From be74f5c5ce644239ad440737b438bbf7bc95249a Mon Sep 17 00:00:00 2001 From: "Dr. Daniel Hauschildt" <14251188+DanielHauschildt@users.noreply.github.com> Date: Tue, 12 Sep 2023 15:02:57 +0200 Subject: [PATCH] Revert "DanielHauschildt/nodejs (#26)" (#35) --- .gitattributes | 19 +- .../workflows/{ci.yml.deactivated => ci.yml} | 0 .gitignore | 3 +- .prettierignore | 11 +- README.md | 9 +- ...b3eee309c7de183d394ce4b956339ebd95e6.onnx} | 0 ...59cd401fb82a9d4213134bce4dbd655c803a.onnx} | 0 ...696cd80df5a23cb6a8ea532021911bd76acb.onnx} | 0 .../create-react-app/.gitignore | 0 .../create-react-app/README.md | 0 .../create-react-app/package-lock.json | 81 +- .../create-react-app/package.json | 4 +- .../create-react-app/public/favicon.ico | Bin .../create-react-app/public/index.html | 0 .../create-react-app/public/logo192.png | Bin .../create-react-app/public/logo512.png | Bin .../create-react-app/public/manifest.json | 0 .../create-react-app/public/robots.txt | 0 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packages/node/src/platform.ts | 32 - packages/node/src/resource.ts | 97 - packages/node/src/url.ts | 14 - packages/node/src/utils.ts | 123 - packages/node/tsconfig.json | 9 - packages/web/.resources.mjs | 17 - packages/web/README.md | 165 - packages/web/package-lock.json | 3561 ----------------- packages/web/package.json | 68 - packages/web/scripts/build.mjs | 32 - packages/web/scripts/watch.mjs | 15 - packages/web/src/codecs.ts | 26 - packages/web/src/feature-detect.js | 123 - packages/web/src/index.ts | 142 - packages/web/src/inference.ts | 58 - packages/web/src/onnx.ts | 95 - packages/web/src/resource.ts | 76 - packages/web/src/schema.ts | 41 - packages/web/src/url.ts | 17 - packages/web/src/utils.ts | 123 - packages/web/tsconfig.json | 9 - scripts/package-resources.mjs | 191 - scripts/package-version.mjs | 28 - src/browser.ts | 66 + src/bundle.ts | 139 + src/inference.ts | 48 + src/ort-web-rt.ts | 110 + {packages/node/src => src}/schema.ts | 22 +- src/tensor.ts | 13 + src/utils.ts | 122 + tsconfig.json | 21 + webpack.config.js | 98 + 99 files changed, 2410 insertions(+), 13260 deletions(-) rename .github/workflows/{ci.yml.deactivated => ci.yml} (100%) rename bundle/models/{large => 17b7466d93bb60b0e88affa2b0e8b3eee309c7de183d394ce4b956339ebd95e6.onnx} (100%) rename bundle/models/{small => 7001d60734fdc112dd9c062635fb59cd401fb82a9d4213134bce4dbd655c803a.onnx} (100%) rename bundle/models/{medium => b6e8497ba978a6f5fbb647e419d2696cd80df5a23cb6a8ea532021911bd76acb.onnx} (100%) rename {packages/web-examples => examples}/create-react-app/.gitignore (100%) rename {packages/web-examples => examples}/create-react-app/README.md (100%) rename {packages/web-examples => examples}/create-react-app/package-lock.json (99%) rename {packages/web-examples => examples}/create-react-app/package.json (91%) rename {packages/web-examples => examples}/create-react-app/public/favicon.ico (100%) rename {packages/web-examples => examples}/create-react-app/public/index.html (100%) rename 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delete mode 100644 packages/web/package.json delete mode 100644 packages/web/scripts/build.mjs delete mode 100644 packages/web/scripts/watch.mjs delete mode 100644 packages/web/src/codecs.ts delete mode 100644 packages/web/src/feature-detect.js delete mode 100644 packages/web/src/index.ts delete mode 100644 packages/web/src/inference.ts delete mode 100644 packages/web/src/onnx.ts delete mode 100644 packages/web/src/resource.ts delete mode 100644 packages/web/src/schema.ts delete mode 100644 packages/web/src/url.ts delete mode 100644 packages/web/src/utils.ts delete mode 100644 packages/web/tsconfig.json delete mode 100644 scripts/package-resources.mjs delete mode 100644 scripts/package-version.mjs create mode 100644 src/browser.ts create mode 100644 src/bundle.ts create mode 100644 src/inference.ts create mode 100644 src/ort-web-rt.ts rename {packages/node/src => src}/schema.ts (71%) create mode 100644 src/tensor.ts create mode 100644 src/utils.ts create mode 100644 tsconfig.json create mode 100644 webpack.config.js diff --git a/.gitattributes b/.gitattributes index e0f545a..90b1149 100644 --- a/.gitattributes +++ b/.gitattributes @@ -1,18 +1 @@ -bundle/**/* filter=lfs diff=lfs merge=binary -**/*.onnx filter=lfs diff=lfs merge=binary -**/*.ort filter=lfs diff=lfs merge=binary -**/*.{jpeg,jpg} filter=lfs diff=lfs merge=binary -**/*.png filter=lfs diff=lfs merge=binary -**/*.webp filter=lfs diff=lfs merge=binary -**/*.avif filter=lfs diff=lfs merge=binary -**/*.heic filter=lfs diff=lfs merge=binary -**/*.heif filter=lfs diff=lfs merge=binary -**/*.pdf filter=lfs diff=lfs merge=binary -**/*.psd filter=lfs diff=lfs merge=binary -**/*.mp4 filter=lfs diff=lfs merge=binary -**/*.mov filter=lfs diff=lfs merge=binary -**/*.m4v filter=lfs diff=lfs merge=binary -**/*.mp3 filter=lfs diff=lfs merge=binary -**/*.wav filter=lfs diff=lfs merge=binary -**/*.aif filter=lfs diff=lfs merge=binary -**/*.aiff filter=lfs diff=lfs merge=binary +bundle/models/* filter=lfs diff=lfs merge=lfs -binary diff --git a/.github/workflows/ci.yml.deactivated b/.github/workflows/ci.yml similarity index 100% rename from .github/workflows/ci.yml.deactivated rename to .github/workflows/ci.yml diff --git a/.gitignore b/.gitignore index 2686ec2..0da7042 100644 --- a/.gitignore +++ b/.gitignore @@ -2,5 +2,4 @@ node_modules dist tmp .DS_Store -.vscode -.parcel-cache \ No newline at end of file +.vscode \ No newline at end of file diff --git a/.prettierignore b/.prettierignore index b9662c8..e413b82 100644 --- a/.prettierignore +++ b/.prettierignore @@ -1,7 +1,4 @@ -**/node_modules -**/dist -**/tmp -build -**/package-lock.json -.vscode/ -**/public/ \ No newline at end of file +node_modules +dist +tmp +build \ No newline at end of file diff --git a/README.md b/README.md index feac8e6..ede3687 100644 --- a/README.md +++ b/README.md @@ -1,15 +1,14 @@ # Background Removal in the Browser

-background removal js showcase +

Remove backgrounds from images directly in the browser environment with ease and no additional costs or privacy concerns. Explore an [interactive demo](https://img.ly/showcases/cesdk/web/background-removal/web?utm_source=github&utm_medium=project&utm_campaign=bg-removal). ## News -- **`September 12th, 2023`:** We released the code of Background Removal for NodeJs (see `packages/node`). -- **`June 28th, 2023`:** We released the code of Background Removal for Web (see `packages/web`). + - **`June 28th, 2023`:** We released the code of Background Removal JS. ## Overview @@ -26,6 +25,10 @@ The key features of `@imgly/background-removal` are: The Neural Network ([ONNX model](https://onnx.ai/)) and WASM files used by `@imgly/background-removal` are hosted on [UNPKG](https://www.unpkg.com/), making it readily available for download to all users of the library. See the section Custom Asset Serving if you want to host data on your own servers. +

+background removal js showcase + +

## Installation diff --git a/bundle/models/large b/bundle/models/17b7466d93bb60b0e88affa2b0e8b3eee309c7de183d394ce4b956339ebd95e6.onnx similarity index 100% rename from bundle/models/large rename to bundle/models/17b7466d93bb60b0e88affa2b0e8b3eee309c7de183d394ce4b956339ebd95e6.onnx diff --git a/bundle/models/small b/bundle/models/7001d60734fdc112dd9c062635fb59cd401fb82a9d4213134bce4dbd655c803a.onnx similarity index 100% rename from bundle/models/small rename to bundle/models/7001d60734fdc112dd9c062635fb59cd401fb82a9d4213134bce4dbd655c803a.onnx diff --git a/bundle/models/medium b/bundle/models/b6e8497ba978a6f5fbb647e419d2696cd80df5a23cb6a8ea532021911bd76acb.onnx similarity index 100% rename from bundle/models/medium rename to bundle/models/b6e8497ba978a6f5fbb647e419d2696cd80df5a23cb6a8ea532021911bd76acb.onnx diff --git a/packages/web-examples/create-react-app/.gitignore b/examples/create-react-app/.gitignore similarity index 100% rename from packages/web-examples/create-react-app/.gitignore rename to examples/create-react-app/.gitignore diff --git a/packages/web-examples/create-react-app/README.md b/examples/create-react-app/README.md similarity index 100% rename from packages/web-examples/create-react-app/README.md rename to examples/create-react-app/README.md diff --git a/packages/web-examples/create-react-app/package-lock.json b/examples/create-react-app/package-lock.json similarity index 99% rename from packages/web-examples/create-react-app/package-lock.json rename to examples/create-react-app/package-lock.json index 7b03854..077f782 100644 --- a/packages/web-examples/create-react-app/package-lock.json +++ b/examples/create-react-app/package-lock.json @@ -1,14 +1,14 @@ { "name": "test", - "version": "1.1.0", + "version": "0.1.0", "lockfileVersion": 3, "requires": true, "packages": { "": { "name": "test", - "version": "1.1.0", + "version": "0.1.0", "dependencies": { - "@imgly/background-removal": "file:../../web", + "@imgly/background-removal": "file:../../", "@testing-library/jest-dom": "^5.16.5", "@testing-library/react": "^13.4.0", "@testing-library/user-event": "^13.5.0", @@ -20,30 +20,22 @@ }, "../..": { "name": "@imgly/background-removal", - "version": "1.0.6", + "version": "1.0.3", "license": "SEE LICENSE IN LICENSE.md", - "dependencies": { - "lodash": "^4.17.21", - "onnxruntime-web": "^1.15.1", - "wasm-feature-detect": "^1.5.1", - "zod": "^3.21.4" - }, "devDependencies": { - "@parcel/packager-ts": "^2.9.3", - "@parcel/resolver-default": "^2.9.3", - "@parcel/transformer-typescript-types": "^2.9.3", "@types/lodash": "^4.14.195", "@types/node": "^20.3.1", "assert": "^2.0.0", - "glob": "^10.3.3", - "parcel": "^2.9.3", - "process": "^0.11.10", + "lodash": "^4.17.21", + "onnxruntime-web": "~1.15.0", "ts-loader": "^9.4.3", "tslib": "^2.5.3", "typescript": "^5.1.3", "util": "^0.12.5", + "wasm-feature-detect": "^1.5.1", "webpack": "^5.85.1", - "webpack-cli": "^5.1.4" + "webpack-cli": "^5.1.4", + "zod": "^3.21.4" } }, "../../node_modules/@discoveryjs/json-ext": { @@ -113,22 +105,27 @@ }, "../../node_modules/@protobufjs/aspromise": { "version": "1.1.2", + "dev": true, "license": "BSD-3-Clause" }, "../../node_modules/@protobufjs/base64": { "version": "1.1.2", + "dev": true, "license": "BSD-3-Clause" }, "../../node_modules/@protobufjs/codegen": { "version": "2.0.4", + "dev": true, "license": "BSD-3-Clause" }, "../../node_modules/@protobufjs/eventemitter": { "version": "1.1.0", + "dev": true, "license": "BSD-3-Clause" }, "../../node_modules/@protobufjs/fetch": { "version": "1.1.0", + "dev": true, "license": "BSD-3-Clause", "dependencies": { "@protobufjs/aspromise": "^1.1.1", @@ -137,22 +134,27 @@ }, "../../node_modules/@protobufjs/float": { "version": "1.0.2", + "dev": true, "license": "BSD-3-Clause" }, "../../node_modules/@protobufjs/inquire": { "version": "1.1.0", + "dev": true, "license": "BSD-3-Clause" }, "../../node_modules/@protobufjs/path": { "version": "1.1.2", + "dev": true, "license": "BSD-3-Clause" }, "../../node_modules/@protobufjs/pool": { "version": "1.1.0", + "dev": true, "license": "BSD-3-Clause" }, "../../node_modules/@protobufjs/utf8": { "version": "1.1.0", + "dev": true, "license": "BSD-3-Clause" }, "../../node_modules/@types/eslint": { @@ -190,10 +192,12 @@ }, "../../node_modules/@types/long": { "version": "4.0.2", + "dev": true, "license": "MIT" }, "../../node_modules/@types/node": { "version": "20.3.1", + "dev": true, "license": "MIT" }, "../../node_modules/@webassemblyjs/ast": { @@ -763,6 +767,7 @@ }, "../../node_modules/flatbuffers": { "version": "1.12.0", + "dev": true, "license": "SEE LICENSE IN LICENSE.txt" }, "../../node_modules/for-each": { @@ -815,6 +820,7 @@ }, "../../node_modules/guid-typescript": { "version": "1.0.9", + "dev": true, "license": "ISC" }, "../../node_modules/has": { @@ -1112,6 +1118,7 @@ }, "../../node_modules/long": { "version": "4.0.0", + "dev": true, "license": "Apache-2.0" }, "../../node_modules/merge-stream": { @@ -1185,6 +1192,7 @@ }, "../../node_modules/onnx-proto": { "version": "4.0.4", + "dev": true, "license": "MIT", "dependencies": { "protobufjs": "^6.8.8" @@ -1193,12 +1201,14 @@ "../../node_modules/onnxruntime-common": { "version": "1.15.1", "resolved": "https://registry.npmjs.org/onnxruntime-common/-/onnxruntime-common-1.15.1.tgz", - "integrity": "sha512-Y89eJ8QmaRsPZPWLaX7mfqhj63ny47rSkQe80hIo+lvBQdrdXYR9VO362xvZulk9DFkCnXmGidprvgJ07bKsIQ==" + "integrity": "sha512-Y89eJ8QmaRsPZPWLaX7mfqhj63ny47rSkQe80hIo+lvBQdrdXYR9VO362xvZulk9DFkCnXmGidprvgJ07bKsIQ==", + "dev": true }, "../../node_modules/onnxruntime-web": { "version": "1.15.1", "resolved": "https://registry.npmjs.org/onnxruntime-web/-/onnxruntime-web-1.15.1.tgz", "integrity": "sha512-Ky4AXFLFyiGRu5KQJdDcbhdNcO0f2ND/8IPmTEwcKKIHpCwH6/Q9UoMpcoFz78lxGvnmmy+FFgA/Bs1HjdM6LA==", + "dev": true, "dependencies": { "flatbuffers": "^1.12.0", "guid-typescript": "^1.0.9", @@ -1280,10 +1290,12 @@ }, "../../node_modules/platform": { "version": "1.3.6", + "dev": true, "license": "MIT" }, "../../node_modules/protobufjs": { "version": "6.11.3", + "dev": true, "hasInstallScript": true, "license": "BSD-3-Clause", "dependencies": { @@ -1669,6 +1681,11 @@ "which-typed-array": "^1.1.2" } }, + "../../node_modules/wasm-feature-detect": { + "version": "1.5.1", + "dev": true, + "license": "Apache-2.0" + }, "../../node_modules/watchpack": { "version": "2.4.0", "dev": true, @@ -1837,32 +1854,6 @@ "url": "https://github.com/sponsors/colinhacks" } }, - "../../web": { - "name": "@imgly/background-removal", - "version": "1.1.0", - "license": "SEE LICENSE IN LICENSE.md", - "dependencies": { - "onnxruntime-web": "^1.15.1" - }, - "devDependencies": { - "@types/lodash": "^4.14.195", - "@types/node": "^20.3.1", - "assert": "^2.0.0", - "esbuild": "^0.18.18", - "glob": "^10.3.3", - "lodash": "^4.17.21", - "ndarray": "^1.0.19", - "npm-dts": "^1.3.12", - "process": "^0.11.10", - "ts-loader": "^9.4.3", - "tslib": "^2.5.3", - "typescript": "^5.1.3", - "util": "^0.12.5", - "webpack": "^5.85.1", - "webpack-cli": "^5.1.4", - "zod": "^3.21.4" - } - }, "node_modules/@adobe/css-tools": { "version": "4.2.0", "license": "MIT" @@ -4145,7 +4136,7 @@ "license": "BSD-3-Clause" }, "node_modules/@imgly/background-removal": { - "resolved": "../../web", + "resolved": "../..", "link": true }, "node_modules/@istanbuljs/load-nyc-config": { diff --git a/packages/web-examples/create-react-app/package.json b/examples/create-react-app/package.json similarity index 91% rename from packages/web-examples/create-react-app/package.json rename to examples/create-react-app/package.json index 8951bc0..861c855 100644 --- a/packages/web-examples/create-react-app/package.json +++ b/examples/create-react-app/package.json @@ -1,9 +1,9 @@ { "name": "test", - "version": "1.1.0", + "version": "0.1.0", "private": true, "dependencies": { - "@imgly/background-removal": "file:../../web", + "@imgly/background-removal": "file:../../", "@testing-library/jest-dom": "^5.16.5", "@testing-library/react": "^13.4.0", "@testing-library/user-event": "^13.5.0", diff --git a/packages/web-examples/create-react-app/public/favicon.ico b/examples/create-react-app/public/favicon.ico similarity index 100% rename from packages/web-examples/create-react-app/public/favicon.ico rename to examples/create-react-app/public/favicon.ico diff --git a/packages/web-examples/create-react-app/public/index.html b/examples/create-react-app/public/index.html similarity index 100% rename from packages/web-examples/create-react-app/public/index.html rename to examples/create-react-app/public/index.html diff --git a/packages/web-examples/create-react-app/public/logo192.png b/examples/create-react-app/public/logo192.png similarity index 100% rename from packages/web-examples/create-react-app/public/logo192.png rename to examples/create-react-app/public/logo192.png diff --git a/packages/web-examples/create-react-app/public/logo512.png b/examples/create-react-app/public/logo512.png similarity index 100% rename from packages/web-examples/create-react-app/public/logo512.png rename to examples/create-react-app/public/logo512.png diff --git a/packages/web-examples/create-react-app/public/manifest.json b/examples/create-react-app/public/manifest.json similarity index 100% rename from packages/web-examples/create-react-app/public/manifest.json rename to examples/create-react-app/public/manifest.json diff --git a/packages/web-examples/create-react-app/public/robots.txt b/examples/create-react-app/public/robots.txt similarity index 100% rename from packages/web-examples/create-react-app/public/robots.txt rename to examples/create-react-app/public/robots.txt diff --git a/packages/web-examples/create-react-app/public/static/js b/examples/create-react-app/public/static/js similarity index 100% rename from packages/web-examples/create-react-app/public/static/js rename to examples/create-react-app/public/static/js diff --git a/packages/web-examples/create-react-app/src/App.css b/examples/create-react-app/src/App.css similarity index 100% rename from packages/web-examples/create-react-app/src/App.css rename to examples/create-react-app/src/App.css diff --git a/packages/web-examples/create-react-app/src/App.js b/examples/create-react-app/src/App.js similarity index 95% rename from packages/web-examples/create-react-app/src/App.js rename to examples/create-react-app/src/App.js index 12bf2ea..3b44ad1 100644 --- a/packages/web-examples/create-react-app/src/App.js +++ b/examples/create-react-app/src/App.js @@ -50,8 +50,8 @@ function App() { resetTimer(); setImageUrl(randomImage); - const imageBlob = await removeBackground(2, { - publicPath: `${window.location.href}/static/js/`, + const imageBlob = await removeBackground(randomImage, { + publicPath: '/static/js/', // debug: true, progress: (key, current, total) => { const [type, subtype] = key.split(':'); diff --git a/packages/web-examples/create-react-app/src/index.css b/examples/create-react-app/src/index.css similarity index 100% rename from packages/web-examples/create-react-app/src/index.css rename to examples/create-react-app/src/index.css diff --git a/packages/web-examples/create-react-app/src/index.js b/examples/create-react-app/src/index.js similarity index 100% rename from packages/web-examples/create-react-app/src/index.js rename to examples/create-react-app/src/index.js diff --git a/packages/web-examples/create-react-app/src/logo.svg b/examples/create-react-app/src/logo.svg similarity index 100% rename from packages/web-examples/create-react-app/src/logo.svg rename to examples/create-react-app/src/logo.svg diff --git a/packages/web-examples/create-react-app/src/reportWebVitals.js b/examples/create-react-app/src/reportWebVitals.js similarity index 100% rename from packages/web-examples/create-react-app/src/reportWebVitals.js rename to examples/create-react-app/src/reportWebVitals.js diff --git a/packages/web-examples/create-react-app/src/setupProxy.js b/examples/create-react-app/src/setupProxy.js similarity index 100% rename from packages/web-examples/create-react-app/src/setupProxy.js rename to examples/create-react-app/src/setupProxy.js diff --git a/packages/web-examples/create-react-app/src/setupTests.js b/examples/create-react-app/src/setupTests.js similarity index 100% rename from packages/web-examples/create-react-app/src/setupTests.js rename to examples/create-react-app/src/setupTests.js diff --git a/packages/web-examples/vite-project/.gitignore b/examples/vite-project/.gitignore similarity index 100% rename from packages/web-examples/vite-project/.gitignore rename to examples/vite-project/.gitignore diff --git a/examples/vite-project/.vite/deps_temp_330b8fd7/package.json b/examples/vite-project/.vite/deps_temp_330b8fd7/package.json new file mode 100644 index 0000000..3dbc1ca --- /dev/null +++ b/examples/vite-project/.vite/deps_temp_330b8fd7/package.json @@ -0,0 +1,3 @@ +{ + "type": "module" +} diff --git a/packages/web-examples/vite-project/README.md b/examples/vite-project/README.md similarity index 100% rename from packages/web-examples/vite-project/README.md rename to examples/vite-project/README.md diff --git a/packages/web-examples/vite-project/index.html b/examples/vite-project/index.html similarity index 100% rename from packages/web-examples/vite-project/index.html rename to examples/vite-project/index.html diff --git a/packages/web-examples/vite-project/package-lock.json b/examples/vite-project/package-lock.json similarity index 95% rename from packages/web-examples/vite-project/package-lock.json rename to examples/vite-project/package-lock.json index 65ca34b..16c462f 100644 --- a/packages/web-examples/vite-project/package-lock.json +++ b/examples/vite-project/package-lock.json @@ -1,14 +1,14 @@ { "name": "vite-project", - "version": "1.1.0-alpha", + "version": "0.0.0", "lockfileVersion": 3, "requires": true, "packages": { "": { "name": "vite-project", - "version": "1.1.0-alpha", + "version": "0.0.0", "dependencies": { - "@imgly/background-removal": "file:../../web", + "@imgly/background-removal": "file:../..", "vue": "^3.2.47" }, "devDependencies": { @@ -19,57 +19,20 @@ } }, "../..": { - "name": "@imgly/background-removal", - "version": "1.0.6", + "version": "0.1.0-rc5", "license": "SEE LICENSE IN LICENSE.md", - "dependencies": { - "lodash": "^4.17.21", - "onnxruntime-web": "^1.15.1", - "wasm-feature-detect": "^1.5.1", - "zod": "^3.21.4" - }, "devDependencies": { - "@parcel/packager-ts": "^2.9.3", - "@parcel/transformer-typescript-types": "^2.9.3", - "@types/lodash": "^4.14.195", - "@types/node": "^20.3.1", "assert": "^2.0.0", - "glob": "^10.3.3", - "parcel": "^2.9.3", - "process": "^0.11.10", - "ts-loader": "^9.4.3", - "tslib": "^2.5.3", - "typescript": "^5.1.3", - "util": "^0.12.5", - "webpack": "^5.85.1", - "webpack-cli": "^5.1.4" - } - }, - "../../web": { - "version": "1.1.0-alpha", - "license": "SEE LICENSE IN LICENSE.md", - "dependencies": { "lodash": "^4.17.21", - "ndarray": "^1.0.19", - "onnxruntime-web": "^1.15.1", - "zod": "^3.21.4" - }, - "devDependencies": { - "@parcel/packager-ts": "^2.9.3", - "@parcel/resolver-default": "^2.9.3", - "@parcel/transformer-typescript-types": "^2.9.3", - "@types/lodash": "^4.14.195", - "@types/node": "^20.3.1", - "assert": "^2.0.0", - "glob": "^10.3.3", - "parcel": "^2.9.3", - "process": "^0.11.10", + "onnxruntime-web": "~1.15.0", "ts-loader": "^9.4.3", "tslib": "^2.5.3", "typescript": "^5.1.3", "util": "^0.12.5", + "wasm-feature-detect": "^1.5.1", "webpack": "^5.85.1", - "webpack-cli": "^5.1.4" + "webpack-cli": "^5.1.4", + "zod": "^3.21.4" } }, "node_modules/@babel/parser": { @@ -436,7 +399,7 @@ } }, "node_modules/@imgly/background-removal": { - "resolved": "../../web", + "resolved": "../..", "link": true }, "node_modules/@jridgewell/sourcemap-codec": { diff --git a/packages/web-examples/vite-project/package.json b/examples/vite-project/package.json similarity index 78% rename from packages/web-examples/vite-project/package.json rename to examples/vite-project/package.json index b8c9e3f..f89843c 100644 --- a/packages/web-examples/vite-project/package.json +++ b/examples/vite-project/package.json @@ -1,16 +1,15 @@ { "name": "vite-project", "private": true, - "version": "1.1.0", + "version": "0.0.0", "type": "module", "scripts": { - "start": "npm run dev", "dev": "vite", "build": "vue-tsc && vite build", "preview": "vite preview" }, "dependencies": { - "@imgly/background-removal": "file:../../web", + "@imgly/background-removal": "file:../..", "vue": "^3.2.47" }, "devDependencies": { diff --git a/packages/web-examples/vite-project/public/js b/examples/vite-project/public/js similarity index 100% rename from packages/web-examples/vite-project/public/js rename to examples/vite-project/public/js diff --git a/packages/web-examples/vite-project/public/vite.svg b/examples/vite-project/public/vite.svg similarity index 100% rename from packages/web-examples/vite-project/public/vite.svg rename to examples/vite-project/public/vite.svg diff --git a/packages/web-examples/vite-project/src/App.vue b/examples/vite-project/src/App.vue similarity index 100% rename from packages/web-examples/vite-project/src/App.vue rename to examples/vite-project/src/App.vue diff --git a/packages/web-examples/vite-project/src/assets/vue.svg b/examples/vite-project/src/assets/vue.svg similarity index 100% rename from packages/web-examples/vite-project/src/assets/vue.svg rename to examples/vite-project/src/assets/vue.svg diff --git a/packages/web-examples/vite-project/src/components/BGRemoval.vue b/examples/vite-project/src/components/BGRemoval.vue similarity index 100% rename from packages/web-examples/vite-project/src/components/BGRemoval.vue rename to examples/vite-project/src/components/BGRemoval.vue diff --git a/packages/web-examples/vite-project/src/main.ts b/examples/vite-project/src/main.ts similarity index 100% rename from packages/web-examples/vite-project/src/main.ts rename to examples/vite-project/src/main.ts diff --git a/packages/web-examples/vite-project/src/style.css b/examples/vite-project/src/style.css similarity index 100% rename from packages/web-examples/vite-project/src/style.css rename to examples/vite-project/src/style.css diff --git a/packages/web-examples/vite-project/src/vite-env.d.ts b/examples/vite-project/src/vite-env.d.ts similarity index 100% rename from packages/web-examples/vite-project/src/vite-env.d.ts rename to examples/vite-project/src/vite-env.d.ts diff --git a/packages/web-examples/vite-project/tsconfig.json b/examples/vite-project/tsconfig.json similarity index 100% rename from packages/web-examples/vite-project/tsconfig.json rename to examples/vite-project/tsconfig.json diff --git a/packages/web-examples/vite-project/tsconfig.node.json b/examples/vite-project/tsconfig.node.json similarity index 100% rename from packages/web-examples/vite-project/tsconfig.node.json rename to examples/vite-project/tsconfig.node.json diff --git a/packages/web-examples/vite-project/vite.config.ts b/examples/vite-project/vite.config.ts similarity index 100% rename from packages/web-examples/vite-project/vite.config.ts rename to examples/vite-project/vite.config.ts diff --git a/package-lock.json b/package-lock.json index 1c8314d..5ae33ac 100644 --- a/package-lock.json +++ b/package-lock.json @@ -1,120 +1,468 @@ { - "name": "background-removal-js", - "version": "1.1.0", + "name": "@imgly/background-removal", + "version": "1.0.3", "lockfileVersion": 3, "requires": true, "packages": { "": { - "version": "1.1.0", + "name": "@imgly/background-removal", + "version": "1.0.3", + "license": "SEE LICENSE IN LICENSE.md", "devDependencies": { - "glob": "^10.3.3", - "onchange": "^7.1.0" + "@types/lodash": "^4.14.195", + "@types/node": "^20.3.1", + "assert": "^2.0.0", + "lodash": "^4.17.21", + "onnxruntime-web": "^1.15.1", + 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- -Remove backgrounds from images in NodeJs environment with ease and no additional costs or privacy concerns. -Explore an [interactive demo](https://img.ly/showcases/cesdk/web/background-removal/web?utm_source=github&utm_medium=project&utm_campaign=bg-removal). - -## News - -- **`September 12th, 2023`:** We released the code of Background Removal NodeJS. - -## Overview - -`@imgly/background-removal-node` is a powerful npm package that allows developers to seamlessly remove the background from images in NodeJs. With its unique features and capabilities, this package offers an innovative and cost-effective solution for background removal tasks without compromising data privacy. - -The key features of `@imgly/background-removal-node` are: - -- **Seamless Integration with IMG.LY's CE.SDK**: `@imgly/background-removal` provides seamless integration with [IMG.LY's CE.SDK](https://img.ly/products/creative-sdk?utm_source=github&utm_medium=project&utm_campaign=bg-removal), allowing developers to easily incorporate powerful in-browser image matting and background removal capabilities into their projects. - -The Neural Network ([ONNX model](https://onnx.ai/)) are hosted on [UNPKG](https://www.unpkg.com/), making it readily available for download to all users of the library. See the section Custom Asset Serving if you want to host data on your own servers. - -## Installation - -You can install `@imgly/background-removal-node` via npm or yarn. Use the following commands to install the package: - -### NPM - -```shell -npm install @imgly/background-removal-node -``` - -## Usage - -```typescript -import { removeBackground } from "@imgly/background-removal"; -// const {removeBackground} = require("@imgly/background-removal"); - -let image_src: ImageData | ArrayBuffer | Uint8Array | Blob | URL | string = ...; - -removeBackground(image_src).then((blob: Blob) => { - // The result is a blob encoded as PNG. It can be converted to an URL to be used as HTMLImage.src -}) -``` - -Note: On the first run the wasm and onnx model files are fetched. This might, depending on the bandwidth, take time. Therefore, the first run takes proportionally longer than each consecutive run. Also, all files are cached by the browser and an additional model cache. - -## Advanced Configuration - -The library does not need any configuration to get started. However, there are optional parameters that influence the behaviour and give more control over the library. - -```typescript -type Config = { - publicPath: string; // The public path used for model a - debug: bool; // enable or disable useful console.log outputs - proxyToWorker: bool; // Whether to proxy the calculations to a web worker. (Default true) - model: 'small' | 'medium'; // The model to use. (Default "medium") -}; -``` - -### Download Size vs Quality - -The onnx model is shipped in various sizes and needs. - -- small (~40 MB) is the smallest model and is in most cases working fine but sometimes shows some artifacts. It's a quantized model. -- medium (~80MB) is the default model. - -### Download Progress Monitoring - -On the first run, the necessary data will be fetched and stored in the browser cache. Since the download might take some time, you have the option to tap into the download progress. - -```typescript -let config: Config = { - progress: (key, current, total) => { - console.log(`Downloading ${key}: ${current} of ${total}`); - } -}; -``` - -### Custom Asset Serving - -Currently, the wasm and onnx neural networks are served via unpkg. For production use, we advise you to host them yourself. Therefore, copy all .wasm and .onnx files to your public path `$PUBLIC_PATH` and reconfigure the library. - -```shell -cp node_modules/@imgly/background-removal-node/dist/*.* $PUBLIC_PATH -``` - -```typescript -import { removeBackground, Config} from "@imgly/background-removal" - -const public_path = "file:/PATH_TO_ASSETS" ; // the path assets are served from - -let config: Config = { - publicPath: public_path, // path to the wasm files -}; - -let image_src: ImageData | ArrayBuffer | Uint8Array | Blob | URL | string = ...; - -removeBackground(image_src, config).then((blob: Blob) => { - // result is a blob encoded as PNG. -}) -``` - -### Debug Outputs - -Enable debug outputs and logging to the console - -```typescript -let config: Config = { - debug: true -}; -``` - -### Cross-Origin Resource Sharing (CORS) - -If you are running into CORS issues you might want to pass additional parameters to the fetch function via - -```typescript -let config: Config = { - fetchArgs: { - mode: 'no-cors' - } -}; -``` - -`fetchArgs` are passed as second parameters to the fetch function as described in [MDN](https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API/Using_Fetch). - -## Who is it for? - -`@imgly/background-removal-node` is ideal for developers and projects that require efficient and cost-effective background removal directly in the NodeJs. It caters to a wide range of use cases, including but not limited to: - -- _E-commerce applications_ that need to remove backgrounds from product images in real time. - -- _Image editing applications_ that require background removal capabilities for enhancing user experience. - -- _Web-based graphic design tools_ that aim to simplify the creative process with in-browser background removal. - -Whether you are a professional developer or a hobbyist, `@imgly/background-removal-node` empowers you to deliver impressive applications and services with ease. - -## License - -The software is free for use under the GPL License. Please contact [support@img.ly](mailto:support@img.ly?subject=Background-Removal-Node%20License) for questions about other licensing options. - -## Authors & Contributors - -This library is made by IMG.LY shipping the world's premier SDKs for building creative applications. -Start your trial of the [CreativeEditor SDK](https://img.ly/products/creative-sdk?utm_source=github&utm_medium=project&utm_campaign=bg-removal-node), [PhotoEditor SDK](https://img.ly/products/photo-sdk?utm_source=github&utm_medium=project&utm_campaign=bg-removal-node) & [VideoEditor SDK](https://img.ly/products/video-sdk?utm_source=github&utm_medium=project&utm_campaign=bg-removal-node). diff --git a/packages/node/TODO.md b/packages/node/TODO.md deleted file mode 100644 index 59910ec..0000000 --- a/packages/node/TODO.md +++ /dev/null @@ -1,21 +0,0 @@ -- [ ] Provide typescript bindings -- [x] Provide access to filesystem for nodejs version -- [ ] Update build script to external dependencies from `package.json` -- [ ] use logger callback instead of `console.log` - ``` - logger: (level, message: string, args...) => void - ``` -- [ ] use resolver callback instead of publicPath as such we can allow various - ``` - resolve: (path: string) => Response - ``` -- [ ] use decode callback to allow different types of image decoders - ``` - decode: (buffer: Uint8Array, mimetype: string) => Uint8Array - ``` -- [ ] use encode callback to allow differnt types of image encoders - ``` - encode: (buffer: Uint8Array, mimetype: string) => Uint8Array - ``` - -- [ ] use zod to check each api endpoint and not just the config. 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"version": "1.1.0", - "description": "Background Removal in NodeJS", - "keywords": [ - "background-removal", - "nodejs", - "image-segmentation", - "image-matting", - "onnx" - ], - "repository": { - "type": "git", - "url": "https://github.com/imgly/background-removal-js.git" - }, - "license": "SEE LICENSE IN LICENSE.md", - "author": { - "name": "IMG.LY GmbH", - "email": "support@img.ly", - "url": "https://img.ly" - }, - "bugs": { - "email": "support@img.ly" - }, - "homepage": "https://img.ly/showcases/cesdk/web/background-removal/node", - "source": "./src/index.ts", - "main": "./dist/index.cjs", - "module": "./dist/index.mjs", - "types": "./dist/types.d.ts", - "files": [ - "LICENSE.md", - "README.md", - "dist/", - "bin/" - ], - "scripts": { - "start": "npm run watch", - "clean": "npx rimraf dist", - "test": "true", - "resources": "node ../../scripts/package-resources.mjs", - "build": "npm run clean && npm run resources && node scripts/build.mjs", - "watch": "npm run clean && npm run resources && node scripts/watch.mjs", - "publish": "npm run build && npm publish --access public", - "lint": "npx prettier --write ." - }, - "dependencies": { - "onnxruntime-node": "^1.15.1", - "sharp": "^0.32.4" - }, - "devDependencies": { - "@types/lodash": "^4.14.195", - "@types/node": "^20.3.1", - "lodash": "^4.17.21", - "ndarray": "^1.0.19", - "zod": "^3.21.4", - "assert": "^2.0.0", - "esbuild": "^0.18.18", - "npm-dts": "^1.3.12", - "os-browserify": "^0.3.0", - "path-browserify": "^1.0.1", - "process": "^0.11.10", - "stream-browserify": "^3.0.0", - "ts-loader": "^9.4.3", - "tslib": "^2.5.3", - "typescript": "^5.1.6", - "util": "^0.12.5", - "webpack": "^5.85.1", - "webpack-cli": "^5.1.4" - } -} diff --git a/packages/node/scripts/build.mjs b/packages/node/scripts/build.mjs deleted file mode 100644 index 93ec932..0000000 --- a/packages/node/scripts/build.mjs +++ /dev/null @@ -1,32 +0,0 @@ -export { configs }; -import * as esbuild from 'esbuild'; -import dts from 'npm-dts'; - -new dts.Generator({ - entry: 'src/index.ts', - output: 'dist/index.d.ts' -}).generate(); - -const configs = [ - { - entryPoints: ['src/index.ts'], - bundle: true, - sourcemap: true, - platform: 'node', - format: 'cjs', - external: ['sharp', 'onnxruntime-node'], - outfile: 'dist/index.cjs' - }, - - { - entryPoints: ['src/index.ts'], - bundle: true, - sourcemap: true, - external: ['sharp', 'onnxruntime-node'], - platform: 'node', - format: 'esm', - outfile: 'dist/index.mjs' - } -]; - -await configs.map(async (config) => await esbuild.build(config)); diff --git a/packages/node/scripts/watch.mjs b/packages/node/scripts/watch.mjs deleted file mode 100644 index 17a18db..0000000 --- a/packages/node/scripts/watch.mjs +++ /dev/null @@ -1,15 +0,0 @@ -import * as esbuild from 'esbuild'; -import { configs } from './build.mjs'; -import dts from 'npm-dts'; - -new dts.Generator({ - entry: 'src/index.ts', - output: 'dist/index.d.ts' -}).generate(); - -const contexts = await Promise.all( - configs.map((config) => esbuild.context(config)) -); - -await Promise.any(contexts.map((ctx) => ctx.watch())); -console.log('watching...'); diff --git a/packages/node/src/codecs.ts b/packages/node/src/codecs.ts deleted file mode 100644 index 1a226b8..0000000 --- a/packages/node/src/codecs.ts +++ /dev/null @@ -1,40 +0,0 @@ -export { imageEncode, imageDecode }; - -import sharp, { FormatEnum } from 'sharp'; -import ndarray, { NdArray } from 'ndarray'; - -async function imageDecode(blob: Blob): Promise> { - const buffer = await blob.arrayBuffer(); - const decoded = sharp(buffer); - - let { width, height, channels } = await decoded.metadata(); - - if (channels === 3) { - decoded.ensureAlpha(); - channels = 4; - } - - const outBuffer = await decoded.raw().toBuffer(); - const array = ndarray(outBuffer, [height!, width!, channels!]); - await sharp(array.data, { - raw: { width: width!, height: height!, channels: channels! } - }); - return array; -} - -async function imageEncode( - imageData: NdArray, - quality: number = 0.8, - type: string = 'image/png' -): Promise { - const [height, width, channels] = imageData.shape; - if (channels !== 4) throw new Error('Only 4-channel images are supported'); - const image = sharp(imageData.data, { raw: { height, width, channels } }); - type Keys = keyof FormatEnum; - const format = type.split('/').pop()! as Keys; - - const buffer = await image - .toFormat(format, { quality: quality * 100 }) - .toBuffer(); - return new Blob([buffer], { type: type }); -} diff --git a/packages/node/src/index.ts b/packages/node/src/index.ts deleted file mode 100644 index 018421d..0000000 --- a/packages/node/src/index.ts +++ /dev/null @@ -1,58 +0,0 @@ -// Exports -export default removeBackground; -export type { ImageSource, Config }; -export { removeBackground }; - -// Imports -import { initInference, runInference } from './inference'; -import { Config } from './schema'; -import * as utils from './utils'; -import { NdArray } from 'ndarray'; -import * as codecs from './codecs'; -import { memoize } from 'lodash'; -import { ensureAbsoluteURI } from './url'; -import { loadFromURI } from './resource'; - -type ImageSource = ArrayBuffer | Uint8Array | Blob | URL | string; - -const init = memoize(initInference, (config) => JSON.stringify(config)); - -async function removeBackground( - image: ImageSource, - configuration?: Config -): Promise { - const { config, session } = await init(configuration); - - if (config.debug) { - config.progress = - config.progress ?? - ((key, current, total) => { - console.debug(`Downloading ${key}: ${current} of ${total}`); - }); - } - - image = await imageSourceToImageData(image, config); - - const outImageTensor = await runInference(image, config, session); - return await utils.imageEncode(outImageTensor); -} - -async function imageSourceToImageData( - image: ImageSource, - config: Config -): Promise> { - if (typeof image === 'string') { - image = ensureAbsoluteURI(image, `file://${process.cwd()}/`); - } - if (image instanceof URL) { - image = await (await loadFromURI(image)).blob() - } - if (image instanceof ArrayBuffer || ArrayBuffer.isView(image)) { - image = new Blob([image]); - } - if (image instanceof Blob) { - image = await codecs.imageDecode(image); - } - - return image as NdArray; -} diff --git a/packages/node/src/inference.ts b/packages/node/src/inference.ts deleted file mode 100644 index 2a9c28c..0000000 --- a/packages/node/src/inference.ts +++ /dev/null @@ -1,57 +0,0 @@ -export { initInference, runInference }; - -import { tensorResize, tensorHWCtoBCHW } from './utils'; -import { createOnnxSession, runOnnxSession } from './onnx'; -import { calculateProportionalSize } from './utils'; -import { Config } from './schema'; -import ndarray, { NdArray } from 'ndarray'; -import { loadAsBlob } from './resource'; - -async function initInference(config: Config) { - - if (config.debug) console.debug('Loading model...'); - const model = config.model; - const blob = await loadAsBlob(`/models/${model}`, config); - const arrayBuffer = await blob.arrayBuffer(); - const session = await createOnnxSession(arrayBuffer, config); - return { config, session }; -} - -async function runInference( - imageTensor: NdArray, - config: Config, - session: any -): Promise> { - if (config.progress) config.progress('compute:inference', 0, 1); - const resolution = 1024; - const [srcHeight, srcWidth, srcChannels] = imageTensor.shape; - let tensorImage = await tensorResize(imageTensor, resolution, resolution); - const inputTensor = tensorHWCtoBCHW(tensorImage); - const predictionsDict = await runOnnxSession( - session, - [['input', inputTensor]], - ['output'] - ); - - const stride = resolution * resolution; - - for (let i = 0; i < 4 * stride; i += 4) { - let idx = i / 4; - let alpha = predictionsDict[0].data[idx]; - tensorImage.data[i + 3] = alpha * 255; - } - - const [width, height] = calculateProportionalSize( - srcWidth, - srcHeight, - resolution, - resolution - ); - - const dst_width = Math.min(width, srcWidth); - const dst_height = Math.min(height, srcHeight); - - tensorImage = await tensorResize(tensorImage, dst_width, dst_height); - if (config.progress) config.progress('compute:inference', 1, 1); - return ndarray(tensorImage.data, [dst_height, dst_width, 4]); -} diff --git a/packages/node/src/onnx.ts b/packages/node/src/onnx.ts deleted file mode 100644 index 291075a..0000000 --- a/packages/node/src/onnx.ts +++ /dev/null @@ -1,55 +0,0 @@ -export { createOnnxSession, runOnnxSession }; - -import ndarray, { NdArray } from 'ndarray'; -import * as ort from 'onnxruntime-node'; -// import * as ort from 'onnxruntime-node-gpu'; -import { Config } from './schema'; - -async function createOnnxSession(model: any, config: Config) { - if (config.debug) { - ort.env.debug = true; - ort.env.logLevel = 'verbose'; - console.debug('ort.env.wasm:', ort.env.wasm); - } - - const ort_config: ort.InferenceSession.SessionOptions = { - graphOptimizationLevel: 'all', - executionMode: 'parallel' - }; - - const session = await ort.InferenceSession.create(model, ort_config).catch( - (e: any) => { - throw new Error( - `Failed to create session: ${e}. Please check if the publicPath is set correctly.` - ); - } - ); - return session; -} - -async function runOnnxSession( - session: any, - inputs: [string, NdArray][], - outputs: [string] -) { - const feeds: Record = {}; - for (const [key, tensor] of inputs) { - feeds[key] = new ort.Tensor( - 'float32', - new Float32Array(tensor.data), - tensor.shape - ); - } - const outputData = await session.run(feeds, {}); - const outputKVPairs: NdArray[] = []; - - for (const key of outputs) { - const output: ort.Tensor = outputData[key]; - const shape: Number[] = output.dims as number[]; - const data: Float32Array = output.data as Float32Array; - const tensor = ndarray(data, shape); - outputKVPairs.push(tensor); - } - - return outputKVPairs; -} diff --git a/packages/node/src/platform.ts b/packages/node/src/platform.ts deleted file mode 100644 index 08ef839..0000000 --- a/packages/node/src/platform.ts +++ /dev/null @@ -1,32 +0,0 @@ -export { platform, Platform }; - -enum Platform { - Unknown, - Node, - Browser, - Deno, - Electron, - ReactNative -} - -const isBrowser = typeof window !== 'undefined'; -const isNode = - typeof process !== 'undefined' && process.versions && process.versions.node; -const isDeno = typeof Deno !== 'undefined'; -const isElectron = - typeof window !== 'undefined' && - window.process && - window.process.type === 'renderer'; -const isReactNative = - typeof navigator !== 'undefined' && navigator.product === 'ReactNative'; -const isBun = typeof window !== 'undefined' && window.__BUN__; - -const platform = (() => { - if (isBrowser) return Platform.Browser; - if (isNode) return Platform.Node; - if (isDeno) return Platform.Deno; - if (isElectron) return Platform.Electron; - if (isReactNative) return Platform.ReactNative; - if (isBun) return Platform.Bun; - return Platform.Unknown; -})(); diff --git a/packages/node/src/resource.ts b/packages/node/src/resource.ts deleted file mode 100644 index 9a29dfd..0000000 --- a/packages/node/src/resource.ts +++ /dev/null @@ -1,97 +0,0 @@ -export { loadAsBlob, loadAsUrl, loadFromURI }; - -import { Config } from './schema'; -import { ensureAbsoluteURI } from './url'; -import { readFile } from 'fs/promises'; - -async function loadAsUrl(url: string, config: Config) { - return URL.createObjectURL(await loadAsBlob(url, config)); -} - -async function loadFromURI( - uri: URL, - config = { headers: { 'Content-Type': 'application/octet-stream' } } -) { - switch (uri.protocol) { - case 'http:': - return await fetch(uri); - case 'https:': - return await fetch(uri); - case 'file:': { - const buffer = await readFile(uri.pathname); - return new Response(buffer, { status: 200, headers: config.headers }); - } - default: - throw new Error(`Unsupported protocol: ${uri.protocol}`); - } -} -async function loadAsBlob(key: string, config: Config) { - // load resource metadata - - const resourceUri = ensureAbsoluteURI('./resources.json', config.publicPath); - - const resourceResponse = await loadFromURI(resourceUri); - if (!resourceResponse.ok) { - throw new Error( - `Resource metadata not found. Ensure that the config.publicPath is configured correctly.` - ); - } - const resourceMap = await resourceResponse.json(); - const entry = resourceMap[key]; - - if (!entry) { - throw new Error( - `Resource ${key} not found. Ensure that the config.publicPath is configured correctly.` - ); - } - - let paths = Object.keys(entry.chunks); - - const allChunks = await Promise.all( - paths.map(async (path) => { - const url = ensureAbsoluteURI(path, config.publicPath); - const response = await loadFromURI(url, { - headers: { 'Content-Type': entry.mime } - }); - - const chunks = config.progress - ? await fetchChunked(response, entry, config, key) - : [await response.blob()]; - return chunks; - }) - ); - - const chunks = allChunks.flat(); - const data = new Blob(chunks, { type: entry.mime }); - if (data.size !== entry.size) { - throw new Error( - `Failed to fetch ${key} with size ${entry.size} but got ${data.size}` - ); - } - return data; -} - -async function fetchChunked( - response: Response, - entry: any, - config: Config, - key: string -) { - const reader = response.body!.getReader(); - // let contentLength = Number(response.headers.get('Content-Length')); - const contentLength = entry.size ?? 0; - let receivedLength = 0; - - let chunks: Uint8Array[] = []; - while (true) { - const { done, value } = await reader.read(); - if (done) { - break; - } - chunks.push(value); - receivedLength += value.length; - if (config.progress) - config.progress(`fetch:${key}`, receivedLength, contentLength); - } - return chunks; -} diff --git a/packages/node/src/url.ts b/packages/node/src/url.ts deleted file mode 100644 index 450ebd8..0000000 --- a/packages/node/src/url.ts +++ /dev/null @@ -1,14 +0,0 @@ -export { ensureAbsoluteURI }; - -function isAbsoluteURI(url: string): boolean { - const regExp = new RegExp('^(?:[a-z+]+:)?//', 'i'); - return regExp.test(url); // true - regular http absolute URL -} - -function ensureAbsoluteURI(url: string, baseUrl: string): URL { - if (isAbsoluteURI(url)) { - return new URL(url); - } else { - return new URL(url, baseUrl); - } -} diff --git a/packages/node/src/utils.ts b/packages/node/src/utils.ts deleted file mode 100644 index 2e8550a..0000000 --- a/packages/node/src/utils.ts +++ /dev/null @@ -1,123 +0,0 @@ -export { - imageDecode, - imageEncode, - tensorResize, - tensorHWCtoBCHW, - imageBitmapToImageData, - calculateProportionalSize -}; - -import ndarray, { NdArray } from 'ndarray'; -import { imageDecode, imageEncode } from './codecs'; - -function imageBitmapToImageData(imageBitmap: ImageBitmap): ImageData { - var canvas = new OffscreenCanvas(imageBitmap.width, imageBitmap.height); - var ctx = canvas.getContext('2d')!; - ctx.drawImage(imageBitmap, 0, 0); - return ctx.getImageData(0, 0, canvas.width, canvas.height); -} - -async function tensorResize( - imageTensor: NdArray, - newWidth: number, - newHeight: number -): Promise> { - const [srcHeight, srcWidth, srcChannels] = imageTensor.shape; - // Calculate the scaling factors - const scaleX = srcWidth / newWidth; - const scaleY = srcHeight / newHeight; - - // Create a new NdArray to store the resized image - const resizedImageData = ndarray( - new Uint8Array(srcChannels * newWidth * newHeight), - [newHeight, newWidth, srcChannels] - ); - // Perform interpolation to fill the resized NdArray - for (let y = 0; y < newHeight; y++) { - for (let x = 0; x < newWidth; x++) { - for (let c = 0; c < srcChannels; c++) { - const srcX = x * scaleX; - const srcY = y * scaleY; - const x1 = Math.floor(srcX); - const x2 = Math.ceil(srcX); - const y1 = Math.floor(srcY); - const y2 = Math.ceil(srcY); - - const dx = srcX - x1; - const dy = srcY - y1; - - const p1 = imageTensor.get(y1, x1, c); - const p2 = imageTensor.get(y1, x2, c); - const p3 = imageTensor.get(y2, x1, c); - const p4 = imageTensor.get(y2, x2, c); - - // Perform bilinear interpolation - const interpolatedValue = - (1 - dx) * (1 - dy) * p1 + - dx * (1 - dy) * p2 + - (1 - dx) * dy * p3 + - dx * dy * p4; - - resizedImageData.set(y, x, c, Math.round(interpolatedValue)); - } - } - } - - return resizedImageData; -} - -// async function tensorResize( -// imageTensor: NdArray, -// newWidth: number, -// newHeight: number -// ): Promise> { -// const [srcHeight, srcWidth, srcChannels] = imageTensor.shape; -// const imageData = new ImageData(imageTensor.data, srcWidth, srcHeight); -// const bitmap = await createImageBitmap(imageData, { -// resizeWidth: newWidth, -// resizeHeight: newHeight, -// resizeQuality: 'high', -// premultiplyAlpha: 'premultiply' -// }); -// const outImageData = imageBitmapToImageData(bitmap); -// return ndarray(outImageData.data, [ -// outImageData.height, -// outImageData.width, -// 4 -// ]); -// } - -function tensorHWCtoBCHW( - imageTensor: NdArray, - mean: number[] = [128, 128, 128], - std: number[] = [256, 256, 256] -): NdArray { - var imageBufferData = imageTensor.data; - const [srcHeight, srcWidth, srcChannels] = imageTensor.shape; - const stride = srcHeight * srcWidth; - const float32Data = new Float32Array(3 * stride); - - // r_0, r_1, .... g_0,g_1, .... b_0 - for (let i = 0, j = 0; i < imageBufferData.length; i += 4, j += 1) { - float32Data[j] = (imageBufferData[i] - mean[0]) / std[0]; - float32Data[j + stride] = (imageBufferData[i + 1] - mean[1]) / std[1]; - float32Data[j + stride + stride] = - (imageBufferData[i + 2] - mean[2]) / std[2]; - } - - return ndarray(float32Data, [1, 3, srcHeight, srcWidth]); -} - -function calculateProportionalSize( - originalWidth: number, - originalHeight: number, - maxWidth: number, - maxHeight: number -): [number, number] { - const widthRatio = maxWidth / originalWidth; - const heightRatio = maxHeight / originalHeight; - const scalingFactor = Math.min(widthRatio, heightRatio); - const newWidth = Math.floor(originalWidth * scalingFactor); - const newHeight = Math.floor(originalHeight * scalingFactor); - return [newWidth, newHeight]; -} diff --git a/packages/node/tsconfig.json b/packages/node/tsconfig.json deleted file mode 100644 index c8994f3..0000000 --- a/packages/node/tsconfig.json +++ /dev/null @@ -1,9 +0,0 @@ -{ - "compilerOptions": { - "lib": ["DOM", "ES2020"], - "resolveJsonModule": true, - "esModuleInterop": true, - "emitDeclarationOnly": true, - "declaration": true - } -} diff --git a/packages/web/.resources.mjs b/packages/web/.resources.mjs deleted file mode 100644 index 5ca8abe..0000000 --- a/packages/web/.resources.mjs +++ /dev/null @@ -1,17 +0,0 @@ -export default [ - { - path: '/models/', - source: '../../bundle/models/small', - mime: 'application/octet-steam' - }, - { - path: '/models/', - source: '../../bundle/models/medium', - mime: 'application/octet-steam' - }, - { - path: '/onnxruntime-web/', - source: './node_modules/onnxruntime-web/dist/*.wasm', - mime: 'application/wasm' - } -]; diff --git a/packages/web/README.md b/packages/web/README.md deleted file mode 100644 index 875efc0..0000000 --- a/packages/web/README.md +++ /dev/null @@ -1,165 +0,0 @@ -# Background Removal in the Browser - -

-background removal js showcase -

- -Remove backgrounds from images directly in the browser environment with ease and no additional costs or privacy concerns. -Explore an [interactive demo](https://img.ly/showcases/cesdk/web/background-removal/web?utm_source=github&utm_medium=project&utm_campaign=bg-removal). - -## News - -- **`June 28th, 2023`:** We released the code of Background Removal JS. - -## Overview - -`@imgly/background-removal` is a powerful npm package that allows developers to seamlessly remove the background from images directly in the browser. With its unique features and capabilities, this package offers an innovative and cost-effective solution for background removal tasks without compromising data privacy. - -The key features of `@imgly/background-removal` are: - -- **In-Browser Background Removal**: Our one-of-a-kind solution performs the entire background removal process directly in the user's browser, eliminating the need for additional server costs. By leveraging the computing power of the local device, users can enjoy a fast and efficient background removal process. - -- **Data Protection**: As `@imgly/background-removal` runs entirely in the browser, users can have peace of mind knowing that their images and sensitive information remain secure within their own devices. With no data transfers to external servers, data privacy concerns are effectively mitigated. - -- **Seamless Integration with IMG.LY's CE.SDK**: `@imgly/background-removal` provides seamless integration with [IMG.LY's CE.SDK](https://img.ly/products/creative-sdk?utm_source=github&utm_medium=project&utm_campaign=bg-removal), allowing developers to easily incorporate powerful in-browser image matting and background removal capabilities into their projects. - -The Neural Network ([ONNX model](https://onnx.ai/)) and WASM files used by `@imgly/background-removal` are hosted on [UNPKG](https://www.unpkg.com/), making it readily available for download to all users of the library. See the section Custom Asset Serving if you want to host data on your own servers. - - -## Installation - -You can install `@imgly/background-removal` via npm or yarn. Use the following commands to install the package: - -### NPM - -```shell -npm install @imgly/background-removal -``` - -## Usage - -```typescript -import imglyRemoveBackground from "@imgly/background-removal" - -let image_src: ImageData | ArrayBuffer | Uint8Array | Blob | URL | string = ...; - -imglyRemoveBackground(image_src).then((blob: Blob) => { - // The result is a blob encoded as PNG. It can be converted to an URL to be used as HTMLImage.src - const url = URL.createObjectURL(blob); -}) -``` - -Note: On the first run the wasm and onnx model files are fetched. This might, depending on the bandwidth, take time. Therefore, the first run takes proportionally longer than each consecutive run. Also, all files are cached by the browser and an additional model cache. - -## Advanced Configuration - -The library does not need any configuration to get started. However, there are optional parameters that influence the behaviour and give more control over the library. - -```typescript -type Config = { - publicPath: string; // The public path used for model and wasm files - debug: bool; // enable or disable useful console.log outputs - proxyToWorker: bool; // Whether to proxy the calculations to a web worker. (Default true) - model: 'small' | 'medium'; // The model to use. (Default "medium") -}; -``` - -### Download Size vs Quality - -The onnx model is shipped in various sizes and needs. - -- small (~40 MB) is the smallest model and is in most cases working fine but sometimes shows some artifacts. It's a quantized model. -- medium (~80MB) is the default model. - -### Download Progress Monitoring - -On the first run, the necessary data will be fetched and stored in the browser cache. Since the download might take some time, you have the option to tap into the download progress. - -```typescript -let config: Config = { - progress: (key, current, total) => { - console.log(`Downloading ${key}: ${current} of ${total}`); - } -}; -``` - -### Performance - -The performance is largely dependent on the feature set available. Most prominently, ensure that `SharedArrayBuffer` is available [MDN](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/SharedArrayBuffer). Due to the security requirements of `SharedArrayBuffer` two headers need to be set to cross-origin isolate your site: - -```typescript -'Cross-Origin-Opener-Policy': 'same-origin', -'Cross-Origin-Embedder-Policy': 'require-corp' -``` - -### Custom Asset Serving - -Currently, the wasm and onnx neural networks are served via unpkg. For production use, we advise you to host them yourself. Therefore, copy all .wasm and .onnx files to your public path `$PUBLIC_PATH` and reconfigure the library. - -```shell -cp node_modules/@imgly/background-removal/dist/*.wasm $PUBLIC_PATH -cp node_modules/@imgly/background-removal/dist/*.onnx $PUBLIC_PATH -``` - -```typescript -import imglyRemoveBackground, {Config} from "@imgly/background-removal" - -const public_path = "https://example.com/assets/" ; // the path assets are served from - -let config: Config = { - publicPath: public_path, // path to the wasm files -}; - -let image_src: ImageData | ArrayBuffer | Uint8Array | Blob | URL | string = ...; - -imglyRemoveBackground(image_src, config).then((blob: Blob) => { - // result is a blob encoded as PNG. - // It can be converted to an URL to be used as HTMLImage.src - const url = URL.createObjectURL(blob); -}) -``` - -### Debug Outputs - -Enable debug outputs and logging to the console - -```typescript -let config: Config = { - debug: true -}; -``` - -### Cross-Origin Resource Sharing (CORS) - -If you are running into CORS issues you might want to pass additional parameters to the fetch function via - -```typescript -let config: Config = { - fetchArgs: { - mode: 'no-cors' - } -}; -``` - -`fetchArgs` are passed as second parameters to the fetch function as described in [MDN](https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API/Using_Fetch). - -## Who is it for? - -`@imgly/background-removal` is ideal for developers and projects that require efficient and cost-effective background removal directly in the browser. It caters to a wide range of use cases, including but not limited to: - -- _E-commerce applications_ that need to remove backgrounds from product images in real time. - -- _Image editing applications_ that require background removal capabilities for enhancing user experience. - -- _Web-based graphic design tools_ that aim to simplify the creative process with in-browser background removal. - -Whether you are a professional developer or a hobbyist, `@imgly/background-removal` empowers you to deliver impressive applications and services with ease. - -## License - -The software is free for use under the GPL License. Please contact [support@img.ly](mailto:support@img.ly?subject=Background-Removal%20License) for questions about other licensing options. - -## Authors & Contributors - -This library is made by IMG.LY shipping the world's premier SDKs for building creative applications. -Start your trial of the [CreativeEditor SDK](https://img.ly/products/creative-sdk?utm_source=github&utm_medium=project&utm_campaign=bg-removal), [PhotoEditor SDK](https://img.ly/products/photo-sdk?utm_source=github&utm_medium=project&utm_campaign=bg-removal) & [VideoEditor SDK](https://img.ly/products/video-sdk?utm_source=github&utm_medium=project&utm_campaign=bg-removal). diff --git a/packages/web/package-lock.json b/packages/web/package-lock.json deleted file mode 100644 index cc5d659..0000000 --- a/packages/web/package-lock.json +++ /dev/null @@ -1,3561 +0,0 @@ -{ - "name": "@imgly/background-removal", - "version": "1.1.0", - "lockfileVersion": 3, - "requires": true, - "packages": { - "": { - "name": "@imgly/background-removal", - 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"dev": true, - "funding": { - "url": "https://github.com/sponsors/colinhacks" - } - } - } -} diff --git a/packages/web/package.json b/packages/web/package.json deleted file mode 100644 index 8993456..0000000 --- a/packages/web/package.json +++ /dev/null @@ -1,68 +0,0 @@ -{ - "name": "@imgly/background-removal", - "version": "1.1.0", - "description": "Background Removal in the Browser", - "keywords": [ - "background-removal", - "client-side", - "data-privacy", - "image-segmentation", - "image-matting", - "onnx" - ], - "repository": { - "type": "git", - "url": "https://github.com/imgly/background-removal-js.git" - }, - "license": "SEE LICENSE IN LICENSE.md", - "author": { - "name": "IMG.LY GmbH", - "email": "support@img.ly", - "url": "https://img.ly" - }, - "bugs": { - "email": "support@img.ly" - }, - "source": "./src/index.ts", - "main": "./dist/index.cjs", - "module": "./dist/index.mjs", - "browser": "./dist/index.js", - "homepage": "https://img.ly/showcases/cesdk/web/background-removal/web", - "types": "./dist/index.d.ts", - "files": [ - "LICENSE.md", - "README.md", - "dist/" - ], - "scripts": { - "start": "npm run watch", - "clean": "npx rimraf dist", - "test": "true", - "resources": "node ../../scripts/package-resources.mjs", - "build": "npm run clean && npm run resources && node scripts/build.mjs", - "watch": "npm run clean && npm run resources && node scripts/watch.mjs", - "publish": "npm run build && npm publish --access public", - "lint": "npx prettier --write ." - }, - "dependencies": { - "onnxruntime-web": "^1.15.1" - }, - "devDependencies": { - "@types/lodash": "^4.14.195", - "@types/node": "^20.3.1", - "lodash": "^4.17.21", - "ndarray": "^1.0.19", - "zod": "^3.21.4", - "assert": "^2.0.0", - "esbuild": "^0.18.18", - "glob": "^10.3.3", - "npm-dts": "^1.3.12", - "process": "^0.11.10", - "ts-loader": "^9.4.3", - "tslib": "^2.5.3", - "typescript": "^5.1.3", - "util": "^0.12.5", - "webpack": "^5.85.1", - "webpack-cli": "^5.1.4" - } -} diff --git a/packages/web/scripts/build.mjs b/packages/web/scripts/build.mjs deleted file mode 100644 index 8481a29..0000000 --- a/packages/web/scripts/build.mjs +++ /dev/null @@ -1,32 +0,0 @@ -export { configs }; - -import * as esbuild from 'esbuild'; -import dts from 'npm-dts'; - -new dts.Generator({ - entry: 'src/index.ts', - output: 'dist/index.d.ts' -}).generate(); - -const configs = [ - { - entryPoints: ['src/index.ts'], - bundle: true, - sourcemap: true, - platform: 'browser', - external: ['onnxruntime-web'], - format: 'cjs', - outfile: 'dist/index.cjs' - }, - { - entryPoints: ['src/index.ts'], - bundle: true, - sourcemap: true, - external: ['onnxruntime-web'], - platform: 'browser', - format: 'esm', - outfile: 'dist/index.mjs' - } -]; - -await configs.map(async (config) => await esbuild.build(config)); diff --git a/packages/web/scripts/watch.mjs b/packages/web/scripts/watch.mjs deleted file mode 100644 index 17a18db..0000000 --- a/packages/web/scripts/watch.mjs +++ /dev/null @@ -1,15 +0,0 @@ -import * as esbuild from 'esbuild'; -import { configs } from './build.mjs'; -import dts from 'npm-dts'; - -new dts.Generator({ - entry: 'src/index.ts', - output: 'dist/index.d.ts' -}).generate(); - -const contexts = await Promise.all( - configs.map((config) => esbuild.context(config)) -); - -await Promise.any(contexts.map((ctx) => ctx.watch())); -console.log('watching...'); diff --git a/packages/web/src/codecs.ts b/packages/web/src/codecs.ts deleted file mode 100644 index 0364055..0000000 --- a/packages/web/src/codecs.ts +++ /dev/null @@ -1,26 +0,0 @@ -export { imageEncode, imageDecode }; -import { imageBitmapToImageData } from './utils'; -import ndarray, { NdArray } from 'ndarray'; - -async function imageDecode(blob: Blob): Promise> { - const imageBitmap = await createImageBitmap(blob); - const imageData = imageBitmapToImageData(imageBitmap); - return ndarray(imageData.data, [imageData.height, imageData.width, 4]); -} - -async function imageEncode( - imageTensor: NdArray, - quality: number = 0.8, - type: string = 'image/png' -): Promise { - const [height, width, channels] = imageTensor.shape; - const imageData = new ImageData( - new Uint8ClampedArray(imageTensor.data), - width, - height - ); - var canvas = new OffscreenCanvas(imageData.width, imageData.height); - var ctx = canvas.getContext('2d')!; - ctx.putImageData(imageData, 0, 0); - return canvas.convertToBlob({ quality, type }); -} diff --git a/packages/web/src/feature-detect.js b/packages/web/src/feature-detect.js deleted file mode 100644 index 1df9519..0000000 --- a/packages/web/src/feature-detect.js +++ /dev/null @@ -1,123 +0,0 @@ -export const bigInt = () => - (async (e) => { - try { - return ( - (await WebAssembly.instantiate(e)).instance.exports.b(BigInt(0)) === - BigInt(0) - ); - } catch (e) { - return !1; - } - })( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 1, 6, 1, 96, 1, 126, 1, 126, 3, 2, 1, 0, 7, - 5, 1, 1, 98, 0, 0, 10, 6, 1, 4, 0, 32, 0, 11 - ]) - ), - bulkMemory = async () => - WebAssembly.validate( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 1, 4, 1, 96, 0, 0, 3, 2, 1, 0, 5, 3, 1, 0, - 1, 10, 14, 1, 12, 0, 65, 0, 65, 0, 65, 0, 252, 10, 0, 0, 11 - ]) - ), - exceptions = async () => - WebAssembly.validate( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 1, 4, 1, 96, 0, 0, 3, 2, 1, 0, 10, 8, 1, 6, - 0, 6, 64, 25, 11, 11 - ]) - ), - extendedConst = async () => - WebAssembly.validate( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 5, 3, 1, 0, 1, 11, 9, 1, 0, 65, 1, 65, 2, - 106, 11, 0 - ]) - ), - gc = async () => - WebAssembly.validate( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 1, 10, 2, 95, 1, 125, 0, 96, 0, 1, 107, 0, - 3, 2, 1, 1, 10, 12, 1, 10, 0, 67, 0, 0, 0, 0, 251, 7, 0, 11 - ]) - ), - memory64 = async () => - WebAssembly.validate( - new Uint8Array([0, 97, 115, 109, 1, 0, 0, 0, 5, 3, 1, 4, 1]) - ), - multiValue = async () => - WebAssembly.validate( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 1, 6, 1, 96, 0, 2, 127, 127, 3, 2, 1, 0, - 10, 8, 1, 6, 0, 65, 0, 65, 0, 11 - ]) - ), - mutableGlobals = async () => - WebAssembly.validate( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 2, 8, 1, 1, 97, 1, 98, 3, 127, 1, 6, 6, 1, - 127, 1, 65, 0, 11, 7, 5, 1, 1, 97, 3, 1 - ]) - ), - referenceTypes = async () => - WebAssembly.validate( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 1, 4, 1, 96, 0, 0, 3, 2, 1, 0, 10, 7, 1, 5, - 0, 208, 112, 26, 11 - ]) - ), - relaxedSimd = async () => - WebAssembly.validate( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 1, 5, 1, 96, 0, 1, 123, 3, 2, 1, 0, 10, 15, - 1, 13, 0, 65, 1, 253, 15, 65, 2, 253, 15, 253, 128, 2, 11 - ]) - ), - saturatedFloatToInt = async () => - WebAssembly.validate( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 1, 4, 1, 96, 0, 0, 3, 2, 1, 0, 10, 12, 1, - 10, 0, 67, 0, 0, 0, 0, 252, 0, 26, 11 - ]) - ), - signExtensions = async () => - WebAssembly.validate( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 1, 4, 1, 96, 0, 0, 3, 2, 1, 0, 10, 8, 1, 6, - 0, 65, 0, 192, 26, 11 - ]) - ), - simd = async () => - WebAssembly.validate( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 1, 5, 1, 96, 0, 1, 123, 3, 2, 1, 0, 10, 10, - 1, 8, 0, 65, 0, 253, 15, 253, 98, 11 - ]) - ), - streamingCompilation = () => - (async () => 'compileStreaming' in WebAssembly)(), - tailCall = async () => - WebAssembly.validate( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 1, 4, 1, 96, 0, 0, 3, 2, 1, 0, 10, 6, 1, 4, - 0, 18, 0, 11 - ]) - ), - threads = () => - (async (e) => { - try { - return ( - 'undefined' != typeof MessageChannel && - new MessageChannel().port1.postMessage(new SharedArrayBuffer(1)), - WebAssembly.validate(e) - ); - } catch (e) { - return !1; - } - })( - new Uint8Array([ - 0, 97, 115, 109, 1, 0, 0, 0, 1, 4, 1, 96, 0, 0, 3, 2, 1, 0, 5, 4, 1, 3, - 1, 1, 10, 11, 1, 9, 0, 65, 0, 254, 16, 2, 0, 26, 11 - ]) - ); diff --git a/packages/web/src/index.ts b/packages/web/src/index.ts deleted file mode 100644 index 9e8760f..0000000 --- a/packages/web/src/index.ts +++ /dev/null @@ -1,142 +0,0 @@ -// Imports -import { initInference, runInference } from './inference'; -import { Config, ApiFunctionSchrema } from './schema'; -import * as utils from './utils'; -import { NdArray } from 'ndarray'; -import * as codecs from './codecs'; -import { memoize } from 'lodash'; -import { ensureAbsoluteURI } from './url'; -import { ZodError } from 'zod'; - -type ImageSource = ImageData | ArrayBuffer | Uint8Array | Blob | URL | string; - -const init = memoize(initInference, (config) => JSON.stringify(config)); - -// https://www.rfc-editor.org/rfc/rfc7807 - -// application/problem+json -/** - * - { - "type": "https://example.com/probs/out-of-credit", - "title": "You do not have enough credit.", - "detail": "Your current balance is 30, but that costs 50.", - "instance": "/account/12345/msgs/abc", - "balance": 30, - "accounts": ["/account/12345", - "/account/67890"] - } - */ - -class Rfc7807Error extends Error { - title: string; - status: number; - detail: string; - instance: string; - params?: [{ path: string, reason: string }] -} - -class UbqError extends Error { - title: string; - status: number; - detail: string; - instance: string; - params?: [{ path: string, reason: string }] -} -class StripeError extends Error { - type: string; - code: string; - message: string -} - -class RemoveBackgroundError extends Error { - code: "ValidationError" | "UnhandledError"; - constructor(code: string, message: string = "") { - super() - - } -} - -class ValidationError extends RemoveBackgroundError { - constructor(message: string = "") { - super("ValidationError", message) - } -} - -class UnhandledError extends RemoveBackgroundError { - constructor(message: string = "") { - super("UnhandledError", message) - } -} - - -async function removeBackground(image: ImageSource, configuration: Config = {}) { - try { - return await ApiFunctionSchrema.strictImplement(removeBackgroundImplementation)(image, configuration); - } catch (e) { - if (e instanceof ZodError) { - debugger - for (let issue of e.issues) { - - console.log(issue.code); - - console.log(issue.argumentsError) - } - throw new ValidationError(e.message); - } - throw new UnhandledError(e.message); - } -} - -async function removeBackgroundImplementation( - image: ImageSource, - configuration?: Config -): Promise { - const { config, session } = await init(configuration); - - if (config.debug) { - config.progress = - config.progress ?? - ((key, current, total) => { - console.debug(`Downloading ${key}: ${current} of ${total}`); - }); - - if (window && !window.crossOriginIsolated) { - console.debug( - 'Cross-Origin-Isolated is not enabled. Performance will be degraded. Please see https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/SharedArrayBuffer.' - ); - } - } - - image = await imageSourceToImageData(image, config); - - const outImageTensor = await runInference(image, config, session); - return await utils.imageEncode(outImageTensor); -} - -async function imageSourceToImageData( - image: ImageSource, - config: Config -): Promise> { - if (typeof image === 'string') { - image = ensureAbsoluteURI(image, config.publicPath); - image = new URL(image); - } - if (image instanceof URL) { - const response = await fetch(image, {}); - image = await response.blob(); - } - if (image instanceof ArrayBuffer || ArrayBuffer.isView(image)) { - image = new Blob([image]); - } - if (image instanceof Blob) { - image = await codecs.imageDecode(image); - } - - return image as NdArray; -} - -// Exports -export default removeBackground; -export type { ImageSource, Config }; -export { removeBackground }; diff --git a/packages/web/src/inference.ts b/packages/web/src/inference.ts deleted file mode 100644 index 2df45de..0000000 --- a/packages/web/src/inference.ts +++ /dev/null @@ -1,58 +0,0 @@ -export { initInference, runInference }; - -import { tensorResize, tensorHWCtoBCHW } from './utils'; -import { createOnnxSession, runOnnxSession } from './onnx'; -import { calculateProportionalSize } from './utils'; -import { Config } from './schema'; - -import { loadAsBlob } from './resource'; -import ndarray, { NdArray } from 'ndarray'; - -async function initInference(config: Config) { - - if (config.debug) console.debug('Loading model...'); - const model = config.model; - const blob = await loadAsBlob(`/models/${model}`, config); - const arrayBuffer = await blob.arrayBuffer(); - const session = await createOnnxSession(arrayBuffer, config); - return { config, session }; -} - -async function runInference( - imageTensor: NdArray, - config: Config, - session: any -): Promise> { - if (config.progress) config.progress('compute:inference', 0, 1); - const resolution = 1024; - const [srcHeight, srcWidth, srcChannels] = imageTensor.shape; - let tensorImage = await tensorResize(imageTensor, resolution, resolution); - const inputTensor = tensorHWCtoBCHW(tensorImage); - const predictionsDict = await runOnnxSession( - session, - [['input', inputTensor]], - ['output'] - ); - - const stride = resolution * resolution; - - for (let i = 0; i < 4 * stride; i += 4) { - let idx = i / 4; - let alpha = predictionsDict[0].data[idx]; - tensorImage.data[i + 3] = alpha * 255; - } - - const [width, height] = calculateProportionalSize( - srcWidth, - srcHeight, - resolution, - resolution - ); - - const dst_width = Math.min(width, srcWidth); - const dst_height = Math.min(height, srcHeight); - - tensorImage = await tensorResize(tensorImage, dst_width, dst_height); - if (config.progress) config.progress('compute:inference', 1, 1); - return ndarray(tensorImage.data, [dst_height, dst_width, 4]); -} diff --git a/packages/web/src/onnx.ts b/packages/web/src/onnx.ts deleted file mode 100644 index 2c565ba..0000000 --- a/packages/web/src/onnx.ts +++ /dev/null @@ -1,95 +0,0 @@ -export { createOnnxSession, runOnnxSession }; - -import ndarray, { NdArray } from 'ndarray'; -import * as ort from 'onnxruntime-web'; -import { loadAsUrl } from './resource'; -import { simd, threads } from './feature-detect'; -import { Config } from './schema'; - -async function createOnnxSession(model: any, config: Config) { - const capabilities = { - simd: await simd(), - threads: await threads(), - numThreads: navigator.hardwareConcurrency ?? 4, - // @ts-ignore - webgpu: navigator.gpu !== undefined - }; - if (config.debug) { - console.debug('Capabilities:', capabilities); - ort.env.debug = true; - ort.env.logLevel = 'verbose'; - } - - ort.env.wasm.numThreads = capabilities.numThreads; - ort.env.wasm.simd = capabilities.simd; - ort.env.wasm.proxy = config.proxyToWorker; - - ort.env.wasm.wasmPaths = { - 'ort-wasm-simd-threaded.wasm': - capabilities.simd && capabilities.threads - ? await loadAsUrl( - '/onnxruntime-web/ort-wasm-simd-threaded.wasm', - config - ) - : undefined, - 'ort-wasm-simd.wasm': - capabilities.simd && !capabilities.threads - ? await loadAsUrl('onnxruntime-web/ort-wasm-simd.wasm', config) - : undefined, - 'ort-wasm-threaded.wasm': - !capabilities.simd && capabilities.threads - ? await loadAsUrl('/onnxruntime-web/ort-wasm-threaded.wasm', config) - : undefined, - 'ort-wasm.wasm': - !capabilities.simd && !capabilities.threads - ? await loadAsUrl('/onnxruntime-web/ort-wasm.wasm', config) - : undefined - }; - - if (config.debug) { - console.debug('ort.env.wasm:', ort.env.wasm); - } - - const ort_config: ort.InferenceSession.SessionOptions = { - executionProviders: ['wasm'], - graphOptimizationLevel: 'all', - executionMode: 'parallel', - enableCpuMemArena: true - }; - - const session = await ort.InferenceSession.create(model, ort_config).catch( - (e: any) => { - throw new Error( - `Failed to create session: ${e}. Please check if the publicPath is set correctly.` - ); - } - ); - return session; -} - -async function runOnnxSession( - session: any, - inputs: [string, NdArray][], - outputs: [string] -) { - const feeds: Record = {}; - for (const [key, tensor] of inputs) { - feeds[key] = new ort.Tensor( - 'float32', - new Float32Array(tensor.data), - tensor.shape - ); - } - const outputData = await session.run(feeds, {}); - const outputKVPairs: NdArray[] = []; - - for (const key of outputs) { - const output: ort.Tensor = outputData[key]; - const shape: Number[] = output.dims as number[]; - const data: Float32Array = output.data as Float32Array; - const tensor = ndarray(data, shape); - outputKVPairs.push(tensor); - } - - return outputKVPairs; -} diff --git a/packages/web/src/resource.ts b/packages/web/src/resource.ts deleted file mode 100644 index 20ccd6e..0000000 --- a/packages/web/src/resource.ts +++ /dev/null @@ -1,76 +0,0 @@ -export { loadAsBlob, loadAsUrl }; - -import { Config } from './schema'; - -async function loadAsUrl(url: string, config: Config) { - return URL.createObjectURL(await loadAsBlob(url, config)); -} - -async function loadAsBlob(key: string, config: Config) { - // load resource metadata - const resourceUrl = new URL('resources.json', config.publicPath); - const resourceResponse = await fetch(resourceUrl); - if (!resourceResponse.ok) { - throw new Error( - `Resource metadata not found. Ensure that the config.publicPath is configured correctly.` - ); - } - const resourceMap = await resourceResponse.json(); - const entry = resourceMap[key]; - - if (!entry) { - throw new Error( - `Resource ${key} not found. Ensure that the config.publicPath is configured correctly.` - ); - } - - let urls = Object.keys(entry.chunks); - - const allChunks = await Promise.all( - urls.map(async (url) => { - if (config.publicPath) { - url = new URL(url, config.publicPath).toString(); - } - const response = await fetch(url, config.fetchArgs); - - const chunks = config.progress - ? await fetchChunked(response, entry, config, key) - : [await response.blob()]; - return chunks; - }) - ); - - const chunks = allChunks.flat(); - const data = new Blob(chunks, { type: entry.mime }); - if (data.size !== entry.size) { - throw new Error( - `Failed to fetch ${key} with size ${entry.size} but got ${data.size}` - ); - } - return data; -} - -async function fetchChunked( - response: Response, - entry: any, - config: Config, - key: string -) { - const reader = response.body!.getReader(); - // let contentLength = Number(response.headers.get('Content-Length')); - const contentLength = entry.size ?? 0; - let receivedLength = 0; - - let chunks: Uint8Array[] = []; - while (true) { - const { done, value } = await reader.read(); - if (done) { - break; - } - chunks.push(value); - receivedLength += value.length; - if (config.progress) - config.progress(`fetch:${key}`, receivedLength, contentLength); - } - return chunks; -} diff --git a/packages/web/src/schema.ts b/packages/web/src/schema.ts deleted file mode 100644 index c743f9d..0000000 --- a/packages/web/src/schema.ts +++ /dev/null @@ -1,41 +0,0 @@ -export { ApiFunctionSchrema, type Config }; - -import { z } from 'zod'; - -import pkg from '../package.json'; - -const ConfigSchema = z - .object({ - publicPath: z - .string() - .optional() - .describe('The public path to the wasm files and the onnx model.') - .default(`https://unpkg.com/${pkg.name}@${pkg.version}/dist/`), - debug: z - .boolean() - .default(false) - .describe('Whether to enable debug logging.'), - proxyToWorker: z - .boolean() - .default(true) - .describe('Whether to proxy inference to a web worker.'), - fetchArgs: z - .object({}) - .default({}) - .describe('Arguments to pass to fetch when loading the model.'), - progress: z - .function() - .args(z.string(), z.number(), z.number()) - .returns(z.undefined()) - .describe('Progress callback.') - .optional(), - model: z.enum(['small', 'medium']).default('medium') - }) - .default({}); - - -const ImageSourceSchema = z.instanceof(ImageData).or(z.instanceof(ArrayBuffer)).or(z.instanceof(Uint8Array)).or(z.instanceof(Blob)).or(z.instanceof(URL)).or(z.string()) -const ApiFunctionSchrema = z.function().args(ImageSourceSchema, ConfigSchema).returns(z.promise(z.instanceof(Blob))); - -type Config = z.infer; - diff --git a/packages/web/src/url.ts b/packages/web/src/url.ts deleted file mode 100644 index 8176954..0000000 --- a/packages/web/src/url.ts +++ /dev/null @@ -1,17 +0,0 @@ -export { isAbsoluteURI, ensureAbsoluteURI }; - -function isAbsoluteURI(url: string): boolean { - const regExp = new RegExp('^(?:[a-z+]+:)?//', 'i'); - return regExp.test(url); // true - regular http absolute URL -} - -const isNode = typeof window === 'undefined'; -const isBrowser = typeof window !== 'undefined'; - -function ensureAbsoluteURI(url: string, baseUrl: string): string { - if (isAbsoluteURI(url)) { - return url; - } else { - return new URL(url, baseUrl).href; - } -} diff --git a/packages/web/src/utils.ts b/packages/web/src/utils.ts deleted file mode 100644 index 2e8550a..0000000 --- a/packages/web/src/utils.ts +++ /dev/null @@ -1,123 +0,0 @@ -export { - imageDecode, - imageEncode, - tensorResize, - tensorHWCtoBCHW, - imageBitmapToImageData, - calculateProportionalSize -}; - -import ndarray, { NdArray } from 'ndarray'; -import { imageDecode, imageEncode } from './codecs'; - -function imageBitmapToImageData(imageBitmap: ImageBitmap): ImageData { - var canvas = new OffscreenCanvas(imageBitmap.width, imageBitmap.height); - var ctx = canvas.getContext('2d')!; - ctx.drawImage(imageBitmap, 0, 0); - return ctx.getImageData(0, 0, canvas.width, canvas.height); -} - -async function tensorResize( - imageTensor: NdArray, - newWidth: number, - newHeight: number -): Promise> { - const [srcHeight, srcWidth, srcChannels] = imageTensor.shape; - // Calculate the scaling factors - const scaleX = srcWidth / newWidth; - const scaleY = srcHeight / newHeight; - - // Create a new NdArray to store the resized image - const resizedImageData = ndarray( - new Uint8Array(srcChannels * newWidth * newHeight), - [newHeight, newWidth, srcChannels] - ); - // Perform interpolation to fill the resized NdArray - for (let y = 0; y < newHeight; y++) { - for (let x = 0; x < newWidth; x++) { - for (let c = 0; c < srcChannels; c++) { - const srcX = x * scaleX; - const srcY = y * scaleY; - const x1 = Math.floor(srcX); - const x2 = Math.ceil(srcX); - const y1 = Math.floor(srcY); - const y2 = Math.ceil(srcY); - - const dx = srcX - x1; - const dy = srcY - y1; - - const p1 = imageTensor.get(y1, x1, c); - const p2 = imageTensor.get(y1, x2, c); - const p3 = imageTensor.get(y2, x1, c); - const p4 = imageTensor.get(y2, x2, c); - - // Perform bilinear interpolation - const interpolatedValue = - (1 - dx) * (1 - dy) * p1 + - dx * (1 - dy) * p2 + - (1 - dx) * dy * p3 + - dx * dy * p4; - - resizedImageData.set(y, x, c, Math.round(interpolatedValue)); - } - } - } - - return resizedImageData; -} - -// async function tensorResize( -// imageTensor: NdArray, -// newWidth: number, -// newHeight: number -// ): Promise> { -// const [srcHeight, srcWidth, srcChannels] = imageTensor.shape; -// const imageData = new ImageData(imageTensor.data, srcWidth, srcHeight); -// const bitmap = await createImageBitmap(imageData, { -// resizeWidth: newWidth, -// resizeHeight: newHeight, -// resizeQuality: 'high', -// premultiplyAlpha: 'premultiply' -// }); -// const outImageData = imageBitmapToImageData(bitmap); -// return ndarray(outImageData.data, [ -// outImageData.height, -// outImageData.width, -// 4 -// ]); -// } - -function tensorHWCtoBCHW( - imageTensor: NdArray, - mean: number[] = [128, 128, 128], - std: number[] = [256, 256, 256] -): NdArray { - var imageBufferData = imageTensor.data; - const [srcHeight, srcWidth, srcChannels] = imageTensor.shape; - const stride = srcHeight * srcWidth; - const float32Data = new Float32Array(3 * stride); - - // r_0, r_1, .... g_0,g_1, .... b_0 - for (let i = 0, j = 0; i < imageBufferData.length; i += 4, j += 1) { - float32Data[j] = (imageBufferData[i] - mean[0]) / std[0]; - float32Data[j + stride] = (imageBufferData[i + 1] - mean[1]) / std[1]; - float32Data[j + stride + stride] = - (imageBufferData[i + 2] - mean[2]) / std[2]; - } - - return ndarray(float32Data, [1, 3, srcHeight, srcWidth]); -} - -function calculateProportionalSize( - originalWidth: number, - originalHeight: number, - maxWidth: number, - maxHeight: number -): [number, number] { - const widthRatio = maxWidth / originalWidth; - const heightRatio = maxHeight / originalHeight; - const scalingFactor = Math.min(widthRatio, heightRatio); - const newWidth = Math.floor(originalWidth * scalingFactor); - const newHeight = Math.floor(originalHeight * scalingFactor); - return [newWidth, newHeight]; -} diff --git a/packages/web/tsconfig.json b/packages/web/tsconfig.json deleted file mode 100644 index c8994f3..0000000 --- a/packages/web/tsconfig.json +++ /dev/null @@ -1,9 +0,0 @@ -{ - "compilerOptions": { - "lib": ["DOM", "ES2020"], - "resolveJsonModule": true, - "esModuleInterop": true, - "emitDeclarationOnly": true, - "declaration": true - } -} diff --git a/scripts/package-resources.mjs b/scripts/package-resources.mjs deleted file mode 100644 index cabf68d..0000000 --- a/scripts/package-resources.mjs +++ /dev/null @@ -1,191 +0,0 @@ -export default main; -import crypto from 'node:crypto'; -import fs from 'node:fs'; -import path from 'node:path'; - -import { globSync } from 'glob'; - -// All paths are relative to the directory of this file -const BaseDir = path.resolve('.'); -const DefaultOutDir = path.resolve('./dist'); -const DefaultEntry = { - mime: 'application/octet-stream', - transform: calculateSHA256 -}; - -async function calculateSHA256(filePath) { - return new Promise((resolve, reject) => { - const hash = crypto.createHash('sha256'); - const stream = fs.createReadStream(filePath); - - stream.on('data', (data) => hash.update(data)); - stream.on('end', () => resolve(hash.digest('hex'))); - stream.on('error', (error) => reject(error)); - }); -} - -async function copyFile(sourcePath, destinationPath) { - return new Promise((resolve, reject) => { - const readStream = fs.createReadStream(sourcePath); - const writeStream = fs.createWriteStream(destinationPath); - - readStream.on('error', (error) => reject(error)); - writeStream.on('error', (error) => reject(error)); - writeStream.on('finish', () => resolve()); - readStream.pipe(writeStream); - }); -} - -async function linkFile(sourcePath, destinationPath) { - return new Promise((resolve, reject) => { - fs.symlink(sourcePath, destinationPath, (error) => { - if (error) { - reject(error); - } else { - resolve(); - } - }); - }); -} - -async function deleteFile(filePath) { - return new Promise((resolve, reject) => { - fs.unlink(filePath, (error) => { - if (error) { - if (error.code === 'ENOENT') { - // File doesn't exist, resolve without an error. - resolve(); - } else { - // Other error occurred, reject with the error. - reject(error); - } - } else { - // File deleted successfully. - resolve(); - } - }); - }); -} - -function isFileHidden(filePath) { - const fileName = path.basename(filePath); - return fileName.startsWith('.'); // || isHiddenOnWindows(filePath); -} - -async function listAllFiles(dir) { - return new Promise((resolve, reject) => { - const allFiles = []; - - function traverse(currentDir) { - fs.readdirSync(currentDir).forEach((file) => { - const filePath = path.join(currentDir, file); - const stat = fs.statSync(filePath); - - if (stat.isFile()) { - allFiles.push(filePath); - } else if (stat.isDirectory()) { - traverse(filePath); - } - }); - } - - try { - traverse(dir); - resolve(allFiles); - } catch (error) { - reject(error); - } - }); -} - -function fileExists(filePath) { - return fs.existsSync(filePath); -} - -async function sizeFile(filePath) { - return new Promise((resolve, reject) => { - fs.stat(filePath, (error, stats) => { - if (error) { - reject(error); - } else { - resolve(stats.size); - } - }); - }); -} - -function isFunction(variable) { - return typeof variable === 'function'; -} - -async function transform(fileName, entry) { - // console.log(entry) - const fileHash = await entry.transform(fileName); - const fileSize = await sizeFile(fileName); - const destFile = path.resolve(DefaultOutDir, fileHash); - await deleteFile(destFile); - await copyFile(fileName, destFile); - const chunks = {}; - chunks[fileHash] = { range: [0, fileSize - 1] }; - return { - chunks: chunks, - size: fileSize, - mime: entry.mime - }; -} - -async function loadConfig() { - if (fileExists(path.resolve(BaseDir, '.resources.mjs'))) { - const resources = await import(path.resolve(BaseDir, '.resources.mjs')); - const entries = resources.default; - return entries; - } - return { files }; -} - -async function main() { - fs.mkdirSync(DefaultOutDir, { recursive: true }); - const resources = await generateFiles(); - - await saveResourceMetadata(resources); -} - -async function generateFiles() { - const filesToProcess = {}; - const entries = await loadConfig(); - for (const entry of entries) { - const entryPath = path.resolve(BaseDir, entry.source); - const candidates = await globSync(entryPath, { nodir: true }); - if (candidates.length === 0) { - console.error(`No files found for ${entry.source}`); - process.exit(-1); - } - - for (const candidate of candidates) { - filesToProcess[candidate] = { ...DefaultEntry, ...entry }; - } - } - return filesToProcess; -} -async function loadResourceMetadata() { - const resourceMetadataFile = path.resolve(DefaultOutDir, 'resources.json'); - if (fileExists(resourceMetadataFile)) { - return JSON.parse(fs.readFileSync(resourceMetadataFile, 'utf8')); - } - return []; -} -async function saveResourceMetadata(filesToProcess) { - const resourcesMetadata = {}; - for (const fileToProcess of Object.keys(filesToProcess)) { - const entry = filesToProcess[fileToProcess]; - const metadata = await transform(fileToProcess, entry, DefaultOutDir); - const key = path.join(entry.path, fileToProcess.split('/').pop()); - resourcesMetadata[key] = metadata; - } - fs.writeFileSync( - path.resolve(DefaultOutDir, 'resources.json'), - JSON.stringify(resourcesMetadata, null, 2) - ); -} - -main(process.argv); diff --git a/scripts/package-version.mjs b/scripts/package-version.mjs deleted file mode 100644 index 62cc594..0000000 --- a/scripts/package-version.mjs +++ /dev/null @@ -1,28 +0,0 @@ -import fs from 'node:fs'; -import path from 'node:path'; -import { globSync } from 'glob'; - -const workspaceManifest = JSON.parse(fs.readFileSync('./package.json', 'utf8')); -const newVersion = process.argv[2] || workspaceManifest.version || undefined; - -function getFiles(dir) { - return globSync(path.join(dir, '**/package.json'), { - nodir: true, - ignore: ['**/node_modules/**'] - }); -} - -for (let file of getFiles('./')) { - const fileContent = fs.readFileSync(file, 'utf8').toString(); - const manifest = JSON.parse(fileContent, 'utf8'); - - if (newVersion && manifest.version !== newVersion) { - console.info( - `${manifest.name}@${manifest.version} => ${manifest.name}@${newVersion}` - ); - manifest.version = newVersion; - fs.writeFileSync(file, JSON.stringify(manifest, null, 2)); - } else { - console.info(`${manifest.name}@${manifest.version}`); - } -} diff --git a/src/browser.ts b/src/browser.ts new file mode 100644 index 0000000..deedf11 --- /dev/null +++ b/src/browser.ts @@ -0,0 +1,66 @@ +// Exports +export default removeBackground; +export type { ImageSource, Config }; + +// Imports +import { runInference } from './inference'; +import { Config, validateConfig } from './schema'; +import { createOnnxRuntime } from './ort-web-rt'; +import * as utils from './utils'; +import * as Bundle from './bundle'; +import { Imports } from './tensor'; + +import { memoize } from 'lodash'; + +type ImageSource = ImageData | ArrayBuffer | Uint8Array | Blob | URL | string; + +async function createSession(config: Config, imports: Imports) { + if (config.debug) console.debug('Loading model...'); + const model = config.model; + const blob = await Bundle.load(model, config); + const arrayBuffer = await blob.arrayBuffer(); + const session = await imports.createSession(arrayBuffer); + return session; +} + +async function _init(config?: Config) { + config = validateConfig(config); + const imports = createOnnxRuntime(config); + const session = await createSession(config, imports); + return { config, imports, session }; +} + +const init = memoize(_init, (config) => JSON.stringify(config)); + +async function removeBackground( + image: ImageSource, + configuration?: Config +): Promise { + const { config, imports, session } = await init(configuration); + + if (config.debug) { + config.progress = + config.progress ?? + ((key, current, total) => { + console.debug(`Downloading ${key}: ${current} of ${total}`); + }); + + if (!crossOriginIsolated) { + console.debug( + 'Cross-Origin-Isolated is not enabled. Performance will be degraded. Please see https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/SharedArrayBuffer.' + ); + } + } + + image = await utils.imageSourceToImageData(image); + + if (!(image instanceof ImageData)) { + throw new Error( + 'Image not an ImageData | ArrayBuffer | Uint8Array | Blob | URL | string' + ); + } + + const imageData = await runInference(image, config, imports, session); + + return await utils.imageEncode(imageData); +} diff --git a/src/bundle.ts b/src/bundle.ts new file mode 100644 index 0000000..afbf060 --- /dev/null +++ b/src/bundle.ts @@ -0,0 +1,139 @@ +export { preload, load }; + +import { Config } from './schema'; + +type Entry = { + url: string; + size: number; + mime: string; +}; +const bundle: Map = new Map([ + [ + 'small', + { + url: require('../bundle/models/7001d60734fdc112dd9c062635fb59cd401fb82a9d4213134bce4dbd655c803a.onnx'), + size: 44342436, + mime: 'application/octet-stream' + } + ], + [ + 'medium', + { + url: require('../bundle/models/b6e8497ba978a6f5fbb647e419d2696cd80df5a23cb6a8ea532021911bd76acb.onnx'), + size: 88188479, + mime: 'application/octet-stream' + } + ], + // [ + // 'large', + // { + // url: require('../bundle/models/17b7466d93bb60b0e88affa2b0e8b3eee309c7de183d394ce4b956339ebd95e6.onnx'), + // size: 176173887, + // mime: 'application/octet-stream' + // } + // ], + [ + 'ort-wasm-simd-threaded.jsep.wasm', + { + url: require('../node_modules/onnxruntime-web/dist/ort-wasm-simd-threaded.jsep.wasm'), + size: 18215132, + mime: 'application/wasm' + } + ], + [ + 'ort-wasm-simd.jsep.wasm', + { + url: require('../node_modules/onnxruntime-web/dist/ort-wasm-simd.jsep.wasm'), + size: 16836274, + mime: 'application/wasm' + } + ], + [ + 'ort-wasm-simd-threaded.wasm', + { + url: require('../node_modules/onnxruntime-web/dist/ort-wasm-simd-threaded.wasm'), + size: 10281838, + mime: 'application/wasm' + } + ], + [ + 'ort-wasm-simd.wasm', + { + url: require('../node_modules/onnxruntime-web/dist/ort-wasm-simd.wasm'), + size: 10335238, + mime: 'application/wasm' + } + ], + [ + 'ort-wasm-threaded.wasm', + { + url: require('../node_modules/onnxruntime-web/dist/ort-wasm-threaded.wasm'), + size: 9413659, + mime: 'application/wasm' + } + ], + [ + 'ort-wasm.wasm', + { + url: require('../node_modules/onnxruntime-web/dist/ort-wasm.wasm'), + size: 9487920, + mime: 'application/wasm' + } + ] +]); + +async function load(key: string, config: Config) { + const entry = bundle.get(key)!; + let url = entry.url; + if (config.publicPath) { + url = new URL(url.split('/').pop()!, config.publicPath).toString(); + } + + const response = await fetch(url, config.fetchArgs); + + const chunks = config.progress + ? await fetchChunked(response, entry, config, key) + : [await response.blob()]; + + const data = new Blob(chunks, { type: entry.mime }); + if (data.size !== entry.size) { + throw new Error( + `Failed to fetch ${key} with size ${entry.size} but got ${data.size}` + ); + } + return data; +} + +async function fetchChunked( + response: Response, + entry: any, + config: Config, + key: string +) { + const reader = response.body!.getReader(); + // let contentLength = Number(response.headers.get('Content-Length')); + const contentLength = entry.size ?? 0; + let receivedLength = 0; + + let chunks: Uint8Array[] = []; + while (true) { + const { done, value } = await reader.read(); + if (done) { + break; + } + chunks.push(value); + receivedLength += value.length; + if (config.progress) + config.progress(`fetch:${key}`, receivedLength, contentLength); + } + return chunks; +} + +async function preload(config: Config) { + // This will warmup the caches + let result = new Map(bundle); + result.forEach(async (_, key) => { + await load(key, config); + }); + return result; +} diff --git a/src/inference.ts b/src/inference.ts new file mode 100644 index 0000000..1dabdad --- /dev/null +++ b/src/inference.ts @@ -0,0 +1,48 @@ +import { imageDataResize, imageDataToFloat32Array } from './utils'; +import { Imports } from './tensor'; +import { calculateProportionalSize } from './utils'; +import { Config } from './schema'; + +export async function runInference( + imageData: ImageData, + config: Config, + imports: Imports, + session: any +): Promise { + if (config.progress) config.progress('compute:inference', 0, 1); + const resolution = 1024; + const src_width = imageData.width; + const src_height = imageData.height; + + const dims = [1, 3, resolution, resolution]; + let tensorImage = await imageDataResize(imageData, resolution, resolution); + const inputTensorData = imageDataToFloat32Array(tensorImage); + + const predictionsDict = await imports.runSession( + session, + [['input', { data: inputTensorData, shape: dims, dataType: 'float32' }]], + ['output'] + ); + + const stride = resolution * resolution; + + for (let i = 0; i < 4 * stride; i += 4) { + let idx = i / 4; + let alpha = predictionsDict[0].data[idx]; + tensorImage.data[i + 3] = alpha * 255; + } + + const [width, height] = calculateProportionalSize( + imageData.width, + imageData.height, + resolution, + resolution + ); + + const dst_width = Math.min(width, src_width); + const dst_height = Math.min(height, src_height); + + tensorImage = await imageDataResize(tensorImage, dst_width, dst_height); + if (config.progress) config.progress('compute:inference', 1, 1); + return tensorImage; +} diff --git a/src/ort-web-rt.ts b/src/ort-web-rt.ts new file mode 100644 index 0000000..32576cf --- /dev/null +++ b/src/ort-web-rt.ts @@ -0,0 +1,110 @@ +export { createOnnxRuntime }; + +import { simd, threads } from 'wasm-feature-detect'; +import { Tensor, Imports } from './tensor'; + +import * as ort from 'onnxruntime-web'; +import * as Bundle from './bundle'; + +function createOnnxRuntime(config: any): Imports { + return { + createSession: async (model: any) => { + const capabilities = { + simd: await simd(), + threads: await threads(), + SharedArrayBuffer: typeof SharedArrayBuffer !== 'undefined', + numThreads: navigator.hardwareConcurrency ?? 4, + // @ts-ignore + webgpu: navigator.gpu !== undefined + }; + if (config.debug) { + console.debug('Capabilities:', capabilities); + ort.env.debug = true; + ort.env.logLevel = 'verbose'; + } + + ort.env.wasm.numThreads = capabilities.numThreads; + ort.env.wasm.simd = capabilities.simd; + ort.env.wasm.proxy = config.proxyToWorker; + ort.env.wasm.wasmPaths = { + // 'ort-wasm-simd-threaded.jsep.wasm': URL.createObjectURL( + // await Bundle.load('ort-wasm-simd-threaded.jsep.wasm', config) + // ), + // 'ort-wasm-simd.jsep.wasm': URL.createObjectURL( + // await Bundle.load('ort-wasm-simd.jsep.wasm', config) + // ), + 'ort-wasm-simd-threaded.wasm': URL.createObjectURL( + await Bundle.load('ort-wasm-simd-threaded.wasm', config) + ), + 'ort-wasm-simd.wasm': URL.createObjectURL( + await Bundle.load('ort-wasm-simd.wasm', config) + ), + 'ort-wasm-threaded.wasm': URL.createObjectURL( + await Bundle.load('ort-wasm-threaded.wasm', config) + ), + 'ort-wasm.wasm': URL.createObjectURL( + await Bundle.load('ort-wasm.wasm', config) + ) + }; + + if (config.debug) { + console.debug('ort.env.wasm:', ort.env.wasm); + } + + const ort_config: ort.InferenceSession.SessionOptions = { + executionProviders: ['wasm'], + graphOptimizationLevel: 'all', + executionMode: 'parallel', + enableCpuMemArena: true + }; + + const session = await ort.InferenceSession.create( + model, + ort_config + ).catch((e: any) => { + throw new Error( + `Failed to create session: ${e}. Please check if the publicPath is set correctly.` + ); + }); + + // URL.revokeObjectURL(ort.env.wasm.wasmPaths['ort-wasm-simd-threaded.jsep.wasm']!); + // URL.revokeObjectURL(ort.env.wasm.wasmPaths['ort-wasm-simd.jsep.wasm']!); + URL.revokeObjectURL( + ort.env.wasm.wasmPaths['ort-wasm-simd-threaded.wasm']! + ); + URL.revokeObjectURL(ort.env.wasm.wasmPaths['ort-wasm-simd.wasm']!); + URL.revokeObjectURL(ort.env.wasm.wasmPaths['ort-wasm-threaded.wasm']!); + URL.revokeObjectURL(ort.env.wasm.wasmPaths['ort-wasm.wasm']!); + + return session; + }, + runSession: async ( + session: any, + inputs: [string, Tensor][], + outputs: [string] + ) => { + const feeds: Record = {}; + for (const [key, tensor] of inputs) { + feeds[key] = new ort.Tensor( + 'float32', + new Float32Array(tensor.data), + tensor.shape + ); + } + const outputData = await session.run(feeds, {}); + const outputKVPairs: Tensor[] = []; + + for (const key of outputs) { + let output: ort.Tensor = outputData[key]; + let tensor: Tensor = { + data: output.data as Float32Array, + shape: output.dims as number[], + dataType: 'float32' + }; + outputKVPairs.push(tensor); + } + + return outputKVPairs; + } + }; +} diff --git a/packages/node/src/schema.ts b/src/schema.ts similarity index 71% rename from packages/node/src/schema.ts rename to src/schema.ts index 8555b8e..597d7b2 100644 --- a/packages/node/src/schema.ts +++ b/src/schema.ts @@ -1,16 +1,7 @@ export { ConfigSchema, Config, validateConfig }; -import { z } from 'zod'; -import path from 'node:path'; -import pkg from '../package.json'; -function isURI(s: string) { - try { - new URL(s); - return true; - } catch (err) { - return false; - } -} +import { z } from 'zod'; +import { ensureAbsoluteURL } from './utils'; const ConfigSchema = z .object({ @@ -18,14 +9,15 @@ const ConfigSchema = z .string() .optional() .describe('The public path to the wasm files and the onnx model.') - .default(`file://${path.resolve(`node_modules/${pkg.name}/dist/`)}/`) - .refine((val) => isURI(val), { - message: 'String must be a valid uri ("file://" or "http(s)://"' - }), + .transform((val) => (val ? ensureAbsoluteURL(val) : val)), debug: z .boolean() .default(false) .describe('Whether to enable debug logging.'), + proxyToWorker: z + .boolean() + .default(true) + .describe('Whether to proxy inference to a web worker.'), fetchArgs: z .object({}) .default({}) diff --git a/src/tensor.ts b/src/tensor.ts new file mode 100644 index 0000000..9784158 --- /dev/null +++ b/src/tensor.ts @@ -0,0 +1,13 @@ +export type Tensor = { + shape: number[]; + data: Float32Array; + dataType: 'float32'; +}; +export type Imports = { + createSession: (model: any) => Promise; + runSession( + session: any, + inputs: [string, Tensor][], + outputs: [string] + ): Promise; +}; diff --git a/src/utils.ts b/src/utils.ts new file mode 100644 index 0000000..87319ab --- /dev/null +++ b/src/utils.ts @@ -0,0 +1,122 @@ +export { + imageDecode, + imageEncode, + imageBitmapToImageData, + imageDataResize, + imageDataToFloat32Array, + calculateProportionalSize, + isAbsoluteURL, + ensureAbsoluteURL, + imageSourceToImageData +}; + +async function imageDecode(blob: Blob): Promise { + const imageBitmap = await createImageBitmap(blob); + const imageData = imageBitmapToImageData(imageBitmap); + return imageData; +} + +async function imageEncode( + imageData: ImageData, + quality: number = 0.8, + type: string = 'image/png' +): Promise { + var canvas = new OffscreenCanvas(imageData.width, imageData.height); + var ctx = canvas.getContext('2d')!; + ctx.putImageData(imageData, 0, 0); + return canvas.convertToBlob({ quality, type }); +} + +function imageBitmapToImageData(imageBitmap: ImageBitmap): ImageData { + var canvas = new OffscreenCanvas(imageBitmap.width, imageBitmap.height); + var ctx = canvas.getContext('2d')!; + + // Draw the ImageBitmap onto the canvas + ctx.drawImage(imageBitmap, 0, 0); + + // Retrieve the ImageData from the canvas + return ctx.getImageData(0, 0, canvas.width, canvas.height); +} + +async function imageDataResize( + imageData: ImageData, + newWidth: number, + newHeight: number +): Promise { + const bitmap = await createImageBitmap(imageData, { + resizeWidth: newWidth, + resizeHeight: newHeight, + resizeQuality: 'high', + premultiplyAlpha: 'premultiply' + }); + return imageBitmapToImageData(bitmap); +} + +function imageDataToFloat32Array( + image: ImageData, + mean: number[] = [128, 128, 128], + std: number[] = [256, 256, 256] +): Float32Array { + var imageBufferData = image.data; + + const stride = image.width * image.height; + const float32Data = new Float32Array(3 * stride); + + // r_0, r_1, .... g_0,g_1, .... b_0 + for (let i = 0, j = 0; i < imageBufferData.length; i += 4, j += 1) { + float32Data[j] = (imageBufferData[i] - mean[0]) / std[0]; + float32Data[j + stride] = (imageBufferData[i + 1] - mean[1]) / std[1]; + float32Data[j + stride + stride] = + (imageBufferData[i + 2] - mean[2]) / std[2]; + } + + return float32Data; +} + +function calculateProportionalSize( + originalWidth: number, + originalHeight: number, + maxWidth: number, + maxHeight: number +): [number, number] { + const widthRatio = maxWidth / originalWidth; + const heightRatio = maxHeight / originalHeight; + const scalingFactor = Math.min(widthRatio, heightRatio); + const newWidth = Math.floor(originalWidth * scalingFactor); + const newHeight = Math.floor(originalHeight * scalingFactor); + return [newWidth, newHeight]; +} + +function isAbsoluteURL(url: string): boolean { + const regExp = new RegExp('^(?:[a-z+]+:)?//', 'i'); + return regExp.test(url); // true - regular http absolute URL +} + +function ensureAbsoluteURL(url: string): string { + if (isAbsoluteURL(url)) { + return url; + } else { + return new URL(url, window.location.href).href; + } +} + +async function imageSourceToImageData( + image: string | URL | ArrayBuffer | ImageData | Blob | Uint8Array +) { + if (typeof image === 'string') { + image = ensureAbsoluteURL(image); + image = new URL(image); + } + if (image instanceof URL) { + const response = await fetch(image, {}); + image = await response.blob(); + } + if (image instanceof ArrayBuffer || ArrayBuffer.isView(image)) { + image = new Blob([image]); + } + if (image instanceof Blob) { + image = await imageDecode(image); + } + + return image as ImageData; +} diff --git a/tsconfig.json b/tsconfig.json new file mode 100644 index 0000000..0127baf --- /dev/null +++ b/tsconfig.json @@ -0,0 +1,21 @@ +{ + "include": ["src", "types"], + "compilerOptions": { + "module": "esnext", + "lib": ["DOM", "esnext"], + "importHelpers": true, + "declaration": true, + "sourceMap": true, + "outDir": "./dist", + "strict": true, + "noImplicitReturns": true, + "noFallthroughCasesInSwitch": true, + "noUnusedLocals": true, + "noUnusedParameters": true, + "moduleResolution": "node", + "jsx": "react", + "esModuleInterop": true, + "skipLibCheck": true, + "forceConsistentCasingInFileNames": true + } +} diff --git a/webpack.config.js b/webpack.config.js new file mode 100644 index 0000000..dcfce48 --- /dev/null +++ b/webpack.config.js @@ -0,0 +1,98 @@ +const path = require('path'); +const pkg = require('./package.json'); + +module.exports = (env, argv) => { + const isDevelopment = argv.mode === 'development'; + const publicPath = isDevelopment + ? undefined + : `https://unpkg.com/${pkg.name}@${pkg.version}/dist/`; + + const commonConfig = { + devtool: 'source-map', + module: { + rules: [ + { + test: /\.tsx?$/, + use: 'ts-loader', + exclude: /node_modules/ + }, + { + test: /\.(png|jpeg|jpg)$/i, + type: 'asset/resource', + generator: { + publicPath: publicPath + } + }, + { + test: /\.(onnx)$/i, + type: 'asset/resource', + generator: { + publicPath: publicPath + } + }, + { + test: /\.(wasm)$/i, + type: 'asset/resource', + generator: { + publicPath: publicPath + } + } + ] + }, + resolve: { + extensions: ['.ts', '.js'] + }, + optimization: { + splitChunks: { + chunks: 'async' + } + } + }; + const umdConfig = { + ...commonConfig, + entry: './src/browser.ts', + target: 'web', + output: { + filename: 'browser.js', + path: path.resolve(__dirname, 'dist'), + publicPath: publicPath, + library: { + type: 'umd', + name: 'backgroundRemoval' + } + } + }; + + const esmConfig = { + ...commonConfig, + experiments: { + outputModule: true // needed for esm + }, + entry: './src/browser.ts', + target: 'web', + output: { + filename: 'browser.mjs', + path: path.resolve(__dirname, 'dist'), + publicPath: publicPath, + library: { + type: 'module' + } + } + }; + + const nodeConfig = { + ...commonConfig, + entry: './src/node.ts', + target: 'node', + output: { + filename: 'node.js', + path: path.resolve(__dirname, 'dist'), + library: { + type: 'umd', + name: 'backgroundRemoval' + } + } + }; + + return [umdConfig, esmConfig]; +};