497 lines
22 KiB
C#
497 lines
22 KiB
C#
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using Microsoft.Maui.Storage;
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using NAudio.Wave;
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using System.ComponentModel;
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using System.Net;
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using System.Reflection;
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using System.Text;
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using System.Windows.Input;
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using static System.Net.Mime.MediaTypeNames;
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using MauiApp1.Utils;
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using System;
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using Microsoft.Maui.Graphics;
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namespace MauiApp1;
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public partial class RecognitionForFiles : ContentPage
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{
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private AliParaformerAsr.OfflineRecognizer _offlineRecognizer = null;
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public RecognitionForFiles()
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{
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InitializeComponent();
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//GetDownloadState();
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}
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private async void OnDownLoadCheckClicked(object sender, EventArgs e)
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{
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BtnDownLoadCheck.IsEnabled = false;
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TaskFactory taskFactory = new TaskFactory();
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await taskFactory.StartNew(async () =>
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{
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DownloadCheck();
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});
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BtnDownLoadCheck.IsEnabled = true;
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}
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private async void OnDownLoadModelsClicked(object sender, EventArgs e)
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{
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BtnDownLoadModels.IsEnabled = false;
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DownloadProgressBar.Progress = 0 / 100.0;
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DownloadProgressLabel.Text = "";
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TaskFactory taskFactory = new TaskFactory();
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await taskFactory.StartNew(async () =>
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{
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DownloadModels();
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});
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BtnDownLoadModels.IsEnabled = true;
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}
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async void DownloadModels()
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{
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string paraformerFilejson = "[{},{}]";
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string[] downloadUrls = {
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"http://huggingface.co/manyeyes/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx/resolve/main/model_quant.onnx",
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"http://huggingface.co/manyeyes/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx/resolve/main/am.mvn",
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"http://huggingface.co/manyeyes/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx/resolve/main/asr.yaml",
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"http://huggingface.co/manyeyes/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx/resolve/main/tokens.txt",
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"http://huggingface.co/manyeyes/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx/resolve/main/example/0.wav" };
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string[] fileNames = { "model.int8.onnx", "am.mvn", "asr.yaml", "tokens.txt", "0.wav" };
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var rootFolderName = "AllModels";
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var subFolderName = "speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx";
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List<int> indexs = new List<int>();
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DownloadHelper downloadHelper = new DownloadHelper(this.DownloadDisplay);
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DownloadProgressLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressLabel.IsVisible = true;
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DownloadProgressLabel.Text = "";
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}));
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DownloadProgressBar.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressBar.IsVisible = true;
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DownloadProgressBar.Progress = 0 / 100.0;
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}));
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while (indexs.Count < downloadUrls.Length)
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{
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if (downloadHelper.IsDownloading)
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{
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continue;
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}
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for (int i = 0; i < downloadUrls.Length; i++)
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{
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if (indexs.Contains(i))
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{
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continue;
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}
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if (downloadHelper.IsDownloading)
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{
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break;
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}
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var downloadUrl = downloadUrls[i];
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var fileName = fileNames[i];
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downloadHelper.DownloadCreate(downloadUrl, fileName, rootFolderName, subFolderName);
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downloadHelper.DownloadStart();
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indexs.Add(i);
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}
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}
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DownloadProgressLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressLabel.IsVisible = false;
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DownloadProgressLabel.Text = "";
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}));
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DownloadProgressBar.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressBar.IsVisible = false;
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DownloadProgressBar.Progress = 0 / 100.0;
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}));
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}
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async void GetDownloadState()
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{
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string[] fileNames = { "model.int8.onnx", "am.mvn", "asr.yaml", "tokens.txt", "0.wav" };
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string[] md5Strs = { "a171eff9959f2486d5c1bafce61d0b7a", "dc1dbdeeb8961f012161cfce31eaacaf", "71d32ccf12dbb85a5d8b249558f258fb", "5c8702dc2686b846fe268d9aa712be9b", "af1295e53df7298458f808bc0cd946e2" };
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var rootFolderName = "AllModels";
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var subFolderName = "speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx";
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DownloadHelper downloadHelper = new DownloadHelper();
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bool state = downloadHelper.GetDownloadState(fileNames, rootFolderName, subFolderName, md5Strs);
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ModelStatusLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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if (state)
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{
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ModelStatusLabel.Text = "model is ready";
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}
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else
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{
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ModelStatusLabel.Text = "model not ready";
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}
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}));
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}
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async void DownloadCheck()
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{
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string[] fileNames = { "model.int8.onnx", "am.mvn", "asr.yaml", "tokens.txt", "0.wav" };
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string[] md5Strs = { "a171eff9959f2486d5c1bafce61d0b7a", "dc1dbdeeb8961f012161cfce31eaacaf", "71d32ccf12dbb85a5d8b249558f258fb", "5c8702dc2686b846fe268d9aa712be9b", "af1295e53df7298458f808bc0cd946e2" };
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var rootFolderName = "AllModels";
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var subFolderName = "speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx";
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DownloadHelper downloadHelper = new DownloadHelper(this.DownloadDisplay);
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bool state = downloadHelper.GetDownloadState(fileNames, rootFolderName, subFolderName, md5Strs);
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ModelStatusLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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if (state)
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{
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ModelStatusLabel.Text = "model is ready";
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}
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else
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{
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ModelStatusLabel.Text = "model not ready";
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}
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}));
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if (!state)
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{
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DownloadResultsLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadResultsLabel.IsVisible = true;
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DownloadResultsLabel.Text = "";
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}));
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for (int i = 0; i < fileNames.Length; i++)
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{
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downloadHelper.DownloadCheck(fileNames[i], rootFolderName, subFolderName, md5Strs[i]);
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}
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}
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}
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private void DownloadDisplay(int progress, DownloadState downloadState, string filename, string msg = "")
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{
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switch (downloadState)
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{
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case DownloadState.inprogres:
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DownloadProgressBar.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressBar.Progress = progress / 100.0;
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}));
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DownloadProgressLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressLabel.Text = $"文件：{filename}，正在下载，进度：{progress}%\n";
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}));
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break;
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case DownloadState.cancelled:
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DownloadProgressBar.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressBar.Progress = progress / 100.0;
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}));
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DownloadProgressLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressLabel.Text = $"文件：{filename}，下载已取消\n";
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}));
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break;
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case DownloadState.error:
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DownloadProgressBar.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressBar.Progress = progress / 100.0;
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}));
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DownloadProgressLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressLabel.Text = $"文件：{filename}，下载失败：{msg}\n";
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}));
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DownloadResultsLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadResultsLabel.Text += $"文件：{filename}，下载失败：{msg}\n";
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}));
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break;
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case DownloadState.completed:
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DownloadProgressBar.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressBar.Progress = progress / 100.0;
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}));
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DownloadProgressLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressLabel.Text = $"文件：{filename}，下载完成\n";
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}));
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DownloadResultsLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadResultsLabel.Text += $"文件：{filename}，下载完成\n";
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}));
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break;
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case DownloadState.existed:
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DownloadProgressBar.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadProgressBar.Progress = progress / 100.0;
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}));
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DownloadResultsLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadResultsLabel.Text += $"文件：{filename}，已存在\n";
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}));
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break;
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case DownloadState.noexisted:
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DownloadResultsLabel.Dispatcher.Dispatch(
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new Action(
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delegate
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{
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DownloadResultsLabel.Text += $"文件：{filename}，不存在\n";
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}));
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break;
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}
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}
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private async void OnBtnRecognitionExampleClicked(object sender, EventArgs e)
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{
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BtnRecognitionExample.IsEnabled = false;
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TaskFactory taskFactory = new TaskFactory();
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await taskFactory.StartNew(async () =>
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{
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TestAliParaformerAsrOfflineRecognizer();
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});
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BtnRecognitionExample.IsEnabled = true;
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}
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private async void OnBtnRecognitionFilesClicked(object sender, EventArgs e)
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{
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var customFileType = new FilePickerFileType(
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new Dictionary<DevicePlatform, IEnumerable<string>>
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{
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{ DevicePlatform.iOS, new[] { "public.my.comic.extension" } }, // UTType values
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{ DevicePlatform.Android, new[] { "audio/x-wav" } }, // MIME type
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{ DevicePlatform.WinUI, new[] { ".cbr", ".cbz" } }, // file extension
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{ DevicePlatform.Tizen, new[] { "*/*" } },
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{ DevicePlatform.macOS, new[] { "cbr", "cbz" } }, // UTType values
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});
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PickOptions options = new()
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{
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PickerTitle = "Please select a comic file",
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FileTypes = customFileType,
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};
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TaskFactory taskFactory = new TaskFactory();
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await taskFactory.StartNew(async () =>
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{
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var fileResult = await PickAndShow(options);
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string fullpath = fileResult.FullPath;
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List<string> fullpaths = new List<string>();
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fullpaths.Add(fullpath);
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RecognizerFilesByAliParaformerAsrOffline(fullpaths);
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});
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}
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public async Task<FileResult> PickAndShow(PickOptions options)
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{
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try
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{
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var result = await FilePicker.Default.PickAsync(options);
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return result;
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}
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catch (Exception ex)
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{
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// The user canceled or something went wrong
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}
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return null;
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}
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public void CreateDownloadFile(string fileName)
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{
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var downloadFolder = FileSystem.AppDataDirectory + "/Download/";
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Directory.CreateDirectory(downloadFolder);
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var filePath = downloadFolder + fileName;
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File.Create(filePath);
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}
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public AliParaformerAsr.OfflineRecognizer initAliParaformerAsrOfflineRecognizer(string modelName)
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{
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if (_offlineRecognizer == null)
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{
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try
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{
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string allModels = "AllModels";
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string modelFilePath = SysConf.ApplicationBase + "/" + allModels + "/" + modelName + "/model.int8.onnx";
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string configFilePath = SysConf.ApplicationBase + "/" + allModels + "/" + modelName + "/asr.yaml";
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string mvnFilePath = SysConf.ApplicationBase + "/" + allModels + "/" + modelName + "/am.mvn";
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string tokensFilePath = SysConf.ApplicationBase + "/" + allModels + "/" + modelName + "/tokens.txt";
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_offlineRecognizer = new AliParaformerAsr.OfflineRecognizer(modelFilePath, configFilePath, mvnFilePath, tokensFilePath);
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}
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catch
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{
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|||
|
|
DisplayAlert("Tips", "Please check if the model is correct", "close");
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
return _offlineRecognizer;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
public void RecognizerFilesByAliParaformerAsrOffline(List<string> fullpaths)
|
|||
|
|
{
|
|||
|
|
string modelName = "speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx";
|
|||
|
|
AliParaformerAsr.OfflineRecognizer offlineRecognizer = initAliParaformerAsrOfflineRecognizer(modelName);
|
|||
|
|
if (offlineRecognizer == null) { return; }
|
|||
|
|
AsrResults.Dispatcher.Dispatch(
|
|||
|
|
new Action(
|
|||
|
|
delegate
|
|||
|
|
{
|
|||
|
|
AsrResults.Text = "正在识别，请稍后……";
|
|||
|
|
}
|
|||
|
|
));
|
|||
|
|
List<float[]>? samples = new List<float[]>();
|
|||
|
|
TimeSpan total_duration = new TimeSpan(0L);
|
|||
|
|
foreach (string fullpath in fullpaths)
|
|||
|
|
{
|
|||
|
|
string wavFilePath = string.Format(fullpath);
|
|||
|
|
if (!File.Exists(wavFilePath))
|
|||
|
|
{
|
|||
|
|
continue;
|
|||
|
|
}
|
|||
|
|
AudioFileReader _audioFileReader = new AudioFileReader(wavFilePath);
|
|||
|
|
byte[] datas = new byte[_audioFileReader.Length];
|
|||
|
|
_audioFileReader.Read(datas, 0, datas.Length);
|
|||
|
|
TimeSpan duration = _audioFileReader.TotalTime;
|
|||
|
|
float[] wavdata = new float[datas.Length / 4];
|
|||
|
|
Buffer.BlockCopy(datas, 0, wavdata, 0, datas.Length);
|
|||
|
|
float[] sample = wavdata.Select((float x) => x * 32768f).ToArray();
|
|||
|
|
samples.Add(sample);
|
|||
|
|
total_duration += duration;
|
|||
|
|
}
|
|||
|
|
AsrResults.Dispatcher.Dispatch(
|
|||
|
|
new Action(
|
|||
|
|
delegate
|
|||
|
|
{
|
|||
|
|
TimeSpan start_time = new TimeSpan(DateTime.Now.Ticks);
|
|||
|
|
foreach (var sample in samples)
|
|||
|
|
{
|
|||
|
|
List<float[]> temp_samples = new List<float[]>();
|
|||
|
|
temp_samples.Add(sample);
|
|||
|
|
List<string> results = offlineRecognizer.GetResults(temp_samples);
|
|||
|
|
foreach (string result in results)
|
|||
|
|
{
|
|||
|
|
Console.WriteLine(result);
|
|||
|
|
Console.WriteLine("");
|
|||
|
|
AsrResults.Text = string.Format("result:{0}\n", result);
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
TimeSpan end_time = new TimeSpan(DateTime.Now.Ticks);
|
|||
|
|
double elapsed_milliseconds = end_time.TotalMilliseconds - start_time.TotalMilliseconds;
|
|||
|
|
double rtf = elapsed_milliseconds / total_duration.TotalMilliseconds;
|
|||
|
|
AsrResults.Text += string.Format("elapsed_milliseconds:{0}\n", elapsed_milliseconds.ToString());
|
|||
|
|
AsrResults.Text += string.Format("total_duration:{0}\n", total_duration.TotalMilliseconds.ToString());
|
|||
|
|
AsrResults.Text += string.Format("rtf:{1}\n", "0".ToString(), rtf.ToString());
|
|||
|
|
AsrResults.Text += string.Format("End!");
|
|||
|
|
}));
|
|||
|
|
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
public void TestAliParaformerAsrOfflineRecognizer(List<float[]>? samples = null)
|
|||
|
|
{
|
|||
|
|
string modelName = "speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx";
|
|||
|
|
AliParaformerAsr.OfflineRecognizer offlineRecognizer = initAliParaformerAsrOfflineRecognizer(modelName);
|
|||
|
|
if (offlineRecognizer == null) { return; }
|
|||
|
|
AsrResults.Dispatcher.Dispatch(
|
|||
|
|
new Action(
|
|||
|
|
delegate
|
|||
|
|
{
|
|||
|
|
AsrResults.Text = "正在识别，请稍后……";
|
|||
|
|
}
|
|||
|
|
));
|
|||
|
|
TimeSpan total_duration = new TimeSpan(0L);
|
|||
|
|
if (samples == null)
|
|||
|
|
{
|
|||
|
|
samples = new List<float[]>();
|
|||
|
|
for (int i = 0; i < 1; i++)
|
|||
|
|
{
|
|||
|
|
string wavFilePath = string.Format(SysConf.ApplicationBase + "/AllModels/" + modelName + "/{0}.wav", i.ToString());
|
|||
|
|
if (!File.Exists(wavFilePath))
|
|||
|
|
{
|
|||
|
|
break;
|
|||
|
|
}
|
|||
|
|
AudioFileReader _audioFileReader = new AudioFileReader(wavFilePath);
|
|||
|
|
byte[] datas = new byte[_audioFileReader.Length];
|
|||
|
|
_audioFileReader.Read(datas, 0, datas.Length);
|
|||
|
|
TimeSpan duration = _audioFileReader.TotalTime;
|
|||
|
|
float[] wavdata = new float[datas.Length / 4];
|
|||
|
|
Buffer.BlockCopy(datas, 0, wavdata, 0, datas.Length);
|
|||
|
|
float[] sample = wavdata.Select((float x) => x * 32768f).ToArray();
|
|||
|
|
samples.Add(sample);
|
|||
|
|
total_duration += duration;
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
AsrResults.Dispatcher.Dispatch(
|
|||
|
|
new Action(
|
|||
|
|
delegate
|
|||
|
|
{
|
|||
|
|
TimeSpan start_time = new TimeSpan(DateTime.Now.Ticks);
|
|||
|
|
foreach (var sample in samples)
|
|||
|
|
{
|
|||
|
|
List<float[]> temp_samples = new List<float[]>();
|
|||
|
|
temp_samples.Add(sample);
|
|||
|
|
List<string> results = offlineRecognizer.GetResults(temp_samples);
|
|||
|
|
foreach (string result in results)
|
|||
|
|
{
|
|||
|
|
AsrResults.Text = string.Format("result:{0}\n", result);
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
TimeSpan end_time = new TimeSpan(DateTime.Now.Ticks);
|
|||
|
|
double elapsed_milliseconds = end_time.TotalMilliseconds - start_time.TotalMilliseconds;
|
|||
|
|
double rtf = elapsed_milliseconds / total_duration.TotalMilliseconds;
|
|||
|
|
Console.WriteLine("elapsed_milliseconds:{0}", elapsed_milliseconds.ToString());
|
|||
|
|
Console.WriteLine("total_duration:{0}", total_duration.TotalMilliseconds.ToString());
|
|||
|
|
Console.WriteLine("rtf:{1}", "0".ToString(), rtf.ToString());
|
|||
|
|
Console.WriteLine("Hello, World!");
|
|||
|
|
AsrResults.Text += string.Format("elapsed_milliseconds:{0}\n", elapsed_milliseconds.ToString());
|
|||
|
|
AsrResults.Text += string.Format("total_duration:{0}\n", total_duration.TotalMilliseconds.ToString());
|
|||
|
|
AsrResults.Text += string.Format("rtf:{1}\n", "0".ToString(), rtf.ToString());
|
|||
|
|
AsrResults.Text += string.Format("End!");
|
|||
|
|
}
|
|||
|
|
));
|
|||
|
|
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
|