click={cb}
/>
{/each}
<span class="sep"></span>
</div>
<div class="upload-container">
<Upload
hidden={true}
bind:this={upload}
filetype="image/*"
on:load={handle_upload}
on:error
{root}
disable_click={!sources.includes("upload")}
format="blob"
></Upload>
{#if active_mode === "webcam"}
<div
class="modal"
style:max-width="{$editor_box.child_width}px"
style:max-height="{$editor_box.child_height}px"
style:top="{$editor_box.child_top - $editor_box.parent_top}px"
>
<div class="modal-inner">
<Webcam
{root}
on:capture={handle_upload}
on:error
on:drag
{mirror_webcam}
streaming={false}
mode="image"
include_audio={false}
{i18n}
/>
</div>
</div>
</div>
{/if}
</div>
{/if}
</div>
{/if}
<style>
.modal {

View File

@ -640,6 +640,7 @@ class TestImageEditor:
"name": "imageeditor",
"server_fns": ["accept_blobs"],
"format": "webp",
"layers": True,
}
def test_process_example(self):