tflite_audio 0.0.1 tflite_audio: ^0.0.1 copied to clipboard
Tflite plugin for audio classification
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<String> startAudioRecognition() async {
String _result;
await checkPermissions().then((permissionStatus) async {
//starts recognition if theres permissions
if (permissionStatus == true) {
await startRecognition().then((result) => _result = result);
} else {
//! - requestpermission() will not be called again if permissions have been denied.
//requests for permission if there are no permissions.
await requestPermissions().then((permissionStatus) async {
if (permissionStatus == true) {
await startRecognition().then((result) => _result = result);
} else {
//Todo - replace log wih alert dialog/snackbar here
log("Please accept permission");
}
}).catchError((e) => "$e");
}
});
return _result;
}
Future loadModel({model, label, numThreads, isAsset}) async {
return await TfliteAudio.loadModel(model, label, numThreads, isAsset);
}
Future<bool> checkPermissions() async {
return await TfliteAudio.checkPermissions;
}
Future<bool> requestPermissions() async {
return await TfliteAudio.requestPermissions();
}
Future<String> startRecognition() async {
return await TfliteAudio.startRecognition();
}
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: 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: TextStyle(
fontWeight: FontWeight.bold,
color: Colors.black,
)));
}
}).toList(),
);
},
)),
floatingActionButton: FloatingActionButton(
child: Icon(Icons.mic),
onPressed: () {
setState(() {
//! - snackbar shows if permissions have been denied
showInSnackBar("Say a word from the list.");
result = startAudioRecognition();
});
})));
}
}