funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/App.xaml
New file @@ -0,0 +1,14 @@ <?xml version = "1.0" encoding = "UTF-8" ?> <Application xmlns="http://schemas.microsoft.com/dotnet/2021/maui" xmlns:x="http://schemas.microsoft.com/winfx/2009/xaml" xmlns:local="clr-namespace:MauiApp1" x:Class="MauiApp1.App"> <Application.Resources> <ResourceDictionary> <ResourceDictionary.MergedDictionaries> <ResourceDictionary Source="Resources/Styles/Colors.xaml" /> <ResourceDictionary Source="Resources/Styles/Styles.xaml" /> </ResourceDictionary.MergedDictionaries> </ResourceDictionary> </Application.Resources> </Application> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/App.xaml.cs
New file @@ -0,0 +1,19 @@ namespace MauiApp1; public partial class App : Application { public App() { InitializeComponent(); MainPage = new MySplashPage(); _ = EndSplash(); } async Task EndSplash() { await Task.Delay(1000); MainThread.BeginInvokeOnMainThread(() => { MainPage = new AppShell(); }); } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/AppShell.xaml
New file @@ -0,0 +1,19 @@ <?xml version="1.0" encoding="UTF-8" ?> <Shell x:Class="MauiApp1.AppShell" xmlns="http://schemas.microsoft.com/dotnet/2021/maui" xmlns:x="http://schemas.microsoft.com/winfx/2009/xaml" xmlns:local="clr-namespace:MauiApp1" Shell.FlyoutBehavior="Disabled"> <FlyoutItem FlyoutDisplayOptions="AsMultipleItems"> <ShellContent Title="Offline" ContentTemplate="{DataTemplate local:RecognitionForFiles}" Route="MainPage" /> <ShellContent Title="Home" ContentTemplate="{DataTemplate local:MainPage}" Route="MainPage" /> </FlyoutItem> </Shell> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/AppShell.xaml.cs
New file @@ -0,0 +1,9 @@ namespace MauiApp1; public partial class AppShell : Shell { public AppShell() { InitializeComponent(); } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/MainPage.xaml
New file @@ -0,0 +1,21 @@ <?xml version="1.0" encoding="utf-8" ?> <ContentPage xmlns="http://schemas.microsoft.com/dotnet/2021/maui" xmlns:x="http://schemas.microsoft.com/winfx/2009/xaml" x:Class="MauiApp1.MainPage"> <ScrollView> <VerticalStackLayout Spacing="25" Padding="30,0" VerticalOptions="Center"> <Image Source="dotnet_bot.png" SemanticProperties.Description="Cute dot net bot waving hi to you!" HeightRequest="66" HorizontalOptions="Center" /> </VerticalStackLayout> </ScrollView> </ContentPage> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/MainPage.xaml.cs
New file @@ -0,0 +1,25 @@ using Microsoft.Maui.Storage; using NAudio.Wave; using System.ComponentModel; using System.Net; using System.Reflection; using System.Text; using System.Windows.Input; using static System.Net.Mime.MediaTypeNames; using MauiApp1.Utils; using System; using Microsoft.Maui.Graphics; namespace MauiApp1; public partial class MainPage : ContentPage { public MainPage() { InitializeComponent(); } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/MauiApp1.csproj
New file @@ -0,0 +1,91 @@ <Project Sdk="Microsoft.NET.Sdk"> <PropertyGroup> <TargetFrameworks>net6.0-android;net6.0-ios;net6.0-maccatalyst</TargetFrameworks> <TargetFrameworks Condition="$([MSBuild]::IsOSPlatform('windows'))">$(TargetFrameworks);net6.0-windows10.0.19041.0</TargetFrameworks> <!-- Uncomment to also build the tizen app. You will need to install tizen by following this: https://github.com/Samsung/Tizen.NET --> <!-- <TargetFrameworks>$(TargetFrameworks);net6.0-tizen</TargetFrameworks> --> <OutputType>Exe</OutputType> <RootNamespace>MauiApp1</RootNamespace> <UseMaui>true</UseMaui> <SingleProject>true</SingleProject> <ImplicitUsings>enable</ImplicitUsings> <!-- Display name --> <ApplicationTitle>ASR demo</ApplicationTitle> <!-- App Identifier --> <ApplicationId>com.manyeyes.MauiApp1</ApplicationId> <ApplicationIdGuid>be632abf-f31d-4458-8964-b4e8787dee11</ApplicationIdGuid> <!-- Versions --> <ApplicationDisplayVersion>1.0</ApplicationDisplayVersion> <ApplicationVersion>1</ApplicationVersion> <SupportedOSPlatformVersion Condition="$([MSBuild]::GetTargetPlatformIdentifier('$(TargetFramework)')) == 'ios'">14.2</SupportedOSPlatformVersion> <SupportedOSPlatformVersion Condition="$([MSBuild]::GetTargetPlatformIdentifier('$(TargetFramework)')) == 'maccatalyst'">14.0</SupportedOSPlatformVersion> <SupportedOSPlatformVersion Condition="$([MSBuild]::GetTargetPlatformIdentifier('$(TargetFramework)')) == 'android'">21.0</SupportedOSPlatformVersion> <SupportedOSPlatformVersion Condition="$([MSBuild]::GetTargetPlatformIdentifier('$(TargetFramework)')) == 'windows'">10.0.17763.0</SupportedOSPlatformVersion> <TargetPlatformMinVersion Condition="$([MSBuild]::GetTargetPlatformIdentifier('$(TargetFramework)')) == 'windows'">10.0.17763.0</TargetPlatformMinVersion> <SupportedOSPlatformVersion Condition="$([MSBuild]::GetTargetPlatformIdentifier('$(TargetFramework)')) == 'tizen'">6.5</SupportedOSPlatformVersion> </PropertyGroup> <PropertyGroup Condition="'$(Configuration)|$(TargetFramework)|$(Platform)'=='Debug|net6.0-android|AnyCPU'"> <EmbedAssembliesIntoApk>True</EmbedAssembliesIntoApk> </PropertyGroup> <ItemGroup> <!-- App Icon --> <MauiIcon Include="Resources\AppIcon\appicon.svg" ForegroundFile="Resources\AppIcon\appiconfg.svg" Color="#F6F8F6" /> <!-- Splash Screen --> <MauiSplashScreen Include="Resources\Splash\splash.svg" Color="#F6F8F6" BaseSize="128,128" /> <!-- Images --> <MauiImage Include="Resources\Images\*" /> <MauiImage Update="Resources\Images\dotnet_bot.svg" BaseSize="168,208" /> <!-- Custom Fonts --> <MauiFont Include="Resources\Fonts\*" /> <!-- Raw Assets (also remove the "Resources\Raw" prefix) --> <MauiAsset Include="Resources\Raw\**" LogicalName="%(RecursiveDir)%(Filename)%(Extension)" /> </ItemGroup> <ItemGroup> <PackageReference Include="NAudio" Version="2.1.0" /> </ItemGroup> <ItemGroup> <ProjectReference Include="..\AliParaformerAsr\AliParaformerAsr.csproj" /> </ItemGroup> <ItemGroup> <Compile Update="RecognitionForFiles.xaml.cs"> <DependentUpon>RecognitionForFiles.xaml</DependentUpon> </Compile> <Compile Update="MainPage.xaml.cs"> <DependentUpon>MainPage.xaml</DependentUpon> </Compile> </ItemGroup> <ItemGroup> <MauiXaml Update="MainPage.xaml"> <Generator>MSBuild:Compile</Generator> </MauiXaml> <MauiXaml Update="MySplashPage.xaml"> <Generator>MSBuild:Compile</Generator> </MauiXaml> </ItemGroup> <ItemGroup> <None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\model_quant.onnx"> <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> </None> </ItemGroup> <ItemGroup> <Folder Include="AllModels\" /> </ItemGroup> </Project> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/MauiApp1.csproj.user
New file @@ -0,0 +1,22 @@ <?xml version="1.0" encoding="utf-8"?> <Project ToolsVersion="Current" xmlns="http://schemas.microsoft.com/developer/msbuild/2003"> <PropertyGroup> <IsFirstTimeProjectOpen>False</IsFirstTimeProjectOpen> <ActiveDebugFramework>net6.0-android</ActiveDebugFramework> <ActiveDebugProfile>Xiaomi Redmi Note 7 Pro (Android 10.0 - API 29)</ActiveDebugProfile> <SelectedPlatformGroup>PhysicalDevice</SelectedPlatformGroup> <DefaultDevice>pixel_5_-_api_33</DefaultDevice> </PropertyGroup> <PropertyGroup Condition="'$(Configuration)|$(TargetFramework)|$(Platform)'=='Debug|net6.0-android|AnyCPU'"> <DebuggerFlavor>ProjectDebugger</DebuggerFlavor> </PropertyGroup> <PropertyGroup Condition="'$(TargetPlatformIdentifier)'=='iOS'"> <RuntimeIdentifier>iossimulator-x64</RuntimeIdentifier> <PlatformTarget>x64</PlatformTarget> </PropertyGroup> <ItemGroup> <None Update="Platforms\Windows\Package.appxmanifest"> <SubType>Designer</SubType> </None> </ItemGroup> </Project> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/MauiProgram.cs
New file @@ -0,0 +1,18 @@ namespace MauiApp1; public static class MauiProgram { public static MauiApp CreateMauiApp() { var builder = MauiApp.CreateBuilder(); builder .UseMauiApp<App>() .ConfigureFonts(fonts => { fonts.AddFont("OpenSans-Regular.ttf", "OpenSansRegular"); fonts.AddFont("OpenSans-Semibold.ttf", "OpenSansSemibold"); }); return builder.Build(); } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/MySplashPage.xaml
New file @@ -0,0 +1,21 @@ <?xml version="1.0" encoding="utf-8" ?> <ContentPage xmlns="http://schemas.microsoft.com/dotnet/2021/maui" xmlns:x="http://schemas.microsoft.com/winfx/2009/xaml" x:Class="MauiApp1.MySplashPage"> <ScrollView> <VerticalStackLayout Spacing="25" Padding="30,0" VerticalOptions="Center"> <Image Source="dotnet_bot.png" SemanticProperties.Description="Cute dot net bot waving hi to you!" HeightRequest="66" HorizontalOptions="Center" /> </VerticalStackLayout> </ScrollView> </ContentPage> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/MySplashPage.xaml.cs
New file @@ -0,0 +1,25 @@ using Microsoft.Maui.Storage; using NAudio.Wave; using System.ComponentModel; using System.Net; using System.Reflection; using System.Text; using System.Windows.Input; using static System.Net.Mime.MediaTypeNames; using MauiApp1.Utils; using System; using Microsoft.Maui.Graphics; namespace MauiApp1; public partial class MySplashPage : ContentPage { public MySplashPage() { InitializeComponent(); } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/Android/AndroidManifest.xml
New file @@ -0,0 +1,17 @@ <?xml version="1.0" encoding="utf-8"?> <manifest xmlns:android="http://schemas.android.com/apk/res/android"> <application android:allowBackup="true" android:icon="@mipmap/appicon" android:supportsRtl="true"></application> <uses-permission android:name="android.permission.ACCESS_NETWORK_STATE" /> <uses-permission android:name="android.permission.INTERNET" /> <uses-permission android:name="android.permission.READ_EXTERNAL_STORAGE" android:maxSdkVersion="32" /> <!-- Required only if your app needs to access images or photos that other apps created --> <uses-permission android:name="android.permission.READ_MEDIA_IMAGES" /> <!-- Required only if your app needs to access videos that other apps created --> <uses-permission android:name="android.permission.READ_MEDIA_VIDEO" /> <!-- Required only if your app needs to access audio files that other apps created --> <uses-permission android:name="android.permission.READ_MEDIA_AUDIO" /> <uses-permission android:name="android.permission.WRITE_EXTERNAL_STORAGE" /> <uses-permission android:name="android.permission.CAMERA" /> <uses-permission android:name="android.permission.RecordAudio" /> <uses-sdk /> </manifest> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/Android/MainActivity.cs
New file @@ -0,0 +1,10 @@ using Android.App; using Android.Content.PM; using Android.OS; namespace MauiApp1; [Activity(Theme = "@style/Maui.SplashTheme", MainLauncher = true, ConfigurationChanges = ConfigChanges.ScreenSize | ConfigChanges.Orientation | ConfigChanges.UiMode | ConfigChanges.ScreenLayout | ConfigChanges.SmallestScreenSize | ConfigChanges.Density)] public class MainActivity : MauiAppCompatActivity { } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/Android/MainApplication.cs
New file @@ -0,0 +1,39 @@ using Android.App; using Android.Runtime; namespace MauiApp1; [Application] //[assembly: UsesPermission(Android.Manifest.Permission.ReadExternalStorage, MaxSDKVersion = 32)] [assembly: UsesPermission(Android.Manifest.Permission.ReadMediaAudio)] [assembly: UsesPermission(Android.Manifest.Permission.ReadMediaImages)] [assembly: UsesPermission(Android.Manifest.Permission.ReadMediaVideo)] [assembly: UsesPermission(Android.Manifest.Permission.ManageExternalStorage)] // Needed for Picking photo/video [assembly: UsesPermission(Android.Manifest.Permission.ReadExternalStorage)] // Needed for Taking photo/video [assembly: UsesPermission(Android.Manifest.Permission.WriteExternalStorage)] [assembly: UsesPermission(Android.Manifest.Permission.Camera)] [assembly: UsesPermission(Android.Manifest.Permission.RecordAudio)] [assembly: UsesPermission(Android.Manifest.Permission.CaptureVideoOutput)] // Add these properties if you would like to filter out devices that do not have cameras, or set to false to make them optional [assembly: UsesFeature("android.hardware.camera", Required = true)] [assembly: UsesFeature("android.hardware.camera.autofocus", Required = true)] [assembly: UsesFeature("android.hardware.recordaudio", Required = true)] [assembly: UsesFeature("android.hardware.recordaudio.autofocus", Required = true)] [assembly: UsesFeature("android.hardware.capturevideooutput", Required = true)] [assembly: UsesFeature("android.hardware.capturevideooutput.autofocus", Required = true)] public class MainApplication : MauiApplication { public MainApplication(IntPtr handle, JniHandleOwnership ownership) : base(handle, ownership) { } protected override MauiApp CreateMauiApp() => MauiProgram.CreateMauiApp(); } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/Android/Resources/values/colors.xml
New file @@ -0,0 +1,6 @@ <?xml version="1.0" encoding="utf-8"?> <resources> <color name="colorPrimary">#512BD4</color> <color name="colorPrimaryDark">#2B0B98</color> <color name="colorAccent">#2B0B98</color> </resources> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/MacCatalyst/AppDelegate.cs
New file @@ -0,0 +1,9 @@ using Foundation; namespace MauiApp1; [Register("AppDelegate")] public class AppDelegate : MauiUIApplicationDelegate { protected override MauiApp CreateMauiApp() => MauiProgram.CreateMauiApp(); } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/MacCatalyst/Info.plist
New file @@ -0,0 +1,30 @@ <?xml version="1.0" encoding="UTF-8"?> <!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd"> <plist version="1.0"> <dict> <key>UIDeviceFamily</key> <array> <integer>1</integer> <integer>2</integer> </array> <key>UIRequiredDeviceCapabilities</key> <array> <string>arm64</string> </array> <key>UISupportedInterfaceOrientations</key> <array> <string>UIInterfaceOrientationPortrait</string> <string>UIInterfaceOrientationLandscapeLeft</string> <string>UIInterfaceOrientationLandscapeRight</string> </array> <key>UISupportedInterfaceOrientations~ipad</key> <array> <string>UIInterfaceOrientationPortrait</string> <string>UIInterfaceOrientationPortraitUpsideDown</string> <string>UIInterfaceOrientationLandscapeLeft</string> <string>UIInterfaceOrientationLandscapeRight</string> </array> <key>XSAppIconAssets</key> <string>Assets.xcassets/appicon.appiconset</string> </dict> </plist> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/MacCatalyst/Program.cs
New file @@ -0,0 +1,15 @@ using ObjCRuntime; using UIKit; namespace MauiApp1; public class Program { // This is the main entry point of the application. static void Main(string[] args) { // if you want to use a different Application Delegate class from "AppDelegate" // you can specify it here. UIApplication.Main(args, null, typeof(AppDelegate)); } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/Tizen/Main.cs
New file @@ -0,0 +1,16 @@ using System; using Microsoft.Maui; using Microsoft.Maui.Hosting; namespace MauiApp1; class Program : MauiApplication { protected override MauiApp CreateMauiApp() => MauiProgram.CreateMauiApp(); static void Main(string[] args) { var app = new Program(); app.Run(args); } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/Tizen/tizen-manifest.xml
New file @@ -0,0 +1,15 @@ <?xml version="1.0" encoding="utf-8"?> <manifest package="maui-application-id-placeholder" version="0.0.0" api-version="7" xmlns="http://tizen.org/ns/packages"> <profile name="common" /> <ui-application appid="maui-application-id-placeholder" exec="MauiApp1.dll" multiple="false" nodisplay="false" taskmanage="true" type="dotnet" launch_mode="single"> <label>maui-application-title-placeholder</label> <icon>maui-appicon-placeholder</icon> <metadata key="http://tizen.org/metadata/prefer_dotnet_aot" value="true" /> </ui-application> <shortcut-list /> <privileges> <privilege>http://tizen.org/privilege/internet</privilege> </privileges> <dependencies /> <provides-appdefined-privileges /> </manifest> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/Windows/App.xaml
New file @@ -0,0 +1,8 @@ <maui:MauiWinUIApplication x:Class="MauiApp1.WinUI.App" xmlns="http://schemas.microsoft.com/winfx/2006/xaml/presentation" xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml" xmlns:maui="using:Microsoft.Maui" xmlns:local="using:MauiApp1.WinUI"> </maui:MauiWinUIApplication> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/Windows/App.xaml.cs
New file @@ -0,0 +1,24 @@ using Microsoft.UI.Xaml; // To learn more about WinUI, the WinUI project structure, // and more about our project templates, see: http://aka.ms/winui-project-info. namespace MauiApp1.WinUI; /// <summary> /// Provides application-specific behavior to supplement the default Application class. /// </summary> public partial class App : MauiWinUIApplication { /// <summary> /// Initializes the singleton application object. This is the first line of authored code /// executed, and as such is the logical equivalent of main() or WinMain(). /// </summary> public App() { this.InitializeComponent(); } protected override MauiApp CreateMauiApp() => MauiProgram.CreateMauiApp(); } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/Windows/Package.appxmanifest
New file @@ -0,0 +1,46 @@ <?xml version="1.0" encoding="utf-8"?> <Package xmlns="http://schemas.microsoft.com/appx/manifest/foundation/windows10" xmlns:uap="http://schemas.microsoft.com/appx/manifest/uap/windows10" xmlns:mp="http://schemas.microsoft.com/appx/2014/phone/manifest" xmlns:rescap="http://schemas.microsoft.com/appx/manifest/foundation/windows10/restrictedcapabilities" IgnorableNamespaces="uap rescap"> <Identity Name="maui-package-name-placeholder" Publisher="CN=User Name" Version="0.0.0.0" /> <mp:PhoneIdentity PhoneProductId="B8687A78-A016-4011-9FEF-910387A888E5" PhonePublisherId="00000000-0000-0000-0000-000000000000"/> <Properties> <DisplayName>$placeholder$</DisplayName> <PublisherDisplayName>User Name</PublisherDisplayName> <Logo>$placeholder$.png</Logo> </Properties> <Dependencies> <TargetDeviceFamily Name="Windows.Universal" MinVersion="10.0.17763.0" MaxVersionTested="10.0.19041.0" /> <TargetDeviceFamily Name="Windows.Desktop" MinVersion="10.0.17763.0" MaxVersionTested="10.0.19041.0" /> </Dependencies> <Resources> <Resource Language="x-generate" /> </Resources> <Applications> <Application Id="App" Executable="$targetnametoken$.exe" EntryPoint="$targetentrypoint$"> <uap:VisualElements DisplayName="$placeholder$" Description="$placeholder$" Square150x150Logo="$placeholder$.png" Square44x44Logo="$placeholder$.png" BackgroundColor="transparent"> <uap:DefaultTile Square71x71Logo="$placeholder$.png" Wide310x150Logo="$placeholder$.png" Square310x310Logo="$placeholder$.png" /> <uap:SplashScreen Image="$placeholder$.png" /> </uap:VisualElements> </Application> </Applications> <Capabilities> <rescap:Capability Name="runFullTrust" /> </Capabilities> </Package> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/Windows/app.manifest
New file @@ -0,0 +1,15 @@ <?xml version="1.0" encoding="utf-8"?> <assembly manifestVersion="1.0" xmlns="urn:schemas-microsoft-com:asm.v1"> <assemblyIdentity version="1.0.0.0" name="MauiApp1.WinUI.app"/> <application xmlns="urn:schemas-microsoft-com:asm.v3"> <windowsSettings> <!-- The combination of below two tags have the following effect: 1) Per-Monitor for >= Windows 10 Anniversary Update 2) System < Windows 10 Anniversary Update --> <dpiAware xmlns="http://schemas.microsoft.com/SMI/2005/WindowsSettings">true/PM</dpiAware> <dpiAwareness xmlns="http://schemas.microsoft.com/SMI/2016/WindowsSettings">PerMonitorV2, PerMonitor</dpiAwareness> </windowsSettings> </application> </assembly> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/iOS/AppDelegate.cs
New file @@ -0,0 +1,9 @@ using Foundation; namespace MauiApp1; [Register("AppDelegate")] public class AppDelegate : MauiUIApplicationDelegate { protected override MauiApp CreateMauiApp() => MauiProgram.CreateMauiApp(); } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/iOS/Info.plist
New file @@ -0,0 +1,32 @@ <?xml version="1.0" encoding="UTF-8"?> <!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd"> <plist version="1.0"> <dict> <key>LSRequiresIPhoneOS</key> <true/> <key>UIDeviceFamily</key> <array> <integer>1</integer> <integer>2</integer> </array> <key>UIRequiredDeviceCapabilities</key> <array> <string>arm64</string> </array> <key>UISupportedInterfaceOrientations</key> <array> <string>UIInterfaceOrientationPortrait</string> <string>UIInterfaceOrientationLandscapeLeft</string> <string>UIInterfaceOrientationLandscapeRight</string> </array> <key>UISupportedInterfaceOrientations~ipad</key> <array> <string>UIInterfaceOrientationPortrait</string> <string>UIInterfaceOrientationPortraitUpsideDown</string> <string>UIInterfaceOrientationLandscapeLeft</string> <string>UIInterfaceOrientationLandscapeRight</string> </array> <key>XSAppIconAssets</key> <string>Assets.xcassets/appicon.appiconset</string> </dict> </plist> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Platforms/iOS/Program.cs
New file @@ -0,0 +1,15 @@ using ObjCRuntime; using UIKit; namespace MauiApp1; public class Program { // This is the main entry point of the application. static void Main(string[] args) { // if you want to use a different Application Delegate class from "AppDelegate" // you can specify it here. UIApplication.Main(args, null, typeof(AppDelegate)); } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Properties/launchSettings.json
New file @@ -0,0 +1,8 @@ { "profiles": { "Windows Machine": { "commandName": "MsixPackage", "nativeDebugging": false } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/RecognitionForFiles.xaml
New file @@ -0,0 +1,88 @@ <?xml version="1.0" encoding="utf-8" ?> <ContentPage xmlns="http://schemas.microsoft.com/dotnet/2021/maui" xmlns:x="http://schemas.microsoft.com/winfx/2009/xaml" x:Class="MauiApp1.RecognitionForFiles"> <ScrollView> <VerticalStackLayout Spacing="25" Padding="15,15" VerticalOptions="Start"> <StackLayout> <Grid ColumnSpacing="5" RowSpacing="5"> <Grid.ColumnDefinitions> <ColumnDefinition Width="*" /> <ColumnDefinition Width="80" /> <ColumnDefinition Width="120" /> </Grid.ColumnDefinitions> <Grid.RowDefinitions> <RowDefinition Height="40" /> <RowDefinition Height="15" /> <RowDefinition Height="*" /> <RowDefinition Height="*" /> </Grid.RowDefinitions> <Label Text="models not checked" Grid.Row="0" Grid.Column="0" x:Name="ModelStatusLabel" VerticalTextAlignment="Center" HorizontalTextAlignment="Start"/> <Button Grid.Row="0" Grid.Column="1" x:Name="BtnDownLoadCheck" Text="Check" SemanticProperties.Hint="Counts the number of times you click" Clicked="OnDownLoadCheckClicked" HorizontalOptions="Center" /> <Button Grid.Row="0" Grid.Column="2" x:Name="BtnDownLoadModels" Text="Download" SemanticProperties.Hint="Counts the number of times you click" Clicked="OnDownLoadModelsClicked" HorizontalOptions="EndAndExpand" /> <Label Grid.Row="2" Grid.Column="0" Grid.ColumnSpan="3" x:Name="DownloadProgressLabel" Text="" IsVisible="False" BackgroundColor="White" HorizontalOptions="FillAndExpand" HorizontalTextAlignment="Start" TextColor="Red"/> <ProgressBar IsVisible="False" Grid.Row="3" Grid.Column="0" Grid.ColumnSpan="3" x:Name="DownloadProgressBar" HorizontalOptions="FillAndExpand" /> </Grid> <Label Grid.Row="1" Grid.Column="0" Grid.ColumnSpan="3" x:Name="DownloadResultsLabel" Text="" IsVisible="False" BackgroundColor="White" TextColor="Red"/> <Grid ColumnSpacing="5" RowSpacing="5"> <Grid.ColumnDefinitions> <ColumnDefinition Width="4*" /> <ColumnDefinition Width="8*" /> </Grid.ColumnDefinitions> <Grid.RowDefinitions> <RowDefinition Height="40" /> </Grid.RowDefinitions> <Button Grid.Row="0" Grid.Column="0" x:Name="BtnRecognitionExample" Text="Example" SemanticProperties.Hint="Counts the number of times you click" Clicked="OnBtnRecognitionExampleClicked" HorizontalOptions="FillAndExpand" /> <Button Grid.Row="0" Grid.Column="1" x:Name="BtnRecognitionFiles" Text="Recognition Files" SemanticProperties.Hint="Counts the number of times you click" Clicked="OnBtnRecognitionFilesClicked" HorizontalOptions="FillAndExpand" /> </Grid> </StackLayout> <Label FlowDirection="MatchParent" Text="Display recognition results" SemanticProperties.HeadingLevel="Level2" SemanticProperties.Description="Welcome to dot net Multi platform App U I" FontSize="15" Background="#F6F8F6" Padding="10,10,10,10" x:Name="AsrResults" HorizontalOptions="FillAndExpand" BackgroundColor="White" TextColor="Red" /> </VerticalStackLayout> </ScrollView> </ContentPage> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/RecognitionForFiles.xaml.cs
New file @@ -0,0 +1,496 @@ using Microsoft.Maui.Storage; using NAudio.Wave; using System.ComponentModel; using System.Net; using System.Reflection; using System.Text; using System.Windows.Input; using static System.Net.Mime.MediaTypeNames; using MauiApp1.Utils; using System; using Microsoft.Maui.Graphics; namespace MauiApp1; public partial class RecognitionForFiles : ContentPage { private AliParaformerAsr.OfflineRecognizer _offlineRecognizer = null; public RecognitionForFiles() { InitializeComponent(); //GetDownloadState(); } private async void OnDownLoadCheckClicked(object sender, EventArgs e) { BtnDownLoadCheck.IsEnabled = false; TaskFactory taskFactory = new TaskFactory(); await taskFactory.StartNew(async () => { DownloadCheck(); }); BtnDownLoadCheck.IsEnabled = true; } private async void OnDownLoadModelsClicked(object sender, EventArgs e) { BtnDownLoadModels.IsEnabled = false; DownloadProgressBar.Progress = 0 / 100.0; DownloadProgressLabel.Text = ""; TaskFactory taskFactory = new TaskFactory(); await taskFactory.StartNew(async () => { DownloadModels(); }); BtnDownLoadModels.IsEnabled = true; } async void DownloadModels() { string paraformerFilejson = "[{},{}]"; string[] downloadUrls = { "http://huggingface.co/manyeyes/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx/resolve/main/model_quant.onnx", "http://huggingface.co/manyeyes/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx/resolve/main/am.mvn", "http://huggingface.co/manyeyes/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx/resolve/main/asr.yaml", "http://huggingface.co/manyeyes/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx/resolve/main/tokens.txt", "http://huggingface.co/manyeyes/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx/resolve/main/example/0.wav" }; string[] fileNames = { "model.int8.onnx", "am.mvn", "asr.yaml", "tokens.txt", "0.wav" }; var rootFolderName = "AllModels"; var subFolderName = "speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx"; List<int> indexs = new List<int>(); DownloadHelper downloadHelper = new DownloadHelper(this.DownloadDisplay); DownloadProgressLabel.Dispatcher.Dispatch( new Action( delegate { DownloadProgressLabel.IsVisible = true; DownloadProgressLabel.Text = ""; })); DownloadProgressBar.Dispatcher.Dispatch( new Action( delegate { DownloadProgressBar.IsVisible = true; DownloadProgressBar.Progress = 0 / 100.0; })); while (indexs.Count < downloadUrls.Length) { if (downloadHelper.IsDownloading) { continue; } for (int i = 0; i < downloadUrls.Length; i++) { if (indexs.Contains(i)) { continue; } if (downloadHelper.IsDownloading) { break; } var downloadUrl = downloadUrls[i]; var fileName = fileNames[i]; downloadHelper.DownloadCreate(downloadUrl, fileName, rootFolderName, subFolderName); downloadHelper.DownloadStart(); indexs.Add(i); } } DownloadProgressLabel.Dispatcher.Dispatch( new Action( delegate { DownloadProgressLabel.IsVisible = false; DownloadProgressLabel.Text = ""; })); DownloadProgressBar.Dispatcher.Dispatch( new Action( delegate { DownloadProgressBar.IsVisible = false; DownloadProgressBar.Progress = 0 / 100.0; })); } async void GetDownloadState() { string[] fileNames = { "model.int8.onnx", "am.mvn", "asr.yaml", "tokens.txt", "0.wav" }; string[] md5Strs = { "a171eff9959f2486d5c1bafce61d0b7a", "dc1dbdeeb8961f012161cfce31eaacaf", "71d32ccf12dbb85a5d8b249558f258fb", "5c8702dc2686b846fe268d9aa712be9b", "af1295e53df7298458f808bc0cd946e2" }; var rootFolderName = "AllModels"; var subFolderName = "speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx"; DownloadHelper downloadHelper = new DownloadHelper(); bool state = downloadHelper.GetDownloadState(fileNames, rootFolderName, subFolderName, md5Strs); ModelStatusLabel.Dispatcher.Dispatch( new Action( delegate { if (state) { ModelStatusLabel.Text = "model is ready"; } else { ModelStatusLabel.Text = "model not ready"; } })); } async void DownloadCheck() { string[] fileNames = { "model.int8.onnx", "am.mvn", "asr.yaml", "tokens.txt", "0.wav" }; string[] md5Strs = { "a171eff9959f2486d5c1bafce61d0b7a", "dc1dbdeeb8961f012161cfce31eaacaf", "71d32ccf12dbb85a5d8b249558f258fb", "5c8702dc2686b846fe268d9aa712be9b", "af1295e53df7298458f808bc0cd946e2" }; var rootFolderName = "AllModels"; var subFolderName = "speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx"; DownloadHelper downloadHelper = new DownloadHelper(this.DownloadDisplay); bool state = downloadHelper.GetDownloadState(fileNames, rootFolderName, subFolderName, md5Strs); ModelStatusLabel.Dispatcher.Dispatch( new Action( delegate { if (state) { ModelStatusLabel.Text = "model is ready"; } else { ModelStatusLabel.Text = "model not ready"; } })); if (!state) { DownloadResultsLabel.Dispatcher.Dispatch( new Action( delegate { DownloadResultsLabel.IsVisible = true; DownloadResultsLabel.Text = ""; })); for (int i = 0; i < fileNames.Length; i++) { downloadHelper.DownloadCheck(fileNames[i], rootFolderName, subFolderName, md5Strs[i]); } } } private void DownloadDisplay(int progress, DownloadState downloadState, string filename, string msg = "") { switch (downloadState) { case DownloadState.inprogres: DownloadProgressBar.Dispatcher.Dispatch( new Action( delegate { DownloadProgressBar.Progress = progress / 100.0; })); DownloadProgressLabel.Dispatcher.Dispatch( new Action( delegate { DownloadProgressLabel.Text = $"文件:{filename},正在下载,进度:{progress}%\n"; })); break; case DownloadState.cancelled: DownloadProgressBar.Dispatcher.Dispatch( new Action( delegate { DownloadProgressBar.Progress = progress / 100.0; })); DownloadProgressLabel.Dispatcher.Dispatch( new Action( delegate { DownloadProgressLabel.Text = $"文件:{filename},下载已取消\n"; })); break; case DownloadState.error: DownloadProgressBar.Dispatcher.Dispatch( new Action( delegate { DownloadProgressBar.Progress = progress / 100.0; })); DownloadProgressLabel.Dispatcher.Dispatch( new Action( delegate { DownloadProgressLabel.Text = $"文件:{filename},下载失败:{msg}\n"; })); DownloadResultsLabel.Dispatcher.Dispatch( new Action( delegate { DownloadResultsLabel.Text += $"文件:{filename},下载失败:{msg}\n"; })); break; case DownloadState.completed: DownloadProgressBar.Dispatcher.Dispatch( new Action( delegate { DownloadProgressBar.Progress = progress / 100.0; })); DownloadProgressLabel.Dispatcher.Dispatch( new Action( delegate { DownloadProgressLabel.Text = $"文件:{filename},下载完成\n"; })); DownloadResultsLabel.Dispatcher.Dispatch( new Action( delegate { DownloadResultsLabel.Text += $"文件:{filename},下载完成\n"; })); break; case DownloadState.existed: DownloadProgressBar.Dispatcher.Dispatch( new Action( delegate { DownloadProgressBar.Progress = progress / 100.0; })); DownloadResultsLabel.Dispatcher.Dispatch( new Action( delegate { DownloadResultsLabel.Text += $"文件:{filename},已存在\n"; })); break; case DownloadState.noexisted: DownloadResultsLabel.Dispatcher.Dispatch( new Action( delegate { DownloadResultsLabel.Text += $"文件:{filename},不存在\n"; })); break; } } private async void OnBtnRecognitionExampleClicked(object sender, EventArgs e) { BtnRecognitionExample.IsEnabled = false; TaskFactory taskFactory = new TaskFactory(); await taskFactory.StartNew(async () => { TestAliParaformerAsrOfflineRecognizer(); }); BtnRecognitionExample.IsEnabled = true; } private async void OnBtnRecognitionFilesClicked(object sender, EventArgs e) { var customFileType = new FilePickerFileType( new Dictionary<DevicePlatform, IEnumerable<string>> { { DevicePlatform.iOS, new[] { "public.my.comic.extension" } }, // UTType values { DevicePlatform.Android, new[] { "audio/x-wav" } }, // MIME type { DevicePlatform.WinUI, new[] { ".cbr", ".cbz" } }, // file extension { DevicePlatform.Tizen, new[] { "*/*" } }, { DevicePlatform.macOS, new[] { "cbr", "cbz" } }, // UTType values }); PickOptions options = new() { PickerTitle = "Please select a comic file", FileTypes = customFileType, }; TaskFactory taskFactory = new TaskFactory(); await taskFactory.StartNew(async () => { var fileResult = await PickAndShow(options); string fullpath = fileResult.FullPath; List<string> fullpaths = new List<string>(); fullpaths.Add(fullpath); RecognizerFilesByAliParaformerAsrOffline(fullpaths); }); } public async Task<FileResult> PickAndShow(PickOptions options) { try { var result = await FilePicker.Default.PickAsync(options); return result; } catch (Exception ex) { // The user canceled or something went wrong } return null; } public void CreateDownloadFile(string fileName) { var downloadFolder = FileSystem.AppDataDirectory + "/Download/"; Directory.CreateDirectory(downloadFolder); var filePath = downloadFolder + fileName; File.Create(filePath); } public AliParaformerAsr.OfflineRecognizer initAliParaformerAsrOfflineRecognizer(string modelName) { if (_offlineRecognizer == null) { try { string allModels = "AllModels"; string modelFilePath = SysConf.ApplicationBase + "/" + allModels + "/" + modelName + "/model.int8.onnx"; string configFilePath = SysConf.ApplicationBase + "/" + allModels + "/" + modelName + "/asr.yaml"; string mvnFilePath = SysConf.ApplicationBase + "/" + allModels + "/" + modelName + "/am.mvn"; string tokensFilePath = SysConf.ApplicationBase + "/" + allModels + "/" + modelName + "/tokens.txt"; _offlineRecognizer = new AliParaformerAsr.OfflineRecognizer(modelFilePath, configFilePath, mvnFilePath, tokensFilePath); } catch { 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!"); } )); } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Resources/AppIcon/appicon.svg
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New file @@ -0,0 +1,15 @@ Any raw assets you want to be deployed with your application can be placed in this directory (and child directories). Deployment of the asset to your application is automatically handled by the following `MauiAsset` Build Action within your `.csproj`. <MauiAsset Include="Resources\Raw\**" LogicalName="%(RecursiveDir)%(Filename)%(Extension)" /> These files will be deployed with you package and will be accessible using Essentials: async Task LoadMauiAsset() { using var stream = await FileSystem.OpenAppPackageFileAsync("AboutAssets.txt"); using var reader = new StreamReader(stream); var contents = reader.ReadToEnd(); } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Resources/Splash/splash.svg
New file @@ -0,0 +1,8 @@ <?xml version="1.0" encoding="UTF-8" standalone="no"?> <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"> <svg width="456" height="456" viewBox="0 0 456 456" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" xml:space="preserve" xmlns:serif="http://www.serif.com/" style="fill-rule:evenodd;clip-rule:evenodd;stroke-linejoin:round;stroke-miterlimit:2;"> <path d="m 105.50037,281.60863 c -2.70293,0 -5.00091,-0.90042 -6.893127,-2.70209 -1.892214,-1.84778 -2.837901,-4.04181 -2.837901,-6.58209 0,-2.58722 0.945687,-4.80389 2.837901,-6.65167 1.892217,-1.84778 4.190197,-2.77167 6.893127,-2.77167 2.74819,0 5.06798,0.92389 6.96019,2.77167 1.93749,1.84778 2.90581,4.06445 2.90581,6.65167 0,2.54028 -0.96832,4.73431 -2.90581,6.58209 -1.89221,1.80167 -4.212,2.70209 -6.96019,2.70209 z" style="fill:#ffffff;fill-rule:nonzero;stroke-width:0.838376" /> <path d="M 213.56111,280.08446 H 195.99044 L 149.69953,207.0544 c -1.17121,-1.84778 -2.14037,-3.76515 -2.90581,-5.75126 h -0.40578 c 0.36051,2.12528 0.54076,6.67515 0.54076,13.6496 v 65.13172 h -15.54349 v -99.36009 h 18.71925 l 44.7374,71.29798 c 1.89222,2.95695 3.1087,4.98917 3.64945,6.09751 h 0.26996 c -0.45021,-2.6325 -0.67573,-7.09015 -0.67573,-13.37293 v -64.02256 h 15.47557 z" style="fill:#ffffff;fill-rule:nonzero;stroke-width:0.838376" /> <path d="m 289.25134,280.08446 h -54.40052 v -99.36009 h 52.23835 v 13.99669 h -36.15411 v 28.13085 h 33.31621 v 13.9271 h -33.31621 v 29.37835 h 38.31628 z" style="fill:#ffffff;fill-rule:nonzero;stroke-width:0.838376" /> <path d="M 366.56466,194.72106 H 338.7222 v 85.3634 h -16.08423 v -85.3634 h -27.77455 v -13.99669 h 71.70124 z" style="fill:#ffffff;fill-rule:nonzero;stroke-width:0.838376" /> </svg> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Resources/Styles/Colors.xaml
New file @@ -0,0 +1,44 @@ <?xml version="1.0" encoding="UTF-8" ?> <?xaml-comp compile="true" ?> <ResourceDictionary xmlns="http://schemas.microsoft.com/dotnet/2021/maui" xmlns:x="http://schemas.microsoft.com/winfx/2009/xaml"> <Color x:Key="Primary">#512BD4</Color> <Color x:Key="Secondary">#DFD8F7</Color> <Color x:Key="Tertiary">#2B0B98</Color> <Color x:Key="White">White</Color> <Color x:Key="Black">Black</Color> <Color x:Key="Gray100">#E1E1E1</Color> <Color x:Key="Gray200">#C8C8C8</Color> <Color x:Key="Gray300">#ACACAC</Color> <Color x:Key="Gray400">#919191</Color> <Color x:Key="Gray500">#6E6E6E</Color> <Color x:Key="Gray600">#404040</Color> <Color x:Key="Gray900">#212121</Color> <Color x:Key="Gray950">#141414</Color> <SolidColorBrush x:Key="PrimaryBrush" Color="{StaticResource Primary}"/> <SolidColorBrush x:Key="SecondaryBrush" Color="{StaticResource Secondary}"/> <SolidColorBrush x:Key="TertiaryBrush" Color="{StaticResource Tertiary}"/> <SolidColorBrush x:Key="WhiteBrush" Color="{StaticResource White}"/> <SolidColorBrush x:Key="BlackBrush" Color="{StaticResource Black}"/> <SolidColorBrush x:Key="Gray100Brush" Color="{StaticResource Gray100}"/> <SolidColorBrush x:Key="Gray200Brush" Color="{StaticResource Gray200}"/> <SolidColorBrush x:Key="Gray300Brush" Color="{StaticResource Gray300}"/> <SolidColorBrush x:Key="Gray400Brush" Color="{StaticResource Gray400}"/> <SolidColorBrush x:Key="Gray500Brush" Color="{StaticResource Gray500}"/> <SolidColorBrush x:Key="Gray600Brush" Color="{StaticResource Gray600}"/> <SolidColorBrush x:Key="Gray900Brush" Color="{StaticResource Gray900}"/> <SolidColorBrush x:Key="Gray950Brush" Color="{StaticResource Gray950}"/> <Color x:Key="Yellow100Accent">#F7B548</Color> <Color x:Key="Yellow200Accent">#FFD590</Color> <Color x:Key="Yellow300Accent">#FFE5B9</Color> <Color x:Key="Cyan100Accent">#28C2D1</Color> <Color x:Key="Cyan200Accent">#7BDDEF</Color> <Color x:Key="Cyan300Accent">#C3F2F4</Color> <Color x:Key="Blue100Accent">#3E8EED</Color> <Color x:Key="Blue200Accent">#72ACF1</Color> <Color x:Key="Blue300Accent">#A7CBF6</Color> </ResourceDictionary> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Resources/Styles/Styles.xaml
New file @@ -0,0 +1,384 @@ <?xml version="1.0" encoding="UTF-8" ?> <?xaml-comp compile="true" ?> <ResourceDictionary xmlns="http://schemas.microsoft.com/dotnet/2021/maui" xmlns:x="http://schemas.microsoft.com/winfx/2009/xaml"> <Style TargetType="ActivityIndicator"> <Setter Property="Color" Value="{AppThemeBinding Light={StaticResource Primary}, Dark={StaticResource White}}" /> </Style> <Style TargetType="IndicatorView"> <Setter Property="IndicatorColor" Value="{AppThemeBinding Light={StaticResource Gray200}, Dark={StaticResource Gray500}}"/> <Setter Property="SelectedIndicatorColor" Value="{AppThemeBinding Light={StaticResource Gray950}, Dark={StaticResource Gray100}}"/> </Style> <Style TargetType="Border"> <Setter Property="Stroke" Value="{AppThemeBinding Light={StaticResource Gray200}, Dark={StaticResource Gray500}}" /> <Setter Property="StrokeShape" Value="Rectangle"/> <Setter Property="StrokeThickness" Value="1"/> </Style> <Style TargetType="BoxView"> <Setter Property="Color" Value="{AppThemeBinding Light={StaticResource Gray950}, Dark={StaticResource Gray200}}" /> </Style> <Style TargetType="Button"> <Setter Property="TextColor" Value="{AppThemeBinding Light={StaticResource White}, Dark={StaticResource Primary}}" /> <Setter Property="BackgroundColor" Value="{AppThemeBinding Light={StaticResource Primary}, Dark={StaticResource White}}" /> <Setter Property="FontFamily" Value="OpenSansRegular"/> <Setter Property="FontSize" Value="14"/> <Setter Property="CornerRadius" Value="8"/> <Setter Property="Padding" Value="14,10"/> <Setter Property="VisualStateManager.VisualStateGroups"> <VisualStateGroupList> <VisualStateGroup x:Name="CommonStates"> <VisualState x:Name="Normal" /> <VisualState x:Name="Disabled"> <VisualState.Setters> <Setter Property="TextColor" Value="{AppThemeBinding Light={StaticResource Gray950}, Dark={StaticResource Gray200}}" /> <Setter Property="BackgroundColor" Value="{AppThemeBinding Light={StaticResource Gray200}, Dark={StaticResource 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Light={StaticResource White}, Dark={StaticResource Gray950}}" /> <Setter Property="BarTextColor" Value="{AppThemeBinding Light={StaticResource Primary}, Dark={StaticResource White}}" /> <Setter Property="UnselectedTabColor" Value="{AppThemeBinding Light={StaticResource Gray200}, Dark={StaticResource Gray950}}" /> <Setter Property="SelectedTabColor" Value="{AppThemeBinding Light={StaticResource Gray950}, Dark={StaticResource Gray200}}" /> </Style> </ResourceDictionary> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Utils/DownloadHelper.cs
New file @@ -0,0 +1,247 @@ using System; using System.Collections.Generic; using System.ComponentModel; using System.Linq; using System.Net; using System.Text; using System.Threading.Tasks; using System.Windows.Input; using System.Security.Cryptography; namespace MauiApp1.Utils { public enum DownloadState { cancelled = 0, // 取消 inprogres = 1, //进行中 completed = 2, //完成 error = 3, //错误 existed = 4,//已存在 noexisted = 5,//已存在 } public delegate void DelegateDone(int progress, DownloadState downloadState,string filename, string msg = ""); internal class DownloadHelper : INotifyPropertyChanged { private DelegateDone _callback; private bool _isDownloading = false; private int _progress; private string _fileName; private object _lockobj = new object(); private WebClient _webClient; private ICommand DownloadCommand { get; set; } public bool IsDownloading { get => _isDownloading; set { if (value != _isDownloading) { _isDownloading = value; NotifyPropertyChanged("IsDownloading"); } } } public string FileName { get => _fileName; set { if (value != _fileName) { _fileName = value; NotifyPropertyChanged("FileName"); } } } public event PropertyChangedEventHandler? PropertyChanged; protected void NotifyPropertyChanged(string property) { if (PropertyChanged != null) { PropertyChanged(this, new PropertyChangedEventArgs(property)); } } public DownloadHelper() { } public DownloadHelper(DelegateDone callback) { _callback = callback; } public void DownloadCreate(string downloadUrl, string fileName, string rootFolderName, string subFolderName) { lock (_lockobj) { //IsDownloading = true; FileName = fileName; var downloadFolder = Path.Combine(SysConf.ApplicationBase, rootFolderName); var modelFolder = Path.Combine(downloadFolder, subFolderName); Directory.CreateDirectory(downloadFolder); Directory.CreateDirectory(modelFolder); string fileFullname = Path.Combine(modelFolder, fileName); if (!File.Exists(fileFullname)) { _webClient = new WebClient(); _webClient.Headers.Add("User-Agent", "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/116.0.0.0 Safari/537.36"); _webClient.DownloadFileCompleted += OnDownloadCompleted; _webClient.DownloadProgressChanged += OnDownloadProgressChanged; DownloadCommand = new Command(() => { if (!IsDownloading) { IsDownloading = true; _webClient.DownloadFileAsync(new Uri(downloadUrl), fileFullname); } }); } else { DownloadCommand = null; if (_callback != null) { _callback(100, DownloadState.existed, FileName); } } } } public void DownloadStart() { if (DownloadCommand != null && DownloadCommand.CanExecute(null)) { DownloadCommand.Execute(null); } } public void DownloadCancel() { if (_webClient != null) { _webClient.CancelAsync(); } } public bool GetDownloadState(string[] fileNames, string rootFolderName, string subFolderName, string[] md5Strs) { bool state=true; var downloadFolder = Path.Combine(SysConf.ApplicationBase, rootFolderName); var modelFolder = Path.Combine(downloadFolder, subFolderName); Directory.CreateDirectory(downloadFolder); Directory.CreateDirectory(modelFolder); for (int i = 0; i < fileNames.Length; i++) { string fileFullname = Path.Combine(modelFolder, fileNames[i]); if (File.Exists(fileFullname)) { FileInfo fileInfo = new FileInfo(fileFullname); if (fileInfo.Length == 0) { state = state && false; } else { string md5str = GetMD5Hash(fileFullname); if (!md5str.Equals(md5Strs[i])) { state = state && false; } } } else { state = state && false; } } return state; } public void DownloadCheck(string fileName, string rootFolderName, string subFolderName,string md5Str) { var downloadFolder = Path.Combine(SysConf.ApplicationBase, rootFolderName); var modelFolder = Path.Combine(downloadFolder, subFolderName); Directory.CreateDirectory(downloadFolder); Directory.CreateDirectory(modelFolder); string fileFullname = Path.Combine(modelFolder, fileName); if (File.Exists(fileFullname)) { FileInfo fileInfo = new FileInfo(fileFullname); if (fileInfo.Length == 0) { File.Delete(fileFullname); string filename = fileInfo.Name; _callback(0, DownloadState.noexisted, filename); } else { string md5str = GetMD5Hash(fileFullname); if (!md5str.Equals(md5Str)) { File.Delete(fileFullname); string filename = fileInfo.Name; _callback(0, DownloadState.noexisted, filename); } } } else { string filename = fileName; _callback(0, DownloadState.noexisted, filename); } } private void OnDownloadProgressChanged(object? sender, DownloadProgressChangedEventArgs e) { string filename = FileName; _progress = (int)(e.BytesReceived * 100 / e.TotalBytesToReceive); if (_callback != null) { _callback(_progress, DownloadState.inprogres, filename); } } private void OnDownloadCompleted(object? sender, AsyncCompletedEventArgs e) { string filename = FileName; IsDownloading = false; if (_callback != null) { if (e.Cancelled) { _callback(_progress, DownloadState.cancelled, filename); } else if (e.Error != null) { _callback(_progress, DownloadState.error,filename, msg: e.Error.Message); } else { _callback(_progress, DownloadState.completed, filename); } } } public string GetMD5Hash(string path) { using (FileStream fs = new FileStream(path, FileMode.Open)) { StringBuilder sb = new StringBuilder(); MD5 md5 = MD5.Create(); byte[] array = md5.ComputeHash(fs); fs.Close(); for (int i = 0; i < array.Length; i++) { sb.Append(array[i].ToString("x2")); } return sb.ToString(); } } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples.MauiApp/Utils/SysConf.cs
New file @@ -0,0 +1,20 @@ using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; namespace MauiApp1.Utils { internal class SysConf { #if WINDOWS private static string _applicationBase = Microsoft.Maui.Storage.FileSystem.AppDataDirectory;// "/data/user/0/com.companyname.mauiapp1/files/AllModels";//"/data/data/com.companyname.mauiapp1/files/Assets";// AppDomain.CurrentDomain.BaseDirectory;// #else private static string _applicationBase = AppDomain.CurrentDomain.BaseDirectory; #endif public SysConf() { } public static string ApplicationBase { get => _applicationBase; set => _applicationBase = value; } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples/AliParaformerAsr.Examples.csproj
New file @@ -0,0 +1,49 @@ <Project Sdk="Microsoft.NET.Sdk"> <PropertyGroup> <OutputType>Exe</OutputType> <TargetFramework>net6.0</TargetFramework> <ImplicitUsings>enable</ImplicitUsings> <Nullable>enable</Nullable> </PropertyGroup> <ItemGroup> <None Remove="te21wv1n.h0a~" /> </ItemGroup> <ItemGroup> <PackageReference Include="NAudio" Version="2.1.0" /> </ItemGroup> <ItemGroup> <ProjectReference Include="..\AliParaformerAsr\AliParaformerAsr.csproj" /> </ItemGroup> <ItemGroup> <None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\am.mvn"> <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> </None> <None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\asr.yaml"> <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> </None> <None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\example\0.wav"> <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> </None> <None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\example\1.wav"> <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> </None> <None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\example\2.wav"> <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> </None> <None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\example\3.wav"> <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> </None> <None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\example\4.wav"> <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> </None> <None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\tokens.txt"> <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> </None> </ItemGroup> </Project> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.Examples/Program.cs
New file @@ -0,0 +1,66 @@ using AliParaformerAsr; using NAudio.Wave; internal static class Program { [STAThread] private static void Main() { string applicationBase = AppDomain.CurrentDomain.BaseDirectory; string modelName = "speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx"; string modelFilePath = applicationBase + "./"+ modelName + "/model_quant.onnx"; string configFilePath = applicationBase + "./" + modelName + "/asr.yaml"; string mvnFilePath = applicationBase + "./" + modelName + "/am.mvn"; string tokensFilePath = applicationBase + "./" + modelName + "/tokens.txt"; AliParaformerAsr.OfflineRecognizer offlineRecognizer = new OfflineRecognizer(modelFilePath, configFilePath, mvnFilePath, tokensFilePath); List<float[]>? samples = null; TimeSpan total_duration = new TimeSpan(0L); if (samples == null) { samples = new List<float[]>(); for (int i = 0; i < 5; i++) { string wavFilePath = string.Format(applicationBase + "./" + modelName + "/example/{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; } } TimeSpan start_time = new TimeSpan(DateTime.Now.Ticks); //1.Non batch method 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(""); } } //2.batch method //List<string> results_batch = offlineRecognizer.GetResults(samples); //foreach (string result in results_batch) //{ // Console.WriteLine(result); // Console.WriteLine(""); //} 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("end!"); } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr.sln
New file @@ -0,0 +1,45 @@ Microsoft Visual Studio Solution File, Format Version 12.00 # Visual Studio Version 17 VisualStudioVersion = 17.1.32210.238 MinimumVisualStudioVersion = 10.0.40219.1 Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "AliParaformerAsr.Examples", "AliParaformerAsr.Examples\AliParaformerAsr.Examples.csproj", "{0CC20DAF-D6F4-481B-AE5F-09521DAC3CA2}" EndProject Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "AliParaformerAsr", "AliParaformerAsr\AliParaformerAsr.csproj", "{763DE8F4-D05C-4317-B627-3CE1B09431A3}" EndProject Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "Solution Items", "Solution Items", "{FC70D2F3-89D8-40D2-A59A-47D4960C508F}" ProjectSection(SolutionItems) = preProject LICENSE = LICENSE README.md = README.md EndProjectSection EndProject Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "MauiApp1", "AliParaformerAsr.Examples.MauiApp\MauiApp1.csproj", "{3190BB8F-83E1-42D8-B3CF-6C43BB419768}" EndProject Global GlobalSection(SolutionConfigurationPlatforms) = preSolution Debug|Any CPU = Debug|Any CPU Release|Any CPU = Release|Any CPU EndGlobalSection GlobalSection(ProjectConfigurationPlatforms) = postSolution {0CC20DAF-D6F4-481B-AE5F-09521DAC3CA2}.Debug|Any CPU.ActiveCfg = Debug|Any CPU {0CC20DAF-D6F4-481B-AE5F-09521DAC3CA2}.Debug|Any CPU.Build.0 = Debug|Any CPU {0CC20DAF-D6F4-481B-AE5F-09521DAC3CA2}.Release|Any CPU.ActiveCfg = Release|Any CPU {0CC20DAF-D6F4-481B-AE5F-09521DAC3CA2}.Release|Any CPU.Build.0 = Release|Any CPU {763DE8F4-D05C-4317-B627-3CE1B09431A3}.Debug|Any CPU.ActiveCfg = Debug|Any CPU {763DE8F4-D05C-4317-B627-3CE1B09431A3}.Debug|Any CPU.Build.0 = Debug|Any CPU {763DE8F4-D05C-4317-B627-3CE1B09431A3}.Release|Any CPU.ActiveCfg = Release|Any CPU {763DE8F4-D05C-4317-B627-3CE1B09431A3}.Release|Any CPU.Build.0 = Release|Any CPU {3190BB8F-83E1-42D8-B3CF-6C43BB419768}.Debug|Any CPU.ActiveCfg = Debug|Any CPU {3190BB8F-83E1-42D8-B3CF-6C43BB419768}.Debug|Any CPU.Build.0 = Debug|Any CPU {3190BB8F-83E1-42D8-B3CF-6C43BB419768}.Debug|Any CPU.Deploy.0 = Debug|Any CPU {3190BB8F-83E1-42D8-B3CF-6C43BB419768}.Release|Any CPU.ActiveCfg = Release|Any CPU {3190BB8F-83E1-42D8-B3CF-6C43BB419768}.Release|Any CPU.Build.0 = Release|Any CPU {3190BB8F-83E1-42D8-B3CF-6C43BB419768}.Release|Any CPU.Deploy.0 = Release|Any CPU EndGlobalSection GlobalSection(SolutionProperties) = preSolution HideSolutionNode = FALSE EndGlobalSection GlobalSection(ExtensibilityGlobals) = postSolution SolutionGuid = {FADC677C-FC04-47A3-B4DE-704D30A42AF8} EndGlobalSection EndGlobal funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/AliParaformerAsr.csproj
New file @@ -0,0 +1,16 @@ <Project Sdk="Microsoft.NET.Sdk"> <PropertyGroup> <TargetFramework>net6.0</TargetFramework> <ImplicitUsings>enable</ImplicitUsings> <Nullable>enable</Nullable> </PropertyGroup> <ItemGroup> <PackageReference Include="KaldiNativeFbankSharp" Version="1.0.8" /> <PackageReference Include="Microsoft.Extensions.Logging" Version="7.0.0" /> <PackageReference Include="Microsoft.ML.OnnxRuntime" Version="1.15.1" /> <PackageReference Include="YamlDotNet" Version="13.1.1" /> </ItemGroup> </Project> funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/Model/CmvnEntity.cs
New file @@ -0,0 +1,19 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; namespace AliParaformerAsr.Model { internal class CmvnEntity { private List<float> _means = new List<float>(); private List<float> _vars = new List<float>(); public List<float> Means { get => _means; set => _means = value; } public List<float> Vars { get => _vars; set => _vars = value; } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/Model/DecoderConfEntity.cs
New file @@ -0,0 +1,36 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; namespace AliParaformerAsr.Model { public class DecoderConfEntity { private int _attention_heads = 4; private int _linear_units = 2048; private int _num_blocks = 16; private float _dropout_rate = 0.1F; private float _positional_dropout_rate = 0.1F; private float _self_attention_dropout_rate= 0.1F; private float _src_attention_dropout_rate = 0.1F; private int _att_layer_num = 16; private int _kernel_size = 11; private int _sanm_shfit = 0; public int attention_heads { get => _attention_heads; set => _attention_heads = value; } public int linear_units { get => _linear_units; set => _linear_units = value; } public int num_blocks { get => _num_blocks; set => _num_blocks = value; } public float dropout_rate { get => _dropout_rate; set => _dropout_rate = value; } public float positional_dropout_rate { get => _positional_dropout_rate; set => _positional_dropout_rate = value; } public float self_attention_dropout_rate { get => _self_attention_dropout_rate; set => _self_attention_dropout_rate = value; } public float src_attention_dropout_rate { get => _src_attention_dropout_rate; set => _src_attention_dropout_rate = value; } public int att_layer_num { get => _att_layer_num; set => _att_layer_num = value; } public int kernel_size { get => _kernel_size; set => _kernel_size = value; } public int sanm_shfit { get => _sanm_shfit; set => _sanm_shfit = value; } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/Model/EncoderConfEntity.cs
New file @@ -0,0 +1,41 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; namespace AliParaformerAsr.Model { public class EncoderConfEntity { private int _output_size = 512; private int _attention_heads = 4; private int _linear_units = 2048; private int _num_blocks = 50; private float _dropout_rate = 0.1F; private float _positional_dropout_rate = 0.1F; private float _attention_dropout_rate= 0.1F; private string _input_layer = "pe"; private string _pos_enc_class = "SinusoidalPositionEncoder"; private bool _normalize_before = true; private int _kernel_size = 11; private int _sanm_shfit = 0; private string _selfattention_layer_type = "sanm"; public int output_size { get => _output_size; set => _output_size = value; } public int attention_heads { get => _attention_heads; set => _attention_heads = value; } public int linear_units { get => _linear_units; set => _linear_units = value; } public int num_blocks { get => _num_blocks; set => _num_blocks = value; } public float dropout_rate { get => _dropout_rate; set => _dropout_rate = value; } public float positional_dropout_rate { get => _positional_dropout_rate; set => _positional_dropout_rate = value; } public float attention_dropout_rate { get => _attention_dropout_rate; set => _attention_dropout_rate = value; } public string input_layer { get => _input_layer; set => _input_layer = value; } public string pos_enc_class { get => _pos_enc_class; set => _pos_enc_class = value; } public bool normalize_before { get => _normalize_before; set => _normalize_before = value; } public int kernel_size { get => _kernel_size; set => _kernel_size = value; } public int sanm_shfit { get => _sanm_shfit; set => _sanm_shfit = value; } public string selfattention_layer_type { get => _selfattention_layer_type; set => _selfattention_layer_type = value; } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/Model/FrontendConfEntity.cs
New file @@ -0,0 +1,31 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; namespace AliParaformerAsr.Model { public class FrontendConfEntity { private int _fs = 16000; private string _window = "hamming"; private int _n_mels = 80; private int _frame_length = 25; private int _frame_shift = 10; private float _dither = 0.0F; private int _lfr_m = 7; private int _lfr_n = 6; public int fs { get => _fs; set => _fs = value; } public string window { get => _window; set => _window = value; } public int n_mels { get => _n_mels; set => _n_mels = value; } public int frame_length { get => _frame_length; set => _frame_length = value; } public int frame_shift { get => _frame_shift; set => _frame_shift = value; } public float dither { get => _dither; set => _dither = value; } public int lfr_m { get => _lfr_m; set => _lfr_m = value; } public int lfr_n { get => _lfr_n; set => _lfr_n = value; } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/Model/ModelConfEntity.cs
New file @@ -0,0 +1,27 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; namespace AliParaformerAsr.Model { public class ModelConfEntity { private float _ctc_weight = 0.0F; private float _lsm_weight = 0.1F; private bool _length_normalized_loss = true; private float _predictor_weight = 1.0F; private int _predictor_bias = 1; private float _sampling_ratio = 0.75F; public float ctc_weight { get => _ctc_weight; set => _ctc_weight = value; } public float lsm_weight { get => _lsm_weight; set => _lsm_weight = value; } public bool length_normalized_loss { get => _length_normalized_loss; set => _length_normalized_loss = value; } public float predictor_weight { get => _predictor_weight; set => _predictor_weight = value; } public int predictor_bias { get => _predictor_bias; set => _predictor_bias = value; } public float sampling_ratio { get => _sampling_ratio; set => _sampling_ratio = value; } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/Model/OfflineInputEntity.cs
New file @@ -0,0 +1,14 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes namespace AliParaformerAsr.Model { public class OfflineInputEntity { private float[]? _speech; private int _speech_length; //public List<float[]>? speech { get; set; } public float[]? Speech { get; set; } public int SpeechLength { get; set; } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/Model/OfflineOutputEntity.cs
New file @@ -0,0 +1,18 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes namespace AliParaformerAsr.Model { public class OfflineOutputEntity { private float[]? logits; private long[]? _token_num; private List<int[]>? _token_nums=new List<int[]>() { new int[4]}; private int[] _token_nums_length; public float[]? Logits { get => logits; set => logits = value; } public long[]? Token_num { get => _token_num; set => _token_num = value; } public List<int[]>? Token_nums { get => _token_nums; set => _token_nums = value; } public int[] Token_nums_length { get => _token_nums_length; set => _token_nums_length = value; } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/Model/OfflineYamlEntity.cs
New file @@ -0,0 +1,48 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; namespace AliParaformerAsr.Model { internal class OfflineYamlEntity { private int _input_size; private string _frontend = "wav_frontend"; private FrontendConfEntity _frontend_conf = new FrontendConfEntity(); private string _model = "paraformer"; private ModelConfEntity _model_conf = new ModelConfEntity(); private string _preencoder = string.Empty; private PostEncoderConfEntity _preencoder_conf = new PostEncoderConfEntity(); private string _encoder = "sanm"; private EncoderConfEntity _encoder_conf = new EncoderConfEntity(); private string _postencoder = string.Empty; private PostEncoderConfEntity _postencoder_conf = new PostEncoderConfEntity(); private string _decoder = "paraformer_decoder_sanm"; private DecoderConfEntity _decoder_conf = new DecoderConfEntity(); private string _predictor = "cif_predictor_v2"; private PredictorConfEntity _predictor_conf = new PredictorConfEntity(); private string _version = string.Empty; public int input_size { get => _input_size; set => _input_size = value; } public string frontend { get => _frontend; set => _frontend = value; } public FrontendConfEntity frontend_conf { get => _frontend_conf; set => _frontend_conf = value; } public string model { get => _model; set => _model = value; } public ModelConfEntity model_conf { get => _model_conf; set => _model_conf = value; } public string preencoder { get => _preencoder; set => _preencoder = value; } public PostEncoderConfEntity preencoder_conf { get => _preencoder_conf; set => _preencoder_conf = value; } public string encoder { get => _encoder; set => _encoder = value; } public EncoderConfEntity encoder_conf { get => _encoder_conf; set => _encoder_conf = value; } public string postencoder { get => _postencoder; set => _postencoder = value; } public PostEncoderConfEntity postencoder_conf { get => _postencoder_conf; set => _postencoder_conf = value; } public string decoder { get => _decoder; set => _decoder = value; } public DecoderConfEntity decoder_conf { get => _decoder_conf; set => _decoder_conf = value; } public string predictor { get => _predictor; set => _predictor = value; } public string version { get => _version; set => _version = value; } public PredictorConfEntity predictor_conf { get => _predictor_conf; set => _predictor_conf = value; } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/Model/PostEncoderConfEntity.cs
New file @@ -0,0 +1,14 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; namespace AliParaformerAsr.Model { public class PostEncoderConfEntity { } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/Model/PreEncoderConfEntity.cs
New file @@ -0,0 +1,14 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; namespace AliParaformerAsr.Model { public class PreEncoderConfEntity { } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/Model/PredictorConfEntity.cs
New file @@ -0,0 +1,25 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; namespace AliParaformerAsr.Model { public class PredictorConfEntity { private int _idim = 512; private float _threshold = 1.0F; private int _l_order = 1; private int _r_order = 1; private float _tail_threshold = 0.45F; public int idim { get => _idim; set => _idim = value; } public float threshold { get => _threshold; set => _threshold = value; } public int l_order { get => _l_order; set => _l_order = value; } public int r_order { get => _r_order; set => _r_order = value; } public float tail_threshold { get => _tail_threshold; set => _tail_threshold = value; } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/OfflineRecognizer.cs
New file @@ -0,0 +1,242 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes using System.Linq; using System.Text; using System.Threading.Tasks; using AliParaformerAsr.Model; using AliParaformerAsr.Utils; using Microsoft.ML.OnnxRuntime; using Microsoft.ML.OnnxRuntime.Tensors; using Microsoft.Extensions.Logging; using System.Text.RegularExpressions; namespace AliParaformerAsr { /// <summary> /// offline recognizer package /// Copyright (c) 2023 by manyeyes /// </summary> public class OfflineRecognizer { private InferenceSession _onnxSession; private readonly ILogger<OfflineRecognizer> _logger; private WavFrontend _wavFrontend; private string _frontend; private FrontendConfEntity _frontendConfEntity; private string[] _tokens; private int _batchSize = 1; public OfflineRecognizer(string modelFilePath, string configFilePath, string mvnFilePath,string tokensFilePath, int batchSize = 1,int threadsNum=1) { Microsoft.ML.OnnxRuntime.SessionOptions options = new Microsoft.ML.OnnxRuntime.SessionOptions(); //options.LogSeverityLevel = OrtLoggingLevel.ORT_LOGGING_LEVEL_INFO; //options.AppendExecutionProvider_DML(0); options.AppendExecutionProvider_CPU(0); //options.AppendExecutionProvider_CUDA(0); options.InterOpNumThreads = threadsNum; _onnxSession = new InferenceSession(modelFilePath, options); _tokens = File.ReadAllLines(tokensFilePath); OfflineYamlEntity offlineYamlEntity = YamlHelper.ReadYaml<OfflineYamlEntity>(configFilePath); _wavFrontend = new WavFrontend(mvnFilePath, offlineYamlEntity.frontend_conf); _frontend = offlineYamlEntity.frontend; _frontendConfEntity = offlineYamlEntity.frontend_conf; _batchSize = batchSize; ILoggerFactory loggerFactory = new LoggerFactory(); _logger = new Logger<OfflineRecognizer>(loggerFactory); } public List<string> GetResults(List<float[]> samples) { this._logger.LogInformation("get features begin"); List<OfflineInputEntity> offlineInputEntities = ExtractFeats(samples); OfflineOutputEntity modelOutput = this.Forward(offlineInputEntities); List<string> text_results = this.DecodeMulti(modelOutput.Token_nums); return text_results; } private List<OfflineInputEntity> ExtractFeats(List<float[]> waveform_list) { List<float[]> in_cache = new List<float[]>(); List<OfflineInputEntity> offlineInputEntities = new List<OfflineInputEntity>(); foreach (var waveform in waveform_list) { float[] fbanks = _wavFrontend.GetFbank(waveform); float[] features = _wavFrontend.LfrCmvn(fbanks); OfflineInputEntity offlineInputEntity = new OfflineInputEntity(); offlineInputEntity.Speech = features; offlineInputEntity.SpeechLength = features.Length; offlineInputEntities.Add(offlineInputEntity); } return offlineInputEntities; } private OfflineOutputEntity Forward(List<OfflineInputEntity> modelInputs) { int BatchSize = modelInputs.Count; float[] padSequence = PadSequence(modelInputs); var inputMeta = _onnxSession.InputMetadata; var container = new List<NamedOnnxValue>(); foreach (var name in inputMeta.Keys) { if (name == "speech") { int[] dim = new int[] { BatchSize, padSequence.Length / 560 / BatchSize, 560 };//inputMeta["speech"].Dimensions[2] var tensor = new DenseTensor<float>(padSequence, dim, false); container.Add(NamedOnnxValue.CreateFromTensor<float>(name, tensor)); } if (name == "speech_lengths") { int[] dim = new int[] { BatchSize }; int[] speech_lengths = new int[BatchSize]; for (int i = 0; i < BatchSize; i++) { speech_lengths[i] = padSequence.Length / 560 / BatchSize; } var tensor = new DenseTensor<int>(speech_lengths, dim, false); container.Add(NamedOnnxValue.CreateFromTensor<int>(name, tensor)); } } IReadOnlyCollection<string> outputNames = new List<string>(); outputNames.Append("logits"); outputNames.Append("token_num"); IDisposableReadOnlyCollection<DisposableNamedOnnxValue> results = null; try { results = _onnxSession.Run(container); } catch (Exception ex) { // } OfflineOutputEntity modelOutput = new OfflineOutputEntity(); if (results != null) { var resultsArray = results.ToArray(); modelOutput.Logits = resultsArray[0].AsEnumerable<float>().ToArray(); modelOutput.Token_nums_length = resultsArray[1].AsEnumerable<int>().ToArray(); Tensor<float> logits_tensor = resultsArray[0].AsTensor<float>(); Tensor<Int64> token_nums_tensor = resultsArray[1].AsTensor<Int64>(); List<int[]> token_nums = new List<int[]> { }; for (int i = 0; i < logits_tensor.Dimensions[0]; i++) { int[] item = new int[logits_tensor.Dimensions[1]]; for (int j = 0; j < logits_tensor.Dimensions[1]; j++) { int token_num = 0; for (int k = 1; k < logits_tensor.Dimensions[2]; k++) { token_num = logits_tensor[i, j, token_num] > logits_tensor[i, j, k] ? token_num : k; } item[j] = (int)token_num; } token_nums.Add(item); } modelOutput.Token_nums = token_nums; } return modelOutput; } private List<string> DecodeMulti(List<int[]> token_nums) { List<string> text_results = new List<string>(); #pragma warning disable CS8602 // 解引用可能出现空引用。 foreach (int[] token_num in token_nums) { string text_result = ""; foreach (int token in token_num) { if (token == 2) { break; } if (_tokens[token] != "</s>" && _tokens[token] != "<s>" && _tokens[token] != "<blank>") { if (IsChinese(_tokens[token],true)) { text_result += _tokens[token]; } else { text_result += "▁" + _tokens[token]+ "▁"; } } } text_results.Add(text_result.Replace("@@▁▁", "").Replace("▁▁", " ").Replace("▁", "")); } #pragma warning restore CS8602 // 解引用可能出现空引用。 return text_results; } /// <summary> /// Verify if the string is in Chinese. /// </summary> /// <param name="checkedStr">The string to be verified.</param> /// <param name="allMatch">Is it an exact match. When the value is true,all are in Chinese; /// When the value is false, only Chinese is included. /// </param> /// <returns></returns> private bool IsChinese(string checkedStr, bool allMatch) { string pattern; if (allMatch) pattern = @"^[\u4e00-\u9fa5]+$"; else pattern = @"[\u4e00-\u9fa5]"; if (Regex.IsMatch(checkedStr, pattern)) return true; else return false; } private float[] PadSequence(List<OfflineInputEntity> modelInputs) { int max_speech_length = modelInputs.Max(x => x.SpeechLength); int speech_length = max_speech_length * modelInputs.Count; float[] speech = new float[speech_length]; float[,] xxx = new float[modelInputs.Count, max_speech_length]; for (int i = 0; i < modelInputs.Count; i++) { if (max_speech_length == modelInputs[i].SpeechLength) { for (int j = 0; j < xxx.GetLength(1); j++) { #pragma warning disable CS8602 // 解引用可能出现空引用。 xxx[i, j] = modelInputs[i].Speech[j]; #pragma warning restore CS8602 // 解引用可能出现空引用。 } continue; } float[] nullspeech = new float[max_speech_length - modelInputs[i].SpeechLength]; float[]? curr_speech = modelInputs[i].Speech; float[] padspeech = new float[max_speech_length]; padspeech = _wavFrontend.ApplyCmvn(padspeech); Array.Copy(curr_speech, 0, padspeech, 0, curr_speech.Length); for (int j = 0; j < padspeech.Length; j++) { #pragma warning disable CS8602 // 解引用可能出现空引用。 xxx[i, j] = padspeech[j]; #pragma warning restore CS8602 // 解引用可能出现空引用。 } } int s = 0; for (int i = 0; i < xxx.GetLength(0); i++) { for (int j = 0; j < xxx.GetLength(1); j++) { speech[s] = xxx[i, j]; s++; } } return speech; } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/Utils/YamlHelper.cs
New file @@ -0,0 +1,34 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; using System.Text.Json; using YamlDotNet.Serialization; namespace AliParaformerAsr.Utils { /// <summary> /// YamlHelper /// Copyright (c) 2023 by manyeyes /// </summary> internal class YamlHelper { public static T ReadYaml<T>(string yamlFilePath) { if (!File.Exists(yamlFilePath)) { #pragma warning disable CS8603 // 可能返回 null 引用。 return default(T); #pragma warning restore CS8603 // 可能返回 null 引用。 } StreamReader yamlReader = File.OpenText(yamlFilePath); Deserializer yamlDeserializer = new Deserializer(); T info = yamlDeserializer.Deserialize<T>(yamlReader); yamlReader.Close(); return info; } } } funasr/runtime/csharp/AliParaformerAsr/AliParaformerAsr/WavFrontend.cs
New file @@ -0,0 +1,168 @@ // See https://github.com/manyeyes for more information // Copyright (c) 2023 by manyeyes using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; using AliParaformerAsr.Model; using KaldiNativeFbankSharp; using System.Runtime.InteropServices; namespace AliParaformerAsr { /// <summary> /// WavFrontend /// Copyright (c) 2023 by manyeyes /// </summary> internal class WavFrontend { private string _mvnFilePath; private FrontendConfEntity _frontendConfEntity; OnlineFbank _onlineFbank; private CmvnEntity _cmvnEntity; private static int _fbank_beg_idx = 0; public WavFrontend(string mvnFilePath, FrontendConfEntity frontendConfEntity) { _mvnFilePath = mvnFilePath; _frontendConfEntity = frontendConfEntity; _fbank_beg_idx = 0; _onlineFbank = new OnlineFbank( dither: _frontendConfEntity.dither, snip_edges: false, sample_rate: _frontendConfEntity.fs, num_bins: _frontendConfEntity.n_mels ); _cmvnEntity = LoadCmvn(mvnFilePath); } public float[] GetFbank(float[] samples) { float sample_rate = _frontendConfEntity.fs; float[] fbanks = _onlineFbank.GetFbank(samples); return fbanks; } public float[] LfrCmvn(float[] fbanks) { float[] features = fbanks; if (_frontendConfEntity.lfr_m != 1 || _frontendConfEntity.lfr_n != 1) { features = ApplyLfr(fbanks, _frontendConfEntity.lfr_m, _frontendConfEntity.lfr_n); } if (_cmvnEntity != null) { features = ApplyCmvn(features); } return features; } public float[] ApplyCmvn(float[] inputs) { var arr_neg_mean = _cmvnEntity.Means; float[] neg_mean = arr_neg_mean.Select(x => (float)Convert.ToDouble(x)).ToArray(); var arr_inv_stddev = _cmvnEntity.Vars; float[] inv_stddev = arr_inv_stddev.Select(x => (float)Convert.ToDouble(x)).ToArray(); int dim = neg_mean.Length; int num_frames = inputs.Length / dim; for (int i = 0; i < num_frames; i++) { for (int k = 0; k != dim; ++k) { inputs[dim * i + k] = (inputs[dim * i + k] + neg_mean[k]) * inv_stddev[k]; } } return inputs; } public float[] ApplyLfr(float[] inputs, int lfr_m, int lfr_n) { int t = inputs.Length / 80; int t_lfr = (int)Math.Floor((double)(t / lfr_n)); float[] input_0 = new float[80]; Array.Copy(inputs, 0, input_0, 0, 80); int tile_x = (lfr_m - 1) / 2; t = t + tile_x; float[] inputs_temp = new float[t * 80]; for (int i = 0; i < tile_x; i++) { Array.Copy(input_0, 0, inputs_temp, tile_x * 80, 80); } Array.Copy(inputs, 0, inputs_temp, tile_x * 80, inputs.Length); inputs = inputs_temp; float[] LFR_outputs = new float[t_lfr * lfr_m * 80]; for (int i = 0; i < t_lfr; i++) { if (lfr_m <= t - i * lfr_n) { Array.Copy(inputs, i * lfr_n * 80, LFR_outputs, i * lfr_m * 80, lfr_m * 80); } else { // process last LFR frame int num_padding = lfr_m - (t - i * lfr_n); float[] frame = new float[lfr_m * 80]; Array.Copy(inputs, i * lfr_n * 80, frame, 0, (t - i * lfr_n) * 80); for (int j = 0; j < num_padding; j++) { Array.Copy(inputs, (t - 1) * 80, frame, (lfr_m - num_padding + j) * 80, 80); } Array.Copy(frame, 0, LFR_outputs, i * lfr_m * 80, frame.Length); } } return LFR_outputs; } private CmvnEntity LoadCmvn(string mvnFilePath) { List<float> means_list = new List<float>(); List<float> vars_list = new List<float>(); FileStreamOptions options = new FileStreamOptions(); options.Access = FileAccess.Read; options.Mode = FileMode.Open; StreamReader srtReader = new StreamReader(mvnFilePath, options); int i = 0; while (!srtReader.EndOfStream) { string? strLine = srtReader.ReadLine(); if (!string.IsNullOrEmpty(strLine)) { if (strLine.StartsWith("<AddShift>")) { i = 1; continue; } if (strLine.StartsWith("<Rescale>")) { i = 2; continue; } if (strLine.StartsWith("<LearnRateCoef>") && i == 1) { string[] add_shift_line = strLine.Substring(strLine.IndexOf("[") + 1, strLine.LastIndexOf("]") - strLine.IndexOf("[") - 1).Split(" "); means_list = add_shift_line.Where(x => !string.IsNullOrEmpty(x)).Select(x => float.Parse(x.Trim())).ToList(); //i++; continue; } if (strLine.StartsWith("<LearnRateCoef>") && i == 2) { string[] rescale_line = strLine.Substring(strLine.IndexOf("[") + 1, strLine.LastIndexOf("]") - strLine.IndexOf("[") - 1).Split(" "); vars_list = rescale_line.Where(x => !string.IsNullOrEmpty(x)).Select(x => float.Parse(x.Trim())).ToList(); //i++; continue; } } } CmvnEntity cmvnEntity = new CmvnEntity(); cmvnEntity.Means = means_list; cmvnEntity.Vars = vars_list; return cmvnEntity; } } } funasr/runtime/csharp/AliParaformerAsr/README.md
New file @@ -0,0 +1,81 @@ # AliParaformerAsr ##### 简介: 项目中使用的Asr模型是阿里巴巴达摩院提供的Paraformer-large ASR模型。 **项目基于Net 6.0,使用C#编写,调用Microsoft.ML.OnnxRuntime对onnx模型进行解码,支持跨平台编译。项目以库的形式进行调用,部署非常方便。** ASR整体流程的rtf在0.03左右。 ##### 用途: Paraformer是达摩院语音团队提出的一种高效的非自回归端到端语音识别框架。本项目为Paraformer中文通用语音识别模型,采用工业级数万小时的标注音频进行模型训练,保证了模型的通用识别效果。模型可以被应用于语音输入法、语音导航、智能会议纪要等场景。 ##### Paraformer模型结构:  Paraformer模型结构如上图所示,由 Encoder、Predictor、Sampler、Decoder 与 Loss function 五部分组成。Encoder可以采用不同的网络结构,例如self-attention,conformer,SAN-M等。Predictor 为两层FFN,预测目标文字个数以及抽取目标文字对应的声学向量。Sampler 为无可学习参数模块,依据输入的声学向量和目标向量,生产含有语义的特征向量。Decoder 结构与自回归模型类似,为双向建模(自回归为单向建模)。Loss function 部分,除了交叉熵(CE)与 MWER 区分性优化目标,还包括了 Predictor 优化目标 MAE。 其核心点主要有: Predictor 模块:基于 Continuous integrate-and-fire (CIF) 的 预测器 (Predictor) 来抽取目标文字对应的声学特征向量,可以更加准确的预测语音中目标文字个数。 Sampler:通过采样,将声学特征向量与目标文字向量变换成含有语义信息的特征向量,配合双向的 Decoder 来增强模型对于上下文的建模能力。 基于负样本采样的 MWER 训练准则。 更详细的细节见: 论文: [Paraformer: Fast and Accurate Parallel Transformer for Non-autoregressive End-to-End Speech Recognition](https://arxiv.org/abs/2206.08317 "Paraformer: Fast and Accurate Parallel Transformer for Non-autoregressive End-to-End Speech Recognition") 论文解读:[Paraformer: 高识别率、高计算效率的单轮非自回归端到端语音识别模型](https://mp.weixin.qq.com/s/xQ87isj5_wxWiQs4qUXtVw "Paraformer: 高识别率、高计算效率的单轮非自回归端到端语音识别模型") ##### ASR常用参数(参考:asr.yaml文件): 用于解码的asr.yaml配置参数,取自官方模型配置config.yaml原文件。便于跟进和升级。 ## paraformer-large offline onnx模型下载 https://huggingface.co/manyeyes/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx ## 离线(非流式)模型调用方法: ###### 1.添加项目引用 using AliParaformerAsr; ###### 2.模型初始化和配置 ```csharp string applicationBase = AppDomain.CurrentDomain.BaseDirectory; string modelName = "speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx"; string modelFilePath = applicationBase + "./"+ modelName + "/model_quant.onnx"; string configFilePath = applicationBase + "./" + modelName + "/asr.yaml"; string mvnFilePath = applicationBase + "./" + modelName + "/am.mvn"; string tokensFilePath = applicationBase + "./" + modelName + "/tokens.txt"; AliParaformerAsr.OfflineRecognizer offlineRecognizer = new OfflineRecognizer(modelFilePath, configFilePath, mvnFilePath, tokensFilePath); ``` ###### 3.调用 ```csharp List<float[]> samples = new List<float[]>(); //这里省略wav文件转samples... //具体参考示例(AliParaformerAsr.Examples)代码 List<string> results_batch = offlineRecognizer.GetResults(samples); ``` ###### 4.输出结果: ``` 欢迎大家来体验达摩院推出的语音识别模型 正是因为存在绝对正义所以我们接受现实的相对正义但是不要因为现实的相对正义我们就认为这个世界没有正义因为如果当你认为这个世界没有正义 非常的方便但是现在不同啊英国脱欧欧盟内部完善的产业链的红利人 he must be home now for the light is on他一定在家因为灯亮着就是有一种推理或者解释的那种感觉 after early nightfall the yellow lamps would light up here in there the squalid quarter of the broffles elapsed_milliseconds:1502.8828125 total_duration:40525.6875 rtf:0.037084696280599808 end! ``` * 处理长音频,推荐结合AliFsmnVad一起使用:https://github.com/manyeyes/AliFsmnVad * 其他说明: 测试用例:AliParaformerAsr.Examples。 测试环境:windows11。 测试用例中samples的计算,使用的是NAudio库。 通过以下链接了解更多: https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary