From 97317ee1d22af07011a0255798cbad0718582e74 Mon Sep 17 00:00:00 2001
From: Mia Wang <yw21218@ic.ac.uk>
Date: Tue, 26 Apr 2022 18:48:26 +0100
Subject: [PATCH] deploying react flask to heroku

---
 react_frontend/package-lock.json         | 28385 +++++++++++++++++++++
 react_frontend/package.json              |    50 +
 react_frontend/public/favicon.ico        |   Bin 0 -> 3870 bytes
 react_frontend/public/index.html         |    43 +
 react_frontend/public/logo192.png        |   Bin 0 -> 5347 bytes
 react_frontend/public/logo512.png        |   Bin 0 -> 9664 bytes
 react_frontend/public/manifest.json      |    25 +
 react_frontend/src/App.css               |    38 +
 react_frontend/src/App.js                |    50 +
 react_frontend/src/App.test.js           |     8 +
 react_frontend/src/components/pytest.png |   Bin 0 -> 8124 bytes
 react_frontend/src/index.css             |    13 +
 react_frontend/src/index.js              |    17 +
 react_frontend/src/logo.svg              |     1 +
 react_frontend/src/pages/Confirm.js      |   113 +
 react_frontend/src/pages/Home.js         |   394 +
 react_frontend/src/pages/Progress.js     |    69 +
 react_frontend/src/pages/Result.js       |    61 +
 react_frontend/src/pages/WrongDS.js      |     0
 react_frontend/src/pages/pytest.png      |   Bin 0 -> 8124 bytes
 react_frontend/src/reportWebVitals.js    |    13 +
 react_frontend/src/setupTests.js         |     5 +
 22 files changed, 29285 insertions(+)
 create mode 100644 react_frontend/package-lock.json
 create mode 100644 react_frontend/package.json
 create mode 100644 react_frontend/public/favicon.ico
 create mode 100644 react_frontend/public/index.html
 create mode 100644 react_frontend/public/logo192.png
 create mode 100644 react_frontend/public/logo512.png
 create mode 100644 react_frontend/public/manifest.json
 create mode 100644 react_frontend/src/App.css
 create mode 100644 react_frontend/src/App.js
 create mode 100644 react_frontend/src/App.test.js
 create mode 100644 react_frontend/src/components/pytest.png
 create mode 100644 react_frontend/src/index.css
 create mode 100644 react_frontend/src/index.js
 create mode 100644 react_frontend/src/logo.svg
 create mode 100644 react_frontend/src/pages/Confirm.js
 create mode 100644 react_frontend/src/pages/Home.js
 create mode 100644 react_frontend/src/pages/Progress.js
 create mode 100644 react_frontend/src/pages/Result.js
 create mode 100644 react_frontend/src/pages/WrongDS.js
 create mode 100644 react_frontend/src/pages/pytest.png
 create mode 100644 react_frontend/src/reportWebVitals.js
 create mode 100644 react_frontend/src/setupTests.js

diff --git a/react_frontend/package-lock.json b/react_frontend/package-lock.json
new file mode 100644
index 00000000..c6dc3835
--- /dev/null
+++ b/react_frontend/package-lock.json
@@ -0,0 +1,28385 @@
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+  "requires": true,
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+      "name": "react_app_metarl",
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diff --git a/react_frontend/package.json b/react_frontend/package.json
new file mode 100644
index 00000000..ada7219e
--- /dev/null
+++ b/react_frontend/package.json
@@ -0,0 +1,50 @@
+{
+  "name": "react_app_metarl",
+  "version": "0.1.0",
+  "private": true,
+  "proxy": "http://localhost:5000",
+  "dependencies": {
+    "@emotion/react": "^11.9.0",
+    "@emotion/styled": "^11.8.1",
+    "@mui/icons-material": "^5.6.2",
+    "@mui/material": "^5.6.2",
+    "@mui/styled-engine-sc": "^5.6.1",
+    "@testing-library/jest-dom": "^5.16.4",
+    "@testing-library/react": "^13.1.1",
+    "@testing-library/user-event": "^13.5.0",
+    "axios": "^0.26.1",
+    "js-file-download": "^0.4.12",
+    "react": "^18.0.0",
+    "react-dom": "^18.0.0",
+    "react-hook-form": "^7.30.0",
+    "react-router-dom": "^6.3.0",
+    "react-scripts": "^5.0.1",
+    "styled-components": "^5.3.5",
+    "web-vitals": "^2.1.4"
+  },
+  "scripts": {
+    "start": "react-scripts start",
+    "start-backend": "cd backend && env/bin/flask run --no-debugger",
+    "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"
+    ]
+  }
+}
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diff --git a/react_frontend/public/index.html b/react_frontend/public/index.html
new file mode 100644
index 00000000..1c1e3f68
--- /dev/null
+++ b/react_frontend/public/index.html
@@ -0,0 +1,43 @@
+<!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>MetaRL for AutoAugmentation</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>
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diff --git a/react_frontend/public/manifest.json b/react_frontend/public/manifest.json
new file mode 100644
index 00000000..080d6c77
--- /dev/null
+++ b/react_frontend/public/manifest.json
@@ -0,0 +1,25 @@
+{
+  "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"
+}
diff --git a/react_frontend/src/App.css b/react_frontend/src/App.css
new file mode 100644
index 00000000..74b5e053
--- /dev/null
+++ b/react_frontend/src/App.css
@@ -0,0 +1,38 @@
+.App {
+  text-align: center;
+}
+
+.App-logo {
+  height: 40vmin;
+  pointer-events: none;
+}
+
+@media (prefers-reduced-motion: no-preference) {
+  .App-logo {
+    animation: App-logo-spin infinite 20s linear;
+  }
+}
+
+.App-header {
+  background-color: #282c34;
+  min-height: 100vh;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  font-size: calc(10px + 2vmin);
+  color: white;
+}
+
+.App-link {
+  color: #61dafb;
+}
+
+@keyframes App-logo-spin {
+  from {
+    transform: rotate(0deg);
+  }
+  to {
+    transform: rotate(360deg);
+  }
+}
diff --git a/react_frontend/src/App.js b/react_frontend/src/App.js
new file mode 100644
index 00000000..15ae0907
--- /dev/null
+++ b/react_frontend/src/App.js
@@ -0,0 +1,50 @@
+import Home from './pages/Home'
+import Confirm from './pages/Confirm'
+import Progress from './pages/Progress'
+import Result from './pages/Result'
+import './App.css';
+import React, { useState, useEffect } from "react";
+import axios from "axios";
+import {BrowserRouter, Route, Routes, Switch} from 'react-router-dom';
+
+function App() {
+  // useEffect(() => {
+  //   console.log('print here')
+  //   fetch('/home', {
+  //     method: 'POST',
+  //     headers: { 'Content-Type': 'application/json' },
+  //     body: JSON.stringify({ })
+  //   })
+  //     .then((response) => response.text())
+  //     .then((data) => console.log('data', data));
+  // }, []);
+
+  // useEffect(() => {
+  //   fetch('/api').then(response =>{
+  //     if(response.ok){
+  //       return response.json()
+  //     }
+  //   }).then(data => console.log('api', data))
+  // }, [])
+
+  return (
+    <div>
+      {/* <Home /> */}
+      {/* <Confirm /> */}
+      {/* <Progress /> */}
+      {/* <Result /> */}
+      <BrowserRouter>
+        <Routes>
+          <Route exact path="/" element={<Home/>}/>
+          <Route exact path="/confirm" element={<Confirm/>}/>
+          <Route exact path="/progress" element={<Progress/>}/>
+          <Route exact path="/result" element={<Result/>}/>
+        </Routes>
+      </BrowserRouter>
+    </div>
+  );
+
+}
+
+
+export default App;
diff --git a/react_frontend/src/App.test.js b/react_frontend/src/App.test.js
new file mode 100644
index 00000000..c2714159
--- /dev/null
+++ b/react_frontend/src/App.test.js
@@ -0,0 +1,8 @@
+import { render, screen } from '@testing-library/react';
+import App from './App';
+
+test('renders learn react link', () => {
+  render(<App />);
+  const linkElement = screen.getByText(/lol react/i);
+  expect(linkElement).toBeInTheDocument();
+});
diff --git a/react_frontend/src/components/pytest.png b/react_frontend/src/components/pytest.png
new file mode 100644
index 0000000000000000000000000000000000000000..272b44ed38c9107f19c99dc9a5ac38593493604f
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diff --git a/react_frontend/src/index.css b/react_frontend/src/index.css
new file mode 100644
index 00000000..ec2585e8
--- /dev/null
+++ b/react_frontend/src/index.css
@@ -0,0 +1,13 @@
+body {
+  margin: 0;
+  font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', 'Roboto', 'Oxygen',
+    'Ubuntu', 'Cantarell', 'Fira Sans', 'Droid Sans', 'Helvetica Neue',
+    sans-serif;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+
+code {
+  font-family: source-code-pro, Menlo, Monaco, Consolas, 'Courier New',
+    monospace;
+}
diff --git a/react_frontend/src/index.js b/react_frontend/src/index.js
new file mode 100644
index 00000000..d563c0fb
--- /dev/null
+++ b/react_frontend/src/index.js
@@ -0,0 +1,17 @@
+import React from 'react';
+import ReactDOM from 'react-dom/client';
+import './index.css';
+import App from './App';
+import reportWebVitals from './reportWebVitals';
+
+const root = ReactDOM.createRoot(document.getElementById('root'));
+root.render(
+  <React.StrictMode>
+    <App />
+  </React.StrictMode>
+);
+
+// If you want to start measuring performance in your app, pass a function
+// to log results (for example: reportWebVitals(console.log))
+// or send to an analytics endpoint. Learn more: https://bit.ly/CRA-vitals
+reportWebVitals();
diff --git a/react_frontend/src/logo.svg b/react_frontend/src/logo.svg
new file mode 100644
index 00000000..9dfc1c05
--- /dev/null
+++ b/react_frontend/src/logo.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 841.9 595.3"><g fill="#61DAFB"><path d="M666.3 296.5c0-32.5-40.7-63.3-103.1-82.4 14.4-63.6 8-114.2-20.2-130.4-6.5-3.8-14.1-5.6-22.4-5.6v22.3c4.6 0 8.3.9 11.4 2.6 13.6 7.8 19.5 37.5 14.9 75.7-1.1 9.4-2.9 19.3-5.1 29.4-19.6-4.8-41-8.5-63.5-10.9-13.5-18.5-27.5-35.3-41.6-50 32.6-30.3 63.2-46.9 84-46.9V78c-27.5 0-63.5 19.6-99.9 53.6-36.4-33.8-72.4-53.2-99.9-53.2v22.3c20.7 0 51.4 16.5 84 46.6-14 14.7-28 31.4-41.3 49.9-22.6 2.4-44 6.1-63.6 11-2.3-10-4-19.7-5.2-29-4.7-38.2 1.1-67.9 14.6-75.8 3-1.8 6.9-2.6 11.5-2.6V78.5c-8.4 0-16 1.8-22.6 5.6-28.1 16.2-34.4 66.7-19.9 130.1-62.2 19.2-102.7 49.9-102.7 82.3 0 32.5 40.7 63.3 103.1 82.4-14.4 63.6-8 114.2 20.2 130.4 6.5 3.8 14.1 5.6 22.5 5.6 27.5 0 63.5-19.6 99.9-53.6 36.4 33.8 72.4 53.2 99.9 53.2 8.4 0 16-1.8 22.6-5.6 28.1-16.2 34.4-66.7 19.9-130.1 62-19.1 102.5-49.9 102.5-82.3zm-130.2-66.7c-3.7 12.9-8.3 26.2-13.5 39.5-4.1-8-8.4-16-13.1-24-4.6-8-9.5-15.8-14.4-23.4 14.2 2.1 27.9 4.7 41 7.9zm-45.8 106.5c-7.8 13.5-15.8 26.3-24.1 38.2-14.9 1.3-30 2-45.2 2-15.1 0-30.2-.7-45-1.9-8.3-11.9-16.4-24.6-24.2-38-7.6-13.1-14.5-26.4-20.8-39.8 6.2-13.4 13.2-26.8 20.7-39.9 7.8-13.5 15.8-26.3 24.1-38.2 14.9-1.3 30-2 45.2-2 15.1 0 30.2.7 45 1.9 8.3 11.9 16.4 24.6 24.2 38 7.6 13.1 14.5 26.4 20.8 39.8-6.3 13.4-13.2 26.8-20.7 39.9zm32.3-13c5.4 13.4 10 26.8 13.8 39.8-13.1 3.2-26.9 5.9-41.2 8 4.9-7.7 9.8-15.6 14.4-23.7 4.6-8 8.9-16.1 13-24.1zM421.2 430c-9.3-9.6-18.6-20.3-27.8-32 9 .4 18.2.7 27.5.7 9.4 0 18.7-.2 27.8-.7-9 11.7-18.3 22.4-27.5 32zm-74.4-58.9c-14.2-2.1-27.9-4.7-41-7.9 3.7-12.9 8.3-26.2 13.5-39.5 4.1 8 8.4 16 13.1 24 4.7 8 9.5 15.8 14.4 23.4zM420.7 163c9.3 9.6 18.6 20.3 27.8 32-9-.4-18.2-.7-27.5-.7-9.4 0-18.7.2-27.8.7 9-11.7 18.3-22.4 27.5-32zm-74 58.9c-4.9 7.7-9.8 15.6-14.4 23.7-4.6 8-8.9 16-13 24-5.4-13.4-10-26.8-13.8-39.8 13.1-3.1 26.9-5.8 41.2-7.9zm-90.5 125.2c-35.4-15.1-58.3-34.9-58.3-50.6 0-15.7 22.9-35.6 58.3-50.6 8.6-3.7 18-7 27.7-10.1 5.7 19.6 13.2 40 22.5 60.9-9.2 20.8-16.6 41.1-22.2 60.6-9.9-3.1-19.3-6.5-28-10.2zM310 490c-13.6-7.8-19.5-37.5-14.9-75.7 1.1-9.4 2.9-19.3 5.1-29.4 19.6 4.8 41 8.5 63.5 10.9 13.5 18.5 27.5 35.3 41.6 50-32.6 30.3-63.2 46.9-84 46.9-4.5-.1-8.3-1-11.3-2.7zm237.2-76.2c4.7 38.2-1.1 67.9-14.6 75.8-3 1.8-6.9 2.6-11.5 2.6-20.7 0-51.4-16.5-84-46.6 14-14.7 28-31.4 41.3-49.9 22.6-2.4 44-6.1 63.6-11 2.3 10.1 4.1 19.8 5.2 29.1zm38.5-66.7c-8.6 3.7-18 7-27.7 10.1-5.7-19.6-13.2-40-22.5-60.9 9.2-20.8 16.6-41.1 22.2-60.6 9.9 3.1 19.3 6.5 28.1 10.2 35.4 15.1 58.3 34.9 58.3 50.6-.1 15.7-23 35.6-58.4 50.6zM320.8 78.4z"/><circle cx="420.9" cy="296.5" r="45.7"/><path d="M520.5 78.1z"/></g></svg>
\ No newline at end of file
diff --git a/react_frontend/src/pages/Confirm.js b/react_frontend/src/pages/Confirm.js
new file mode 100644
index 00000000..98ba0433
--- /dev/null
+++ b/react_frontend/src/pages/Confirm.js
@@ -0,0 +1,113 @@
+import React, { useState, useEffect } from "react";
+import { Grid, ListItem, ListItemAvatar, ListItemText, Card, CardContent, Typography, Button } from '@mui/material';
+import CheckCircleOutlineRoundedIcon from '@mui/icons-material/CheckCircleOutlineRounded';
+import TuneRoundedIcon from '@mui/icons-material/TuneRounded';
+import {useNavigate, Route} from "react-router-dom";
+
+export default function Confirm() {
+    const [myData, setMyData] = useState([])
+    const [dataset, setDataset] = useState()
+    const [network, setNetwork] = useState()
+
+  useEffect(() => {
+    const res = fetch('/confirm').then(
+      response => response.json()
+      ).then(data => {setMyData(data);
+        if (data.ds == 'Other'){setDataset(data.ds_name)} else {setDataset(data.ds)};
+        if (data.IsLeNet == 'Other'){setNetwork(data.network_name)} else {setNetwork(data.IsLeNet)};
+    });
+  }, []);
+
+  let navigate = useNavigate();
+  const onSubmit = async () => {
+    navigate('/progress', {replace:true});
+  };
+
+    return (
+        <div className="App" style={{padding:"60px"}}>
+            <Typography gutterBottom variant="h3" align="center" >
+            Data Auto-Augmentation
+            </Typography>
+            <Grid>
+                <Card style={{ maxWidth: 900, padding: "10px 5px", margin: "0 auto" }}>
+                    <CardContent>
+                        <Typography gutterBottom variant="h6" align="left">
+                            Please confirm the following information:
+                        </Typography> 
+                        <Grid alignItems="center" justify="center" >
+                        <Grid style={{maxWidth: 700, padding: "20px 20px"}} container spacing={4} alignItems="center" >
+                        <Grid xs={12} sm={6} item> 
+                            <ListItem>
+                                <ListItemAvatar>
+                                    <TuneRoundedIcon color="primary" fontSize='large'/>
+                                </ListItemAvatar>
+                                <ListItemText primary="Batch size" secondary={myData.batch_size} />
+                            </ListItem>
+                        </Grid>
+                        <Grid xs={12} sm={6} item > 
+                            <ListItem>
+                                <ListItemAvatar>
+                                    <CheckCircleOutlineRoundedIcon color="primary" fontSize='large'/>
+                                </ListItemAvatar>
+                                <ListItemText primary="Dataset selection" secondary={dataset} />
+                            </ListItem>
+                        </Grid>
+                        <Grid xs={12} sm={6} item> 
+                            <ListItem>
+                                <ListItemAvatar>
+                                    <TuneRoundedIcon color="primary" fontSize='large'/>
+                                </ListItemAvatar>
+                                <ListItemText primary="Learning rate" secondary={myData.learning_rate} />
+                            </ListItem>
+                        </Grid>
+                        <Grid xs={12} sm={6} item> 
+                            <ListItem>
+                                <ListItemAvatar>
+                                    <CheckCircleOutlineRoundedIcon color="primary" fontSize='large'/>
+                                </ListItemAvatar>
+                                <ListItemText primary="Network selection" secondary={network} />
+                            </ListItem>
+                        </Grid>
+                        <Grid xs={12} sm={6} item> 
+                            <ListItem>
+                                <ListItemAvatar>
+                                    <TuneRoundedIcon color="primary" fontSize='large'/>
+                                </ListItemAvatar>
+                                <ListItemText primary="Dataset Proportion" secondary={myData.toy_size} />
+                            </ListItem>
+                        </Grid>
+                        <Grid xs={12} sm={6} item> 
+                            <ListItem>
+                                <ListItemAvatar>
+                                    <CheckCircleOutlineRoundedIcon color="primary" fontSize='large'/>
+                                </ListItemAvatar>
+                                <ListItemText primary="Auto-augment learner selection" secondary={myData.auto_aug_learner} />
+                            </ListItem>
+                        </Grid>
+                        <Grid xs={12} sm={6} item> 
+                            <ListItem>
+                                <ListItemAvatar>
+                                    <TuneRoundedIcon color="primary" fontSize='large'/>
+                                </ListItemAvatar>
+                                <ListItemText primary="Iterations" secondary={myData.iterations} />
+                            </ListItem>
+                        </Grid>
+                        </Grid>
+                        </Grid>
+                    
+                        <Button
+                            type="submit"
+                            variant="contained"
+                            color='success'
+                            size='large'
+                            onClick={onSubmit}
+                        >
+                            Confirm
+                        </Button>
+
+                    </CardContent>
+                </Card>
+            </Grid>
+        </div>
+    )
+}
\ No newline at end of file
diff --git a/react_frontend/src/pages/Home.js b/react_frontend/src/pages/Home.js
new file mode 100644
index 00000000..8b745e78
--- /dev/null
+++ b/react_frontend/src/pages/Home.js
@@ -0,0 +1,394 @@
+import React, { useState, useEffect } from "react";
+import { Grid, RadioGroup, FormControlLabel, FormControl, FormLabel, Radio, Card, CardContent, Typography, AlertTitle } from '@mui/material';
+import {Button, TextField, Checkbox, Alert} from '@mui/material';
+import { useForm, Controller} from "react-hook-form";
+import SendIcon from '@mui/icons-material/Send';
+import { CardActions, Collapse, IconButton } from "@mui/material";
+import ExpandMoreIcon from '@mui/icons-material/ExpandMore';
+import { styled } from '@mui/material/styles';
+import {useNavigate, Route} from "react-router-dom";
+
+
+
+
+const ExpandMore = styled((props) => {
+    const { expand, ...other } = props;
+    return <IconButton {...other} />;
+  })(({ theme, expand }) => ({
+    transform: !expand ? 'rotate(0deg)' : 'rotate(180deg)',
+    marginLeft: 'auto',
+    transition: theme.transitions.create('transform', {
+      duration: theme.transitions.duration.shortest,
+    }),
+  }));
+
+
+
+
+export default function Home() {
+    const [selectLearner, setSelectLearner] = useState([]);
+    const [selectAction, setSelectAction] = useState([]);
+
+    // for form submission  
+    const {register, control, handleSubmit, setValue, watch, formState: { errors, dirtyFields}} = useForm();
+    const watchFileds = watch(['select_dataset', 'select_network']);
+
+    let navigate = useNavigate();
+
+    const onSubmit = async (data) => {
+        console.log('data', data);
+
+        const formData = new FormData();
+
+        formData.append("ds_upload", data.ds_upload[0]);
+        formData.append("network_upload", data.network_upload[0]);
+        formData.append("batch_size", data.batch_size)
+        formData.append("toy_size", data.toy_size)
+        formData.append("iterations", data.iterations)
+        formData.append("learning_rate", data.learning_rate)
+        formData.append("select_action", data.select_action)
+        formData.append("select_dataset", data.select_dataset)
+        formData.append("select_learner", data.select_learner)
+        formData.append("select_network", data.select_network)
+
+        console.log('>>> this is the user input in formData')
+        for (var key of formData.entries()) {
+            console.log(key[0] + ', ' + key[1])}
+        
+        var responseClone
+        const res = await fetch('/home', {
+        method: 'POST',
+        body: formData
+        }).then((response) => response.json());
+        
+        navigate('/confirm', {replace:true});
+        // 
+        ///////// testing
+        // .then((response)=> {
+        //     responseClone = response.clone(); // 2
+        //     return response.json();
+        // })
+        // .then(function (data) {
+        //     console.log('data from flask', data)
+        // }, function (rejectionReason) { // 3
+        //     console.log('Error parsing JSON from response:', rejectionReason, responseClone); // 4
+        //     responseClone.text() // 5
+        //     .then(function (bodyText) {
+        //         console.log('Received the following instead of valid JSON:', bodyText); // 6
+        //     });
+        // });
+        
+    };
+
+    
+    // body: JSON.stringify(data)
+    // console.log('errors', errors); 
+    // console.log('handleSubmit', handleSubmit)
+
+    
+    // handling action selection
+    const handleActionSelect = (value) => {
+        const isPresent = selectAction.indexOf(value);
+        if (isPresent !== -1) {
+        const remaining = selectAction.filter((item) => item !== value);
+        setSelectAction(remaining);
+        } else {
+        setSelectAction((prevItems) => [...prevItems, value]);
+        }
+    };
+
+    useEffect(() => {
+        setValue('select_action', selectAction); 
+    }, [selectAction]);
+
+    // collpase
+    const [expanded, setExpanded] = React.useState(false);
+
+    const handleExpandClick = () => {
+        setExpanded(!expanded);
+    };
+
+        return (
+        <div className="App" style={{padding:"60px"}}> 
+            <Typography gutterBottom variant="h3" align="center" >
+            Data Auto-Augmentation
+            </Typography>
+            <Grid >
+                <form action="/home" method="POST" onSubmit={handleSubmit(onSubmit)}>
+                <Grid style={{padding:"30px 0px"}}>
+                    <Card style={{ maxWidth: 900, padding: "10px 5px", margin: "0 auto" }}>
+                        <CardContent>
+                            <Typography gutterBottom variant="h5" align="left">
+                                Dataset Uploading
+                            </Typography> 
+
+                            <FormControl style={{ maxWidth: 800, padding:"20px"}} error={Boolean(errors.select_dataset)}>
+                                <FormLabel id="select_dataset" align="left" variant="h6">
+                                    Please select the dataset you'd like to use here or select 'Other' if you would like to upload your own dataset
+                                </FormLabel>
+                                <Controller 
+                                        name='select_dataset'
+                                        control={control}
+                                        rules={{ required: true }}
+                                        render={({field: { onChange, value }}) => (
+                                    <RadioGroup
+                                        row
+                                        aria-labelledby="select_dataset"
+                                        // defaultValue="Other"
+                                        name="select_dataset"
+                                        align="centre"
+                                        value={value ?? ""} 
+                                        onChange={onChange}
+                                        >
+                                        <FormControlLabel value="MNIST" control={<Radio />} label="MNIST" />
+                                        <FormControlLabel value="KMNIST" control={<Radio />} label="KMNIST" />
+                                        <FormControlLabel value="FashionMNIST" control={<Radio />} label="FashionMNIST" />
+                                        <FormControlLabel value="CIFAR10" control={<Radio />} label="CIFAR10" />
+                                        <FormControlLabel value="CIFAR100" control={<Radio />} label="CIFAR100" />
+                                        <FormControlLabel value="Other" control={<Radio />} label="Other" />
+                                    </RadioGroup> 
+                                    )}
+                                />
+                                {errors.select_dataset && errors.select_dataset.type === "required" && 
+                                    <Alert severity="error">
+                                        <AlertTitle>This field is required</AlertTitle>
+                                    </Alert>}
+                                {watchFileds[0]!=='Other' && 
+                                    <input
+                                        {...register('ds_upload')}
+                                        name="ds_upload"
+                                        type="file"
+                                        hidden
+                                    />}
+                                {watchFileds[0]==='Other' &&
+                                    <Button
+                                    variant="contained"
+                                    component="label"
+                                    >
+                                    Upload File
+                                    <input
+                                        {...register('ds_upload')}
+                                        name="ds_upload"
+                                        type="file"
+                                        hidden
+                                    />
+                                    </Button>
+                                }
+                                {dirtyFields.ds_upload && <Alert severity="success" variant='outlined'>File Submitted</Alert>}
+                            </FormControl>
+                        </CardContent>
+                    </Card>
+                </Grid>
+                <Grid style={{padding:"30px 0px"}}>
+                    <Card style={{ maxWidth: 900, padding: "10px 5px", margin: "0 auto" }}>
+                        <CardContent>
+                            <Typography gutterBottom variant="h5" align="left">
+                                Network Uploading
+                            </Typography> 
+
+                            <FormControl style={{ maxWidth: 800, padding:"20px"}} error={Boolean(errors.select_network)}>
+                                <FormLabel id="select_network" align="left" variant="h6">
+                                    Please select the network you'd like to use here or select 'Other' if you would like to upload your own network
+                                </FormLabel>
+                                <Controller 
+                                        name='select_network'
+                                        control={control}
+                                        rules={{ required: true }}
+                                        render={({field: { onChange, value }}) => (
+                                    <RadioGroup
+                                        row
+                                        aria-labelledby="select_network"
+                                        name="select_network"
+                                        align="centre"
+                                        value={value ?? ""} 
+                                        onChange={onChange}
+                                        >
+                                        <FormControlLabel value="LeNet" control={<Radio />} label="LeNet" />
+                                        <FormControlLabel value="SimpleNet" control={<Radio />} label="SimpleNet" />
+                                        <FormControlLabel value="EasyNet" control={<Radio />} label="EasyNet" />
+                                        <FormControlLabel value="Other" control={<Radio />} label="Other" /> 
+                                    </RadioGroup> )}
+                                />
+                                {errors.select_network && errors.select_network.type === "required" && 
+                                    <Alert severity="error">
+                                        <AlertTitle>This field is required</AlertTitle>
+                                    </Alert>}
+                                <Typography style={{ maxWidth: 750}} variant="body2" color="textSecondary" component="p" gutterBottom align="left">
+                                    The networks provided above are for demonstration purposes. The relative training time is: LeNet {'>'} SimpleNet {'>'} EasyNet. 
+                                    We recommend you to choose EasyNet for a quick demonstration of how well our auto-augment agents can perform. 
+                                </Typography>
+                                {watchFileds[1]!=='Other' && 
+                                    <input
+                                        {...register('network_upload')}
+                                        name="network_upload"
+                                        type="file"
+                                        hidden
+                                    />}
+                                {watchFileds[1]==='Other' &&
+                                    <Button
+                                    variant="contained"
+                                    component="label"
+                                    >
+                                    Upload File
+                                    <input
+                                        {...register('network_upload')}
+                                        name="network_upload"
+                                        type="file"
+                                        hidden
+                                    />
+                                    </Button>
+                                }
+                                {dirtyFields.network_upload && <Alert severity="success" variant='outlined'>File Submitted</Alert>}
+                            </FormControl>
+                        </CardContent>
+                    </Card>
+                </Grid>
+
+                <Grid style={{padding:"30px 0px"}}>
+                    <Card style={{ maxWidth: 900, padding: "10px 5px", margin: "0 auto" }}>
+                        <CardContent>
+                            <Typography gutterBottom variant="h5" align="left">
+                                Auto-augment Learner Selection
+                            </Typography> 
+
+                            <FormControl style={{ maxWidth: 800, padding:"20px"}} error={Boolean(errors.select_learner)}>
+                                <FormLabel id="select_learner" align="left" variant="h6">
+                                    Please select the auto-augment learners you'd like to use (multiple learners can be selected)
+                                </FormLabel>
+                                <Controller 
+                                        name='select_learner'
+                                        control={control}
+                                        rules={{ required: true }}
+                                        render={({field: { onChange, value }}) => (
+                                    <RadioGroup
+                                        row
+                                        aria-labelledby="select_learner"
+                                        name="select_learner"
+                                        align="centre"
+                                        value={value ?? ""} 
+                                        onChange={onChange}
+                                        >
+                                        <FormControlLabel value="UCB learner" control={<Radio />} label="UCB learner" />
+                                        <FormControlLabel value="Evolutionary learner" control={<Radio />} label="Evolutionary learner" />
+                                        <FormControlLabel value="Random Searcher" control={<Radio />} label="Random Searcher" />
+                                        <FormControlLabel value="GRU Learner" control={<Radio />} label="GRU Learner" /> 
+                                    </RadioGroup> )}
+                                />
+                                {errors.select_learner && errors.select_learner.type === "required" && 
+                                    <Alert severity="error">
+                                        <AlertTitle>This field is required</AlertTitle>
+                                    </Alert>}
+                                <Typography style={{ maxWidth: 800}} variant="body2" color="textSecondary" component="p" gutterBottom align="left">
+                                    (give user some recommendation here...)
+                                </Typography>
+                            </FormControl>
+                        </CardContent>
+                    </Card>
+                </Grid>
+
+
+                <Grid style={{padding:"30px 0px", maxWidth: 900, margin: "0 auto"}}>
+                    <Card style={{ maxWidth: 900, padding: "10px 5px", margin: "0 auto" }}>
+                        <CardContent>
+                            <Typography variant="h5" align="left">
+                                Advanced Search
+                            </Typography>
+                        </CardContent>
+                        <CardActions disableSpacing>
+                            <ExpandMore
+                            expand={expanded}
+                            onClick={handleExpandClick}
+                            aria-expanded={expanded}
+                            aria-label="show more"
+                            >
+                            <ExpandMoreIcon />
+                            </ExpandMore>
+                        </CardActions>
+                        <Collapse in={expanded} timeout="auto" unmountOnExit>
+                            <Grid container
+                                    spacing={0}
+                                    direction="column"
+                                    alignItems="center"
+                                    justify="center">
+                            <CardContent>
+                            <Typography gutterBottom variant="subtitle1" align='left'>
+                                    Please input the hyperparameter you'd like to train your dataset with
+                            </Typography>
+                            <Grid container spacing={1} style={{maxWidth:800, padding:"10px 10px"}}>
+                                <Grid xs={12} sm={6} item>
+                                    <TextField type="number" InputProps={{ inputProps: { min: 0} }} {...register("batch_size")} name="batch_size" placeholder="Batch Size" label="Batch Size" variant="outlined" fullWidth />
+                                </Grid>
+                                <Grid xs={12} sm={6} item>
+                                    <TextField type="number" inputProps={{step: "0.000000001",min: 0}} {...register("learning_rate")} name="learning_rate" placeholder="Learning Rate" label="Learning Rate" variant="outlined" fullWidth />
+                                </Grid>
+                                <Grid xs={12} sm={6} item>
+                                    <TextField type="number" InputProps={{ inputProps: { min: 0} }} {...register("iterations")} name="iterations" placeholder="Number of Iterations" label="Iterations" variant="outlined" fullWidth />
+                                </Grid>
+                                <Grid xs={12} sm={6} item>
+                                    <TextField type="number" inputProps={{step: "0.01", min: 0}} {...register("toy_size")} name="toy_size" placeholder="Dataset Proportion" label="Dataset Proportion" variant="outlined" fullWidth />
+                                </Grid>
+                                <FormLabel variant="h8" align='centre'>
+                                    * Dataset Proportion defines the percentage of original dataset our auto-augment learner will use to find the 
+                                    augmentation policy. If your dataset is large, we recommend you to set Dataset Proportion a small value (0.1-0.3). 
+                                </FormLabel>
+                            </Grid>
+
+                            <Grid style={{maxWidth:800, padding:"40px 10px"}}>
+                                <Typography gutterBottom variant="subtitle1" align='left'>
+                                    Please select augmentation methods you'd like to exclude 
+                                </Typography>
+                                <div>
+                                    {['ShearX', 'ShearY', 'TranslateX', 'TranslateY', 'Rotate', 'Brightness',
+                                    'Color', 'Contrast', 'Sharpness', 'Posterize', 'Solarize', 'AutoContrast', 
+                                    'Equalize', 'Invert'].map((option) => {
+                                    return (
+                                        <FormControlLabel
+                                        control={
+                                            <Controller
+                                            name='select_action'
+                                            render={({}) => {
+                                                return (
+                                                <Checkbox
+                                                    checked={selectAction.includes(option)}
+                                                    onChange={() => handleActionSelect(option)}/> );
+                                            }}
+                                            control={control}
+                                            />}
+                                        label={option}
+                                        key={option}
+                                        />
+                                    );
+                                    })}
+                                </div>
+                            </Grid>
+                            </CardContent>
+                            </Grid>
+                        </Collapse>
+                         
+                    </Card>
+                </Grid>
+
+                <Button
+                    type="submit"
+                    variant="contained"
+                    color='success'
+                    size='large'
+                    endIcon={<SendIcon />}
+                >
+                    Submit Form
+                </Button>
+                {watchFileds[0]==='Other' && !dirtyFields.ds_upload && 
+                    <Alert severity="error" variant='standard'>Please upload your dataset 
+                    zip file or select one of the dataset we have provided</Alert>}
+                {watchFileds[1]==='Other' && !dirtyFields.network_upload && 
+                    <Alert severity="error" variant='standard'>Please upload your network 
+                    .pkl file or select one of the network we have provided</Alert>}
+                    
+                </form>
+                        
+            </Grid>
+        </div>
+            
+        );
+    }
+
diff --git a/react_frontend/src/pages/Progress.js b/react_frontend/src/pages/Progress.js
new file mode 100644
index 00000000..2dee4fb5
--- /dev/null
+++ b/react_frontend/src/pages/Progress.js
@@ -0,0 +1,69 @@
+import React, { useState, useEffect } from "react";
+import { Grid, LinearProgress, Card, CardContent, Typography, Button, TextField } from '@mui/material';
+import CheckCircleOutlineRoundedIcon from '@mui/icons-material/CheckCircleOutlineRounded';
+import TuneRoundedIcon from '@mui/icons-material/TuneRounded';
+import {useNavigate, Route} from "react-router-dom";
+
+
+
+export default function Training() {
+    let navigate = useNavigate();
+
+    const [status, setStatus] = useState("Training");
+    useEffect(() => {
+        const res = fetch('/training'
+        ).then(response => response.json()
+        ).then(data => {setStatus(data.status); console.log(data.status)});
+
+        
+        }, []);
+
+    const onSubmit = async () => {
+        navigate('/result', {replace:true});
+    }
+
+    return (
+        <div className="App" style={{padding:"60px"}}>
+            <Typography gutterBottom variant="h3" align="center" >
+            Data Auto-Augmentation
+            </Typography>
+            <Card style={{ maxWidth: 900, padding: "10px 5px", margin: "0 auto" }}>
+                <CardContent>
+                    <Grid style={{padding:"30px"}}>
+                    <Typography gutterBottom variant="h6" align="center" >
+                        Our auto-augment learners are working hard to generate your data augmentation policy ...
+                    </Typography>
+                    </Grid>
+
+                    {status==="Training" &&
+                        <Grid style={{padding:"60px"}}>
+                            <LinearProgress color="primary"/>
+                            <LinearProgress color="primary" />
+                            <LinearProgress color="primary" />
+                            <LinearProgress color="primary" />
+                        </Grid>
+                    }
+
+                    <Grid style={{padding:"50px"}}>
+                    <Typography variant='h6'>
+                        Current status: {status}
+                    </Typography>
+                    </Grid>
+                    
+                    {status==="Training is done!" &&
+                        <Button
+                                type="submit"
+                                variant="contained"
+                                color='primary'
+                                size='large'
+                                onClick={onSubmit}
+                            >
+                                Show Results
+                        </Button>
+                    }
+                </CardContent>
+            </Card>
+                
+        </div>
+    )
+}
\ No newline at end of file
diff --git a/react_frontend/src/pages/Result.js b/react_frontend/src/pages/Result.js
new file mode 100644
index 00000000..70dec30c
--- /dev/null
+++ b/react_frontend/src/pages/Result.js
@@ -0,0 +1,61 @@
+import React, { useState, useEffect } from "react";
+import { Grid, List, ListItem, Avatar, ListItemAvatar, ListItemText, Card, CardContent, Typography, Button, CardMedia } from '@mui/material';
+import output from './pytest.png'
+import {useNavigate, Route} from "react-router-dom";
+import axios from 'axios'
+import fileDownload from 'js-file-download'
+
+export default function Result() {
+
+    const handleClick = () => {
+        axios.get('/result', {
+            responseType: 'blob',
+          })
+        .then((res) => {
+          fileDownload(res.data, 'policy.txt');
+          console.log(res.data)
+        })
+      }
+    
+    return (
+        <div className="App" style={{padding:"60px"}}>
+            <Typography gutterBottom variant="h3" align="center" >
+            Data Auto-Augmentation
+            </Typography>
+            <Card style={{ maxWidth: 900, padding: "10px 5px", margin: "0 auto" }}>
+                <CardContent>
+                    <Typography gutterBottom variant="h5" align="left">
+                        Here are the results from our auto-augment agent:
+                    </Typography>
+                    <Grid style={{padding:"30px"}} container spacing={4} alignItems="center">
+                        <Grid xs={7} item> 
+                            <img src={output} alt='output' />
+                        </Grid>
+                        <Grid xs={5} item> 
+                            <Typography>
+                                write something here to explain the meaning of the graph to the user
+                            </Typography>
+                        </Grid>
+                    </Grid>
+
+                    <Typography gutterBottom variant='h6' align='center'>
+                        You can download the augentation policy here
+                    </Typography>
+                    <Button
+                            type="submit"
+                            variant="contained"
+                            color='primary'
+                            size='large'
+                            onClick={() => handleClick('https://avatars.githubusercontent.com/u/9919?s=280&v=4', 'sample')}
+                        >
+                            Download
+                    </Button>
+                    <Typography>
+                        Please follow our documentation to apply this policy to your dataset.
+                    </Typography>
+                </CardContent>
+            </Card>
+
+        </div>
+    )
+}
\ No newline at end of file
diff --git a/react_frontend/src/pages/WrongDS.js b/react_frontend/src/pages/WrongDS.js
new file mode 100644
index 00000000..e69de29b
diff --git a/react_frontend/src/pages/pytest.png b/react_frontend/src/pages/pytest.png
new file mode 100644
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diff --git a/react_frontend/src/reportWebVitals.js b/react_frontend/src/reportWebVitals.js
new file mode 100644
index 00000000..5253d3ad
--- /dev/null
+++ b/react_frontend/src/reportWebVitals.js
@@ -0,0 +1,13 @@
+const reportWebVitals = onPerfEntry => {
+  if (onPerfEntry && onPerfEntry instanceof Function) {
+    import('web-vitals').then(({ getCLS, getFID, getFCP, getLCP, getTTFB }) => {
+      getCLS(onPerfEntry);
+      getFID(onPerfEntry);
+      getFCP(onPerfEntry);
+      getLCP(onPerfEntry);
+      getTTFB(onPerfEntry);
+    });
+  }
+};
+
+export default reportWebVitals;
diff --git a/react_frontend/src/setupTests.js b/react_frontend/src/setupTests.js
new file mode 100644
index 00000000..8f2609b7
--- /dev/null
+++ b/react_frontend/src/setupTests.js
@@ -0,0 +1,5 @@
+// jest-dom adds custom jest matchers for asserting on DOM nodes.
+// allows you to do things like:
+// expect(element).toHaveTextContent(/react/i)
+// learn more: https://github.com/testing-library/jest-dom
+import '@testing-library/jest-dom';
-- 
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