web: very early proof-of-concept of on-device image background removal
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wukko 2025-01-13 01:26:54 +06:00
parent 2b95af1b51
commit e02e7f2260
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8 changed files with 667 additions and 5 deletions

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resolution: {integrity: sha512-di/I4HDXRw+FLgq+TyHmQEDd3cEp9iFFZm0r4uJ1Wd7b/WE1VXtKWo8yemex347c6GNF/3Pv86ZfPhIWxORr0w==}
os: [win32, darwin, linux]
onnxruntime-web@1.21.0-dev.20241205-d27fecd3d3:
resolution: {integrity: sha512-neeC9mv1sFWjUFrTaDl7enufNxbtSSTwR5V2i35ga4yXWS6r1MbpUwWwD1X+VKANujbSG8M5pk/ohRAOm2QhMQ==}
optionator@0.9.4:
resolution: {integrity: sha512-6IpQ7mKUxRcZNLIObR0hz7lxsapSSIYNZJwXPGeF0mTVqGKFIXj1DQcMoT22S3ROcLyY/rz0PWaWZ9ayWmad9g==}
engines: {node: '>= 0.8.0'}
@ -1749,6 +1950,9 @@ packages:
resolution: {integrity: sha512-saLsH7WeYYPiD25LDuLRRY/i+6HaPYr6G1OUlN39otzkSTxKnubR9RTxS3/Kk50s1g2JTgFwWQDQyplC5/SHZg==}
engines: {node: '>= 6'}
platform@1.3.6:
resolution: {integrity: sha512-fnWVljUchTro6RiCFvCXBbNhJc2NijN7oIQxbwsyL0buWJPG85v81ehlHI9fXrJsMNgTofEoWIQeClKpgxFLrg==}
postcss-load-config@6.0.1:
resolution: {integrity: sha512-oPtTM4oerL+UXmx+93ytZVN82RrlY/wPUV8IeDxFrzIjXOLF1pN+EmKPLbubvKHT2HC20xXsCAH2Z+CKV6Oz/g==}
engines: {node: '>= 18'}
@ -1791,6 +1995,10 @@ packages:
resolution: {integrity: sha512-7PiHtLll5LdnKIMw100I+8xJXR5gW2QwWYkT6iJva0bXitZKa/XMrSbdmg3r2Xnaidz9Qumd0VPaMrZlF9V9sA==}
engines: {node: '>=0.4.0'}
protobufjs@7.4.0:
resolution: {integrity: sha512-mRUWCc3KUU4w1jU8sGxICXH/gNS94DvI1gxqDvBzhj1JpcsimQkYiOJfwsPUykUI5ZaspFbSgmBLER8IrQ3tqw==}
engines: {node: '>=12.0.0'}
proxy-addr@2.0.7:
resolution: {integrity: sha512-llQsMLSUDUPT44jdrU/O37qlnifitDP+ZwrmmZcoSKyLKvtZxpyV0n2/bD/N4tBAAZ/gJEdZU7KMraoK1+XYAg==}
engines: {node: '>= 0.10'}
@ -1848,6 +2056,10 @@ packages:
deprecated: Rimraf versions prior to v4 are no longer supported
hasBin: true
rimraf@5.0.10:
resolution: {integrity: sha512-l0OE8wL34P4nJH/H2ffoaniAokM2qSmrtXHmlpvYr5AVVX8msAyW0l8NVJFDxlSK4u3Uh/f41cQheDVdnYijwQ==}
hasBin: true
rollup@4.24.0:
resolution: {integrity: sha512-DOmrlGSXNk1DM0ljiQA+i+o0rSLhtii1je5wgk60j49d1jHT5YYttBv1iWOnYSTG+fZZESUOSNiAl89SIet+Cg==}
engines: {node: '>=18.0.0', npm: '>=8.0.0'}
@ -1892,6 +2104,10 @@ packages:
setprototypeof@1.2.0:
resolution: {integrity: sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw==}
sharp@0.33.5:
resolution: {integrity: sha512-haPVm1EkS9pgvHrQ/F3Xy+hgcuMV0Wm9vfIBSiwZ05k+xgb0PkBQpGsAA/oWdDobNaZTH5ppvHtzCFbnSEwHVw==}
engines: {node: ^18.17.0 || ^20.3.0 || >=21.0.0}
shebang-command@2.0.0:
resolution: {integrity: sha512-kHxr2zZpYtdmrN1qDjrrX/Z1rR1kG8Dx+gkpK1G4eXmvXswmcE1hTWBWYUzlraYw1/yZp6YuDY77YtvbN0dmDA==}
engines: {node: '>=8'}
@ -1911,6 +2127,9 @@ packages:
resolution: {integrity: sha512-bzyZ1e88w9O1iNJbKnOlvYTrWPDl46O1bG0D3XInv+9tkPrxrN8jUUTiFlDkkmKWgn1M6CfIA13SuGqOa9Korw==}
engines: {node: '>=14'}
simple-swizzle@0.2.2:
resolution: {integrity: sha512-JA//kQgZtbuY83m+xT+tXJkmJncGMTFT+C+g2h2R9uxkYIrE2yy9sgmcLhCnw57/WSD+Eh3J97FPEDFnbXnDUg==}
sirv@3.0.0:
resolution: {integrity: sha512-BPwJGUeDaDCHihkORDchNyyTvWFhcusy1XMmhEVTQTwGeybFbp8YEmB+njbPnth1FibULBSBVwCQni25XlCUDg==}
engines: {node: '>=18'}
@ -2081,6 +2300,10 @@ packages:
syscall-napi@0.0.6:
resolution: {integrity: sha512-qHbwjyFXAAekKUXxl70lhDiBYJ3e7XM7kQwu7LV3F0pHMenKox+VcZPZkRkhdmL/wNJD3NmrMGnL7161kdecUQ==}
tar@7.4.3:
resolution: {integrity: sha512-5S7Va8hKfV7W5U6g3aYxXmlPoZVAwUMy9AOKyF2fVuZa2UD3qZjg578OrLRt8PcNN1PleVaL/5/yYATNL0ICUw==}
engines: {node: '>=18'}
thenify-all@1.6.0:
resolution: {integrity: sha512-RNxQH/qI8/t3thXJDwcstUO4zeqo64+Uy/+sNVRBx4Xn2OX+OZ9oP+iJnNFqplFra2ZUVeKCSa2oVWi3T4uVmA==}
engines: {node: '>=0.8'}
@ -2282,6 +2505,10 @@ packages:
yallist@4.0.0:
resolution: {integrity: sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==}
yallist@5.0.0:
resolution: {integrity: sha512-YgvUTfwqyc7UXVMrB+SImsVYSmTS8X/tSrtdNZMImM+n7+QTriRXyXim0mBrTXNeqzVF0KWGgHPeiyViFFrNDw==}
engines: {node: '>=18'}
yocto-queue@0.1.0:
resolution: {integrity: sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==}
engines: {node: '>=10'}
@ -2314,6 +2541,11 @@ snapshots:
http-response-object: 3.0.2
parse-cache-control: 1.0.1
'@emnapi/runtime@1.3.1':
dependencies:
tslib: 2.6.3
optional: true
'@esbuild/aix-ppc64@0.21.5':
optional: true
@ -2506,6 +2738,15 @@ snapshots:
'@fontsource/redaction-10@5.0.2': {}
'@huggingface/jinja@0.3.2': {}
'@huggingface/transformers@3.2.4':
dependencies:
'@huggingface/jinja': 0.3.2
onnxruntime-node: 1.20.1
onnxruntime-web: 1.21.0-dev.20241205-d27fecd3d3
sharp: 0.33.5
'@humanfs/core@0.19.1': {}
'@humanfs/node@0.16.6':
@ -2519,6 +2760,81 @@ snapshots:
'@humanwhocodes/retry@0.4.1': {}
'@img/sharp-darwin-arm64@0.33.5':
optionalDependencies:
'@img/sharp-libvips-darwin-arm64': 1.0.4
optional: true
'@img/sharp-darwin-x64@0.33.5':
optionalDependencies:
'@img/sharp-libvips-darwin-x64': 1.0.4
optional: true
'@img/sharp-libvips-darwin-arm64@1.0.4':
optional: true
'@img/sharp-libvips-darwin-x64@1.0.4':
optional: true
'@img/sharp-libvips-linux-arm64@1.0.4':
optional: true
'@img/sharp-libvips-linux-arm@1.0.5':
optional: true
'@img/sharp-libvips-linux-s390x@1.0.4':
optional: true
'@img/sharp-libvips-linux-x64@1.0.4':
optional: true
'@img/sharp-libvips-linuxmusl-arm64@1.0.4':
optional: true
'@img/sharp-libvips-linuxmusl-x64@1.0.4':
optional: true
'@img/sharp-linux-arm64@0.33.5':
optionalDependencies:
'@img/sharp-libvips-linux-arm64': 1.0.4
optional: true
'@img/sharp-linux-arm@0.33.5':
optionalDependencies:
'@img/sharp-libvips-linux-arm': 1.0.5
optional: true
'@img/sharp-linux-s390x@0.33.5':
optionalDependencies:
'@img/sharp-libvips-linux-s390x': 1.0.4
optional: true
'@img/sharp-linux-x64@0.33.5':
optionalDependencies:
'@img/sharp-libvips-linux-x64': 1.0.4
optional: true
'@img/sharp-linuxmusl-arm64@0.33.5':
optionalDependencies:
'@img/sharp-libvips-linuxmusl-arm64': 1.0.4
optional: true
'@img/sharp-linuxmusl-x64@0.33.5':
optionalDependencies:
'@img/sharp-libvips-linuxmusl-x64': 1.0.4
optional: true
'@img/sharp-wasm32@0.33.5':
dependencies:
'@emnapi/runtime': 1.3.1
optional: true
'@img/sharp-win32-ia32@0.33.5':
optional: true
'@img/sharp-win32-x64@0.33.5':
optional: true
'@imput/libav.js-remux-cli@5.5.6': {}
'@imput/psl@2.0.4':
@ -2534,6 +2850,10 @@ snapshots:
wrap-ansi: 8.1.0
wrap-ansi-cjs: wrap-ansi@7.0.0
'@isaacs/fs-minipass@4.0.1':
dependencies:
minipass: 7.1.2
'@jridgewell/gen-mapping@0.3.5':
dependencies:
'@jridgewell/set-array': 1.2.1
@ -2585,6 +2905,29 @@ snapshots:
'@polka/url@1.0.0-next.25': {}
'@protobufjs/aspromise@1.1.2': {}
'@protobufjs/base64@1.1.2': {}
'@protobufjs/codegen@2.0.4': {}
'@protobufjs/eventemitter@1.1.0': {}
'@protobufjs/fetch@1.1.0':
dependencies:
'@protobufjs/aspromise': 1.1.2
'@protobufjs/inquire': 1.1.0
'@protobufjs/float@1.0.2': {}
'@protobufjs/inquire@1.1.0': {}
'@protobufjs/path@1.1.2': {}
'@protobufjs/pool@1.1.0': {}
'@protobufjs/utf8@1.1.0': {}
'@redis/bloom@1.2.0(@redis/client@1.6.0)':
dependencies:
'@redis/client': 1.6.0
@ -2968,6 +3311,8 @@ snapshots:
optionalDependencies:
fsevents: 2.3.3
chownr@3.0.0: {}
cluster-key-slot@1.1.2:
optional: true
@ -2985,6 +3330,16 @@ snapshots:
color-name@1.1.4: {}
color-string@1.9.1:
dependencies:
color-name: 1.1.4
simple-swizzle: 0.2.2
color@4.2.3:
dependencies:
color-convert: 2.0.1
color-string: 1.9.1
commander@4.1.1: {}
compare-versions@6.1.1: {}
@ -3062,6 +3417,8 @@ snapshots:
detect-indent@6.1.0: {}
detect-libc@2.0.3: {}
devalue@5.1.1: {}
dotenv@16.4.5: {}
@ -3334,6 +3691,8 @@ snapshots:
flatted: 3.3.1
keyv: 4.5.4
flatbuffers@1.12.0: {}
flatted@3.3.1: {}
foreground-child@3.3.0:
@ -3421,6 +3780,8 @@ snapshots:
graphemer@1.4.0: {}
guid-typescript@1.0.9: {}
has-flag@4.0.0: {}
has-property-descriptors@1.0.2:
@ -3487,6 +3848,8 @@ snapshots:
ipaddr.js@2.2.0: {}
is-arrayish@0.3.2: {}
is-binary-path@2.1.0:
dependencies:
binary-extensions: 2.3.0
@ -3567,6 +3930,8 @@ snapshots:
lodash.sortby@4.7.0: {}
long@5.2.4: {}
lru-cache@10.4.3: {}
lru-cache@11.0.2: {}
@ -3630,10 +3995,17 @@ snapshots:
minipass@7.1.2: {}
minizlib@3.0.1:
dependencies:
minipass: 7.1.2
rimraf: 5.0.10
mkdirp@0.5.6:
dependencies:
minimist: 1.2.8
mkdirp@3.0.1: {}
mri@1.2.0: {}
mrmime@2.0.0: {}
@ -3680,6 +4052,24 @@ snapshots:
dependencies:
mimic-fn: 2.1.0
onnxruntime-common@1.20.1: {}
onnxruntime-common@1.21.0-dev.20241205-6ed77cc374: {}
onnxruntime-node@1.20.1:
dependencies:
onnxruntime-common: 1.20.1
tar: 7.4.3
onnxruntime-web@1.21.0-dev.20241205-d27fecd3d3:
dependencies:
flatbuffers: 1.12.0
guid-typescript: 1.0.9
long: 5.2.4
onnxruntime-common: 1.21.0-dev.20241205-6ed77cc374
platform: 1.3.6
protobufjs: 7.4.0
optionator@0.9.4:
dependencies:
deep-is: 0.1.4
@ -3741,6 +4131,8 @@ snapshots:
pirates@4.0.6: {}
platform@1.3.6: {}
postcss-load-config@6.0.1(postcss@8.4.47):
dependencies:
lilconfig: 3.1.2
@ -3763,6 +4155,21 @@ snapshots:
progress@2.0.3: {}
protobufjs@7.4.0:
dependencies:
'@protobufjs/aspromise': 1.1.2
'@protobufjs/base64': 1.1.2
'@protobufjs/codegen': 2.0.4
'@protobufjs/eventemitter': 1.1.0
'@protobufjs/fetch': 1.1.0
'@protobufjs/float': 1.0.2
'@protobufjs/inquire': 1.1.0
'@protobufjs/path': 1.1.2
'@protobufjs/pool': 1.1.0
'@protobufjs/utf8': 1.1.0
'@types/node': 20.14.14
long: 5.2.4
proxy-addr@2.0.7:
dependencies:
forwarded: 0.2.0
@ -3820,6 +4227,10 @@ snapshots:
dependencies:
glob: 7.2.3
rimraf@5.0.10:
dependencies:
glob: 10.4.5
rollup@4.24.0:
dependencies:
'@types/estree': 1.0.6
@ -3903,6 +4314,32 @@ snapshots:
setprototypeof@1.2.0: {}
sharp@0.33.5:
dependencies:
color: 4.2.3
detect-libc: 2.0.3
semver: 7.6.3
optionalDependencies:
'@img/sharp-darwin-arm64': 0.33.5
'@img/sharp-darwin-x64': 0.33.5
'@img/sharp-libvips-darwin-arm64': 1.0.4
'@img/sharp-libvips-darwin-x64': 1.0.4
'@img/sharp-libvips-linux-arm': 1.0.5
'@img/sharp-libvips-linux-arm64': 1.0.4
'@img/sharp-libvips-linux-s390x': 1.0.4
'@img/sharp-libvips-linux-x64': 1.0.4
'@img/sharp-libvips-linuxmusl-arm64': 1.0.4
'@img/sharp-libvips-linuxmusl-x64': 1.0.4
'@img/sharp-linux-arm': 0.33.5
'@img/sharp-linux-arm64': 0.33.5
'@img/sharp-linux-s390x': 0.33.5
'@img/sharp-linux-x64': 0.33.5
'@img/sharp-linuxmusl-arm64': 0.33.5
'@img/sharp-linuxmusl-x64': 0.33.5
'@img/sharp-wasm32': 0.33.5
'@img/sharp-win32-ia32': 0.33.5
'@img/sharp-win32-x64': 0.33.5
shebang-command@2.0.0:
dependencies:
shebang-regex: 3.0.0
@ -3920,6 +4357,10 @@ snapshots:
signal-exit@4.1.0: {}
simple-swizzle@0.2.2:
dependencies:
is-arrayish: 0.3.2
sirv@3.0.0:
dependencies:
'@polka/url': 1.0.0-next.25
@ -4066,6 +4507,15 @@ snapshots:
syscall-napi@0.0.6:
optional: true
tar@7.4.3:
dependencies:
'@isaacs/fs-minipass': 4.0.1
chownr: 3.0.0
minipass: 7.1.2
minizlib: 3.0.1
mkdirp: 3.0.1
yallist: 5.0.0
thenify-all@1.6.0:
dependencies:
thenify: 3.3.1
@ -4240,6 +4690,8 @@ snapshots:
yallist@4.0.0:
optional: true
yallist@5.0.0: {}
yocto-queue@0.1.0: {}
youtubei.js@12.2.0:

View file

@ -113,9 +113,9 @@
"advanced.data": "data management",
"advanced.duck": "local processing",
"advanced.duck.title": "process everything on device",
"advanced.duck.description": "very wip, may cause critical issues or not work at all. this toggle will probably be gone by release.",
"advanced.duck": "duck",
"advanced.duck.title": "enable new on-device features",
"advanced.duck.description": "very wip, WILL cause critical issues or not work at all. this toggle will be gone by release.",
"processing.community": "community instances",
"processing.enable_custom.title": "use a custom processing server",

View file

@ -4,5 +4,6 @@
"updates": "updates",
"donate": "donate",
"about": "about",
"remux": "remux"
"remux": "remux",
"cutout": "cut out"
}

View file

@ -28,6 +28,7 @@
"@fontsource-variable/noto-sans-mono": "^5.0.20",
"@fontsource/ibm-plex-mono": "^5.0.13",
"@fontsource/redaction-10": "^5.0.2",
"@huggingface/transformers": "^3.2.4",
"@imput/libav.js-remux-cli": "^5.5.6",
"@imput/version-info": "workspace:^",
"@sveltejs/adapter-static": "^3.0.6",

View file

@ -1,4 +1,7 @@
<script lang="ts">
import settings from "$lib/state/settings";
import { device } from "$lib/device";
import { t } from "$lib/i18n/translations";
import { defaultNavPage } from "$lib/subnav";
@ -14,6 +17,8 @@
import IconHeart from "@tabler/icons-svelte/IconHeart.svelte";
import IconInfoCircle from "@tabler/icons-svelte/IconInfoCircle.svelte";
import IconCut from "@tabler/icons-svelte/IconCut.svelte";
let screenWidth: number;
let settingsLink = defaultNavPage("settings");
let aboutLink = defaultNavPage("about");
@ -30,6 +35,9 @@
<div id="sidebar-tabs" role="tablist">
<div id="sidebar-actions" class="sidebar-inner-container">
<SidebarTab name="save" path="/" icon={IconDownload} />
{#if $settings.advanced.duck && !device.is.mobile && $settings.advanced.debug}
<SidebarTab name="cutout" path="/cutout" icon={IconCut} beta />
{/if}
<SidebarTab name="remux" path="/remux" icon={IconRepeat} beta />
</div>
<div id="sidebar-info" class="sidebar-inner-container">

View file

@ -9,7 +9,7 @@
export let beta = false;
const firstTabPage = ["save", "remux", "settings"];
const firstTabPage = ["save", "cutout", "remux", "settings"];
let tab: HTMLElement;

View file

@ -0,0 +1,56 @@
import { AutoModel, AutoProcessor, RawImage } from "@huggingface/transformers";
const models = {
light: {
id: "briaai/RMBG-1.4",
input: "input",
modelConfig: {
device: "wasm",
dtype: "fp32",
},
processorConfig: {},
},
heavy: {
id: "onnx-community/BiRefNet_lite",
input: "input_image",
modelConfig: {
device: "webgpu",
dtype: "fp16",
},
processorConfig: {},
}
}
export const removeImageBackground = async (file: File) => {
const image = await RawImage.fromBlob(new Blob([file]));
const model_type = "light";
const model = await AutoModel.from_pretrained(models[model_type].id, models[model_type].modelConfig);
const processor = await AutoProcessor.from_pretrained(models[model_type].id, models[model_type].processorConfig);
if (model && processor) {
const { pixel_values } = await processor(image);
const { output } = await model({ [models[model_type].input]: pixel_values });
const mask = await RawImage.fromTensor(output[0].mul(255).to('uint8')).resize(image.width, image.height);
const canvas = document.createElement('canvas');
canvas.width = image.width;
canvas.height = image.height;
const ctx = canvas.getContext('2d');
if (!ctx) return;
ctx.drawImage(image.toCanvas(), 0, 0);
const pixelData = ctx.getImageData(0, 0, image.width, image.height);
for (let i = 0; i < mask.data.length; ++i) {
pixelData.data[4 * i + 3] = mask.data[i];
}
ctx.putImageData(pixelData, 0, 0);
return canvas;
}
}

View file

@ -0,0 +1,144 @@
<script lang="ts">
import settings from "$lib/state/settings";
import { onMount } from "svelte";
import { goto } from "$app/navigation";
import { downloadFile } from "$lib/download";
import { removeImageBackground } from "$lib/workers/removebg";
import DropReceiver from "$components/misc/DropReceiver.svelte";
import FileReceiver from "$components/misc/FileReceiver.svelte";
import Skeleton from "$components/misc/Skeleton.svelte";
let imageContainer: HTMLElement;
let draggedOver = false;
let file: File | undefined;
let thinking = false;
let done = false;
let result: HTMLCanvasElement;
const processImage = async () => {
if (file) {
thinking = true;
const removedBackground = await removeImageBackground(file);
if (removedBackground) {
thinking = false;
done = true;
result = removedBackground;
imageContainer.append(removedBackground);
}
}
};
const exportImage = async () => {
result.toBlob(async (blob) => {
if (!blob || !file) return;
return await downloadFile({
file: new File([blob], `${file.name} (cutout).png`, {
type: "image/png",
}),
});
}, "image/png");
};
onMount(() => {
if (!($settings.advanced.duck && $settings.advanced.debug)) {
goto("/", { replaceState: true });
}
});
</script>
<DropReceiver bind:file bind:draggedOver id="cutout-container">
{#if !thinking && !done}
<FileReceiver
bind:draggedOver
bind:file
acceptTypes={["image/*"]}
acceptExtensions={["jpg", "png", "webp"]}
/>
<div class="subtext early-note">
this is a very early & basic proof-of-concept, nothing about this feature is final or complete. please don't share or talk about it.
</div>
{#if file}
<button on:click={processImage}>process imported stuff</button>
{/if}
{/if}
{#if thinking}
<div>thinking very hard rn...</div>
{/if}
{#if done}
<div>thought a lot, here's what i got:</div>
{/if}
{#if thinking || done}
<div id="image-preview" bind:this={imageContainer}>
{#if !done}
<Skeleton width="100%" height="100%" class="big" />
{/if}
</div>
{/if}
{#if done}
<div id="finished-actions">
<button
on:click={() => {
done = false;
file = undefined;
}}
>
start over
</button>
<button on:click={exportImage}>save the result</button>
</div>
{/if}
</DropReceiver>
<style>
:global(#cutout-container) {
display: flex;
justify-content: center;
align-items: center;
flex-direction: column;
width: 100%;
gap: 18px;
}
.early-note {
max-width: 400px;
text-align: center;
}
#image-preview {
background: var(--button);
display: flex;
flex-direction: column;
justify-content: center;
align-items: center;
width: 720px;
height: 480px;
overflow: hidden;
border-radius: var(--border-radius);
box-shadow: var(--button-box-shadow);
}
#finished-actions {
display: flex;
flex-direction: row;
gap: 6px;
}
button {
padding: 12px 24px;
border-radius: 200px;
}
:global(canvas) {
height: 100%;
}
</style>