react app stuff

react_app_metarl/.gitignore

+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+/.pnp
+.pnp.js
+
+# testing
+/coverage
+
+# production
+/build
+
+# misc
+.DS_Store
+.env.local
+.env.development.local
+.env.test.local
+.env.production.local
+
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*

react_app_metarl/README.md

+# Getting Started with Create React App
+
+This project was bootstrapped with [Create React App](https://github.com/facebook/create-react-app).
+
+## Available Scripts
+
+In the project directory, you can run:
+
+### `npm start`
+
+Runs the app in the development mode.\
+Open [http://localhost:3000](http://localhost:3000) to view it in your browser.
+
+The page will reload when you make changes.\
+You may also see any lint errors in the console.
+
+### `npm test`
+
+Launches the test runner in the interactive watch mode.\
+See the section about [running tests](https://facebook.github.io/create-react-app/docs/running-tests) for more information.
+
+### `npm run build`
+
+Builds the app for production to the `build` folder.\
+It correctly bundles React in production mode and optimizes the build for the best performance.
+
+The build is minified and the filenames include the hashes.\
+Your app is ready to be deployed!
+
+See the section about [deployment](https://facebook.github.io/create-react-app/docs/deployment) for more information.
+
+### `npm run eject`
+
+**Note: this is a one-way operation. Once you `eject`, you can't go back!**
+
+If you aren't satisfied with the build tool and configuration choices, you can `eject` at any time. This command will remove the single build dependency from your project.
+
+Instead, it will copy all the configuration files and the transitive dependencies (webpack, Babel, ESLint, etc) right into your project so you have full control over them. All of the commands except `eject` will still work, but they will point to the copied scripts so you can tweak them. At this point you're on your own.
+
+You don't have to ever use `eject`. The curated feature set is suitable for small and middle deployments, and you shouldn't feel obligated to use this feature. However we understand that this tool wouldn't be useful if you couldn't customize it when you are ready for it.
+
+## Learn More
+
+You can learn more in the [Create React App documentation](https://facebook.github.io/create-react-app/docs/getting-started).
+
+To learn React, check out the [React documentation](https://reactjs.org/).
+
+### Code Splitting
+
+This section has moved here: [https://facebook.github.io/create-react-app/docs/code-splitting](https://facebook.github.io/create-react-app/docs/code-splitting)
+
+### Analyzing the Bundle Size
+
+This section has moved here: [https://facebook.github.io/create-react-app/docs/analyzing-the-bundle-size](https://facebook.github.io/create-react-app/docs/analyzing-the-bundle-size)
+
+### Making a Progressive Web App
+
+This section has moved here: [https://facebook.github.io/create-react-app/docs/making-a-progressive-web-app](https://facebook.github.io/create-react-app/docs/making-a-progressive-web-app)
+
+### Advanced Configuration
+
+This section has moved here: [https://facebook.github.io/create-react-app/docs/advanced-configuration](https://facebook.github.io/create-react-app/docs/advanced-configuration)
+
+### Deployment
+
+This section has moved here: [https://facebook.github.io/create-react-app/docs/deployment](https://facebook.github.io/create-react-app/docs/deployment)
+
+### `npm run build` fails to minify
+
+This section has moved here: [https://facebook.github.io/create-react-app/docs/troubleshooting#npm-run-build-fails-to-minify](https://facebook.github.io/create-react-app/docs/troubleshooting#npm-run-build-fails-to-minify)

react_app_metarl/package.json

+{
+  "name": "react_app_metarl",
+  "version": "0.1.0",
+  "private": true,
+  "dependencies": {
+    "@testing-library/jest-dom": "^5.16.4",
+    "@testing-library/react": "^13.1.1",
+    "@testing-library/user-event": "^13.5.0",
+    "react": "^18.0.0",
+    "react-dom": "^18.0.0",
+    "react-scripts": "5.0.1",
+    "web-vitals": "^2.1.4"
+  },
+  "scripts": {
+    "start": "react-scripts start",
+    "build": "react-scripts build",
+    "test": "react-scripts test",
+    "eject": "react-scripts eject"
+  },
+  "eslintConfig": {
+    "extends": [
+      "react-app",
+      "react-app/jest"
+    ]
+  },
+  "browserslist": {
+    "production": [
+      ">0.2%",
+      "not dead",
+      "not op_mini all"
+    ],
+    "development": [
+      "last 1 chrome version",
+      "last 1 firefox version",
+      "last 1 safari version"
+    ]
+  }
+}

react_app_metarl/public/basic.html

+<!doctype html>
+<html>
+  <style>
+    #myProgress {
+      width: 100%;
+      background-color: #ddd;
+    }
+    
+    #myBar {
+      width: 1%;
+      height: 30px;
+      background-color: #04AA6D;
+    }
+    </style>
+
+  <head>
+    {% block head %}
+    <title>{% block title %}{% endblock %} - Meta Reinforcement Learning for Data Augmentation</title>
+    {% endblock %}
+  </head>
+  <body>
+    {% block body %}{% endblock %}
+  </body>
+</html>
+

react_app_metarl/public/home.html

+{% extends "basic.html" %}
+{% block title%}Home{% endblock %}
+{% block body %}
+<h1>Meta Reinforcement Learning for Data Augmentation</h1>
+
+<h3>Choose your dataset</h3>
+<form action="/user_input" method="POST" enctype="multipart/form-data">
+  <!-- upload dataset -->
+  <label for="dataset_upload">You can upload your dataset folder here:</label>
+  <input type="file" id='dataset_upload' name="dataset_upload" class="upload"><br><br>
+  
+  <!-- <label for="dataset_upload">Upload your train dataset folder here:</label> -->
+  <!-- <input type="file" id='dataset_upload' name="dataset_upload" webkitdirectory mozdirectory /><br> -->
+  <!-- <label for="dataset_upload">Upload your test dataset folder here:</label>
+  <input type="file" id='test_upload' name="test_upload" webkitdirectory mozdirectory /><br><br> -->
+
+  <!-- dataset radio button -->
+  Or you can select a dataset from our database: <br>
+  <input type="radio" id="dataset1"
+    name="dataset_selection" value="MNIST">
+  <label for="dataset1">MNIST dataset</label><br>
+
+  <input type="radio" id="dataset2"
+    name="dataset_selection" value="KMNIST">
+  <label for="dataset2">KMNIST dataset</label><br>
+
+  <input type="radio" id="dataset3"
+    name="dataset_selection" value="FashionMNIST">
+  <label for="dataset3">FashionMNIST dataset</label><br>
+
+  <input type="radio" id="dataset4"
+  name="dataset_selection" value="CIFAR10">
+  <label for="dataset4">CIFAR10 dataset</label><br>
+
+  <input type="radio" id="dataset5"
+  name="dataset_selection" value="CIFAR100">
+  <label for="dataset5">CIFAR100 dataset</label><br>
+
+  <input type="radio" id="dataset6"
+  name="dataset_selection" value="Other">
+  <label for="dataset6">Other dataset DIFFERENT</label><br><br> 
+
+<!-- --------------------------------------------------------------- -->
+
+
+  <h3>Choose the network the dataset is trained on</h3>
+  <!-- upload network -->
+  <label for="network_upload">Please upload your network here as a .pkl file:</label>
+  <input type="file" id='network_upload' name="network_upload" class="upload"><br><br>
+
+
+  <!-- network selection -->
+  Or you can select a dataset from our database: <br>
+  <input type="radio" id="network1"
+    name="network_selection" value="LeNet">
+  <label for="network1">LeNet</label><br>
+
+  <input type="radio" id="network2"
+  name="network_selection" value="EasyNet">
+  <label for="network2">EasyNet</label><br>
+
+  <input type="radio" id="network3"
+  name="network_selection" value="SimpleNet">
+  <label for="network3">SimpleNet</label><br>
+
+  <input type="radio" id="network4"
+  name="network_selection" value="Other">
+  <label for="network4">Other</label><br><br> 
+
+
+
+  <h3>Advanced Search</h3>
+  <!-- action(data augmentation) space -->
+  Which data augmentation method you would like exclude? <br>
+  <input type="checkbox" id="ShearX"
+    name="action_space" value="ShearX">
+  <label for="ShearX">ShearX</label>
+
+  <input type="checkbox" id="ShearY"
+    name="action_space" value="ShearY">
+  <label for="ShearY">ShearY</label>
+
+  <input type="checkbox" id="TranslateX"
+    name="action_space" value="TranslateX">
+  <label for="TranslateX">TranslateX</label>
+
+  <input type="checkbox" id="TranslateY"
+  name="action_space" value="TranslateY">
+  <label for="TranslateY">TranslateY</label>
+
+  <input type="checkbox" id="Rotate"
+    name="Rotate" value="Rotate">
+  <label for="Rotate">Rotate</label><br>
+
+  <input type="checkbox" id="Brightness"
+  name="action_space" value="Brightness">
+  <label for="Brightness">Brightness</label>
+
+  <input type="checkbox" id="Color"
+  name="action_space" value="Color">
+  <label for="Color">Color</label>
+
+  <input type="checkbox" id="Contrast"
+  name="action_space" value="Contrast">
+  <label for="Contrast">Contrast</label>
+
+  <input type="checkbox" id="Sharpness"
+  name="action_space" value="Sharpness">
+  <label for="Sharpness">Sharpness</label><br>
+
+  <input type="checkbox" id="Posterize"
+  name="action_space" value="Posterize">
+  <label for="Posterize">Posterize</label>
+
+  <input type="checkbox" id="Solarize"
+  name="action_space" value="Solarize">
+  <label for="Solarize">Solarize</label>
+
+  <input type="checkbox" id="AutoContrast"
+  name="action_space" value="AutoContrast">
+  <label for="AutoContrast">AutoContrast</label>
+
+  <input type="checkbox" id="Equalize"
+  name="action_space" value="Equalize">
+  <label for="Equalize">Equalize</label>
+
+  <input type="checkbox" id="Invert"
+  name="action_space" value="Invert">
+  <label for="Invert">Invert</label><br><br><br>
+
+
+  
+  <div id="like_button_container"></div>
+  <script src="https://unpkg.com/react@18/umd/react.development.js" crossorigin></script>
+
+  <script src="https://unpkg.com/react-dom@18/umd/react-dom.development.js" crossorigin></script>
+  <!-- <script src="metarl/auto_augmentation/templates/like_button.js"></script> -->
+
+  <script type = 'module'> 
+  // 'use strict';
+    import React from 'react';
+    import ReactDOM from "react-dom/client";
+  </script>
+   
+
+  <script>
+   const e = React.createElement;
+
+  var path = document.location.pathname;
+  var directory = path.substring(path.indexOf('/'), path.lastIndexOf('/'));
+  // var loc = window.location.pathname;
+
+
+
+  class LikeButton extends React.Component {
+    constructor(props) {
+      super(props);
+      this.state = { liked: false };
+    }
+
+    render() {
+      if (this.state.liked) {
+        return 'You liked this.';
+      }
+
+      return e(
+        'button',
+        { onClick: () => this.setState({ liked: true }) },
+        'Like'
+      );
+    }
+  }
+
+
+  const domContainer = document.querySelector('#like_button_container');
+  const root = ReactDOM.createRoot(domContainer);
+  root.render(e(LikeButton));
+
+  </script>
+    
+
+
+
+
+
+
+
+  <!-- 3
+  <div id="mydiv"></div>
+
+    <script type="text/babel" type="javascript">
+      import ReactDOM from 'react-dom';
+      function Hello() {
+        return <h1>Hello World!</h1>;
+      }
+
+      ReactDOM.render(<Hello />, document.getElementById('mydiv'))
+    </script>
+  3 -->
+
+
+  <!-- ----------------- -->
+
+
+  <!-- <script
+    src="https://unpkg.com/react@16/umd/react.production.min.js"
+    crossorigin
+    type="javascript"
+  ></script>
+  <script
+    src="https://unpkg.com/react-dom@16/umd/react-dom.production.min.js"
+    crossorigin
+  ></script>
+  <script src="https://unpkg.com/@babel/standalone/babel.min.js"></script>
+
+  <script type="text/babel" src="WelcomeBack.js"></script>
+  <script type="text/babel" src="CoolButton.js"></script>
+
+  <script type="text/babel">
+    ReactDOM.render(<WelcomeBack />, document.querySelector(".welcome-back"));
+  </script> -->
+
+
+
+
+
+
+
+
+
+
+
+  <input type="submit">
+
+
+</form>
+ 
+
+{% endblock %}

react_app_metarl/public/index.html

+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8" />
+    <link rel="icon" href="%PUBLIC_URL%/favicon.ico" />
+    <meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="theme-color" content="#000000" />
+    <meta
+      name="description"
+      content="Web site created using create-react-app"
+    />
+    <link rel="apple-touch-icon" href="%PUBLIC_URL%/logo192.png" />
+    <!--
+      manifest.json provides metadata used when your web app is installed on a
+      user's mobile device or desktop. See https://developers.google.com/web/fundamentals/web-app-manifest/
+    -->
+    <link rel="manifest" href="%PUBLIC_URL%/manifest.json" />
+    <!--
+      Notice the use of %PUBLIC_URL% in the tags above.
+      It will be replaced with the URL of the `public` folder during the build.
+      Only files inside the `public` folder can be referenced from the HTML.
+
+      Unlike "/favicon.ico" or "favicon.ico", "%PUBLIC_URL%/favicon.ico" will
+      work correctly both with client-side routing and a non-root public URL.
+      Learn how to configure a non-root public URL by running `npm run build`.
+    -->
+    <title>React App</title>
+  </head>
+  <body>
+    <noscript>You need to enable JavaScript to run this app.</noscript>
+    <div id="root"></div>
+    <!--
+      This HTML file is a template.
+      If you open it directly in the browser, you will see an empty page.
+
+      You can add webfonts, meta tags, or analytics to this file.
+      The build step will place the bundled scripts into the <body> tag.
+
+      To begin the development, run `npm start` or `yarn start`.
+      To create a production bundle, use `npm run build` or `yarn build`.
+    -->
+  </body>
+</html>

react_app_metarl/public/manifest.json

+{
+  "short_name": "React App",
+  "name": "Create React App Sample",
+  "icons": [
+    {
+      "src": "favicon.ico",
+      "sizes": "64x64 32x32 24x24 16x16",
+      "type": "image/x-icon"
+    },
+    {
+      "src": "logo192.png",
+      "type": "image/png",
+      "sizes": "192x192"
+    },
+    {
+      "src": "logo512.png",
+      "type": "image/png",
+      "sizes": "512x512"
+    }
+  ],
+  "start_url": ".",
+  "display": "standalone",
+  "theme_color": "#000000",
+  "background_color": "#ffffff"
+}

react_app_metarl/public/progress.html

+{% extends "basic.html" %}
+{% block title%}Progress{% endblock %}
+{% block body %}
+Training the model...
+
+<div>
+    <img src="{{url_for('static', filename='image/training_plot.png')}}" class="img-thumbnail" />
+
+  
+    <div id="myProgress">
+        <div id="myBar"></div>
+    </div>
+      
+    <br>
+    <button onclick="move()">Click Me</button> 
+    
+    <script>
+    var i = 0;
+    function move() {
+        if (i == 0) {
+            i = 1;
+            var elem = document.getElementById("myBar");
+            var width = 1;
+            var id = setInterval(frame, 10);
+            function frame() {
+                if (width >= 100) {
+                    clearInterval(id);
+                    i = 0;
+                } else {
+                    width++;
+                    elem.style.width = width + "%";
+                }
+            }
+        }
+    }
+    </script>
+
+    <form action="/show_result">
+        <input type="submit" value='Show Result'>
+    </form>
+</div>
+ 
+{% endblock %}
\ No newline at end of file

react_app_metarl/public/result.html

+{% extends "basic.html" %}
+{% block title %}Result{% endblock %}
+{% block body %}
+
+<div>  
+  <b>Accuracy before data augmentation is: 64.6%</b><br>
+  <b>Accuracy after data augmentation is: 79.3%</b>
+
+</div>
+
+<div>
+  <form action="/download">
+  <input type="submit" value='Download CNN'>
+  </form>
+</div>
+
+{% endblock %}
+