├── .babelrc
├── .gitignore
├── LICENSE.md
├── README.md
├── example
    ├── index.html
    ├── script.js
    └── style.css
├── lib
    └── index.js
├── package-lock.json
├── package.json
├── posenet_fran.gif
└── src
    ├── PoseNet
        ├── index.jsx
        └── utils.js
    ├── index.html
    ├── index.jsx
    └── index.scss


/.babelrc:
--------------------------------------------------------------------------------
1 | {
2 |   "presets": [ "env", "react" ],
3 |   "plugins": [ "transform-class-properties" ]
4 | }
5 | 


--------------------------------------------------------------------------------
/.gitignore:
--------------------------------------------------------------------------------
1 | node_modules
2 | 


--------------------------------------------------------------------------------
/LICENSE.md:
--------------------------------------------------------------------------------
 1 | Copyright (c) 2018 Francisco Ramos
 2 | 
 3 | Permission is hereby granted, free of charge, to any person obtaining a copy
 4 | of this software and associated documentation files (the "Software"), to deal
 5 | in the Software without restriction, including without limitation the rights
 6 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 7 | copies of the Software, and to permit persons to whom the Software is
 8 | furnished to do so, subject to the following conditions:
 9 | 
10 | The above copyright notice and this permission notice shall be included in all
11 | copies or substantial portions of the Software.
12 | 
13 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
14 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
15 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
16 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
17 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
18 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
19 | SOFTWARE.
20 | 


--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
  1 | # PoseNet and TensorFlow.js
  2 | 
  3 | This is an example of using pre-trained models in the browser. For this particular example, this is a trained [MobileNet](https://arxiv.org/abs/1704.04861) model, an efficient CNN for mobile vision. PoseNet can detect human figures in images and videos using either a single-pose or multi-pose algorithm. For more details about this Machine Learning model, [refer to this blog post](https://medium.com/tensorflow/real-time-human-pose-estimation-in-the-browser-with-tensorflow-js-7dd0bc881cd5) for a high-level description of PoseNet running on Tensorflow.js.
  4 | 
  5 | **See [demo here](https://jscriptcoder.github.io/tfjs-posenet/)**
  6 | 
  7 | ![PoseNet example](posenet_fran.gif)
  8 | 
  9 | **Notes:** 
 10 | 1. This code is based on [tfjs-models/posenet](https://github.com/tensorflow/tfjs-models/tree/master/posenet) model released by TensorFlow team. I borrowed, adapted and turned it into a React component.
 11 | 2. Keep in mind I just tested it in Chrome. Honeslty, I don't care about other browsers for this kind of experiments. 
 12 | 3. You must allow, for obvious reasons, the use of your webcam. Don't worry, the images stay in your browser. Let's say it's GDPR compliance :stuck_out_tongue_winking_eye:
 13 | 
 14 | ## PoseNet React Component
 15 | ```jsx
 16 | import * as React from 'react'
 17 | import ReactDOM from 'react-dom'
 18 | import PoseNet from './PoseNet'
 19 | 
 20 | ReactDOM.render(
 21 |   <PoseNet
 22 |     {/* Default value: 600 */}
 23 |     videoWidth={ 600 }
 24 |     
 25 |     {/* Default value: 500 */}
 26 |     videoHeight={ 500 }
 27 |     
 28 |     {/*
 29 |       If the poses should be flipped/mirrored horizontally. 
 30 |       This should be set to true for videos where the video 
 31 |       is by default flipped horizontally (i.e. a webcam), and 
 32 |       you want the poses to be returned in the proper orientation.
 33 |       Default value: false
 34 |     */}
 35 |     flipHorizontal={ false }
 36 |     
 37 |     {/*
 38 |       There are two possible values: 'single-pose' | 'multi-pose'.
 39 |       Default value: 'single-pose'
 40 |     */}
 41 |     algorithm={ 'single-pose' }
 42 |     
 43 |     {/*
 44 |       Loads the PoseNet model weights for either the 0.50, 0.75, 
 45 |       1.00, or 1.01 version. They vary in size and accuracy. 1.01 
 46 |       is the largest, but will be the slowest. 0.50 is the fastest, 
 47 |       but least accurate.
 48 |       Default value: 1.01
 49 |     */}
 50 |     mobileNetArchitecture={ 1.01 }
 51 |     
 52 |     {/* Default value: true */}
 53 |     showVideo={ true }
 54 |     
 55 |     {/* Default value: true */}
 56 |     showSkeleton={ true }
 57 |     
 58 |     {/* Default value: true */}
 59 |     showPoints={ true }
 60 |     
 61 |     {/*
 62 |       The overall confidence in the estimation of a person's
 63 |       pose (i.e. a person detected in a frame)
 64 |       Default value: 0.1
 65 |     */}
 66 |     minPoseConfidence={ 0.1 }
 67 |     
 68 |     {/*
 69 |       The confidence that a particular estimated keypoint
 70 |       position is accurate (i.e. the elbow's position)
 71 |       Default value: 0.5
 72 |     */}
 73 |     minPartConfidence={ 0.5 }
 74 |     
 75 |     {/* 
 76 |       The maximum number of poses to detect.
 77 |       Default value: 2
 78 |     */}
 79 |     maxPoseDetections={ 2 }
 80 |     
 81 |     {/*
 82 |       Non-maximum suppression part distance. It needs to be strictly positive. 
 83 |       Two parts suppress each other if they are less than nmsRadius pixels away. 
 84 |       Defaults value: 20
 85 |     */}
 86 |     nmsRadius={ 20.0 }
 87 |     
 88 |     {/*
 89 |       Must be 32, 16, or 8. This parameter affects the height and width 
 90 |       of the layers in the neural network. At a high level, it affects 
 91 |       the accuracy and speed of the pose estimation. The lower the value 
 92 |       of the output stride the higher the accuracy but slower the speed, 
 93 |       the higher the value the faster the speed but lower the accuracy
 94 |     */}
 95 |     outputStride={ 16 }
 96 |     
 97 |     {/*
 98 |       Values between 0.2 and 1. Scales down the image and increase 
 99 |       the speed when feeding through the network at the cost of accuracy.
100 |       Default value: 0.5
101 |     */}
102 |     imageScaleFactor={ 0.5 }
103 |     
104 |     {/* Default value: 'aqua' */}
105 |     skeletonColor={ 'aqua' }
106 |     
107 |     {/* Default value: 2 */}
108 |     skeletonLineWidth={ 2 }
109 |     
110 |     {/* Default value: 'Loading pose detector...' */}
111 |     loadingText={ 'Loading pose detector...' }
112 |   />,
113 |   
114 |   document.getElementById('app')
115 | )
116 | ```
117 | ## Installing and running example
118 | ```
119 | $ npm install
120 | $ npm run example
121 | ```
122 | 
123 | Browser will open http://localhost:8080/. Have fun :wink:
124 | 
125 | ## How to consume the component
126 | ```
127 | $ npm install jscriptcoder/tfjs-posenet
128 | ```
129 | 
130 | ```js
131 | import * as React from 'react'
132 | import PoseNet from 'tfjs-posenet'
133 | 
134 | const MyContainer = (props) => (
135 |   <div>
136 |     <h3>This is my container<h3>
137 |     <PoseNet 
138 |       videoWidth={props.width} 
139 |       videoHeight={props.height} 
140 |       skeletonColor={props.color} />
141 |   </div>
142 | )
143 | ```
144 | 
145 | <!-- sort 1 -->
146 | 


--------------------------------------------------------------------------------
/example/index.html:
--------------------------------------------------------------------------------
 1 | <!DOCTYPE html>
 2 | <html lang="en">
 3 | <head>
 4 | <meta http-equiv="Content-type" content="text/html; charset=utf-8"/>
 5 | <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
 6 | <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Open+Sans:300" type="text/css" />
 7 | <link rel="stylesheet" href="style.css">
 8 | <style>
 9 | </style>
10 | </head>
11 | <body>
12 |   <div id="example"></div>
13 |   <script src="script.js"></script>
14 | </body>
15 | </html>
16 | 


--------------------------------------------------------------------------------
/example/style.css:
--------------------------------------------------------------------------------
 1 | * {
 2 |   box-sizing: border-box; }
 3 | 
 4 | html, body, .PoseNet, .tv, .tv-inner {
 5 |   width: 100%;
 6 |   height: 100%; }
 7 | 
 8 | html, body, .PoseNet {
 9 |   display: flex;
10 |   justify-content: center;
11 |   align-items: center; }
12 | 
13 | html, body {
14 |   margin: 0; }
15 | 
16 | #example {
17 |   flex-grow: 1;
18 |   height: 100%; }
19 | 
20 | @media (min-width: 600px) {
21 |   #example {
22 |     flex-grow: unset;
23 |     width: 600px;
24 |     height: 500px; } }
25 | 
26 | .PoseNet__loading {
27 |   position: absolute;
28 |   font-family: 'Open Sans';
29 |   font-size: 2em; }
30 | 
31 | .PoseNet video {
32 |   -moz-transform: scaleX(-1);
33 |   -o-transform: scaleX(-1);
34 |   -webkit-transform: scaleX(-1);
35 |   transform: scaleX(-1);
36 |   display: none; }
37 | 
38 | @-webkit-keyframes Gradient {
39 |   0% {
40 |     background-position: 0% 50%; }
41 |   50% {
42 |     background-position: 100% 50%; }
43 |   100% {
44 |     background-position: 0% 50%; } }
45 | 
46 | @-moz-keyframes Gradient {
47 |   0% {
48 |     background-position: 0% 50%; }
49 |   50% {
50 |     background-position: 100% 50%; }
51 |   100% {
52 |     background-position: 0% 50%; } }
53 | 
54 | @keyframes Gradient {
55 |   0% {
56 |     background-position: 0% 50%; }
57 |   50% {
58 |     background-position: 100% 50%; }
59 |   100% {
60 |     background-position: 0% 50%; } }
61 | 
62 | body {
63 |   color: #fff;
64 |   background: linear-gradient(-45deg, #EE7752, #E73C7E, #23A6D5, #23D5AB);
65 |   background-size: 400% 400%;
66 |   -webkit-animation: Gradient 15s ease infinite;
67 |   -moz-animation: Gradient 15s ease infinite;
68 |   animation: Gradient 15s ease infinite; }
69 | 
70 | .tv {
71 |   border: 10px solid #333;
72 |   border-radius: 15px;
73 |   background-clip: border-box;
74 |   position: relative;
75 |   background: #000; }
76 |   .tv:after, .tv:before {
77 |     position: absolute;
78 |     content: "";
79 |     background: #333; }
80 |   .tv:after {
81 |     width: 40px;
82 |     height: 50px;
83 |     bottom: -50px;
84 |     left: 50%;
85 |     margin-left: -20px; }
86 |   .tv:before {
87 |     width: 130px;
88 |     height: 10px;
89 |     bottom: -50px;
90 |     left: 50%;
91 |     margin-left: -65px;
92 |     border-top-right-radius: 10px;
93 |     border-top-left-radius: 10px; }
94 |   .tv-inner {
95 |     overflow: hidden;
96 |     position: relative; }
97 | 


--------------------------------------------------------------------------------
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5316 |     }
5317 |   }
5318 | }
5319 | 


--------------------------------------------------------------------------------
/package.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "name": "tfjs-posenet",
 3 |   "version": "1.0.0",
 4 |   "description": "Realtime pose detection using pre-trained TensorFlow.js model PoseNet",
 5 |   "main": "lib/index.js",
 6 |   "scripts": {
 7 |     "build:prod": "browserify src/PoseNet/index.jsx -o lib/index.js -u react -t [ babelify ]",
 8 |     "build:css": "node-sass src/index.scss example/style.css",
 9 |     "copy:html": "cp src/index.html example/",
10 |     "prebuild:example": "npm run build:css && npm run copy:html",
11 |     "build:example": "browserify --extension=.jsx src/index.jsx -o example/script.js -t [ babelify ]",
12 |     "example": "npm run build:example",
13 |     "postexample": "cd example && live-server",
14 |     "preexample:watch": "npm run example &",
15 |     "example:watch": "watch 'npm run build:example' src"
16 |   },
17 |   "repository": {
18 |     "type": "git",
19 |     "url": "git+https://github.com/jscriptcoder/tfjs-posenet.git"
20 |   },
21 |   "keywords": [
22 |     "tensorflow.js",
23 |     "tfjs-models",
24 |     "deeplearning",
25 |     "posenet"
26 |   ],
27 |   "author": "Francisco Ramos <jscriptcoder@gmail.com>",
28 |   "license": "MIT",
29 |   "bugs": {
30 |     "url": "https://github.com/jscriptcoder/tfjs-posenet/issues"
31 |   },
32 |   "homepage": "https://github.com/jscriptcoder/tfjs-posenet#readme",
33 |   "dependencies": {
34 |     "@tensorflow-models/posenet": "^0.1.1",
35 |     "@tensorflow/tfjs": "^0.11.4",
36 |     "babel-polyfill": "^6.26.0",
37 |     "react": "^16.4.0",
38 |     "react-dom": "^16.4.0"
39 |   },
40 |   "devDependencies": {
41 |     "babel-cli": "^6.26.0",
42 |     "babel-plugin-transform-async-to-generator": "^6.24.1",
43 |     "babel-plugin-transform-class-properties": "^6.24.1",
44 |     "babel-preset-env": "^1.7.0",
45 |     "babel-preset-react": "^6.24.1",
46 |     "babelify": "^8.0.0",
47 |     "browserify": "^16.2.2",
48 |     "live-server": "^1.2.0",
49 |     "node-sass": "^4.9.0",
50 |     "watch": "^1.0.2"
51 |   }
52 | }
53 | 


--------------------------------------------------------------------------------
/posenet_fran.gif:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/jscriptcoder/tfjs-posenet/bbad2204036f7a7587e22d1826612c3ffc8c20f2/posenet_fran.gif


--------------------------------------------------------------------------------
/src/PoseNet/index.jsx:
--------------------------------------------------------------------------------
  1 | import * as posenet from '@tensorflow-models/posenet'
  2 | import * as React from 'react'
  3 | import { isMobile, drawKeypoints, drawSkeleton } from './utils'
  4 | 
  5 | export default class PoseNet extends React.Component {
  6 | 
  7 |   static defaultProps = {
  8 |     videoWidth: 600,
  9 |     videoHeight: 500,
 10 |     flipHorizontal: true,
 11 |     algorithm: 'single-pose',
 12 |     mobileNetArchitecture: isMobile() ? 0.50 : 1.01,
 13 |     showVideo: true,
 14 |     showSkeleton: true,
 15 |     showPoints: true,
 16 |     minPoseConfidence: 0.1,
 17 |     minPartConfidence: 0.5,
 18 |     maxPoseDetections: 2,
 19 |     nmsRadius: 20.0,
 20 |     outputStride: 16,
 21 |     imageScaleFactor: 0.5,
 22 |     skeletonColor: 'aqua',
 23 |     skeletonLineWidth: 2,
 24 |     loadingText: 'Loading pose detector...'
 25 |   }
 26 | 
 27 |   constructor(props) {
 28 |     super(props, PoseNet.defaultProps)
 29 |     this.state = { loading: true }
 30 |   }
 31 | 
 32 |   getCanvas = elem => {
 33 |     this.canvas = elem
 34 |   }
 35 | 
 36 |   getVideo = elem => {
 37 |     this.video = elem
 38 |   }
 39 | 
 40 |   async componentWillMount() {
 41 |     // Loads the pre-trained PoseNet model
 42 |     this.net = await posenet.load(this.props.mobileNetArchitecture);
 43 |   }
 44 | 
 45 |   async componentDidMount() {
 46 |     try {
 47 |       await this.setupCamera()
 48 |     } catch(e) {
 49 |       throw 'This browser does not support video capture, or this device does not have a camera'
 50 |     } finally {
 51 |       this.setState({ loading: false })
 52 |     }
 53 | 
 54 |     this.detectPose()
 55 |   }
 56 | 
 57 |   async setupCamera() {
 58 |       // MDN: https://developer.mozilla.org/en-US/docs/Web/API/MediaDevices
 59 |     if (!navigator.mediaDevices || !navigator.mediaDevices.getUserMedia) {
 60 |       throw 'Browser API navigator.mediaDevices.getUserMedia not available'
 61 |     }
 62 | 
 63 |     const { videoWidth, videoHeight } = this.props
 64 |     const video = this.video
 65 |     const mobile = isMobile()
 66 | 
 67 |     video.width = videoWidth
 68 |     video.height = videoHeight
 69 | 
 70 |     // MDN: https://developer.mozilla.org/en-US/docs/Web/API/MediaDevices/getUserMedia
 71 |     const stream = await navigator.mediaDevices.getUserMedia({
 72 |       audio: false,
 73 |       video: {
 74 |         facingMode: 'user',
 75 |         width: mobile ? void 0 : videoWidth,
 76 |         height: mobile ? void 0: videoHeight,
 77 |       }
 78 |     });
 79 | 
 80 |     video.srcObject = stream
 81 | 
 82 |     return new Promise(resolve => {
 83 |       video.onloadedmetadata = () => {
 84 |         // Once the video metadata is ready, we can start streaming video
 85 |         video.play()
 86 |         resolve(video)
 87 |       }
 88 |     })
 89 |   }
 90 | 
 91 |   detectPose() {
 92 |     const { videoWidth, videoHeight } = this.props
 93 |     const canvas = this.canvas
 94 |     const ctx = canvas.getContext('2d')
 95 | 
 96 |     canvas.width = videoWidth
 97 |     canvas.height = videoHeight
 98 | 
 99 |     this.poseDetectionFrame(ctx)
100 |   }
101 | 
102 |   poseDetectionFrame(ctx) {
103 |     const {
104 |       algorithm,
105 |       imageScaleFactor,
106 |       flipHorizontal,
107 |       outputStride,
108 |       minPoseConfidence,
109 |       maxPoseDetections,
110 |       minPartConfidence,
111 |       nmsRadius,
112 |       videoWidth,
113 |       videoHeight,
114 |       showVideo,
115 |       showPoints,
116 |       showSkeleton,
117 |       skeletonColor,
118 |       skeletonLineWidth,
119 |     } = this.props
120 | 
121 |     const net = this.net
122 |     const video = this.video
123 | 
124 |     const poseDetectionFrameInner = async () => {
125 |       let poses = []
126 | 
127 |       switch (algorithm) {
128 |         case 'single-pose':
129 | 
130 |           const pose = await net.estimateSinglePose(
131 |             video,
132 |             imageScaleFactor,
133 |             flipHorizontal,
134 |             outputStride
135 |           )
136 | 
137 |           poses.push(pose)
138 | 
139 |           break
140 |         case 'multi-pose':
141 | 
142 |           poses = await net.estimateMultiplePoses(
143 |             video,
144 |             imageScaleFactor,
145 |             flipHorizontal,
146 |             outputStride,
147 |             maxPoseDetections,
148 |             minPartConfidence,
149 |             nmsRadius
150 |           )
151 | 
152 |           break
153 |       }
154 | 
155 |       ctx.clearRect(0, 0, videoWidth, videoHeight);
156 | 
157 |       if (showVideo) {
158 |         ctx.save()
159 |         ctx.scale(-1, 1)
160 |         ctx.translate(-videoWidth, 0)
161 |         ctx.drawImage(video, 0, 0, videoWidth, videoHeight)
162 |         ctx.restore()
163 |       }
164 | 
165 |       // For each pose (i.e. person) detected in an image, loop through the poses
166 |       // and draw the resulting skeleton and keypoints if over certain confidence
167 |       // scores
168 |       poses.forEach(({ score, keypoints }) => {
169 |         if (score >= minPoseConfidence) {
170 |           if (showPoints) {
171 |             drawKeypoints(keypoints, minPartConfidence, skeletonColor, ctx);
172 |           }
173 |           if (showSkeleton) {
174 |             drawSkeleton(keypoints, minPartConfidence, skeletonColor, skeletonLineWidth, ctx);
175 |           }
176 |         }
177 |       })
178 | 
179 |       requestAnimationFrame(poseDetectionFrameInner)
180 |     }
181 | 
182 |     poseDetectionFrameInner()
183 |   }
184 | 
185 |   render() {
186 |     const loading = this.state.loading
187 |       ? <div className="PoseNet__loading">{ this.props.loadingText }</div>
188 |       : ''
189 |     return (
190 |       <div className="PoseNet">
191 |         { loading }
192 |         <video playsInline ref={ this.getVideo }></video>
193 |         <canvas ref={ this.getCanvas }></canvas>
194 |       </div>
195 |     )
196 |   }
197 | }
198 | 


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/src/PoseNet/utils.js:
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 1 | import * as posenet from '@tensorflow-models/posenet';
 2 | 
 3 | function isAndroid() {
 4 |   return /Android/i.test(navigator.userAgent);
 5 | }
 6 | 
 7 | function isiOS() {
 8 |   return /iPhone|iPad|iPod/i.test(navigator.userAgent);
 9 | }
10 | 
11 | export function isMobile() {
12 |   return isAndroid() || isiOS();
13 | }
14 | 
15 | export function drawKeypoints(keypoints, minConfidence, skeletonColor, ctx, scale = 1) {
16 |   keypoints.forEach(keypoint => {
17 |     if (keypoint.score >= minConfidence) {
18 |       const { y, x } = keypoint.position
19 |       ctx.beginPath()
20 |       ctx.arc(x * scale, y * scale, 3, 0, 2 * Math.PI)
21 |       ctx.fillStyle = skeletonColor
22 |       ctx.fill()
23 |     }
24 |   })
25 | }
26 | 
27 | function toTuple({ y, x }) {
28 |   return [y, x]
29 | }
30 | 
31 | function drawSegment([ay, ax], [by, bx], color, lineWidth, scale, ctx) {
32 |   ctx.beginPath()
33 |   ctx.moveTo(ax * scale, ay * scale)
34 |   ctx.lineTo(bx * scale, by * scale)
35 |   ctx.lineWidth = lineWidth
36 |   ctx.strokeStyle = color
37 |   ctx.stroke()
38 | }
39 | 
40 | export function drawSkeleton(keypoints, minConfidence, color, lineWidth, ctx, scale = 1) {
41 |   const adjacentKeyPoints = posenet.getAdjacentKeyPoints(keypoints, minConfidence)
42 | 
43 |   adjacentKeyPoints.forEach(keypoints => {
44 |     drawSegment(
45 |       toTuple(keypoints[0].position),
46 |       toTuple(keypoints[1].position),
47 |       color, lineWidth, scale, ctx
48 |     )
49 |   })
50 | }
51 | 


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/src/index.html:
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 1 | <!DOCTYPE html>
 2 | <html lang="en">
 3 | <head>
 4 | <meta http-equiv="Content-type" content="text/html; charset=utf-8"/>
 5 | <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
 6 | <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Open+Sans:300" type="text/css" />
 7 | <link rel="stylesheet" href="style.css">
 8 | <style>
 9 | </style>
10 | </head>
11 | <body>
12 |   <div id="example"></div>
13 |   <script src="script.js"></script>
14 | </body>
15 | </html>
16 | 


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/src/index.jsx:
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 1 | import 'babel-polyfill'
 2 | import * as React from 'react'
 3 | import ReactDOM from 'react-dom'
 4 | import PoseNet from './PoseNet'
 5 | 
 6 | const TV = (props) => (
 7 |   <div className="tv">
 8 |     <div className="tv-inner">
 9 |       { props.children }
10 |     </div>
11 |   </div>
12 | )
13 | 
14 | ReactDOM.render(
15 |   <TV>
16 |     <PoseNet />
17 |   </TV>,
18 |   document.getElementById('example')
19 | )
20 | 


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/src/index.scss:
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  1 | * { box-sizing: border-box; }
  2 | 
  3 | %whole-container {
  4 |   width: 100%;
  5 |   height: 100%;
  6 | }
  7 | 
  8 | %center-content {
  9 |   display: flex;
 10 |   justify-content: center;
 11 |   align-items: center;
 12 | }
 13 | 
 14 | html, body {
 15 |   @extend %whole-container;
 16 |   @extend %center-content;
 17 |   margin: 0;
 18 | }
 19 | 
 20 | #example {
 21 |   flex-grow: 1;
 22 |   height: 100%;
 23 | }
 24 | 
 25 | @media (min-width: 600px) {
 26 |   #example {
 27 |     flex-grow: unset;
 28 |     width: 600px;
 29 |     height: 500px;
 30 |   }
 31 | }
 32 | 
 33 | // PoseNet styling
 34 | .PoseNet {
 35 |   @extend %whole-container;
 36 |   @extend %center-content;
 37 | 
 38 |   &__loading {
 39 |     position: absolute;
 40 |     font-family: 'Open Sans';
 41 |   	font-size: 2em;
 42 |   }
 43 | 
 44 |   video {
 45 |     -moz-transform: scaleX(-1);
 46 |     -o-transform: scaleX(-1);
 47 |     -webkit-transform: scaleX(-1);
 48 |     transform: scaleX(-1);
 49 |     display: none;
 50 |   }
 51 | }
 52 | 
 53 | // Animated gradient background
 54 | @-webkit-keyframes Gradient {
 55 | 	0% {
 56 | 		background-position: 0% 50%
 57 | 	}
 58 | 	50% {
 59 | 		background-position: 100% 50%
 60 | 	}
 61 | 	100% {
 62 | 		background-position: 0% 50%
 63 | 	}
 64 | }
 65 | 
 66 | @-moz-keyframes Gradient {
 67 | 	0% {
 68 | 		background-position: 0% 50%
 69 | 	}
 70 | 	50% {
 71 | 		background-position: 100% 50%
 72 | 	}
 73 | 	100% {
 74 | 		background-position: 0% 50%
 75 | 	}
 76 | }
 77 | 
 78 | @keyframes Gradient {
 79 | 	0% {
 80 | 		background-position: 0% 50%
 81 | 	}
 82 | 	50% {
 83 | 		background-position: 100% 50%
 84 | 	}
 85 | 	100% {
 86 | 		background-position: 0% 50%
 87 | 	}
 88 | }
 89 | 
 90 | body {
 91 | 	color: #fff;
 92 | 	background: linear-gradient(-45deg, #EE7752, #E73C7E, #23A6D5, #23D5AB);
 93 | 	background-size: 400% 400%;
 94 | 	-webkit-animation: Gradient 15s ease infinite;
 95 | 	-moz-animation: Gradient 15s ease infinite;
 96 | 	animation: Gradient 15s ease infinite;
 97 | }
 98 | 
 99 | // Television
100 | .tv {
101 | 	@extend %whole-container;
102 | 	border: 10px solid #333;
103 | 	border-radius: 15px;
104 | 	background-clip: border-box;
105 | 	position: relative;
106 | 	background: #000;
107 | 
108 | 	&:after, &:before {
109 | 		position: absolute;
110 | 		content: "";
111 | 		background: #333;
112 | 	}
113 | 
114 | 	&:after {
115 | 		width: 40px; height:50px;
116 | 		bottom: -50px; left:50%;
117 | 		margin-left: -20px;
118 | 	}
119 | 
120 | 	&:before {
121 | 		width: 130px; height:10px;
122 | 		bottom: -50px; left:50%;
123 | 		margin-left: -65px;
124 | 		border-top-right-radius: 10px;
125 | 		border-top-left-radius: 10px;
126 | 	}
127 | 
128 |   &-inner {
129 |     @extend %whole-container;
130 |   	overflow: hidden;
131 |   	position: relative;
132 |   }
133 | }
134 | 


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