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App.js
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import React, {Component} from 'react';
import {View, Text, Image, StyleSheet} from 'react-native';
import {Button} from 'react-native-elements';
import LinearGradient from 'react-native-linear-gradient';
import ImagePicker from 'react-native-image-picker';
import Tflite from 'tflite-react-native';
let tflite = new Tflite();
var modelFile = 'models/model.tflite';
var labelsFile = 'models/labels.txt';
export default class NotHotDogApp extends Component{
constructor(props){
super(props);
this.state = {
recognitions: null,
source: null,
}
tflite.loadModel({model: modelFile, labels: labelsFile}, (err, res)=>{
if (err) console.log('error');
else console.log(res);
})
}
selectGalleryImage(){
const options = {};
ImagePicker.launchImageLibrary(options, (response) => {
if (response.didCancel){
console.log('User Cancelled');
} else if(response.error){
console.error('Error');
}else if(response.customButton){
console.log('Clicked a custom Button');
} else{
// console.log(response.uri)
this.setState({
source: {
'uri': response.uri
}
})
tflite.runModelOnImage({
path:response.path,
imageMean: 128,
imageStd: 128,
numResults: 2,
threshold:0.8,
}, (err, res) =>{
console.log(res[res.length - 1]);
this.setState({recognitions: res[res.length - 1]})
})
}
})
}
takeImage(){
const options = {};
ImagePicker.launchCamera(options, (response) => {
if (response.didCancel){
console.log('User Cancelled');
} else if(response.error){
console.error('Error');
}else if(response.customButton){
console.log('Clicked a custom Button');
} else{
// console.log(response.uri)
this.setState({
source: {
'uri': response.uri
}
})
tflite.runModelOnImage({
path:response.path,
imageMean: 128,
imageStd: 128,
numResults: 2,
threshold:0.8,
}, (err, res) =>{
console.log(res[res.length - 1]);
this.setState({recognitions: res[res.length - 1]})
})
}
})
}
render() {
const {recognitions, source} = this.state;
return(
<LinearGradient colors={['#dd3e54', '#dd3e09']} style={styles.linearGradient}>
<View style={styles.titleContainer}>
<Text style={styles.title}> NotHotDogApp </Text>
</View>
<View style={styles.outputContainer}>
{
recognitions ? (
<View>
<Image source={source} style={styles.hotdog}></Image>
<Text
style={{
color: 'white',
textAlign: 'center',
paddingTop: 10,
fontSize: 25,
}}
>
{recognitions['label'] + ' - ' + (recognitions['confidence'] * 100).toFixed(0) + '%' }
</Text>
</View>
) : (
<View>
<Image source={require('./assets/hotdog.png')} style={styles.hotdog}></Image>
</View>
)
}
</View>
<View style={styles.buttonContainer}>
<Button
title='Camera'
titleStyle={{fontSize: 20}}
containerStyle={{margin: 5}}
buttonStyle={styles.button}
onPress={this.takeImage.bind(this)}></Button>
<Button
title='Choose from gallery'
titleStyle={{fontSize: 20}}
containerStyle={{margin: 5}}
buttonStyle={styles.button}
onPress={this.selectGalleryImage.bind(this)}></Button>
</View>
</LinearGradient>
)
}
}
const styles = StyleSheet.create({
linearGradient: {
flex:1,
},
titleContainer:{
marginTop:70,
marginLeft:40,
},
title:{
fontSize: 40,
fontWeight: 'bold',
},
outputContainer:{
flex: 1,
alignItems: 'center',
justifyContent: 'center',
},
buttonContainer:{
paddingBottom: 40,
alignItems: 'center',
},
button:{
width: 250,
height: 57,
backgroundColor: 'black',
borderRadius: 50,
},
hotdog:{
width: 200,
height: 200,
},
})