From 9f0cfb7baa300a715da1c414bae8bc0e8c9945d5 Mon Sep 17 00:00:00 2001 From: Belem Zhang <belem.zhang@intel.com> Date: Sun, 8 Oct 2023 16:19:02 +0800 Subject: [PATCH] ncu package.json update and starting onnx runtime web integration --- package-lock.json | 357 ++++++++++++++++------------------ package.json | 16 +- src/lib/assets/js/nn_utils.js | 61 ++++++ src/lib/config.js | 39 ++-- src/routes/tests/+page.svelte | 4 +- 5 files changed, 264 insertions(+), 213 deletions(-) create mode 100644 src/lib/assets/js/nn_utils.js diff --git a/package-lock.json b/package-lock.json index 97fe1c7..d770f87 100644 --- a/package-lock.json +++ b/package-lock.json @@ -12,22 +12,22 @@ }, "devDependencies": { "@sveltejs/adapter-static": "^2.0.3", - "@sveltejs/kit": "^1.25.0", - "@typescript-eslint/eslint-plugin": "^6.7.2", - "@typescript-eslint/parser": "^6.7.2", + "@sveltejs/kit": "^1.25.1", + "@typescript-eslint/eslint-plugin": "^6.7.4", + "@typescript-eslint/parser": "^6.7.4", "@vitejs/plugin-basic-ssl": "^1.0.1", - 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"version": "5.23.0", - "resolved": "https://registry.npmjs.org/undici/-/undici-5.23.0.tgz", - "integrity": "sha512-1D7w+fvRsqlQ9GscLBwcAJinqcZGHUKjbOmXdlE/v8BvEGXjeWAax+341q44EuTcHXXnfyKNbKRq4Lg7OzhMmg==", + "version": "5.25.4", + "resolved": "https://registry.npmjs.org/undici/-/undici-5.25.4.tgz", + "integrity": "sha512-450yJxT29qKMf3aoudzFpIciqpx6Pji3hEWaXqXmanbXF58LTAGCKxcJjxMXWu3iG+Mudgo3ZUfDB6YDFd/dAw==", "dev": true, "requires": { - "busboy": "^1.6.0" + "@fastify/busboy": "^2.0.0" } }, "uri-js": { @@ -5286,9 +5265,9 @@ } }, "vite": { - "version": "4.4.9", - "resolved": "https://registry.npmjs.org/vite/-/vite-4.4.9.tgz", - "integrity": "sha512-2mbUn2LlUmNASWwSCNSJ/EG2HuSRTnVNaydp6vMCm5VIqJsjMfbIWtbH2kDuwUVW5mMUKKZvGPX/rqeqVvv1XA==", + "version": "4.4.11", + "resolved": "https://registry.npmjs.org/vite/-/vite-4.4.11.tgz", + "integrity": "sha512-ksNZJlkcU9b0lBwAGZGGaZHCMqHsc8OpgtoYhsQ4/I2v5cnpmmmqe5pM4nv/4Hn6G/2GhTdj0DhZh2e+Er1q5A==", "dev": true, "requires": { "esbuild": "^0.18.10", diff --git a/package.json b/package.json index f820bcb..bbf0284 100644 --- a/package.json +++ b/package.json @@ -13,22 +13,22 @@ }, "devDependencies": { "@sveltejs/adapter-static": "^2.0.3", - "@sveltejs/kit": "^1.25.0", - "@typescript-eslint/eslint-plugin": "^6.7.2", - "@typescript-eslint/parser": "^6.7.2", + "@sveltejs/kit": "^1.25.1", + "@typescript-eslint/eslint-plugin": "^6.7.4", + "@typescript-eslint/parser": "^6.7.4", "@vitejs/plugin-basic-ssl": "^1.0.1", - "eslint": "^8.49.0", + "eslint": "^8.51.0", "eslint-config-prettier": "^9.0.0", - "eslint-plugin-svelte": "^2.33.2", + "eslint-plugin-svelte": "^2.34.0", "html2canvas": "^1.4.1", "prettier": "^3.0.3", "prettier-plugin-svelte": "^3.0.3", - "svelte": "^4.2.0", + "svelte": "^4.2.1", "svelte-check": "^3.5.2", - "svelte-local-storage-store": "^0.6.0", + "svelte-local-storage-store": "^0.6.4", "tslib": "^2.6.2", "typescript": "^5.2.2", - "vite": "^4.4.9" + "vite": "^4.4.11" }, "type": "module", "dependencies": { diff --git a/src/lib/assets/js/nn_utils.js b/src/lib/assets/js/nn_utils.js new file mode 100644 index 0000000..a404cf7 --- /dev/null +++ b/src/lib/assets/js/nn_utils.js @@ -0,0 +1,61 @@ +export const generateTensor = (dataType, shape, val) => { + let size = 1; + shape.forEach((element) => { + size *= element; + }); + switch (dataType) { + case "uint16": + return new ort.Tensor( + dataType, + Uint16Array.from({ length: size }, () => val), + shape + ); + case "float16": + return new ort.Tensor( + dataType, + Uint16Array.from({ length: size }, () => val), + shape + ); + case "float32": + return new ort.Tensor( + dataType, + Float32Array.from({ length: size }, () => val), + shape + ); + case "int32": + return new ort.Tensor( + dataType, + Int32Array.from({ length: size }, () => val), + shape + ); + case "int64": + return new ort.Tensor( + dataType, + BigInt64Array.from({ length: size }, () => val), + shape + ); + } + throw new Error(`Input tensor type ${dataType} is unknown`); +} + +export const type_to_func = { + float32: Float32Array, + uint16: Uint16Array, + float16: Uint16Array, + int32: Int32Array, + BigInt64Array: BigInt64Array, +}; + +export const clone = (x) => { + let feed = {}; + for (const [key, value] of Object.entries(x)) { + let func = type_to_func[value.type]; + let arrayType = func.from(value.data); + feed[key] = new ort.Tensor( + value.type, + arrayType.slice(0), + value.dims + ); + } + return feed; +} diff --git a/src/lib/config.js b/src/lib/config.js index 0cdfd0b..1b856f7 100644 --- a/src/lib/config.js +++ b/src/lib/config.js @@ -31,7 +31,8 @@ export let models = [ name: 'DenseNet 121', url: 'https://github.com/onnx/models/blob/main/vision/classification/densenet-121/model/densenet-9.onnx', format: 'onnx', - datatype: 'fp32' + datatype: 'fp32', + inputshape: [] }, { category: 'Image Classification', @@ -39,7 +40,8 @@ export let models = [ name: 'EfficientNet Lite 4', url: 'https://github.com/onnx/models/raw/main/vision/classification/efficientnet-lite4/model/efficientnet-lite4-11.onnx', format: 'onnx', - datatype: 'fp32' + datatype: 'fp32', + inputshape: [] }, { category: 'Image Classification', @@ -47,7 +49,8 @@ export let models = [ name: 'MobileNet v2', url: 'https://github.com/onnx/models/raw/main/vision/classification/mobilenet/model/mobilenetv2-10.onnx', format: 'onnx', - datatype: 'fp32' + datatype: 'fp32', + inputshape: [] }, { category: 'Image Classification', @@ -55,7 +58,8 @@ export let models = [ name: 'MobileNet v2', url: '', format: 'tflite', - datatype: 'int8' + datatype: 'int8', + inputshape: [] }, { category: 'Image Classification', @@ -63,7 +67,8 @@ export let models = [ name: 'MobileNet v2', url: '', format: 'npy', - datatype: 'fp32' + datatype: 'fp32', + inputshape: [] }, { category: 'Image Classification', @@ -71,7 +76,8 @@ export let models = [ name: 'ResNet50 v1', url: 'https://github.com/onnx/models/raw/main/vision/classification/resnet/model/resnet50-v1-12.onnx', format: 'onnx', - datatype: 'fp32' + datatype: 'fp32', + inputshape: [] }, { category: 'Image Classification', @@ -79,7 +85,8 @@ export let models = [ name: 'ResNet50 v2', url: 'https://github.com/onnx/models/raw/main/vision/classification/resnet/model/resnet50-v2-7.onnx', format: 'onnx', - datatype: 'fp32' + datatype: 'fp32', + inputshape: [] }, { category: 'Image Classification', @@ -87,7 +94,8 @@ export let models = [ name: 'Squeezenet_1.1', url: 'https://github.com/onnx/models/raw/main/vision/classification/squeezenet/model/squeezenet1.1-7.onnx', format: 'onnx', - datatype: 'fp32' + datatype: 'fp32', + inputshape: [] }, { @@ -96,7 +104,8 @@ export let models = [ name: 'Tiny YOLO v2', url: 'https://github.com/onnx/models/raw/main/vision/object_detection_segmentation/tiny-yolov2/model/tinyyolov2-8.onnx', format: 'onnx', - datatype: 'fp32' + datatype: 'fp32', + inputshape: [] }, { category: 'Face Analysis', @@ -104,7 +113,8 @@ export let models = [ name: 'Emotion FERPlus', url: 'https://github.com/onnx/models/raw/main/vision/body_analysis/emotion_ferplus/model/emotion-ferplus-8.onnx', format: 'onnx', - datatype: 'fp32' + datatype: 'fp32', + inputshape: [] }, { category: 'Semantic Segmentation', @@ -112,7 +122,8 @@ export let models = [ name: 'Segment Anything', url: '', format: 'onnx', - datatype: 'fp16' + datatype: 'fp16', + inputshape: [] }, { category: 'Semantic Segmentation', @@ -120,7 +131,8 @@ export let models = [ name: 'Selfie Segmentation (General)', url: 'https://storage.googleapis.com/mediapipe-assets/selfie_segmentation.tflite', format: 'tflite', - datatype: 'fp32' + datatype: 'fp32', + inputshape: [] }, { category: 'Style Transfer', @@ -128,7 +140,8 @@ export let models = [ name: 'FNS Candy', url: 'https://github.com/microsoft/Windows-Machine-Learning/raw/master/Samples/CustomTensorization/CustomTensorization/fns-candy.onnx', format: 'pt', - datatype: 'fp32' + datatype: 'fp32', + inputshape: [] }, ]; diff --git a/src/routes/tests/+page.svelte b/src/routes/tests/+page.svelte index 6d27202..76dade4 100644 --- a/src/routes/tests/+page.svelte +++ b/src/routes/tests/+page.svelte @@ -5,8 +5,6 @@ import { models } from '$lib/config'; import { beforeUpdate, onMount, onDestroy } from 'svelte'; import { base } from '$app/paths'; - import { page } from '$app/stores'; - import { goto } from '$app/navigation'; import { autoStore } from '../../lib/store/store'; import { resetStore } from '$lib/assets/js/utils'; @@ -37,7 +35,7 @@ <div class="status_1 s"> <Clock /> </div> - <a href="{base}/run/{model}">{model.replaceAll('_', ' ')}</a> + <a href="{base}/run/{model}" class="capitalize">{model.replaceAll('_', ' ')}</a> </div> {/each} </div>