├── .gitignore
├── Lambda_Functions
├── NodeJS (UploadImage)
│ └── Upload_To_S3_NodeJS.txt
├── Python (OCR)
│ └── AWS_Textract_Python.txt
└── RegEx_CheatSheet.txt
├── README.md
├── Sample.png
├── package-lock.json
├── package.json
├── public
├── favicon.ico
├── index.html
├── logo192.png
├── logo512.png
├── manifest.json
└── robots.txt
├── src
├── App.css
├── App.js
├── App.test.js
├── Upload.js
├── index.css
├── index.js
├── logo.svg
├── serviceWorker.js
├── setupTests.js
└── upload.css
└── yarn.lock
/.gitignore:
--------------------------------------------------------------------------------
1 | # See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
2 |
3 | # dependencies
4 | /node_modules
5 | /.pnp
6 | .pnp.js
7 |
8 | # testing
9 | /coverage
10 |
11 | # production
12 | /build
13 |
14 | # misc
15 | .DS_Store
16 | .env.local
17 | .env.development.local
18 | .env.test.local
19 | .env.production.local
20 |
21 | npm-debug.log*
22 | yarn-debug.log*
23 | yarn-error.log*
24 |
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/Lambda_Functions/NodeJS (UploadImage)/Upload_To_S3_NodeJS.txt:
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1 | const AWS = require('aws-sdk');
2 | var s3 = new AWS.S3();
3 |
4 |
5 | exports.handler = (event, context, callback) => {
6 | let recieved_request =JSON.stringify(event.img);
7 | let recieved_request_imageId =JSON.stringify(event.imageID);
8 | let recieved_request_ext =JSON.stringify(event.fileExt);
9 | let recieved_request_folder =JSON.stringify(event.folder);
10 |
11 | recieved_request= recieved_request.slice(1, -1);
12 | var filePath = recieved_request_imageId + "." + recieved_request_ext.replace('"','').replace('"','');
13 | let buffer = Buffer.from(recieved_request.replace(/^data:image\/\w+;base64,/, ""),'base64');
14 |
15 |
16 | var params = {
17 | Key: filePath,
18 | Body: buffer,
19 | ContentEncoding: 'base64',
20 | ContentType: 'image/jpeg',
21 | Bucket: "YOUR_BUCKET_NAME"
22 | };
23 |
24 |
25 |
26 | s3.upload(params, function(err, data){
27 | if(err) {
28 | callback(err, null);
29 | } else {
30 | var res ={
31 | "statusCode": 200,
32 | "headers": {
33 | "Content-Type": "application/json"
34 | }
35 | };
36 | res.body = "Uploaded";
37 | callback(null, res);
38 | }
39 | });
40 | };
41 |
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/Lambda_Functions/Python (OCR)/AWS_Textract_Python.txt:
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1 | import json
2 | import boto3
3 | import re
4 |
5 |
6 | def lambda_handler(event, context):
7 | filePath= event;
8 | bad_chars = [';', ':', '!', "*", ']', "[" ,'"', "{" , "}" , "'",","]
9 |
10 | s3BucketName = "YOUR_BUCKET_NAME"
11 | documentName = filePath
12 | textract = boto3.client('textract')
13 |
14 | # Call Amazon Textract
15 | response = textract.detect_document_text(
16 | Document={
17 | 'S3Object': {
18 | 'Bucket': s3BucketName,
19 | 'Name': documentName
20 | }
21 | })
22 |
23 | result=[]
24 | processedResult=""
25 | for item in response["Blocks"]:
26 | if item["BlockType"] == "WORD":
27 | result.append(item["Text"])
28 | element = item["Text"] + " "
29 | processedResult += element
30 |
31 | print (processedResult)
32 | res=[]
33 | amount=""
34 |
35 | str_Amount= str(re.findall('(?i)[invoice total|amount|total|balance]\s*?[due|amount]*\s*[$]\d{1,10}[.]\d{0,2}',processedResult))
36 | amount= str(re.findall('\$[^\]]+',str_Amount))
37 |
38 |
39 |
40 | amount = str(amount.split(' ')[-1])
41 |
42 | for i in bad_chars :
43 | amount = amount.replace(i, '')
44 |
45 |
46 | if len(amount)>0 :
47 | res.append(str(amount))
48 | else:
49 | res.append('')
50 |
51 |
52 |
53 | #Extracting invoice number and removing the bad characters
54 |
55 | str_Invoice = str(re.findall('(?i)invoice\s*[#|number|num]+[\s][\d|\w|_,-|A-Za-z]+',processedResult))
56 | result = str(str_Invoice.split(' ')[-1])
57 |
58 | if "IN" not in result:
59 | str_Invoice = str(re.findall('(?i)IN[V]*[0-9]*',processedResult))
60 | result = str(str_Invoice.split(' ')[-1])
61 |
62 |
63 | for bad_char in bad_chars :
64 | result = result.replace(bad_char, '')
65 |
66 | if len(result) >0 :
67 | res.append(result)
68 | else:
69 | res.append('')
70 |
71 |
72 |
73 | str_InvoiceDate=str(re.findall('(?i)invoice\s*date\s*\d{1,2}?.\d{1,2}?.\d{1,4}',processedResult))
74 | print (str_InvoiceDate)
75 | try:
76 | str_InvoiceDate = str(str_InvoiceDate.split(' ')[-1])
77 | except:
78 | pass
79 |
80 |
81 | if len(str_InvoiceDate)<=2 :
82 | str_InvoiceDate=str(re.findall('(\d+[-/]\d+[-/]\d+)',processedResult))
83 | try:
84 | str_InvoiceDate = str(str_InvoiceDate.split(' ')[1])
85 | except:
86 | pass
87 |
88 | try:
89 | for i in bad_chars :
90 | str_InvoiceDate = str_InvoiceDate.replace(i, '')
91 | except:
92 | pass
93 |
94 |
95 | if len(str_InvoiceDate)>0 :
96 | res.append(str_InvoiceDate)
97 | else:
98 | res.append('')
99 |
100 |
101 | return {
102 | 'statusCode': 200,
103 | #'body': JSON.stringify(result)
104 | 'body': res
105 |
106 | }
107 |
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/Lambda_Functions/RegEx_CheatSheet.txt:
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1 | . - Any Character Except New Line
2 | \d - Digit (0-9)
3 | \D - Not a Digit (0-9)
4 | \w - Word (a-z, A-Z, 0-9, _)
5 | \W - Not a Word
6 | \s - Whitespace (space, tab, newline)
7 | \S - Not Whitespace (space, tab, newline)
8 |
9 | $ - End of a String
10 | \b - Word Boundary
11 | \B - Not a Word Boundary
12 | ^ - Beginning of a String
13 |
14 |
15 | ( ) - Group
16 | [] - Matches Characters
17 | [^ ] - Matches Characters NOT in brackets
18 | | - Either Or
19 |
20 |
21 | Quantifiers:
22 |
23 | + - 1 or More
24 | * - 0 or More
25 | ? - 0 or One
26 | {3} - Exact Number
27 | {3,4} - Range of Numbers (Minimum, Maximum)
28 |
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/README.md:
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1 | ### `Real Time OCR Web App (React, NodeJS, Python and AWS)`
2 |
3 | Developed by : CodeEngine
4 | https://www.youtube.com/CodeEngine
5 |
6 | You can find the lambda functions in "Lambda_Functions" folder.
7 |
8 | In the project directory, you can run:
9 |
10 | ### `npm install`
11 |
12 | ### `npm start`
13 |
14 |
15 | Runs the app in the development mode.
16 | Open [http://localhost:3000](http://localhost:3000) to view it in the browser.
17 |
18 | The page will reload if you make edits.
19 | You will also see any lint errors in the console.
20 |
21 | ### `npm build`
22 |
23 | Builds the app for production to the `build` folder.
24 | It correctly bundles React in production mode and optimizes the build for the best performance.
25 |
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/Sample.png:
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https://raw.githubusercontent.com/CodeEngineTechnology/OCR_WebApp/02d5c476de907380052bc5206366d69d99f11f26/Sample.png
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/package.json:
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1 | {
2 | "name": "app",
3 | "version": "0.1.0",
4 | "private": true,
5 | "dependencies": {
6 | "@fortawesome/fontawesome-svg-core": "^1.2.25",
7 | "@fortawesome/free-solid-svg-icons": "^5.11.2",
8 | "@fortawesome/react-fontawesome": "^0.1.8",
9 | "@testing-library/jest-dom": "^4.2.4",
10 | "@testing-library/react": "^9.3.2",
11 | "@testing-library/user-event": "^7.1.2",
12 | "base64-img": "^1.0.4",
13 | "dotenv": "^8.2.0",
14 | "moment": "^2.24.0",
15 | "react": "^16.12.0",
16 | "react-dom": "^16.12.0",
17 | "react-file-base64": "^1.0.3",
18 | "react-moment": "^0.9.6",
19 | "react-scripts": "3.3.0",
20 | "reactstrap": "^8.2.0"
21 | },
22 | "scripts": {
23 | "start": "react-scripts start",
24 | "build": "react-scripts build",
25 | "test": "react-scripts test",
26 | "eject": "react-scripts eject"
27 | },
28 | "eslintConfig": {
29 | "extends": "react-app"
30 | },
31 | "browserslist": {
32 | "production": [
33 | ">0.2%",
34 | "not dead",
35 | "not op_mini all"
36 | ],
37 | "development": [
38 | "last 1 chrome version",
39 | "last 1 firefox version",
40 | "last 1 safari version"
41 | ]
42 | }
43 | }
44 |
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/public/favicon.ico:
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https://raw.githubusercontent.com/CodeEngineTechnology/OCR_WebApp/02d5c476de907380052bc5206366d69d99f11f26/public/favicon.ico
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/public/index.html:
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1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
12 |
13 |
17 |
18 |
27 | React App
28 |
29 |
30 |
31 |
32 |
42 |
43 |
44 |
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/public/logo192.png:
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https://raw.githubusercontent.com/CodeEngineTechnology/OCR_WebApp/02d5c476de907380052bc5206366d69d99f11f26/public/logo192.png
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/public/logo512.png:
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https://raw.githubusercontent.com/CodeEngineTechnology/OCR_WebApp/02d5c476de907380052bc5206366d69d99f11f26/public/logo512.png
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/public/manifest.json:
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1 | {
2 | "short_name": "React App",
3 | "name": "Create React App Sample",
4 | "icons": [
5 | {
6 | "src": "favicon.ico",
7 | "sizes": "64x64 32x32 24x24 16x16",
8 | "type": "image/x-icon"
9 | },
10 | {
11 | "src": "logo192.png",
12 | "type": "image/png",
13 | "sizes": "192x192"
14 | },
15 | {
16 | "src": "logo512.png",
17 | "type": "image/png",
18 | "sizes": "512x512"
19 | }
20 | ],
21 | "start_url": ".",
22 | "display": "standalone",
23 | "theme_color": "#000000",
24 | "background_color": "#ffffff"
25 | }
26 |
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/public/robots.txt:
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1 | # https://www.robotstxt.org/robotstxt.html
2 | User-agent: *
3 |
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/src/App.css:
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1 | .App {
2 | text-align: center;
3 | }
4 |
5 | .App-logo {
6 | height: 40vmin;
7 | pointer-events: none;
8 | }
9 |
10 | @media (prefers-reduced-motion: no-preference) {
11 | .App-logo {
12 | animation: App-logo-spin infinite 20s linear;
13 | }
14 | }
15 |
16 | .App-header {
17 | background-color: #282c34;
18 | min-height: 100vh;
19 | display: flex;
20 | flex-direction: column;
21 | align-items: center;
22 | justify-content: center;
23 | font-size: calc(10px + 2vmin);
24 | color: white;
25 | }
26 |
27 | .App-link {
28 | color: #61dafb;
29 | }
30 |
31 | @keyframes App-logo-spin {
32 | from {
33 | transform: rotate(0deg);
34 | }
35 | to {
36 | transform: rotate(360deg);
37 | }
38 | }
39 |
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/src/App.js:
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1 | import React from 'react';
2 | import logo from './logo.svg';
3 | import './App.css';
4 |
5 | function App() {
6 | return (
7 |
23 | );
24 | }
25 |
26 | export default App;
27 |
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/src/App.test.js:
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1 | import React from 'react';
2 | import { render } from '@testing-library/react';
3 | import App from './App';
4 |
5 | test('renders learn react link', () => {
6 | const { getByText } = render();
7 | const linkElement = getByText(/learn react/i);
8 | expect(linkElement).toBeInTheDocument();
9 | });
10 |
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/src/Upload.js:
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1 | import React, { Component } from 'react';
2 | import FileBase64 from 'react-file-base64';
3 | import {Button,Form,FormGroup,Label,FormText,Input} from "reactstrap";
4 |
5 | import "./upload.css";
6 |
7 |
8 | class Upload extends Component {
9 |
10 | constructor(props){
11 | super(props);
12 |
13 |
14 | this.state = {
15 | confirmation : "",
16 | isLoading : "",
17 | files : "",
18 | Invoice : "",
19 | Amount : "",
20 | InvoiceDate: "",
21 | Vendor : "",
22 | Description : ""
23 | }
24 |
25 | this.handleChane= this.handleChane.bind(this);
26 |
27 | }
28 |
29 |
30 | handleChane(event){
31 | event.preventDefault();
32 | const target = event.target;
33 | const value=target.value;
34 | const name=target.name;
35 |
36 | this.setState({name:value});
37 |
38 | }
39 |
40 | async handleSubmit(event){
41 | event.preventDefaulr();
42 | this.setState({confirmation : "Uploading..."});
43 |
44 | }
45 |
46 | async getFiles(files){
47 | this.setState({
48 | isLoading : "Extracting data",
49 | files : files
50 | });
51 |
52 |
53 | const UID= Math.round(1+ Math.random() * (1000000-1));
54 |
55 | var date={
56 | fileExt:"png",
57 | imageID: UID,
58 | folder:UID,
59 | img : this.state.files[0].base64
60 | };
61 |
62 | this.setState({confirmation : "Processing..."})
63 | await fetch(
64 | 'https://31gv9av7oe.execute-api.us-west-1.amazonaws.com/Production',
65 | {
66 | method: "POST",
67 | headers: {
68 | Accept : "application/json",
69 | "Content-Type": "application.json"
70 | },
71 | body : JSON.stringify(date)
72 | }
73 | );
74 |
75 |
76 |
77 | let targetImage= UID + ".png";
78 | const response=await fetch(
79 | 'https://31gv9av7oe.execute-api.us-west-1.amazonaws.com/Production/ocr',
80 | {
81 | method: "POST",
82 | headers: {
83 | Accept : "application/json",
84 | "Content-Type": "application.json"
85 | },
86 | body : JSON.stringify(targetImage)
87 |
88 | }
89 |
90 | );
91 | this.setState({confirmation : ""})
92 |
93 | const OCRBody = await response.json();
94 | console.log("OCRBody",OCRBody);
95 |
96 | this.setState({Amount :OCRBody.body[0] })
97 | this.setState({Invoice :OCRBody.body[1] })
98 | this.setState({InvoiceDate :OCRBody.body[2] })
99 |
100 |
101 | }
102 |
103 | render() {
104 | const processing=this.state.confirmation;
105 | return (
106 |
203 | );
204 | }
205 | }
206 |
207 | export default Upload;
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/src/index.css:
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1 | body {
2 | margin: 0;
3 | font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', 'Roboto', 'Oxygen',
4 | 'Ubuntu', 'Cantarell', 'Fira Sans', 'Droid Sans', 'Helvetica Neue',
5 | sans-serif;
6 | -webkit-font-smoothing: antialiased;
7 | -moz-osx-font-smoothing: grayscale;
8 | }
9 |
10 | code {
11 | font-family: source-code-pro, Menlo, Monaco, Consolas, 'Courier New',
12 | monospace;
13 | }
14 |
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/src/index.js:
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1 | import React from 'react';
2 | import ReactDOM from 'react-dom';
3 | import './index.css';
4 | import Upload from './Upload';
5 | import * as serviceWorker from './serviceWorker';
6 | import "bootstrap/dist/css/bootstrap.css";
7 |
8 | ReactDOM.render(, document.getElementById('root'));
9 |
10 | // If you want your app to work offline and load faster, you can change
11 | // unregister() to register() below. Note this comes with some pitfalls.
12 | // Learn more about service workers: https://bit.ly/CRA-PWA
13 | serviceWorker.unregister();
14 |
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/src/logo.svg:
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1 |
8 |
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/src/serviceWorker.js:
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1 | // This optional code is used to register a service worker.
2 | // register() is not called by default.
3 |
4 | // This lets the app load faster on subsequent visits in production, and gives
5 | // it offline capabilities. However, it also means that developers (and users)
6 | // will only see deployed updates on subsequent visits to a page, after all the
7 | // existing tabs open on the page have been closed, since previously cached
8 | // resources are updated in the background.
9 |
10 | // To learn more about the benefits of this model and instructions on how to
11 | // opt-in, read https://bit.ly/CRA-PWA
12 |
13 | const isLocalhost = Boolean(
14 | window.location.hostname === 'localhost' ||
15 | // [::1] is the IPv6 localhost address.
16 | window.location.hostname === '[::1]' ||
17 | // 127.0.0.0/8 are considered localhost for IPv4.
18 | window.location.hostname.match(
19 | /^127(?:\.(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)){3}$/
20 | )
21 | );
22 |
23 | export function register(config) {
24 | if (process.env.NODE_ENV === 'production' && 'serviceWorker' in navigator) {
25 | // The URL constructor is available in all browsers that support SW.
26 | const publicUrl = new URL(process.env.PUBLIC_URL, window.location.href);
27 | if (publicUrl.origin !== window.location.origin) {
28 | // Our service worker won't work if PUBLIC_URL is on a different origin
29 | // from what our page is served on. This might happen if a CDN is used to
30 | // serve assets; see https://github.com/facebook/create-react-app/issues/2374
31 | return;
32 | }
33 |
34 | window.addEventListener('load', () => {
35 | const swUrl = `${process.env.PUBLIC_URL}/service-worker.js`;
36 |
37 | if (isLocalhost) {
38 | // This is running on localhost. Let's check if a service worker still exists or not.
39 | checkValidServiceWorker(swUrl, config);
40 |
41 | // Add some additional logging to localhost, pointing developers to the
42 | // service worker/PWA documentation.
43 | navigator.serviceWorker.ready.then(() => {
44 | console.log(
45 | 'This web app is being served cache-first by a service ' +
46 | 'worker. To learn more, visit https://bit.ly/CRA-PWA'
47 | );
48 | });
49 | } else {
50 | // Is not localhost. Just register service worker
51 | registerValidSW(swUrl, config);
52 | }
53 | });
54 | }
55 | }
56 |
57 | function registerValidSW(swUrl, config) {
58 | navigator.serviceWorker
59 | .register(swUrl)
60 | .then(registration => {
61 | registration.onupdatefound = () => {
62 | const installingWorker = registration.installing;
63 | if (installingWorker == null) {
64 | return;
65 | }
66 | installingWorker.onstatechange = () => {
67 | if (installingWorker.state === 'installed') {
68 | if (navigator.serviceWorker.controller) {
69 | // At this point, the updated precached content has been fetched,
70 | // but the previous service worker will still serve the older
71 | // content until all client tabs are closed.
72 | console.log(
73 | 'New content is available and will be used when all ' +
74 | 'tabs for this page are closed. See https://bit.ly/CRA-PWA.'
75 | );
76 |
77 | // Execute callback
78 | if (config && config.onUpdate) {
79 | config.onUpdate(registration);
80 | }
81 | } else {
82 | // At this point, everything has been precached.
83 | // It's the perfect time to display a
84 | // "Content is cached for offline use." message.
85 | console.log('Content is cached for offline use.');
86 |
87 | // Execute callback
88 | if (config && config.onSuccess) {
89 | config.onSuccess(registration);
90 | }
91 | }
92 | }
93 | };
94 | };
95 | })
96 | .catch(error => {
97 | console.error('Error during service worker registration:', error);
98 | });
99 | }
100 |
101 | function checkValidServiceWorker(swUrl, config) {
102 | // Check if the service worker can be found. If it can't reload the page.
103 | fetch(swUrl, {
104 | headers: { 'Service-Worker': 'script' }
105 | })
106 | .then(response => {
107 | // Ensure service worker exists, and that we really are getting a JS file.
108 | const contentType = response.headers.get('content-type');
109 | if (
110 | response.status === 404 ||
111 | (contentType != null && contentType.indexOf('javascript') === -1)
112 | ) {
113 | // No service worker found. Probably a different app. Reload the page.
114 | navigator.serviceWorker.ready.then(registration => {
115 | registration.unregister().then(() => {
116 | window.location.reload();
117 | });
118 | });
119 | } else {
120 | // Service worker found. Proceed as normal.
121 | registerValidSW(swUrl, config);
122 | }
123 | })
124 | .catch(() => {
125 | console.log(
126 | 'No internet connection found. App is running in offline mode.'
127 | );
128 | });
129 | }
130 |
131 | export function unregister() {
132 | if ('serviceWorker' in navigator) {
133 | navigator.serviceWorker.ready.then(registration => {
134 | registration.unregister();
135 | });
136 | }
137 | }
138 |
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/src/setupTests.js:
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1 | // jest-dom adds custom jest matchers for asserting on DOM nodes.
2 | // allows you to do things like:
3 | // expect(element).toHaveTextContent(/react/i)
4 | // learn more: https://github.com/testing-library/jest-dom
5 | import '@testing-library/jest-dom/extend-expect';
6 |
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/src/upload.css:
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1 | .files input {
2 | outline: 2px dashed #92b0b3;
3 | outline-offset: -10px;
4 | -webkit-transition: outline-offset .15s ease-in-out, background-color .15s linear;
5 | transition: outline-offset .15s ease-in-out, background-color .15s linear;
6 | padding: 120px 0px 85px 35%;
7 | text-align: center !important;
8 | margin: 0;
9 | width: 100% !important;
10 | }
11 |
12 | .files input:focus {
13 | outline: 2px dashed #92b0b3;
14 | outline-offset: -10px;
15 | -webkit-transition: outline-offset .15s ease-in-out, background-color .15s linear;
16 | transition: outline-offset .15s ease-in-out, background-color .15s linear;
17 | border: 1px solid #92b0b3;
18 | }
19 |
20 | .files {
21 | position: relative
22 | }
23 |
24 | .files:after {
25 | pointer-events: none;
26 | position: absolute;
27 | top: 60px;
28 | left: 0;
29 | width: 50px;
30 | right: 0;
31 | height: 56px;
32 | content: "";
33 | background-image: url(https://image.flaticon.com/icons/png/128/109/109612.png);
34 | display: block;
35 | margin: 0 auto;
36 | background-size: 100%;
37 | background-repeat: no-repeat;
38 | }
39 |
40 | .color input {
41 | background-color: #f1f1f1;
42 | }
43 |
44 | .files:before {
45 | position: absolute;
46 | bottom: 10px;
47 | left: 0;
48 | pointer-events: none;
49 | width: 100%;
50 | right: 0;
51 | height: 57px;
52 | content: " or drag it here. ";
53 | display: block;
54 | margin: 0 auto;
55 | color: #2ea591;
56 | font-weight: 600;
57 | text-transform: capitalize;
58 | text-align: center;
59 | }
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