├── .appcast.xml ├── .eslintrc.yml ├── .gitignore ├── README.md ├── assets └── icon.png ├── dataset-urls ├── buildings.txt ├── chili-dog.txt ├── frankfurter.txt ├── hotdog.txt ├── pets.txt ├── pizza.txt └── plants.txt ├── package-lock.json ├── package.json ├── scripts ├── download-images.js └── turi-model.py └── src ├── is-it-a-hotdog.js └── manifest.json /.appcast.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | -------------------------------------------------------------------------------- /.eslintrc.yml: -------------------------------------------------------------------------------- 1 | root: true 2 | extends: 3 | - airbnb-base 4 | - prettier 5 | plugins: 6 | - prettier 7 | globals: 8 | __mocha__: false 9 | MOPointer: false 10 | MLModel: false 11 | VNCoreMLModel: false 12 | VNCoreMLRequest: false 13 | CIImage: false 14 | VNImageRequestHandler: false 15 | NSURL: false 16 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # build artifacts 2 | hotdog.sketchplugin 3 | 4 | # npm 5 | node_modules 6 | .npm 7 | npm-debug.log 8 | 9 | # mac 10 | .DS_Store 11 | 12 | # WebStorm 13 | .idea 14 | 15 | datasets 16 | old 17 | assets/HotdogNotHotdog.mlmodel 18 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # 🌭 Sketch Hot Dog 2 | 3 | _What would you say if I told you there is a sketch plugin on the market that tell you if your sketch layer is a hotdog or not a hotdog. It is very good and I do not want to work on it any more. You can hire someone else._ 4 | 5 | ![is it a hotdog](https://user-images.githubusercontent.com/3254314/40763672-7d9179ec-645a-11e8-9c42-a533ac896a40.gif) 6 | 7 | You can read about it here: [https://blog.sketchapp.com/not-a-hotdog-how-to-build-an-ai-powered-plugin-for-sketch-463ea43c9464](https://blog.sketchapp.com/not-a-hotdog-how-to-build-an-ai-powered-plugin-for-sketch-463ea43c9464). 8 | 9 | ## 🌭 Installation 10 | 11 | _Requires Sketch 49+ and macOS 10.13+_ 12 | 13 | * [Download](https://github.com/mathieudutour/sketch-hotdog/releases/latest) the latest release of the plugin 14 | * Un-zip 15 | * Double-click on hotdog.sketchplugin 16 | 17 | ## 🌭 Usage 18 | 19 | * Select an image layer 20 | * Click on `Plugins > Is it a 🌭?` 21 | 22 | ## 🌭 Development Guide 23 | 24 | _This plugin was created using `skpm`. For a detailed explanation on how things work, checkout the [skpm Readme](https://github.com/skpm/skpm/blob/master/README.md)._ 25 | 26 | Install the dependencies 27 | 28 | ```bash 29 | pip install turicreate 30 | npm install 31 | ``` 32 | 33 | Once the installation is done, you can run some commands inside the project folder: 34 | 35 | ```bash 36 | # download the datasets of images 37 | npm run download-datasets 38 | 39 | # train the model 40 | npm run train-model 41 | 42 | # build the sketch plugin 43 | npm run build 44 | ``` 45 | 46 | To watch for changes: 47 | 48 | ```bash 49 | npm run watch 50 | ``` 51 | 52 | Additionally, if you wish to run the plugin every time it is built: 53 | 54 | ```bash 55 | npm run start 56 | ``` 57 | -------------------------------------------------------------------------------- /assets/icon.png: -------------------------------------------------------------------------------- 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http://farm4.static.flickr.com/3210/2673735323_6924064e37.jpg 1214 | http://www.webstaurantstore.com/stainless-steel-hot-dog-preparation-make-up-tray/stainless-steel-hot-dog-preparation-make-up-tray.jpg 1215 | 1216 | -------------------------------------------------------------------------------- /package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "sketch-hot-dog", 3 | "description": "What would you say if I told you there is a sketch plugin on the market that tell you if your sketch layer is a hotdog or not a hotdog. It is very good and I do not want to work on it any more. You can hire someone else.", 4 | "version": "0.1.2", 5 | "engines": { 6 | "sketch": ">=3.0" 7 | }, 8 | "skpm": { 9 | "name": "Sketch HotDog", 10 | "manifest": "src/manifest.json", 11 | "main": "hotdog.sketchplugin", 12 | "assets": [ 13 | "assets/**/*" 14 | ] 15 | }, 16 | "scripts": { 17 | "build": "skpm-build", 18 | "watch": "skpm-build --watch", 19 | "start": "skpm-build --watch --run", 20 | "postinstall": "npm run build && skpm-link", 21 | "download-datasets": "(rm -rf datasets || true) && mkdir -p datasets/hotdog/ && mkdir -p datasets/not_hotdog/ && node scripts/download-images.js dataset-urls/plants.txt datasets/not_hotdog/ && node scripts/download-images.js dataset-urls/pizza.txt datasets/not_hotdog/ && node scripts/download-images.js dataset-urls/buildings.txt datasets/not_hotdog/ && node scripts/download-images.js dataset-urls/pets.txt datasets/not_hotdog/ && node scripts/download-images.js dataset-urls/hotdog.txt datasets/hotdog/ && node scripts/download-images.js dataset-urls/frankfurter.txt datasets/hotdog/ && node scripts/download-images.js dataset-urls/chili-dog.txt datasets/hotdog/", 22 | "train-model": "python scripts/turi-model.py && mv HotdogNotHotdog.mlmodel assets/HotdogNotHotdog.mlmodel", 23 | "lint": "find . -name \"*.js\" | grep -v node_modules | xargs eslint", 24 | "prettier:base": "prettier --write", 25 | "prettify": "find . -name \"*.js\" | grep -v node_modules | xargs npm run prettier:base" 26 | }, 27 | "devDependencies": { 28 | "@skpm/builder": "^0.8.0", 29 | "eslint": "^8.27.0", 30 | "eslint-config-airbnb-base": "^12.1.0", 31 | "eslint-config-prettier": "^2.9.0", 32 | "eslint-plugin-import": "^2.12.0", 33 | "eslint-plugin-prettier": "^2.6.0", 34 | "prettier": "^1.13.3" 35 | }, 36 | "author": "Mathieu Dutour ", 37 | "dependencies": { 38 | "@skpm/fs": "^0.1.2", 39 | "@skpm/path": "^0.1.0" 40 | }, 41 | "repository": { 42 | "type": "git", 43 | "url": "git+https://github.com/mathieudutour/sketch-hotdog.git" 44 | } 45 | } 46 | -------------------------------------------------------------------------------- /scripts/download-images.js: -------------------------------------------------------------------------------- 1 | /** 2 | Download images from a file containing URLS. 3 | The file must contain a single URL per line. 4 | 5 | Usage: 6 | node ./download-images.js PATH/TO/IMAGE_NET/FILE.txt PATH/TO/OUTPUT/FOLDER 7 | 8 | It will look something like this: 9 | # create the output folders 10 | mkdir -p datasets/hotdog/ && mkdir -p datasets/not_hotdog/ 11 | # process different input files 12 | node ./download-images.js plants.txt datasets/not_hotdog/ 13 | node ./download-images.js hotdog.txt datasets/hotdog/ 14 | */ 15 | const path = require("path"); 16 | const fs = require("fs"); 17 | const http = require("http"); 18 | const https = require("https"); 19 | const Stream = require("stream").Transform; 20 | 21 | // the first argument is the path to the file containing the URLs 22 | const inputFile = path.join(process.cwd(), process.argv[2]); 23 | // the second argument is the path to the folder in which we will store the downloaded images 24 | const outputDir = path.join(process.cwd(), process.argv[3]); 25 | 26 | // we will prefix the image names by the name of the input file 27 | const prefix = path.basename(inputFile).replace(path.extname(inputFile), ''); 28 | 29 | // read the input file and create an array of URLs 30 | const imageURLS = fs 31 | .readFileSync(inputFile, "utf8") 32 | .split("\n") 33 | .map(url => url.trim()) 34 | .filter(url => url); 35 | 36 | let successCount = 0; 37 | let errorCount = 0; 38 | 39 | // after each attempt to download an image, 40 | // print the progress and exit when we reach the end 41 | function onEnd(err) { 42 | if (err) { 43 | errorCount += 1; 44 | } else { 45 | successCount += 1; 46 | } 47 | 48 | console.log( 49 | `${err ? "☠️" : "✅"} ${successCount + errorCount} / ${imageURLS.length}` 50 | ); 51 | 52 | if (successCount + errorCount === imageURLS.length) { 53 | console.log(); 54 | console.log(`${errorCount} fail\n${successCount} success`); 55 | process.exit(); 56 | } 57 | } 58 | 59 | imageURLS.forEach((url, i) => { 60 | // check if we need an http or https request 61 | const { request } = url.indexOf("http:") === 0 ? http : https; 62 | 63 | const imageName = `${prefix}_${i}${path.extname(url)}`; 64 | 65 | const r = request(url.trim(), response => { 66 | const data = new Stream(); 67 | 68 | response.on("data", chunk => { 69 | data.push(chunk); 70 | }); 71 | 72 | response.on("error", onEnd); 73 | 74 | response.on("end", () => { 75 | fs.writeFileSync( 76 | path.join(outputDir, imageName), 77 | data.read() 78 | ); 79 | onEnd(); 80 | }); 81 | }); 82 | 83 | r.on("error", onEnd); 84 | 85 | r.end(); 86 | }); 87 | -------------------------------------------------------------------------------- /scripts/turi-model.py: -------------------------------------------------------------------------------- 1 | # Creates a CoreML classifier model 'HotdogNotHotdog.mlmodel' 2 | # Run the script with: python ./turi-model.py 3 | 4 | import turicreate as tc 5 | import os 6 | 7 | # You might see a bunch of "Not a JPEG file" errors, you can ignore them safely 8 | print('Loading all the images in the datasets') 9 | data = tc.image_analysis.load_images( 10 | os.path.abspath('./datasets/'), 11 | with_path=True 12 | ) 13 | 14 | print('Labelling the images: if it\'s in the hotdog folder then it\'s hotdog') 15 | data['label'] = data['path'].apply( 16 | lambda path: 'hotdog' if '/datasets/hotdog/' in path else 'nothotdog' 17 | ) 18 | 19 | print(data.groupby('label', [tc.aggregate.COUNT])) 20 | 21 | # uncomment to show a UI to explore the dataset 22 | # data.explore() 23 | 24 | # train the model using squeezenet 25 | model = tc.image_classifier.create( 26 | data, 27 | target='label', 28 | model='squeezenet_v1.1', 29 | max_iterations=40 30 | ) 31 | 32 | # export the model to a coreML file 33 | model.export_coreml('HotdogNotHotdog.mlmodel') 34 | -------------------------------------------------------------------------------- /src/is-it-a-hotdog.js: -------------------------------------------------------------------------------- 1 | import sketch from "sketch"; // eslint-disable-line 2 | import fs from "@skpm/fs"; 3 | import path from "@skpm/path"; 4 | 5 | function checkIfErr(label, err) { 6 | if (err.value() !== null) { 7 | const message = `Error while ${label}`; 8 | console.error(message); 9 | sketch.UI.message(message); 10 | throw new Error(err.value()); 11 | } 12 | } 13 | 14 | export default function(context) { 15 | const document = 16 | sketch.getSelectedDocument() || 17 | sketch.Document.fromNative(context.document); 18 | if (!document) { 19 | console.log("no document"); 20 | return; 21 | } 22 | 23 | const selectedLayer = document.selectedLayers.layers[0]; 24 | 25 | if (!selectedLayer || selectedLayer.type !== "Image") { 26 | const message = "You need to select an image"; 27 | sketch.UI.message(message); 28 | console.log(message); 29 | return; 30 | } 31 | 32 | // the macOS framework we need is called `Vision` and is not loaded by default 33 | // let's check if it is, and load it otherwise 34 | if (typeof VNCoreMLModel === "undefined") { 35 | __mocha__.loadFrameworkWithName("Vision"); 36 | } 37 | 38 | const err = MOPointer.alloc().init(); 39 | 40 | // find path to compiled model 41 | const modelURL = path.join( 42 | path.dirname(context.plugin.urlForResourceNamed("HotdogNotHotdog.mlmodel")), 43 | "HotdogNotHotdog.mlmodelc" 44 | ); 45 | 46 | // check if we already compiled the model 47 | if (!fs.existsSync(modelURL)) { 48 | const tempModelURL = MLModel.compileModelAtURL_error( 49 | context.plugin.urlForResourceNamed("HotdogNotHotdog.mlmodel"), 50 | err 51 | ); 52 | checkIfErr("compiling model", err); 53 | 54 | // move the compiled model to our plugin so we can reuse it later 55 | fs.renameSync(tempModelURL.path(), modelURL); 56 | } 57 | 58 | // load the compiled model 59 | const model = MLModel.modelWithContentsOfURL_error( 60 | NSURL.fileURLWithPath(modelURL), 61 | err 62 | ); 63 | checkIfErr("reading model", err); 64 | 65 | // transform our model into a Vision model 66 | const vnModel = VNCoreMLModel.modelForMLModel_error(model, err); 67 | checkIfErr("creating vn model", err); 68 | 69 | // create a an image analysis request that uses our Core ML model to process images 70 | const request = VNCoreMLRequest.alloc().initWithModel(vnModel); 71 | request.imageCropAndScaleOption = 0; 72 | 73 | 74 | // VNImageRequestHandler expects a "CIImage". 75 | // Luckily, we can create one from our image layer 76 | const ciImage = CIImage.imageWithData(selectedLayer.image.nsdata); 77 | 78 | const handler = VNImageRequestHandler.alloc().initWithCIImage_options( 79 | ciImage, 80 | null 81 | ); 82 | 83 | // let's run our classifier! 84 | const success = handler.performRequests_error([request], err); 85 | 86 | if (success) { 87 | const topResult = request.results()[0]; 88 | const isHotDog = String(topResult.identifier()) === "hotdog"; 89 | sketch.UI.message(isHotDog ? "Yep, it's a 🌭" : "Nope ❌"); 90 | } else { 91 | checkIfErr("making request", err); 92 | } 93 | } 94 | -------------------------------------------------------------------------------- /src/manifest.json: -------------------------------------------------------------------------------- 1 | { 2 | "compatibleVersion": 3, 3 | "bundleVersion": 1, 4 | "icon": "icon.png", 5 | "commands": [ 6 | { 7 | "name": "Is it a 🌭?", 8 | "identifier": "is-it-a-hotdog", 9 | "script": "./is-it-a-hotdog.js" 10 | } 11 | ], 12 | "menu": { 13 | "isRoot": true, 14 | "items": [ 15 | "is-it-a-hotdog" 16 | ] 17 | } 18 | } 19 | --------------------------------------------------------------------------------