详解Android studio实现语音转文字功能
当今,语音转文字已经成为很多App的基础功能之一。本篇攻略将为大家介绍如何使用Android Studio实现此功能。
Step 1.配置环境依赖
在做任何事之前,我们需要为我们的工程添加依赖关系。在 build.gradle
文件中加入以下代码,引入 com.google.cloud:google-cloud-speech:1.23.0
依赖关系。
implementation 'com.google.cloud:google-cloud-speech:1.23.0'
Step 2.添加权限
使用语音转文字功能需要使用录音和网络连接,因此我们需要在 AndroidManifest.xml
文件中添加以下权限:
<uses-permission android:name="android.permission.RECORD_AUDIO"/>
<uses-permission android:name="android.permission.INTERNET"/>
Step 3.使用Google Cloud Speech API
Google Cloud Speech-to-Text API是开发人员使用的云端API,可帮助将音频转换为文本,支持更多比其他语音转换接口更广泛的音频文件格式。我们需要在代码中使用 SpeechClient
类,将音频上传到Google Cloud服务器,并获得转换后的文本。
以下示例代码展示了如何使用 SpeechClient
类。
try (SpeechClient speechClient = SpeechClient.create()) {
// 从文件中创建RecognitionAudio
try (InputStream inputStream = Files.newInputStream(Paths.get(fileName))) {
byte[] audioContents = ByteStreams.toByteArray(inputStream);
RecognitionAudio audio = RecognitionAudio.newBuilder()
.setContent(ByteString.copyFrom(audioContents))
.build();
}
// 设置配置模块
RecognitionConfig config = RecognitionConfig.newBuilder()
.setEncoding(AudioEncoding.LINEAR16)
.setSampleRateHertz(16000)
.setLanguageCode("en-US")
.build();
// 识别语音
RecognizeResponse response = speechClient.recognize(config, audio);
for (SpeechRecognitionResult result : response.getResultsList()) {
SpeechRecognitionAlternative alternative = result.getAlternativesList().get(0);
System.out.printf("Transcription: %s%n", alternative.getTranscript());
}
}
Step 4.实现录音
在Android上,使用 AudioRecord
类来进行录音。在我们的代码中,我们需要创建一个 RecordTask
类来在后台线程中执行录音操作。以下是完整示例代码:
public class RecordTask extends AsyncTask<Void, Void, Void> {
private static final String TAG = RecordTask.class.getSimpleName();
private AudioRecord mAudioRecord;
private byte[] mBuffer;
private boolean mIsRecording;
private int mBufferSize;
private String mFileName;
public RecordTask(String fileName) {
mFileName = fileName;
mBufferSize = AudioRecord.getMinBufferSize(16000, AudioFormat.CHANNEL_IN_MONO, AudioFormat.ENCODING_PCM_16BIT);
mBuffer = new byte[mBufferSize];
mAudioRecord = new AudioRecord(MediaRecorder.AudioSource.MIC, 16000, AudioFormat.CHANNEL_IN_MONO,
AudioFormat.ENCODING_PCM_16BIT, mBufferSize);
}
@Override
protected Void doInBackground(Void... params) {
try (OutputStream outputStream = new FileOutputStream(mFileName)) {
mIsRecording = true;
mAudioRecord.startRecording();
while (mIsRecording) {
int readSize = mAudioRecord.read(mBuffer, 0, mBufferSize);
if (readSize > 0) {
outputStream.write(mBuffer, 0, readSize);
}
}
mAudioRecord.stop();
} catch (IOException e) {
Log.e(TAG, "Error recording audio", e);
}
return null;
}
public void stopRecording() {
mIsRecording = false;
}
}
Step 5.结合Google Cloud Speech API和录音
最后,我们需要将上述代码整合起来。首先,创建一个启动录音的按钮。然后,当录音完成时,利用Google Cloud Speech API将录音内容转换为文本,并将文本显示在界面上。
以下是完整示例代码:
public class MainActivity extends AppCompatActivity {
private static final String TAG = MainActivity.class.getSimpleName();
private RecordTask mRecordTask;
private TextView mTextView;
@Override
protected void onCreate(Bundle savedInstanceState) {
super.onCreate(savedInstanceState);
setContentView(R.layout.activity_main);
mTextView = findViewById(R.id.textView);
Button recordButton = findViewById(R.id.recordButton);
recordButton.setOnClickListener(new View.OnClickListener() {
@Override
public void onClick(View v) {
if (mRecordTask == null) {
mRecordTask = new RecordTask(getExternalFilesDir(null).getAbsolutePath() + "/audio.raw");
mRecordTask.execute();
((Button) v).setText(R.string.stop_recording);
} else {
mRecordTask.stopRecording();
mRecordTask = null;
((Button) v).setText(R.string.start_recording);
transcribe();
}
}
});
}
private void transcribe() {
AsyncTask.execute(new Runnable() {
@Override
public void run() {
try (SpeechClient speechClient = SpeechClient.create()) {
try (InputStream inputStream = new FileInputStream(getExternalFilesDir(null).getAbsolutePath() + "/audio.raw")) {
byte[] audioContents = ByteStreams.toByteArray(inputStream);
RecognitionAudio audio = RecognitionAudio.newBuilder()
.setContent(ByteString.copyFrom(audioContents))
.build();
RecognitionConfig config = RecognitionConfig.newBuilder()
.setEncoding(AudioEncoding.LINEAR16)
.setSampleRateHertz(16000)
.setLanguageCode("en-US")
.build();
RecognizeResponse response = speechClient.recognize(config, audio);
final StringBuilder transcriptionBuilder = new StringBuilder();
for (SpeechRecognitionResult result : response.getResultsList()) {
SpeechRecognitionAlternative alternative = result.getAlternativesList().get(0);
transcriptionBuilder.append(alternative.getTranscript());
}
runOnUiThread(new Runnable() {
@Override
public void run() {
mTextView.setText(transcriptionBuilder.toString());
}
});
}
} catch (IOException e) {
Log.e(TAG, "Error transcribing audio", e);
}
}
});
}
}
以上示例代码已经可以实现语音转文字的功能,你可以按下启动录音按钮,开始录制音频。录音完成后,按下按钮就可以将录音转换成文本,并显示在界面上。
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