tflite_audio 0.1.1 tflite_audio: ^0.1.1 copied to clipboard
Tflite plugin for flutter. Can make audio classifications on both android and iOS with the user's specifications.
import 'package:flutter/material.dart';
import 'dart:async';
//import 'dart:developer';
import 'package:tflite_audio/tflite_audio.dart';
void main() => runApp(MyApp());
class MyApp extends StatefulWidget {
@override
_MyAppState createState() => _MyAppState();
}
class _MyAppState extends State<MyApp> {
final GlobalKey<ScaffoldState> _scaffoldKey = new GlobalKey<ScaffoldState>();
Future<String> result;
List<String> labelList = [
'_silence_',
'_unknown_',
'yes',
'no',
'up',
'down',
'left',
'right',
'on',
'off',
'stop',
'go'
];
@override
void initState() {
super.initState();
loadModel(
model: 'assets/conv_actions_frozen.tflite',
label: 'assets/conv_actions_labels.txt',
numThreads: 1,
isAsset: true);
}
Future loadModel(
{String model, String label, int numThreads, bool isAsset}) async {
return await TfliteAudio.loadModel(model, label, numThreads, isAsset);
}
Future<dynamic> startAudioRecognition(
{int sampleRate, int recordingLength, int bufferSize}) async {
return await TfliteAudio.startAudioRecognition(
sampleRate, recordingLength, bufferSize);
}
Future<String> getResult() async {
String _result;
await startAudioRecognition(
sampleRate: 16000, recordingLength: 16000, bufferSize: 1280)
.then((result) => _result = result.toString());
return _result;
}
void showInSnackBar(String value) {
_scaffoldKey.currentState.showSnackBar(new SnackBar(
content: new Text(value),
duration: const Duration(milliseconds: 1600),
));
}
@override
Widget build(BuildContext context) {
return MaterialApp(
home: Scaffold(
key: _scaffoldKey,
appBar: AppBar(
title: const Text('Tflite-audio/speech'),
),
body: Center(
child: FutureBuilder<String>(
future: result,
builder: (BuildContext context, AsyncSnapshot<String> snapshot) {
return Column(
mainAxisAlignment: MainAxisAlignment.center,
crossAxisAlignment: CrossAxisAlignment.center,
children: labelList.map((labels) {
if (labels == snapshot.data) {
return Padding(
padding: const EdgeInsets.all(5.0),
child: Text(
labels.toString(),
textAlign: TextAlign.center,
style: const TextStyle(
fontSize: 25,
fontWeight: FontWeight.bold,
color: Colors.green),
));
} else {
return Padding(
padding: const EdgeInsets.all(5.0),
child: Text(labels.toString(),
textAlign: TextAlign.center,
style: const TextStyle(
fontWeight: FontWeight.bold,
color: Colors.black,
)));
}
}).toList(),
);
},
)),
floatingActionButton: FloatingActionButton(
onPressed: () {
setState(() {
//! - snackbar shows if permissions have been denied
showInSnackBar('Say a word from the list.');
result = getResult();
});
},
child: const Icon(Icons.mic),
)));
}
}