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"license": "MIT", "dependencies": { "shebang-regex": "^3.0.0" }, @@ -2894,7 +2752,6 @@ "version": "3.0.0", "resolved": "https://registry.npmjs.org/shebang-regex/-/shebang-regex-3.0.0.tgz", "integrity": "sha512-7++dFhtcx3353uBaq8DDR4NuxBetBzC7ZQOhmTQInHEd6bSrXdiEyzCvG07Z44UYdLShWUyXt5M/yhz8ekcb1A==", - "license": "MIT", "engines": { "node": ">=8" } @@ -2903,7 +2760,6 @@ "version": "4.1.0", "resolved": "https://registry.npmjs.org/signal-exit/-/signal-exit-4.1.0.tgz", "integrity": "sha512-bzyZ1e88w9O1iNJbKnOlvYTrWPDl46O1bG0D3XInv+9tkPrxrN8jUUTiFlDkkmKWgn1M6CfIA13SuGqOa9Korw==", - "license": "ISC", "engines": { "node": ">=14" }, @@ -3020,7 +2876,6 @@ "version": "5.1.2", "resolved": "https://registry.npmjs.org/string-width/-/string-width-5.1.2.tgz", "integrity": "sha512-HnLOCR3vjcY8beoNLtcjZ5/nxn2afmME6lhrDrebokqMap+XbeW8n9TXpPDOqdGK5qcI3oT0GKTW6wC7EMiVqA==", - "license": "MIT", "dependencies": { "eastasianwidth": "^0.2.0", "emoji-regex": "^9.2.2", @@ -3038,7 +2893,6 @@ "version": "4.2.3", "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz", "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==", - "license": "MIT", "dependencies": { "emoji-regex": "^8.0.0", "is-fullwidth-code-point": "^3.0.0", @@ -3052,7 +2906,6 @@ "version": "5.0.1", "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz", "integrity": "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ==", - "license": "MIT", "engines": { "node": ">=8" } @@ -3060,14 +2913,12 @@ "node_modules/string-width-cjs/node_modules/emoji-regex": { "version": "8.0.0", "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz", - "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==", - "license": "MIT" + "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==" }, "node_modules/string-width-cjs/node_modules/strip-ansi": { "version": "6.0.1", "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz", "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==", - "license": "MIT", "dependencies": { "ansi-regex": "^5.0.1" }, @@ -3079,7 +2930,6 @@ "version": "7.1.0", "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.1.0.tgz", "integrity": "sha512-iq6eVVI64nQQTRYq2KtEg2d2uU7LElhTJwsH4YzIHZshxlgZms/wIc4VoDQTlG/IvVIrBKG06CrZnp0qv7hkcQ==", - "license": "MIT", "dependencies": { "ansi-regex": "^6.0.1" }, @@ -3095,7 +2945,6 @@ "version": "6.0.1", "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz", "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==", - "license": "MIT", "dependencies": { "ansi-regex": "^5.0.1" }, @@ -3107,7 +2956,6 @@ "version": "5.0.1", "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz", "integrity": "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ==", - "license": "MIT", "engines": { "node": ">=8" } @@ -3151,7 +2999,6 @@ "version": "7.4.3", "resolved": "https://registry.npmjs.org/tar/-/tar-7.4.3.tgz", "integrity": "sha512-5S7Va8hKfV7W5U6g3aYxXmlPoZVAwUMy9AOKyF2fVuZa2UD3qZjg578OrLRt8PcNN1PleVaL/5/yYATNL0ICUw==", - "license": "ISC", "dependencies": { "@isaacs/fs-minipass": "^4.0.0", "chownr": "^3.0.0", @@ -3191,7 +3038,6 @@ "version": "3.0.0", "resolved": "https://registry.npmjs.org/chownr/-/chownr-3.0.0.tgz", "integrity": "sha512-+IxzY9BZOQd/XuYPRmrvEVjF/nqj5kgT4kEq7VofrDoM1MxoRjEWkrCC3EtLi59TVawxTAn+orJwFQcrqEN1+g==", - "license": "BlueOak-1.0.0", "engines": { "node": ">=18" } @@ -3200,7 +3046,6 @@ "version": "5.0.0", "resolved": "https://registry.npmjs.org/yallist/-/yallist-5.0.0.tgz", "integrity": "sha512-YgvUTfwqyc7UXVMrB+SImsVYSmTS8X/tSrtdNZMImM+n7+QTriRXyXim0mBrTXNeqzVF0KWGgHPeiyViFFrNDw==", - "license": "BlueOak-1.0.0", "engines": { "node": ">=18" } @@ -3214,10 +3059,9 @@ } }, "node_modules/tslib": { - "version": "2.6.3", - "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.6.3.tgz", - "integrity": "sha512-xNvxJEOUiWPGhUuUdQgAJPKOOJfGnIyKySOc09XkKsgdUV/3E2zvwZYdejjmRgPCgcym1juLH3226yA7sEFJKQ==", - "license": "0BSD", + "version": "2.7.0", + "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.7.0.tgz", + "integrity": "sha512-gLXCKdN1/j47AiHiOkJN69hJmcbGTHI0ImLmbYLHykhgeN0jVGola9yVjFgzCUklsZQMW55o+dW7IXv3RCXDzA==", "optional": true }, "node_modules/tunnel-agent": { @@ -3394,7 +3238,6 @@ "version": "2.0.2", "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz", "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==", - "license": "ISC", "dependencies": { "isexe": "^2.0.0" }, @@ -3409,7 +3252,6 @@ "version": "8.1.0", "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-8.1.0.tgz", "integrity": "sha512-si7QWI6zUMq56bESFvagtmzMdGOtoxfR+Sez11Mobfc7tm+VkUckk9bW2UeffTGVUbOksxmSw0AA2gs8g71NCQ==", - "license": "MIT", "dependencies": { "ansi-styles": "^6.1.0", "string-width": "^5.0.1", @@ -3427,7 +3269,6 @@ "version": "7.0.0", "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz", "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==", - "license": "MIT", "dependencies": { "ansi-styles": "^4.0.0", "string-width": "^4.1.0", @@ -3444,7 +3285,6 @@ "version": "5.0.1", "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz", "integrity": "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ==", - "license": "MIT", "engines": { "node": ">=8" } @@ -3453,7 +3293,6 @@ "version": "4.3.0", "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz", "integrity": "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==", - "license": "MIT", "dependencies": { "color-convert": "^2.0.1" }, @@ -3467,14 +3306,12 @@ "node_modules/wrap-ansi-cjs/node_modules/emoji-regex": { "version": "8.0.0", "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz", - "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==", - "license": "MIT" + "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==" }, "node_modules/wrap-ansi-cjs/node_modules/string-width": { "version": "4.2.3", "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz", "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==", - "license": "MIT", "dependencies": { "emoji-regex": "^8.0.0", "is-fullwidth-code-point": "^3.0.0", @@ -3488,7 +3325,6 @@ "version": "6.0.1", "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz", "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==", - "license": "MIT", "dependencies": { "ansi-regex": "^5.0.1" }, diff --git a/package.json b/package.json index 156b620..10bb38d 100644 --- a/package.json +++ b/package.json @@ -32,7 +32,7 @@ "vite-plugin-dts": "^3.9.1" }, "dependencies": { - "@huggingface/transformers": "^3.0.0-alpha.5", + "@huggingface/transformers": "^3.0.0-alpha.14", "@xenova/transformers": "^2.17.2" } } diff --git a/src/services/summarization/summary-worker.ts b/src/services/summarization/summary-worker.ts index 4b30528..82235af 100644 --- a/src/services/summarization/summary-worker.ts +++ b/src/services/summarization/summary-worker.ts @@ -45,7 +45,7 @@ async function loadSummarizer(model: string): Promise { env.useBrowserCache = false; summarizer = await pipeline('summarization', model || 'Xenova/distilbart-cnn-6-6', { dtype: "fp32", - device: "webgpu" + device: (navigator as any).ml ? "webnn" : "webgpu" }); console.log("loaded summarizer", summarizer) resolve(); From 341228b85b5bc8fbbd3641341cc57a639af86750 Mon Sep 17 00:00:00 2001 From: jgw96 Date: Fri, 6 Sep 2024 10:24:58 -0700 Subject: [PATCH 2/4] enable webnn across ocr and speech-to-text --- src/services/ocr/ocr-worker.ts | 2 +- src/services/speech-recognition/worker.ts | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/src/services/ocr/ocr-worker.ts b/src/services/ocr/ocr-worker.ts index 26de1ef..d519310 100644 --- a/src/services/ocr/ocr-worker.ts +++ b/src/services/ocr/ocr-worker.ts @@ -43,7 +43,7 @@ async function loadOCR(model: string): Promise { env.allowLocalModels = false; env.useBrowserCache = false; ocr = await pipeline('image-to-text', model || 'Xenova/trocr-small-printed', { - device: "webgpu" + device: (navigator as any).ml ? "webnn" : "webgpu" }); console.log("loaded ocr", ocr) resolve(); diff --git a/src/services/speech-recognition/worker.ts b/src/services/speech-recognition/worker.ts index bced29f..cbd64e0 100644 --- a/src/services/speech-recognition/worker.ts +++ b/src/services/speech-recognition/worker.ts @@ -38,7 +38,7 @@ export async function loadTranscriber(model: string = "Xenova/whisper-tiny", tim // @ts-ignore return_timestamps: timestamps, language, - device: "webgpu" + device: (navigator as any).ml ? "webnn" : "webgpu" }); resolve(); From c725b6f2dfd0c6f475596ae3619126ca07009a77 Mon Sep 17 00:00:00 2001 From: jgw96 Date: Fri, 6 Sep 2024 10:33:21 -0700 Subject: [PATCH 3/4] v0.1.8 --- package.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/package.json b/package.json index 10bb38d..d572c74 100644 --- a/package.json +++ b/package.json @@ -1,6 +1,6 @@ { "name": "web-ai-toolkit", - "version": "0.1.7", + "version": "0.1.8", "repository": "https://github.com/jgw96/web-ai-toolkit", "keywords": [ "ai", From accbfb3d54474980a96df55b884cb4d1a1ac9af0 Mon Sep 17 00:00:00 2001 From: jgw96 Date: Sun, 8 Sep 2024 11:24:04 -0700 Subject: [PATCH 4/4] update readme --- README.md | 28 ++++++++++++++-------------- package.json | 4 +++- 2 files changed, 17 insertions(+), 15 deletions(-) diff --git a/README.md b/README.md index 7a7c2d2..012f9fa 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ # Web AI Toolkit -The Web AI Toolkit simplifies the integration of AI features, such as OCR and audio file transcription, into your application. It ensures optimal performance by running all AI workloads locally, leveraging WebGPU and WASM technologies. +The Web AI Toolkit simplifies the integration of AI features, such as OCR, speech-to-text, text summarization and more into your application. It ensures data privacy and offline capability by running all AI workloads locally, leveraging WebNN when available, with a fallback to WebGPU. ## Installation @@ -13,22 +13,22 @@ npm install web-ai-toolkit ## Available Functions -| Function Name | Parameter | Type | Default Value | -|-----------------------|----------------|------------------------|---------------| -| transcribeAudioFile | audioFile | Blob | - | -| | model | string | "Xenova/whisper-tiny"| -| | timestamps | boolean | false | -| | language | string | "en-US" | -| textToSpeech | text | string | - | -| | model | string | "Xenova/mms-tts-eng"| -| summarize | text | string | - | -| | model | string | "Xenova/distilbart-cnn-6-6"| -| ocr | image | Blob | - | -| | model | string | "Xenova/trocr-small-printed| +| Function Name | Parameter | Type | Default Value | Supported Hardware | +|-----------------------|----------------|------------------------|---------------|--------------------| +| transcribeAudioFile | audioFile | Blob | - | NPU | +| | model | string | "Xenova/whisper-tiny"| | +| | timestamps | boolean | false | | +| | language | string | "en-US" | | +| textToSpeech | text | string | - | GPU | +| | model | string | "Xenova/mms-tts-eng"| | +| summarize | text | string | - | GPU | +| | model | string | "Xenova/distilbart-cnn-6-6"| | +| ocr | image | Blob | - | GPU | +| | model | string | "Xenova/trocr-small-printed"| | ## Technical Details -The Web AI Toolkit utilizes the [transformers.js project](https://huggingface.co/docs/transformers.js/index) to run AI workloads. All AI processing is performed locally on the device, ensuring data privacy and reducing latency. +The Web AI Toolkit utilizes the [transformers.js project](https://huggingface.co/docs/transformers.js/index) to run AI workloads. All AI processing is performed locally on the device, ensuring data privacy and reducing latency. AI workloads are run using the [WebNN API](https://learn.microsoft.com/en-us/windows/ai/directml/webnn-overview) when available, otherwise falling back to the WebGPU API. Both of these APIs are used to "hardware accelerate" the AI inferences, with WebNN targeting NPUs and GPUs, and WebGPU strictly targeting GPUs. ## Usage diff --git a/package.json b/package.json index d572c74..d61c418 100644 --- a/package.json +++ b/package.json @@ -7,7 +7,9 @@ "AI", "Web AI", "ONNX Runtime", - "ai toolkit" + "ai toolkit", + "WebNN", + "webnn" ], "homepage": "https://jgw96.github.io/web-ai-toolkit/", "bugs": {