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import Spinner from '../../components/Spinner';
import { BottomBar } from '../../components/BottomBar';
import { getImage } from '../../utils';
import { useVerticalOCR, OCR_ENGLISH } from 'react-native-executorch';
import { View, StyleSheet, Image, Text, ScrollView } from 'react-native';
import ImageWithBboxes2 from '../../components/ImageWithOCRBboxes';
import React, { useContext, useEffect, useState } from 'react';
import { GeneratingContext } from '../../context';
import ScreenWrapper from '../../ScreenWrapper';
import { StatsBar } from '../../components/StatsBar';
import ErrorBanner from '../../components/ErrorBanner';
export default function VerticalOCRScreen() {
const [imageUri, setImageUri] = useState('');
const [results, setResults] = useState<any[]>([]);
const [imageDimensions, setImageDimensions] = useState<{
width: number;
height: number;
}>();
const [inferenceTime, setInferenceTime] = useState<number | null>(null);
const [error, setError] = useState<string | null>(null);
const model = useVerticalOCR({
model: OCR_ENGLISH,
independentCharacters: true,
});
const { setGlobalGenerating } = useContext(GeneratingContext);
useEffect(() => {
setGlobalGenerating(model.isGenerating);
}, [model.isGenerating, setGlobalGenerating]);
useEffect(() => {
if (model.error) setError(String(model.error));
}, [model.error]);
const handleCameraPress = async (isCamera: boolean) => {
const image = await getImage(isCamera);
const width = image?.width;
const height = image?.height;
setImageDimensions({ width: width as number, height: height as number });
const uri = image?.uri;
if (typeof uri === 'string') {
setImageUri(uri as string);
setResults([]);
setInferenceTime(null);
}
};
const runForward = async () => {
try {
const start = Date.now();
const output = await model.forward(imageUri);
setInferenceTime(Date.now() - start);
setResults(output);
} catch (e) {
setError(e instanceof Error ? e.message : String(e));
}
};
if (!model.isReady && !model.error) {
return (
<Spinner
visible={true}
textContent={`Loading the model ${(model.downloadProgress * 100).toFixed(0)} %`}
/>
);
}
return (
<ScreenWrapper>
<View style={styles.container}>
<ErrorBanner message={error} onDismiss={() => setError(null)} />
<View style={styles.imageContainer}>
{imageUri && imageDimensions?.width && imageDimensions?.height ? (
<ImageWithBboxes2
detections={results}
imageWidth={imageDimensions?.width}
imageHeight={imageDimensions?.height}
imageUri={
imageUri || require('../../assets/icons/executorch_logo.png')
}
/>
) : (
<Image
style={styles.image}
resizeMode="contain"
source={require('../../assets/icons/executorch_logo.png')}
/>
)}
</View>
{!imageUri && (
<View style={styles.infoContainer}>
<Text style={styles.infoTitle}>Vertical OCR</Text>
<Text style={styles.infoText}>
This model reads vertical text (e.g. Japanese, Korean, Chinese
columns) from images, returning each detected text region with its
bounding box and confidence score. Pick an image from your gallery
or take one with your camera to get started.
</Text>
</View>
)}
{imageUri && inferenceTime !== null && results.length === 0 && (
<View style={styles.infoContainer}>
<Text style={styles.infoTitle}>No text detected</Text>
<Text style={styles.infoText}>
The model did not find any vertical text in this image. Try an
image containing vertical Japanese, Korean, or Chinese text.
</Text>
</View>
)}
{results.length > 0 && (
<View style={styles.results}>
<Text style={styles.resultHeader}>Results</Text>
<ScrollView style={styles.resultsList}>
{results.map(({ text, score }, index) => (
<View key={index} style={styles.resultRecord}>
<Text style={styles.resultLabel}>{text}</Text>
<Text>{score?.toFixed(3)}</Text>
</View>
))}
</ScrollView>
</View>
)}
</View>
<StatsBar
inferenceTime={inferenceTime}
detectionCount={results.length > 0 ? results.length : null}
/>
<BottomBar
handleCameraPress={handleCameraPress}
runForward={runForward}
hasImage={!!imageUri}
isGenerating={model.isGenerating}
/>
</ScreenWrapper>
);
}
const styles = StyleSheet.create({
imageContainer: {
flex: 2,
borderRadius: 8,
width: '100%',
},
container: {
flex: 6,
width: '100%',
padding: 16,
},
image: {
width: '100%',
height: '100%',
},
results: {
flex: 1,
alignItems: 'center',
justifyContent: 'center',
gap: 4,
padding: 4,
},
resultHeader: {
fontSize: 18,
color: 'navy',
},
resultsList: {
flex: 1,
},
resultRecord: {
flexDirection: 'row',
width: '100%',
justifyContent: 'space-between',
padding: 8,
borderBottomWidth: 1,
},
resultLabel: {
flex: 1,
marginRight: 4,
},
infoContainer: {
alignItems: 'center',
padding: 16,
gap: 8,
},
infoTitle: {
fontSize: 18,
fontWeight: '600',
color: 'navy',
},
infoText: {
fontSize: 14,
color: '#555',
textAlign: 'center',
lineHeight: 20,
},
});