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index.js
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index.js
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import { NativeModules, Image } from 'react-native';
const { TfliteReactNative } = NativeModules;
class Tflite {
loadModel(args, callback) {
TfliteReactNative.loadModel(
args['model'],
args['labels'] || '',
args['numThreads'] || 1,
(error, response) => {
callback && callback(error, response);
});
}
runModelOnImage(args, callback) {
TfliteReactNative.runModelOnImage(
args['path'],
args['imageMean'] != null ? args['imageMean'] : 127.5,
args['imageStd'] != null ? args['imageStd'] : 127.5,
args['numResults'] || 5,
args['threshold'] != null ? args['threshold'] : 0.1,
(error, response) => {
callback && callback(error, response);
});
}
detectObjectOnImage(args, callback) {
TfliteReactNative.detectObjectOnImage(
args['path'],
args['model'] || "SSDMobileNet",
args['imageMean'] != null ? args['imageMean'] : 127.5,
args['imageStd'] != null ? args['imageStd'] : 127.5,
args['threshold'] != null ? args['threshold'] : 0.1,
args['numResultsPerClass'] || 5,
args['anchors'] || [
0.57273,
0.677385,
1.87446,
2.06253,
3.33843,
5.47434,
7.88282,
3.52778,
9.77052,
9.16828
],
args['blockSize'] || 32,
(error, response) => {
callback && callback(error, response);
});
}
runSegmentationOnImage(args, callback) {
TfliteReactNative.runSegmentationOnImage(
args['path'],
args['imageMean'] != null ? args['imageMean'] : 127.5,
args['imageStd'] != null ? args['imageStd'] : 127.5,
args['labelColors'] || [
0x000000, // background
0x800000, // aeroplane
0x008000, // biyclce
0x808000, // bird
0x000080, // boat
0x800080, // bottle
0x008080, // bus
0x808080, // car
0x400000, // cat
0xc00000, // chair
0x408000, // cow
0xc08000, // diningtable
0x400080, // dog
0xc00080, // horse
0x408080, // motorbike
0xc08080, // person
0x004000, // potted plant
0x804000, // sheep
0x00c000, // sofa
0x80c000, // train
0x004080, // tv-monitor
],
args['outputType'] || "png",
(error, response) => {
callback && callback(error, response);
});
}
runPoseNetOnImage(args, callback) {
TfliteReactNative.runPoseNetOnImage(
args['path'],
args['imageMean'] != null ? args['imageMean'] : 127.5,
args['imageStd'] != null ? args['imageStd'] : 127.5,
args['numResults'] || 5,
args['threshold'] != null ? args['threshold'] : 0.5,
args['nmsRadius'] || 20,
(error, response) => {
callback && callback(error, response);
});
}
close() {
TfliteReactNative.close();
}
}
export default Tflite;