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Tflite plugin for audio classification

flutter_tflite_audio #

This plugin allows you to use tflite to make audio/speech classifications. Currently supports android, however will update with an IOS version soon.

How to add tflite_audio as a dependency: #

  1. Add tflite_audio as a [dependency in your pubspec.yaml file]

How to add tflite model and label to flutter: #

  1. Place your custom tflite model and labels into the asset folder.
  2. In pubsec.yaml, link your tflite model and label under 'assets'. For example:
  assets:
    - assets/conv_actions_frozen.tflite
    - assets/conv_actions_labels.txt

How to use this plugin #

  1. Import the plugin. For example:
import 'package:tflite_audio/tflite_audio.dart';
  1. Load your model by linking the model and labels. The values for numThread and isAsset are on default as shown below:
loadModel(
        model: "assets/conv_actions_frozen.tflite",
        label: "assets/conv_actions_labels.txt",
        numThreads: 1,
        isAsset: true);
  1. Use the following callbacks to make full use of the plugin. Please look at the example on how to implement the plugins
//Loads your model
 Future loadModel({model, label, numThreads, isAsset}) async {
    return await TfliteAudio.loadModel(model, label, numThreads, isAsset);
  }

//Checks if the user has permissions for voice recording
  Future<bool> checkPermissions() async {
    return await TfliteAudio.checkPermissions;
  }

//Asks for permission should the user have no permissions
  Future<bool> requestPermissions() async {
    return await TfliteAudio.requestPermissions();
  }

//Starts recording and then audio recogntion. Returns the result as a string value.
  Future<String> startRecognition() async {
    return await TfliteAudio.startRecognition();
  }

Android #

Add the permissions below to your AndroidManifest. This could be found in

<uses-permission android:name="android.permission.RECORD_AUDIO" />
<uses-permission android:name="android.permission.WRITE_EXTERNAL_STORAGE" />

Edit the following below to your build.gradle. This could be found in

aaptOptions {
        noCompress 'tflite'

iOS [Tentative] #

Also add the following key to Info.plist for iOS

<key>NSMicrophoneUsageDescription</key>
<string>Record audio for playback</string>
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Tflite plugin for audio classification

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License

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Dependencies

flutter

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