Add UWP Image recognition sample using ResNet model; Add Test for sample

change project setting to use common props; fix wrong name Cntk.Core_app-2.1.d.dll

upgrade to use 2.1

Add missing pfx files
This commit is contained in:
Artur Laksberg 2017-07-25 14:26:03 -07:00 коммит произвёл Mark Hillebrand
Родитель e908663058
Коммит 23da41b240
53 изменённых файлов: 46559 добавлений и 0 удалений

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@ -1589,6 +1589,16 @@ Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "CNTKLibraryCPPUWPEvalExampl
{E5606ECE-48CA-4464-BB12-09D81D02B9EF} = {E5606ECE-48CA-4464-BB12-09D81D02B9EF}
EndProjectSection
EndProject
Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "ImageRecognitionAppCS", "Tests\EndToEndTests\EvalClientTests\UWPImageRecognitionTest\ImageRecognitionAppCS\ImageRecognitionAppCS.csproj", "{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}"
ProjectSection(ProjectDependencies) = postProject
{C5E944BA-A7C4-482F-BE01-077A7DFC159C} = {C5E944BA-A7C4-482F-BE01-077A7DFC159C}
EndProjectSection
EndProject
Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "ImageRecognitionLib", "Tests\EndToEndTests\EvalClientTests\UWPImageRecognitionTest\ImageRecognizerLib\ImageRecognizerLib.vcxproj", "{C5E944BA-A7C4-482F-BE01-077A7DFC159C}"
ProjectSection(ProjectDependencies) = postProject
{E5606ECE-48CA-4464-BB12-09D81D02B9EF} = {E5606ECE-48CA-4464-BB12-09D81D02B9EF}
EndProjectSection
EndProject
Global
GlobalSection(SolutionConfigurationPlatforms) = preSolution
Debug_CpuOnly|x64 = Debug_CpuOnly|x64
@ -2229,6 +2239,26 @@ Global
{D5CB8825-0D1F-4940-9906-9BD87614B24E}.Release_UWP|x64.Build.0 = Release_UWP|x64
{D5CB8825-0D1F-4940-9906-9BD87614B24E}.Release_UWP|x64.Deploy.0 = Release_UWP|x64
{D5CB8825-0D1F-4940-9906-9BD87614B24E}.Release|x64.ActiveCfg = Release_UWP|x64
{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}.Debug_CpuOnly|x64.ActiveCfg = Debug_UWP|x64
{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}.Debug_UWP|x64.ActiveCfg = Debug_UWP|x64
{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}.Debug_UWP|x64.Build.0 = Debug_UWP|x64
{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}.Debug_UWP|x64.Deploy.0 = Debug_UWP|x64
{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}.Debug|x64.ActiveCfg = Debug_UWP|x64
{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}.Release_CpuOnly|x64.ActiveCfg = Release_UWP|x64
{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}.Release_NoOpt|x64.ActiveCfg = Release_UWP|x64
{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}.Release_UWP|x64.ActiveCfg = Release_UWP|x64
{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}.Release_UWP|x64.Build.0 = Release_UWP|x64
{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}.Release_UWP|x64.Deploy.0 = Release_UWP|x64
{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}.Release|x64.ActiveCfg = Release_UWP|x64
{C5E944BA-A7C4-482F-BE01-077A7DFC159C}.Debug_CpuOnly|x64.ActiveCfg = Debug_UWP|x64
{C5E944BA-A7C4-482F-BE01-077A7DFC159C}.Debug_UWP|x64.ActiveCfg = Debug_UWP|x64
{C5E944BA-A7C4-482F-BE01-077A7DFC159C}.Debug_UWP|x64.Build.0 = Debug_UWP|x64
{C5E944BA-A7C4-482F-BE01-077A7DFC159C}.Debug|x64.ActiveCfg = Debug_UWP|x64
{C5E944BA-A7C4-482F-BE01-077A7DFC159C}.Release_CpuOnly|x64.ActiveCfg = Release_UWP|x64
{C5E944BA-A7C4-482F-BE01-077A7DFC159C}.Release_NoOpt|x64.ActiveCfg = Release_UWP|x64
{C5E944BA-A7C4-482F-BE01-077A7DFC159C}.Release_UWP|x64.ActiveCfg = Release_UWP|x64
{C5E944BA-A7C4-482F-BE01-077A7DFC159C}.Release_UWP|x64.Build.0 = Release_UWP|x64
{C5E944BA-A7C4-482F-BE01-077A7DFC159C}.Release|x64.ActiveCfg = Release_UWP|x64
EndGlobalSection
GlobalSection(SolutionProperties) = preSolution
HideSolutionNode = FALSE
@ -2448,5 +2478,7 @@ Global
{BEF04803-47B4-4322-B9D7-E10A8468E79F} = {4EAFF1B2-2D70-4486-B95E-684E39A50609}
{C28E4FD7-F9A9-4473-8E5D-D209AF36A1E7} = {4EAFF1B2-2D70-4486-B95E-684E39A50609}
{D5CB8825-0D1F-4940-9906-9BD87614B24E} = {05E45AF7-C069-4057-BC16-0A532D068CE4}
{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5} = {05E45AF7-C069-4057-BC16-0A532D068CE4}
{C5E944BA-A7C4-482F-BE01-077A7DFC159C} = {05E45AF7-C069-4057-BC16-0A532D068CE4}
EndGlobalSection
EndGlobal

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@ -0,0 +1,8 @@
<Application
x:Class="ImageRecognitionCS.App"
xmlns="http://schemas.microsoft.com/winfx/2006/xaml/presentation"
xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
xmlns:local="using:ImageRecognitionCS"
RequestedTheme="Light">
</Application>

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@ -0,0 +1,100 @@
using System;
using System.Collections.Generic;
using System.IO;
using System.Linq;
using System.Runtime.InteropServices.WindowsRuntime;
using Windows.ApplicationModel;
using Windows.ApplicationModel.Activation;
using Windows.Foundation;
using Windows.Foundation.Collections;
using Windows.UI.Xaml;
using Windows.UI.Xaml.Controls;
using Windows.UI.Xaml.Controls.Primitives;
using Windows.UI.Xaml.Data;
using Windows.UI.Xaml.Input;
using Windows.UI.Xaml.Media;
using Windows.UI.Xaml.Navigation;
namespace ImageRecognitionCS
{
/// <summary>
/// Provides application-specific behavior to supplement the default Application class.
/// </summary>
sealed partial class App : Application
{
/// <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();
this.Suspending += OnSuspending;
}
/// <summary>
/// Invoked when the application is launched normally by the end user. Other entry points
/// will be used such as when the application is launched to open a specific file.
/// </summary>
/// <param name="e">Details about the launch request and process.</param>
protected override void OnLaunched(LaunchActivatedEventArgs e)
{
Frame rootFrame = Window.Current.Content as Frame;
// Do not repeat app initialization when the Window already has content,
// just ensure that the window is active
if (rootFrame == null)
{
// Create a Frame to act as the navigation context and navigate to the first page
rootFrame = new Frame();
rootFrame.NavigationFailed += OnNavigationFailed;
if (e.PreviousExecutionState == ApplicationExecutionState.Terminated)
{
//TODO: Load state from previously suspended application
}
// Place the frame in the current Window
Window.Current.Content = rootFrame;
}
if (e.PrelaunchActivated == false)
{
if (rootFrame.Content == null)
{
// When the navigation stack isn't restored navigate to the first page,
// configuring the new page by passing required information as a navigation
// parameter
rootFrame.Navigate(typeof(MainPage), e.Arguments);
}
// Ensure the current window is active
Window.Current.Activate();
}
}
/// <summary>
/// Invoked when Navigation to a certain page fails
/// </summary>
/// <param name="sender">The Frame which failed navigation</param>
/// <param name="e">Details about the navigation failure</param>
void OnNavigationFailed(object sender, NavigationFailedEventArgs e)
{
throw new Exception("Failed to load Page " + e.SourcePageType.FullName);
}
/// <summary>
/// Invoked when application execution is being suspended. Application state is saved
/// without knowing whether the application will be terminated or resumed with the contents
/// of memory still intact.
/// </summary>
/// <param name="sender">The source of the suspend request.</param>
/// <param name="e">Details about the suspend request.</param>
private void OnSuspending(object sender, SuspendingEventArgs e)
{
var deferral = e.SuspendingOperation.GetDeferral();
//TODO: Save application state and stop any background activity
deferral.Complete();
}
}
}

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@ -0,0 +1,147 @@
<?xml version="1.0" encoding="utf-8"?>
<Project ToolsVersion="15.0" DefaultTargets="Build" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
<Import Project="$(MSBuildExtensionsPath)\$(MSBuildToolsVersion)\Microsoft.Common.props" Condition="Exists('$(MSBuildExtensionsPath)\$(MSBuildToolsVersion)\Microsoft.Common.props')" />
<UsingTask TaskName="DownloadFile" TaskFactory="CodeTaskFactory" AssemblyFile="$(MSBuildToolsPath)\Microsoft.Build.Tasks.v12.0.dll">
<ParameterGroup>
<Url ParameterType="System.String" Required="true" />
<File ParameterType="System.String" Required="false" />
<OutputFolder ParameterType="System.String" Required="false" />
</ParameterGroup>
<Task>
<Using Namespace="System.Web" />
<Code Type="Fragment" Language="cs"><![CDATA[
var localPath = (OutputFolder != null ? OutputFolder + "/" : "") + (File ?? System.IO.Path.GetFileName(new Uri(Url).LocalPath));
if(!System.IO.File.Exists(localPath)) {
using (var client = new System.Net.WebClient())
{
client.DownloadFile(Url, localPath);
}
}
]]></Code>
</Task>
</UsingTask>
<PropertyGroup>
<Configuration Condition=" '$(Configuration)' == '' ">Debug</Configuration>
<Platform Condition=" '$(Platform)' == '' ">x64</Platform>
<ProjectGuid>{AE11A2D5-D085-4345-8057-40079BA8DE1B}</ProjectGuid>
<OutputType>AppContainerExe</OutputType>
<AppDesignerFolder>Properties</AppDesignerFolder>
<RootNamespace>ImageRecognitionApp</RootNamespace>
<AssemblyName>ImageRecognitionApp</AssemblyName>
<DefaultLanguage>en-US</DefaultLanguage>
<TargetPlatformIdentifier>UAP</TargetPlatformIdentifier>
<TargetPlatformVersion>10.0.14393.0</TargetPlatformVersion>
<TargetPlatformMinVersion>10.0.10586.0</TargetPlatformMinVersion>
<MinimumVisualStudioVersion>14</MinimumVisualStudioVersion>
<FileAlignment>512</FileAlignment>
<ProjectTypeGuids>{A5A43C5B-DE2A-4C0C-9213-0A381AF9435A};{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}</ProjectTypeGuids>
<WindowsXamlEnableOverview>true</WindowsXamlEnableOverview>
<PackageCertificateKeyFile>ImageRecognitionCS_TemporaryKey.pfx</PackageCertificateKeyFile>
<AppxAutoIncrementPackageRevision>False</AppxAutoIncrementPackageRevision>
<AppxBundle>Always</AppxBundle>
<AppxBundlePlatforms>x64</AppxBundlePlatforms>
</PropertyGroup>
<PropertyGroup Condition="'$(Configuration)|$(Platform)' == 'Debug|x64'">
<DebugSymbols>true</DebugSymbols>
<OutputPath>bin\x64\Debug\</OutputPath>
<DefineConstants>DEBUG;TRACE;NETFX_CORE;WINDOWS_UWP</DefineConstants>
<NoWarn>;2008</NoWarn>
<DebugType>full</DebugType>
<PlatformTarget>x64</PlatformTarget>
<UseVSHostingProcess>false</UseVSHostingProcess>
<ErrorReport>prompt</ErrorReport>
<Prefer32Bit>true</Prefer32Bit>
</PropertyGroup>
<PropertyGroup Condition="'$(Configuration)|$(Platform)' == 'Release|x64'">
<OutputPath>bin\x64\Release\</OutputPath>
<DefineConstants>TRACE;NETFX_CORE;WINDOWS_UWP</DefineConstants>
<Optimize>true</Optimize>
<NoWarn>;2008</NoWarn>
<DebugType>pdbonly</DebugType>
<PlatformTarget>x64</PlatformTarget>
<UseVSHostingProcess>false</UseVSHostingProcess>
<ErrorReport>prompt</ErrorReport>
<Prefer32Bit>true</Prefer32Bit>
<UseDotNetNativeToolchain>true</UseDotNetNativeToolchain>
</PropertyGroup>
<ItemGroup>
<!-- A reference to the entire .Net Framework and Windows SDK are automatically included -->
<Content Include="Assets\imagenet1000_clsid.txt">
<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
</Content>
<Content Include="Assets\ResNet18_ImageNet_CNTK.model">
<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
</Content>
<Content Include="project.json" />
</ItemGroup>
<ItemGroup>
<Compile Include="App.xaml.cs">
<DependentUpon>App.xaml</DependentUpon>
</Compile>
<Compile Include="ImageRecognizerDriver.cs" />
<Compile Include="MainPage.xaml.cs">
<DependentUpon>MainPage.xaml</DependentUpon>
</Compile>
<Compile Include="Properties\AssemblyInfo.cs" />
</ItemGroup>
<ItemGroup>
<AppxManifest Include="Package.appxmanifest">
<SubType>Designer</SubType>
</AppxManifest>
<Content Include="ImageRecognitionCS_TemporaryKey.pfx" />
</ItemGroup>
<ItemGroup>
<Content Include="Assets\broccoli.jpg" />
<Content Include="Assets\cauliflower.jpg" />
<Content Include="Properties\Default.rd.xml" />
<Content Include="Assets\LockScreenLogo.scale-200.png" />
<Content Include="Assets\SplashScreen.scale-200.png" />
<Content Include="Assets\Square150x150Logo.scale-200.png" />
<Content Include="Assets\Square44x44Logo.scale-200.png" />
<Content Include="Assets\Square44x44Logo.targetsize-24_altform-unplated.png" />
<Content Include="Assets\StoreLogo.png" />
<Content Include="Assets\Wide310x150Logo.scale-200.png" />
</ItemGroup>
<PropertyGroup>
<CNTKBinSuffix>
</CNTKBinSuffix>
<CNTKBinSuffix Condition="'$(Configuration)' == 'Debug'">d</CNTKBinSuffix>
</PropertyGroup>
<ItemGroup>
<Content Include="..\$(Platform)\$(Configuration)\ImageRecognizerLib\Cntk.Core_app-2.1$(CNTKBinSuffix).dll">
<DeploymentContent>true</DeploymentContent>
</Content>
<Content Include="..\$(Platform)\$(Configuration)\ImageRecognizerLib\Cntk.Math_app-2.1$(CNTKBinSuffix).dll">
<DeploymentContent>true</DeploymentContent>
</Content>
<Content Include="..\$(Platform)\$(Configuration)\ImageRecognizerLib\libopenblas.dll">
<DeploymentContent>true</DeploymentContent>
</Content>
</ItemGroup>
<ItemGroup>
<ApplicationDefinition Include="App.xaml">
<Generator>MSBuild:Compile</Generator>
<SubType>Designer</SubType>
</ApplicationDefinition>
<Page Include="MainPage.xaml">
<Generator>MSBuild:Compile</Generator>
<SubType>Designer</SubType>
</Page>
</ItemGroup>
<ItemGroup>
<ProjectReference Include="..\ImageRecognizerLib\ImageRecognizerLib.vcxproj">
<Project>{2c7af00a-703a-4521-974d-7f4e47f92a03}</Project>
<Name>ImageRecognizerLib</Name>
</ProjectReference>
</ItemGroup>
<PropertyGroup Condition=" '$(VisualStudioVersion)' == '' or '$(VisualStudioVersion)' &lt; '14.0' ">
<VisualStudioVersion>14.0</VisualStudioVersion>
</PropertyGroup>
<Import Project="$(MSBuildExtensionsPath)\Microsoft\WindowsXaml\v$(VisualStudioVersion)\Microsoft.Windows.UI.Xaml.CSharp.targets" />
<Target Name="BeforeBuild">
<!-- Model file is downloaded from a public location before build -->
<DownloadFile Url="https://www.cntk.ai/Models/CNTK_Pretrained/ResNet18_ImageNet_CNTK.model" OutputFolder="Assets" />
</Target>
<Target Name="AfterBuild">
</Target>
</Project>

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@ -0,0 +1,113 @@
//
// Copyright (c) Microsoft. All rights reserved.
// Licensed under the MIT license. See LICENSE.md file in the project root for full license information.
//
using ImageRecognitionLib;
using System;
using System.Diagnostics;
using System.Threading.Tasks;
using Windows.Graphics.Imaging;
using Windows.Storage;
using Windows.Storage.Pickers;
namespace ImageRecognitionUtils
{
interface IImageRecognizerConsole
{
void ShowText(string text);
void ShowProgress(bool progress);
}
class ImageRecognizerDriver
{
IImageRecognizerConsole console;
CNTKImageRecognizer cntkRecognizer;
public ImageRecognizerDriver(IImageRecognizerConsole console)
{
this.console = console;
}
public async Task Start()
{
var sw = Stopwatch.StartNew();
console.ShowText("Loading CNTK Model... ");
console.ShowProgress(true);
try
{
this.cntkRecognizer = await CNTKImageRecognizer.Create("Assets\\ResNet18_ImageNet_CNTK.model", "Assets\\imagenet1000_clsid.txt");
sw.Stop();
console.ShowText($"Elapsed time: {sw.ElapsedMilliseconds} ms");
}
catch (Exception ex)
{
console.ShowText($"error: {ex.Message}");
sw.Stop();
}
console.ShowProgress(false);
}
public async Task PickAndRecognizeImage()
{
var picker = new FileOpenPicker();
picker.ViewMode = PickerViewMode.Thumbnail;
picker.SuggestedStartLocation = PickerLocationId.PicturesLibrary;
picker.FileTypeFilter.Add(".jpg");
var file = await picker.PickSingleFileAsync();
if (file != null)
{
console.ShowProgress(true);
try
{
await RecognizeFile(file);
}
finally
{
console.ShowProgress(false);
}
}
}
private async Task RecognizeFile(StorageFile file)
{
var fileStream = await file.OpenAsync(Windows.Storage.FileAccessMode.Read);
var decoder = await BitmapDecoder.CreateAsync(fileStream);
uint sHeight = cntkRecognizer.GetRequiredHeight();
uint sWidth = cntkRecognizer.GetRequiredWidth();
BitmapTransform transform = new BitmapTransform()
{
ScaledHeight = sHeight,
ScaledWidth = sWidth
};
PixelDataProvider pixelData = await decoder.GetPixelDataAsync(
BitmapPixelFormat.Rgba8,
BitmapAlphaMode.Straight,
transform,
ExifOrientationMode.RespectExifOrientation,
ColorManagementMode.DoNotColorManage);
var data = pixelData.DetachPixelData();
var sw = Stopwatch.StartNew();
string objectName = "?";
try
{
objectName = await cntkRecognizer.RecognizeObjectAsync(data);
}
catch
{
objectName = "error";
}
sw.Stop();
console.ShowText(String.Format("\n{0} -> {1}. Elapsed time: {2} ms", file.Name, objectName, sw.ElapsedMilliseconds));
}
}
}

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@ -0,0 +1,24 @@
<Page
x:Class="ImageRecognitionCS.MainPage"
xmlns="http://schemas.microsoft.com/winfx/2006/xaml/presentation"
xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
xmlns:local="using:ImageRecognitionCS"
xmlns:d="http://schemas.microsoft.com/expression/blend/2008"
xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006"
mc:Ignorable="d">
<Grid Background="{ThemeResource ApplicationPageBackgroundThemeBrush}" RequestedTheme="Dark">
<Grid Background="{ThemeResource ApplicationPageBackgroundThemeBrush}" Margin="10,10,10,10">
<Grid.RowDefinitions>
<RowDefinition Height="Auto"/>
<RowDefinition Height="Auto"/>
<RowDefinition Height="Auto"/>
</Grid.RowDefinitions>
<TextBlock Grid.Row ="0" x:Name="text" Margin="10" TextWrapping="Wrap" Text="" HorizontalAlignment="Left" FontSize="20" />
<Button Grid.Row ="1" x:Name="cntkPickButton" Height="40" Content="Pick Image" HorizontalAlignment="Left" VerticalAlignment="Top" Click="CNTKButton_Click"/>
<ProgressRing Grid.Row ="1" x:Name="progress" Height="40" Width="40" HorizontalAlignment="Left" Margin="100,00,0,0" VerticalAlignment="Top"/>
<TextBlock Grid.Row ="2" Margin="10" TextWrapping="Wrap" Text="(Hint: some sample images are located in the Assets folder)" HorizontalAlignment="Left" FontSize="14" />
</Grid>
</Grid>
</Page>

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@ -0,0 +1,42 @@
//
// Copyright (c) Microsoft. All rights reserved.
// Licensed under the MIT license. See LICENSE.md file in the project root for full license information.
//
using Windows.UI.Xaml;
using Windows.UI.Xaml.Controls;
using ImageRecognitionUtils;
namespace ImageRecognitionCS
{
/// <summary>
/// An empty page that can be used on its own or navigated to within a Frame.
/// </summary>
public sealed partial class MainPage : Page, IImageRecognizerConsole
{
ImageRecognizerDriver driver;
void IImageRecognizerConsole.ShowText(string text)
{
this.text.Text += text;
}
void IImageRecognizerConsole.ShowProgress(bool progress)
{
this.progress.IsActive = progress;
this.cntkPickButton.IsEnabled = !progress;
}
public MainPage()
{
this.InitializeComponent();
this.driver = new ImageRecognizerDriver(this);
var t = this.driver.Start();
}
private async void CNTKButton_Click(object sender, RoutedEventArgs e)
{
await driver.PickAndRecognizeImage();
}
}
}

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@ -0,0 +1,29 @@
<?xml version="1.0" encoding="utf-8"?>
<Package xmlns="http://schemas.microsoft.com/appx/manifest/foundation/windows10" xmlns:mp="http://schemas.microsoft.com/appx/2014/phone/manifest" xmlns:uap="http://schemas.microsoft.com/appx/manifest/uap/windows10" IgnorableNamespaces="uap mp">
<Identity Name="73fcf8ed-2ba5-43af-91fa-e0727f20ff30" Publisher="CN=arturl" Version="1.0.0.0" />
<mp:PhoneIdentity PhoneProductId="73fcf8ed-2ba5-43af-91fa-e0727f20ff30" PhonePublisherId="00000000-0000-0000-0000-000000000000" />
<Properties>
<DisplayName>ImageRecognitionCS</DisplayName>
<PublisherDisplayName>arturl</PublisherDisplayName>
<Logo>Assets\StoreLogo.png</Logo>
</Properties>
<Dependencies>
<TargetDeviceFamily Name="Windows.Universal" MinVersion="10.0.0.0" MaxVersionTested="10.0.0.0" />
</Dependencies>
<Resources>
<Resource Language="x-generate" />
</Resources>
<Applications>
<Application Id="App" Executable="$targetnametoken$.exe" EntryPoint="ImageRecognitionCS.App">
<uap:VisualElements DisplayName="CNTK ImageRecognition UWP Sample" Square150x150Logo="Assets\Square150x150Logo.png" Square44x44Logo="Assets\Square44x44Logo.png" Description="CNTK ImageRecognition UWP Sample" BackgroundColor="transparent">
<uap:DefaultTile Wide310x150Logo="Assets\Wide310x150Logo.png">
</uap:DefaultTile>
<uap:SplashScreen Image="Assets\SplashScreen.png" />
</uap:VisualElements>
</Application>
</Applications>
<Capabilities>
<Capability Name="internetClient" />
<uap:Capability Name="picturesLibrary" />
</Capabilities>
</Package>

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using System.Reflection;
using System.Runtime.CompilerServices;
using System.Runtime.InteropServices;
// General Information about an assembly is controlled through the following
// set of attributes. Change these attribute values to modify the information
// associated with an assembly.
[assembly: AssemblyTitle("CNTKImageRecognitionApp")]
[assembly: AssemblyDescription("")]
[assembly: AssemblyConfiguration("")]
[assembly: AssemblyCompany("")]
[assembly: AssemblyProduct("CNTKImageRecognitionApp")]
[assembly: AssemblyCopyright("Copyright © 2017")]
[assembly: AssemblyTrademark("")]
[assembly: AssemblyCulture("")]
// Version information for an assembly consists of the following four values:
//
// Major Version
// Minor Version
// Build Number
// Revision
//
// You can specify all the values or you can default the Build and Revision Numbers
// by using the '*' as shown below:
// [assembly: AssemblyVersion("1.0.*")]
[assembly: AssemblyVersion("1.0.0.0")]
[assembly: AssemblyFileVersion("1.0.0.0")]
[assembly: ComVisible(false)]

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<!--
This file contains Runtime Directives used by .NET Native. The defaults here are suitable for most
developers. However, you can modify these parameters to modify the behavior of the .NET Native
optimizer.
Runtime Directives are documented at https://go.microsoft.com/fwlink/?LinkID=391919
To fully enable reflection for App1.MyClass and all of its public/private members
<Type Name="App1.MyClass" Dynamic="Required All"/>
To enable dynamic creation of the specific instantiation of AppClass<T> over System.Int32
<TypeInstantiation Name="App1.AppClass" Arguments="System.Int32" Activate="Required Public" />
Using the Namespace directive to apply reflection policy to all the types in a particular namespace
<Namespace Name="DataClasses.ViewModels" Seralize="All" />
-->
<Directives xmlns="http://schemas.microsoft.com/netfx/2013/01/metadata">
<Application>
<!--
An Assembly element with Name="*Application*" applies to all assemblies in
the application package. The asterisks are not wildcards.
-->
<Assembly Name="*Application*" Dynamic="Required All" />
<!-- Add your application specific runtime directives here. -->
</Application>
</Directives>

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{
"dependencies": {
"Microsoft.NETCore.UniversalWindowsPlatform": "5.2.2"
},
"frameworks": {
"uap10.0": {}
},
"runtimes": {
"win10-arm": {},
"win10-arm-aot": {},
"win10-x86": {},
"win10-x86-aot": {},
"win10-x64": {},
"win10-x64-aot": {}
}
}

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Microsoft Visual Studio Solution File, Format Version 12.00
# Visual Studio 15
VisualStudioVersion = 15.0.26228.0
MinimumVisualStudioVersion = 10.0.40219.1
Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "ImageRecognitionApp", "App\ImageRecognitionApp.csproj", "{AE11A2D5-D085-4345-8057-40079BA8DE1B}"
EndProject
Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "ImageRecognizerLib", "ImageRecognizerLib\ImageRecognizerLib.vcxproj", "{2C7AF00A-703A-4521-974D-7F4E47F92A03}"
EndProject
Global
GlobalSection(SolutionConfigurationPlatforms) = preSolution
Debug|x64 = Debug|x64
Release|x64 = Release|x64
EndGlobalSection
GlobalSection(ProjectConfigurationPlatforms) = postSolution
{AE11A2D5-D085-4345-8057-40079BA8DE1B}.Debug|x64.ActiveCfg = Debug|x64
{AE11A2D5-D085-4345-8057-40079BA8DE1B}.Debug|x64.Build.0 = Debug|x64
{AE11A2D5-D085-4345-8057-40079BA8DE1B}.Debug|x64.Deploy.0 = Debug|x64
{AE11A2D5-D085-4345-8057-40079BA8DE1B}.Release|x64.ActiveCfg = Release|x64
{AE11A2D5-D085-4345-8057-40079BA8DE1B}.Release|x64.Build.0 = Release|x64
{AE11A2D5-D085-4345-8057-40079BA8DE1B}.Release|x64.Deploy.0 = Release|x64
{2C7AF00A-703A-4521-974D-7F4E47F92A03}.Debug|x64.ActiveCfg = Debug|x64
{2C7AF00A-703A-4521-974D-7F4E47F92A03}.Debug|x64.Build.0 = Debug|x64
{2C7AF00A-703A-4521-974D-7F4E47F92A03}.Release|x64.ActiveCfg = Release|x64
{2C7AF00A-703A-4521-974D-7F4E47F92A03}.Release|x64.Build.0 = Release|x64
EndGlobalSection
GlobalSection(SolutionProperties) = preSolution
HideSolutionNode = FALSE
EndGlobalSection
EndGlobal

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//
// Copyright (c) Microsoft. All rights reserved.
// Licensed under the MIT license. See LICENSE.md file in the project root for full license information.
//
#include "pch.h"
#include "CNTKImageRecognizer.h"
using namespace ImageRecognitionLib;
using namespace Platform;
using namespace Microsoft::MSR::CNTK;
#include "utils.inl"
std::wstring CNTKImageRecognizer::classifyImage(const uint8_t* image_data, size_t image_data_len)
{
// Prepare the input vector and convert it to the correct color scheme (BBB ... GGG ... RRR)
size_t resized_image_data_len = GetRequiredWidth() * GetRequiredHeight() * GetRequiredChannels();
std::vector<uint8_t> image_data_array(resized_image_data_len);
memcpy_s(image_data_array.data(), image_data_len, image_data, resized_image_data_len);
std::vector<float> rawFeatures = get_features(image_data_array.data(), GetRequiredWidth(), GetRequiredHeight());
// Prepare the input layer of the computation graph
// Most of the work is putting rawFeatures into CNTK's data representation format
std::unordered_map<CNTK::Variable, CNTK::ValuePtr> inputLayer = {};
auto features = CNTK::Value::CreateBatch<float>(inputShape, rawFeatures, evalDevice, false);
inputVar = model->Arguments()[0];
inputLayer.insert({ inputVar, features });
// Prepare the output layer of the computation graph
// For this a NULL blob will be placed into the output layer
// so that CNTK can place its own datastructure there
std::unordered_map<CNTK::Variable, CNTK::ValuePtr> outputLayer = {};
CNTK::Variable outputVar = model->Output();
CNTK::NDShape outputShape = outputVar.Shape();
size_t possibleClasses = outputShape.Dimensions()[0];
std::vector<float> rawOutputs(possibleClasses);
auto outputs = CNTK::Value::CreateBatch<float>(outputShape, rawOutputs, evalDevice, false);
outputLayer.insert({ outputVar, NULL });
// Evaluate the image and extract the results (which will be a [ #classes x 1 x 1 ] tensor)
model->Evaluate(inputLayer, outputLayer, evalDevice);
CNTK::ValuePtr outputVal = outputLayer[outputVar];
std::vector<std::vector<float>> resultsWrapper;
std::vector<float> results;
outputVal.get()->CopyVariableValueTo(outputVar, resultsWrapper);
results = resultsWrapper[0];
// Map the results to the string representation of the class
int64_t image_class = find_class(results);
return classNames.at(image_class);
}
uint32_t CNTKImageRecognizer::GetRequiredWidth()
{
return (uint32_t)inputShape[0];
}
uint32_t CNTKImageRecognizer::GetRequiredHeight()
{
return (uint32_t)inputShape[1];
}
uint32_t CNTKImageRecognizer::GetRequiredChannels()
{
return (uint32_t)inputShape[2];
}
CNTKImageRecognizer::CNTKImageRecognizer(String^ modelFile, Platform::String^ classesFile)
{
std::wstring w_str = std::wstring(modelFile->Data());
model = CNTK::Function::Load(w_str, evalDevice);
// List out all the outputs and their indexes
// The probability output is usually listed as 'z' and is
// usually the last layer
size_t z_index = model->Outputs().size() - 1;
// Modify the in-memory model to use the z layer as the actual output
auto z_layer = model->Outputs()[z_index];
model = CNTK::Combine({ z_layer.Owner() });
// Extract information about what the model accepts as input
inputVar = model->Arguments()[0];
// Shape contains image [width, height, depth] respectively
inputShape = inputVar.Shape();
// Load the class names
w_str = std::wstring(classesFile->Data());
classNames = read_class_names(w_str);
}
Windows::Foundation::IAsyncOperation<CNTKImageRecognizer^>^ CNTKImageRecognizer::Create(Platform::String^ modelFile, Platform::String^ classesFile)
{
return concurrency::create_async([=] {
return ref new CNTKImageRecognizer(modelFile, classesFile);
});
}
Windows::Foundation::IAsyncOperation<Platform::String^>^ CNTKImageRecognizer::RecognizeObjectAsync(const Platform::Array<byte>^ bytes)
{
return concurrency::create_async([=] {
// The data we've got is in RGBA format. We should convert it to BGR
std::vector<uint8_t> rgb((bytes->Length / 4) * 3);
uint8_t* rgba = bytes->Data;
uint32_t i = 0;
for (uint32_t j = 0; j < bytes->Length;)
{
uint32_t r = j++; // R
uint32_t g = j++; // G
uint32_t b = j++; // B
uint32_t a = j++; // A (skipped)
rgb[i++] = rgba[r];
rgb[i++] = rgba[g];
rgb[i++] = rgba[b];
}
auto image_class = classifyImage(rgb.data(), rgb.size());
return ref new Platform::String(image_class.c_str());
});
}

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//
// Copyright (c) Microsoft. All rights reserved.
// Licensed under the MIT license. See LICENSE.md file in the project root for full license information.
//
#pragma once
#include "CNTKLibrary.h"
namespace ImageRecognitionLib
{
public ref class CNTKImageRecognizer sealed
{
CNTK::DeviceDescriptor evalDevice = CNTK::DeviceDescriptor::UseDefaultDevice();
CNTK::FunctionPtr model;
CNTK::Variable inputVar;
CNTK::NDShape inputShape;
std::vector<std::wstring> classNames;
CNTKImageRecognizer(Platform::String^ modelFile, Platform::String^ classesFile);
std::wstring classifyImage(const uint8_t* image_data, size_t image_data_len);
public:
static Windows::Foundation::IAsyncOperation<CNTKImageRecognizer^>^ CNTKImageRecognizer::Create(Platform::String^ modelFile, Platform::String^ classesFile);
Windows::Foundation::IAsyncOperation<Platform::String^>^ RecognizeObjectAsync(const Platform::Array<byte>^ bytes);
uint32_t GetRequiredWidth();
uint32_t GetRequiredHeight();
uint32_t GetRequiredChannels();
};
}

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<?xml version="1.0" encoding="utf-8"?>
<Project DefaultTargets="Build" ToolsVersion="15.0" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
<ItemGroup Label="ProjectConfigurations">
<ProjectConfiguration Include="Debug|x64">
<Configuration>Debug</Configuration>
<Platform>x64</Platform>
</ProjectConfiguration>
<ProjectConfiguration Include="Release|x64">
<Configuration>Release</Configuration>
<Platform>x64</Platform>
</ProjectConfiguration>
</ItemGroup>
<PropertyGroup Label="Globals">
<ProjectGuid>{2C7AF00A-703A-4521-974D-7F4E47F92A03}</ProjectGuid>
<Keyword>WindowsRuntimeComponent</Keyword>
<RootNamespace>ImageRecognitionLib</RootNamespace>
<DefaultLanguage>en-US</DefaultLanguage>
<MinimumVisualStudioVersion>14.0</MinimumVisualStudioVersion>
<AppContainerApplication>true</AppContainerApplication>
<ApplicationType>Windows Store</ApplicationType>
<WindowsTargetPlatformVersion>10.0.14393.0</WindowsTargetPlatformVersion>
<WindowsTargetPlatformMinVersion>10.0.10586.0</WindowsTargetPlatformMinVersion>
<ApplicationTypeRevision>10.0</ApplicationTypeRevision>
<ProjectName>ImageRecognizerLib</ProjectName>
</PropertyGroup>
<Import Project="$(VCTargetsPath)\Microsoft.Cpp.Default.props" />
<PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|x64'" Label="Configuration">
<ConfigurationType>DynamicLibrary</ConfigurationType>
<UseDebugLibraries>true</UseDebugLibraries>
<PlatformToolset>v141</PlatformToolset>
</PropertyGroup>
<PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Release|x64'" Label="Configuration">
<ConfigurationType>DynamicLibrary</ConfigurationType>
<UseDebugLibraries>false</UseDebugLibraries>
<WholeProgramOptimization>true</WholeProgramOptimization>
<PlatformToolset>v141</PlatformToolset>
</PropertyGroup>
<Import Project="$(VCTargetsPath)\Microsoft.Cpp.props" />
<ImportGroup Label="ExtensionSettings">
</ImportGroup>
<ImportGroup Label="Shared">
</ImportGroup>
<ImportGroup Label="PropertySheets" Condition="'$(Configuration)|$(Platform)'=='Debug|x64'">
<Import Project="$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props" Condition="exists('$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props')" Label="LocalAppDataPlatform" />
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<Import Project="$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props" Condition="exists('$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props')" Label="LocalAppDataPlatform" />
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<PropertyGroup Label="UserMacros" />
<PropertyGroup />
<PropertyGroup>
<GenerateManifest>false</GenerateManifest>
</PropertyGroup>
<ItemDefinitionGroup>
<ClCompile>
<AdditionalIncludeDirectories>$(ProjectDir);$(GeneratedFilesDir);$(IntDir);%(AdditionalIncludeDirectories)</AdditionalIncludeDirectories>
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<ItemDefinitionGroup Condition="'$(Configuration)|$(Platform)'=='Debug|x64'">
<ClCompile>
<PrecompiledHeader>Use</PrecompiledHeader>
<PreprocessorDefinitions>NOMINMAX;_WINRT_DLL;%(PreprocessorDefinitions)</PreprocessorDefinitions>
<PrecompiledHeaderFile>pch.h</PrecompiledHeaderFile>
<PrecompiledHeaderOutputFile>$(IntDir)pch.pch</PrecompiledHeaderOutputFile>
<AdditionalUsingDirectories>$(WindowsSDK_WindowsMetadata);$(AdditionalUsingDirectories)</AdditionalUsingDirectories>
<AdditionalOptions>/bigobj %(AdditionalOptions)</AdditionalOptions>
<DisableSpecificWarnings>28204</DisableSpecificWarnings>
</ClCompile>
<Link>
<SubSystem>Console</SubSystem>
<IgnoreAllDefaultLibraries>false</IgnoreAllDefaultLibraries>
<AdditionalDependencies>WindowsApp.lib;%(AdditionalDependencies)</AdditionalDependencies>
<GenerateDebugInformation>DebugFastLink</GenerateDebugInformation>
</Link>
</ItemDefinitionGroup>
<ItemDefinitionGroup Condition="'$(Configuration)|$(Platform)'=='Release|x64'">
<ClCompile>
<PrecompiledHeader>Use</PrecompiledHeader>
<PreprocessorDefinitions>NOMINMAX;_WINRT_DLL;NDEBUG;%(PreprocessorDefinitions)</PreprocessorDefinitions>
<PrecompiledHeaderFile>pch.h</PrecompiledHeaderFile>
<PrecompiledHeaderOutputFile>$(IntDir)pch.pch</PrecompiledHeaderOutputFile>
<AdditionalUsingDirectories>$(WindowsSDK_WindowsMetadata);$(AdditionalUsingDirectories)</AdditionalUsingDirectories>
<AdditionalOptions>/bigobj %(AdditionalOptions)</AdditionalOptions>
<DisableSpecificWarnings>28204</DisableSpecificWarnings>
</ClCompile>
<Link>
<SubSystem>Console</SubSystem>
<IgnoreAllDefaultLibraries>false</IgnoreAllDefaultLibraries>
<AdditionalDependencies>WindowsApp.lib;%(AdditionalDependencies)</AdditionalDependencies>
</Link>
</ItemDefinitionGroup>
<ItemGroup>
<ClInclude Include="CNTKImageRecognizer.h" />
<ClInclude Include="pch.h" />
</ItemGroup>
<ItemGroup>
<ClCompile Include="CNTKImageRecognizer.cpp" />
<ClCompile Include="pch.cpp">
<PrecompiledHeader>Create</PrecompiledHeader>
</ClCompile>
</ItemGroup>
<ItemGroup>
<None Include="packages.config" />
<None Include="utils.inl" />
</ItemGroup>
<Import Project="$(VCTargetsPath)\Microsoft.Cpp.targets" />
<ImportGroup Label="ExtensionTargets">
<Import Project="..\packages\CNTK.UWP.CPUOnly.2.1.0\build\native\CNTK.UWP.CPUOnly.targets" Condition="Exists('..\packages\CNTK.UWP.CPUOnly.2.1.0\build\native\CNTK.UWP.CPUOnly.targets')" />
</ImportGroup>
<Target Name="EnsureNuGetPackageBuildImports" BeforeTargets="PrepareForBuild">
<PropertyGroup>
<ErrorText>This project references NuGet package(s) that are missing on this computer. Use NuGet Package Restore to download them. For more information, see http://go.microsoft.com/fwlink/?LinkID=322105. The missing file is {0}.</ErrorText>
</PropertyGroup>
<Error Condition="!Exists('..\packages\CNTK.UWP.CPUOnly.2.1.0\build\native\CNTK.UWP.CPUOnly.targets')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\CNTK.UWP.CPUOnly.2.1.0\build\native\CNTK.UWP.CPUOnly.targets'))" />
</Target>
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<?xml version="1.0" encoding="utf-8"?>
<Project ToolsVersion="15.0" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
<ItemGroup>
<Filter Include="Resources">
<UniqueIdentifier>db3762fa-8b14-4981-83ba-3ce94d06ad0e</UniqueIdentifier>
<Extensions>rc;ico;cur;bmp;dlg;rc2;rct;bin;rgs;gif;jpg;jpeg;jpe;resx;tga;tiff;tif;png;wav;mfcribbon-ms</Extensions>
</Filter>
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<ItemGroup>
<ClCompile Include="pch.cpp" />
<ClCompile Include="CNTKImageRecognizer.cpp" />
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<ItemGroup>
<ClInclude Include="pch.h" />
<ClInclude Include="CNTKImageRecognizer.h" />
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<ItemGroup>
<None Include="packages.config" />
<None Include="utils.inl" />
</ItemGroup>
</Project>

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<?xml version="1.0" encoding="utf-8"?>
<packages>
<package id="CNTK.UWP.CPUOnly" version="2.1.0" targetFramework="native" />
</packages>

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#include "pch.h"

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#pragma once
#include <collection.h>
#include <ppltasks.h>
#include <string>
#include <experimental/filesystem>
#include <chrono>
#include <algorithm>
#include <fstream>
#include <locale>
#include <codecvt>
#include <string>

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//
// Copyright (c) Microsoft. All rights reserved.
// Licensed under the MIT license. See LICENSE.md file in the project root for full license information.
//
inline std::vector<float> get_features(uint8_t* image_data_array, uint32_t reqWidth, uint32_t reqHeight)
{
uint32_t size = reqWidth * reqHeight * 3;
// BGR conversion to BBB..GGG..RRR
std::vector<float> featuresLocal;
// convert BGR array to BBB...GGG...RRR array
for (uint32_t c = 0; c < 3; c++) {
for (uint32_t p = c; p < size; p = p + 3)
{
float v = image_data_array[p];
featuresLocal.push_back(v);
}
}
return featuresLocal;
}
inline int64_t find_class(std::vector<float> outputs)
{
return std::distance(outputs.begin(), std::max_element(outputs.begin(), outputs.end()));
}
inline bool does_file_exist(std::wstring file_name)
{
return std::experimental::filesystem::exists(file_name);
}
inline std::wstring strtowstr(const std::string& str)
{
std::wstring_convert<std::codecvt_utf8<wchar_t>, wchar_t> converter;
return converter.from_bytes(str);
}
inline std::string wstrtostr(const std::wstring& wstr)
{
std::wstring_convert<std::codecvt_utf8<wchar_t>, wchar_t> converter;
return converter.to_bytes(wstr);
}
inline std::vector<std::wstring> read_class_names(const std::wstring filename)
{
std::vector<std::wstring> classNames;
std::wifstream fp(filename);
if (!fp.is_open())
{
return classNames;
}
std::wstring name;
while (!fp.eof())
{
std::getline(fp, name);
if (name.length())
classNames.push_back(name.substr(name.find(' ') + 1));
}
fp.close();
return classNames;
}

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<Application
x:Class="ImageRecognitionCS.App"
xmlns="http://schemas.microsoft.com/winfx/2006/xaml/presentation"
xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
xmlns:local="using:ImageRecognitionCS"
RequestedTheme="Light">
</Application>

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using System;
using System.Collections.Generic;
using System.IO;
using System.Linq;
using System.Runtime.InteropServices.WindowsRuntime;
using Windows.ApplicationModel;
using Windows.ApplicationModel.Activation;
using Windows.Foundation;
using Windows.Foundation.Collections;
using Windows.UI.Xaml;
using Windows.UI.Xaml.Controls;
using Windows.UI.Xaml.Controls.Primitives;
using Windows.UI.Xaml.Data;
using Windows.UI.Xaml.Input;
using Windows.UI.Xaml.Media;
using Windows.UI.Xaml.Navigation;
namespace ImageRecognitionCS
{
/// <summary>
/// Provides application-specific behavior to supplement the default Application class.
/// </summary>
sealed partial class App : Application
{
/// <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();
this.Suspending += OnSuspending;
}
/// <summary>
/// Invoked when the application is launched normally by the end user. Other entry points
/// will be used such as when the application is launched to open a specific file.
/// </summary>
/// <param name="e">Details about the launch request and process.</param>
protected override void OnLaunched(LaunchActivatedEventArgs e)
{
Frame rootFrame = Window.Current.Content as Frame;
// Do not repeat app initialization when the Window already has content,
// just ensure that the window is active
if (rootFrame == null)
{
// Create a Frame to act as the navigation context and navigate to the first page
rootFrame = new Frame();
rootFrame.NavigationFailed += OnNavigationFailed;
if (e.PreviousExecutionState == ApplicationExecutionState.Terminated)
{
//TODO: Load state from previously suspended application
}
// Place the frame in the current Window
Window.Current.Content = rootFrame;
}
if (e.PrelaunchActivated == false)
{
if (rootFrame.Content == null)
{
// When the navigation stack isn't restored navigate to the first page,
// configuring the new page by passing required information as a navigation
// parameter
rootFrame.Navigate(typeof(MainPage), e.Arguments);
}
// Ensure the current window is active
Window.Current.Activate();
}
}
/// <summary>
/// Invoked when Navigation to a certain page fails
/// </summary>
/// <param name="sender">The Frame which failed navigation</param>
/// <param name="e">Details about the navigation failure</param>
void OnNavigationFailed(object sender, NavigationFailedEventArgs e)
{
throw new Exception("Failed to load Page " + e.SourcePageType.FullName);
}
/// <summary>
/// Invoked when application execution is being suspended. Application state is saved
/// without knowing whether the application will be terminated or resumed with the contents
/// of memory still intact.
/// </summary>
/// <param name="sender">The source of the suspend request.</param>
/// <param name="e">Details about the suspend request.</param>
private void OnSuspending(object sender, SuspendingEventArgs e)
{
var deferral = e.SuspendingOperation.GetDeferral();
//TODO: Save application state and stop any background activity
deferral.Complete();
}
}
}

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<?xml version="1.0" encoding="utf-8"?>
<Project ToolsVersion="14.0" DefaultTargets="Build" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
<Import Project="$(MSBuildExtensionsPath)\$(MSBuildToolsVersion)\Microsoft.Common.props" Condition="Exists('$(MSBuildExtensionsPath)\$(MSBuildToolsVersion)\Microsoft.Common.props')" />
<Import Project="$(SolutionDir)\CNTK.Common.props" />
<UsingTask TaskName="DownloadFile" TaskFactory="CodeTaskFactory" AssemblyFile="$(MSBuildToolsPath)\Microsoft.Build.Tasks.v12.0.dll">
<ParameterGroup>
<Url ParameterType="System.String" Required="true" />
<File ParameterType="System.String" Required="false" />
<OutputFolder ParameterType="System.String" Required="false" />
</ParameterGroup>
<Task>
<Using Namespace="System.Web" />
<Code Type="Fragment" Language="cs"><![CDATA[
var localPath = (OutputFolder != null ? OutputFolder + "/" : "") + (File ?? System.IO.Path.GetFileName(new Uri(Url).LocalPath));
if(!System.IO.File.Exists(localPath)) {
using (var client = new System.Net.WebClient())
{
client.DownloadFile(Url, localPath);
}
}
]]></Code>
</Task>
</UsingTask>
<PropertyGroup>
<Configuration Condition=" '$(Configuration)' == '' ">Debug_UWP</Configuration>
<Platform Condition=" '$(Platform)' == '' ">x64</Platform>
<ProjectGuid>{EA6DC625-7AD7-44A8-BDE9-4620D01B3AA5}</ProjectGuid>
<OutputType>AppContainerExe</OutputType>
<AppDesignerFolder>Properties</AppDesignerFolder>
<RootNamespace>ImageRecognitionAppCS</RootNamespace>
<AssemblyName>ImageRecognitionAppCS</AssemblyName>
<DefaultLanguage>en-US</DefaultLanguage>
<TargetPlatformIdentifier>UAP</TargetPlatformIdentifier>
<TargetPlatformVersion>10.0.14393.0</TargetPlatformVersion>
<TargetPlatformMinVersion>10.0.10586.0</TargetPlatformMinVersion>
<MinimumVisualStudioVersion>14</MinimumVisualStudioVersion>
<FileAlignment>512</FileAlignment>
<ProjectTypeGuids>{A5A43C5B-DE2A-4C0C-9213-0A381AF9435A};{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}</ProjectTypeGuids>
<PackageCertificateKeyFile>ImageRecognitionAppCS_TemporaryKey.pfx</PackageCertificateKeyFile>
<CNTKRoot>$(RepoRootPath)</CNTKRoot>
<AppSrcDir>$(CNTKRoot)\Examples\Evaluation\UWPImageRecognition\App</AppSrcDir>
</PropertyGroup>
<PropertyGroup Condition="'$(Configuration)|$(Platform)' == 'Debug_UWP|x64'">
<DebugSymbols>true</DebugSymbols>
<OutputPath>$(OutDir)</OutputPath>
<DefineConstants>DEBUG;TRACE;NETFX_CORE;WINDOWS_UWP</DefineConstants>
<NoWarn>;2008</NoWarn>
<DebugType>full</DebugType>
<PlatformTarget>x64</PlatformTarget>
<UseVSHostingProcess>false</UseVSHostingProcess>
<ErrorReport>prompt</ErrorReport>
<Prefer32Bit>true</Prefer32Bit>
</PropertyGroup>
<PropertyGroup Condition="'$(Configuration)|$(Platform)' == 'Release_UWP|x64'">
<OutputPath>$(OutDir)</OutputPath>
<DefineConstants>TRACE;NETFX_CORE;WINDOWS_UWP</DefineConstants>
<Optimize>true</Optimize>
<NoWarn>;2008</NoWarn>
<DebugType>pdbonly</DebugType>
<PlatformTarget>x64</PlatformTarget>
<UseVSHostingProcess>false</UseVSHostingProcess>
<ErrorReport>prompt</ErrorReport>
<Prefer32Bit>true</Prefer32Bit>
<UseDotNetNativeToolchain>true</UseDotNetNativeToolchain>
</PropertyGroup>
<ItemGroup>
<!-- A reference to the entire .Net Framework and Windows SDK are automatically included -->
<Content Include="Assets\imagenet1000_clsid.txt" />
<Content Include="Assets\ResNet18_ImageNet_CNTK.model">
<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
</Content>
<None Include="project.json" />
</ItemGroup>
<ItemGroup>
<Compile Include="App.xaml.cs">
<DependentUpon>App.xaml</DependentUpon>
</Compile>
<Compile Include="MainPage.xaml.cs">
<DependentUpon>MainPage.xaml</DependentUpon>
</Compile>
<Compile Include="Properties\AssemblyInfo.cs" />
<Compile Include="$(AppSrcDir)\ImageRecognizerDriver.cs" />
</ItemGroup>
<ItemGroup>
<AppxManifest Include="Package.appxmanifest">
<SubType>Designer</SubType>
</AppxManifest>
<None Include="ImageRecognitionAppCS_TemporaryKey.pfx" />
</ItemGroup>
<PropertyGroup>
<CNTKBinSuffix/>
<CNTKBinSuffix Condition="$(DebugBuild)">d</CNTKBinSuffix>
</PropertyGroup>
<ItemGroup>
<Content Include="Properties\Default.rd.xml" />
<Content Include="Assets\LockScreenLogo.scale-200.png" />
<Content Include="Assets\SplashScreen.scale-200.png" />
<Content Include="Assets\Square150x150Logo.scale-200.png" />
<Content Include="Assets\Square44x44Logo.scale-200.png" />
<Content Include="Assets\Square44x44Logo.targetsize-24_altform-unplated.png" />
<Content Include="Assets\StoreLogo.png" />
<Content Include="Assets\Wide310x150Logo.scale-200.png" />
<Content Include="$(CNTKRoot)\$(Platform)\$(Configuration)\Cntk.Core_app-2.1$(CNTKBinSuffix).dll">
<DeploymentContent>true</DeploymentContent>
</Content>
<Content Include="$(CNTKRoot)\$(Platform)\$(Configuration)\Cntk.Math_app-2.1$(CNTKBinSuffix).dll">
<DeploymentContent>true</DeploymentContent>
</Content>
<Content Include="$(CNTKRoot)\$(Platform)\$(Configuration)\libopenblas.dll">
<DeploymentContent>true</DeploymentContent>
</Content>
</ItemGroup>
<ItemGroup>
<ApplicationDefinition Include="App.xaml">
<Generator>MSBuild:Compile</Generator>
<SubType>Designer</SubType>
</ApplicationDefinition>
<Page Include="MainPage.xaml">
<Generator>MSBuild:Compile</Generator>
<SubType>Designer</SubType>
</Page>
</ItemGroup>
<ItemGroup>
<ProjectReference Include="..\ImageRecognizerLib\ImageRecognizerLib.vcxproj">
<Project>{c5e944ba-a7c4-482f-be01-077a7dfc159c}</Project>
<Name>ImageRecognizerLib</Name>
</ProjectReference>
</ItemGroup>
<PropertyGroup Condition=" '$(VisualStudioVersion)' == '' or '$(VisualStudioVersion)' &lt; '14.0' ">
<VisualStudioVersion>14.0</VisualStudioVersion>
</PropertyGroup>
<Import Project="$(MSBuildExtensionsPath)\Microsoft\WindowsXaml\v$(VisualStudioVersion)\Microsoft.Windows.UI.Xaml.CSharp.targets" />
<Target Name="BeforeBuild">
<!-- Model file is downloaded from a public location before build -->
<DownloadFile Url="https://www.cntk.ai/Models/CNTK_Pretrained/ResNet18_ImageNet_CNTK.model" OutputFolder="Assets" />
</Target>
</Project>

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<Page
x:Class="ImageRecognitionCS.MainPage"
xmlns="http://schemas.microsoft.com/winfx/2006/xaml/presentation"
xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
xmlns:local="using:ImageRecognitionCS"
xmlns:d="http://schemas.microsoft.com/expression/blend/2008"
xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006"
mc:Ignorable="d">
<Grid Background="{ThemeResource ApplicationPageBackgroundThemeBrush}" RequestedTheme="Dark">
<Grid Background="{ThemeResource ApplicationPageBackgroundThemeBrush}" Margin="10,10,10,10">
<Grid.RowDefinitions>
<RowDefinition Height="Auto"/>
<RowDefinition Height="Auto"/>
<RowDefinition Height="Auto"/>
</Grid.RowDefinitions>
<TextBlock Grid.Row ="0" x:Name="text" Margin="10" TextWrapping="Wrap" Text="" HorizontalAlignment="Left" FontSize="20" />
<Button Grid.Row ="1" x:Name="cntkPickButton" Height="40" Content="Pick Image" HorizontalAlignment="Left" VerticalAlignment="Top" Click="CNTKButton_Click"/>
<ProgressRing Grid.Row ="1" x:Name="progress" Height="40" Width="40" HorizontalAlignment="Left" Margin="100,00,0,0" VerticalAlignment="Top"/>
<TextBlock Grid.Row ="2" Margin="10" TextWrapping="Wrap" Text="(Hint: some sample images are located in the Assets folder)" HorizontalAlignment="Left" FontSize="14" />
</Grid>
</Grid>
</Page>

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//
// Copyright (c) Microsoft. All rights reserved.
// Licensed under the MIT license. See LICENSE.md file in the project root for full license information.
//
using Windows.UI.Xaml;
using Windows.UI.Xaml.Controls;
using ImageRecognitionUtils;
namespace ImageRecognitionCS
{
/// <summary>
/// An empty page that can be used on its own or navigated to within a Frame.
/// </summary>
public sealed partial class MainPage : Page, IImageRecognizerConsole
{
ImageRecognizerDriver driver;
void IImageRecognizerConsole.ShowText(string text)
{
this.text.Text += text;
}
void IImageRecognizerConsole.ShowProgress(bool progress)
{
this.progress.IsActive = progress;
this.cntkPickButton.IsEnabled = !progress;
}
public MainPage()
{
this.InitializeComponent();
this.driver = new ImageRecognizerDriver(this);
var t = this.driver.Start();
}
private async void CNTKButton_Click(object sender, RoutedEventArgs e)
{
await driver.PickAndRecognizeImage();
}
}
}

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<?xml version="1.0" encoding="utf-8"?>
<Package
xmlns="http://schemas.microsoft.com/appx/manifest/foundation/windows10"
xmlns:mp="http://schemas.microsoft.com/appx/2014/phone/manifest"
xmlns:uap="http://schemas.microsoft.com/appx/manifest/uap/windows10"
IgnorableNamespaces="uap mp">
<Identity
Name="17818944-1829-420e-a994-2aa41adae07d"
Publisher="CN=arturl"
Version="1.0.0.0" />
<mp:PhoneIdentity PhoneProductId="17818944-1829-420e-a994-2aa41adae07d" PhonePublisherId="00000000-0000-0000-0000-000000000000"/>
<Properties>
<DisplayName>ImageRecognitionAppCS</DisplayName>
<PublisherDisplayName>arturl</PublisherDisplayName>
<Logo>Assets\StoreLogo.png</Logo>
</Properties>
<Dependencies>
<TargetDeviceFamily Name="Windows.Universal" MinVersion="10.0.0.0" MaxVersionTested="10.0.0.0" />
</Dependencies>
<Resources>
<Resource Language="x-generate"/>
</Resources>
<Applications>
<Application Id="App"
Executable="$targetnametoken$.exe"
EntryPoint="ImageRecognitionAppCS.App">
<uap:VisualElements
DisplayName="ImageRecognitionAppCS"
Square150x150Logo="Assets\Square150x150Logo.png"
Square44x44Logo="Assets\Square44x44Logo.png"
Description="ImageRecognitionAppCS"
BackgroundColor="transparent">
<uap:DefaultTile Wide310x150Logo="Assets\Wide310x150Logo.png"/>
<uap:SplashScreen Image="Assets\SplashScreen.png" />
</uap:VisualElements>
</Application>
</Applications>
<Capabilities>
<Capability Name="internetClient" />
</Capabilities>
</Package>

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using System.Reflection;
using System.Runtime.CompilerServices;
using System.Runtime.InteropServices;
// General Information about an assembly is controlled through the following
// set of attributes. Change these attribute values to modify the information
// associated with an assembly.
[assembly: AssemblyTitle("ImageRecognitionAppCS")]
[assembly: AssemblyDescription("")]
[assembly: AssemblyConfiguration("")]
[assembly: AssemblyCompany("")]
[assembly: AssemblyProduct("ImageRecognitionAppCS")]
[assembly: AssemblyCopyright("Copyright © 2017")]
[assembly: AssemblyTrademark("")]
[assembly: AssemblyCulture("")]
// Version information for an assembly consists of the following four values:
//
// Major Version
// Minor Version
// Build Number
// Revision
//
// You can specify all the values or you can default the Build and Revision Numbers
// by using the '*' as shown below:
// [assembly: AssemblyVersion("1.0.*")]
[assembly: AssemblyVersion("1.0.0.0")]
[assembly: AssemblyFileVersion("1.0.0.0")]
[assembly: ComVisible(false)]

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<!--
This file contains Runtime Directives used by .NET Native. The defaults here are suitable for most
developers. However, you can modify these parameters to modify the behavior of the .NET Native
optimizer.
Runtime Directives are documented at http://go.microsoft.com/fwlink/?LinkID=391919
To fully enable reflection for App1.MyClass and all of its public/private members
<Type Name="App1.MyClass" Dynamic="Required All"/>
To enable dynamic creation of the specific instantiation of AppClass<T> over System.Int32
<TypeInstantiation Name="App1.AppClass" Arguments="System.Int32" Activate="Required Public" />
Using the Namespace directive to apply reflection policy to all the types in a particular namespace
<Namespace Name="DataClasses.ViewModels" Seralize="All" />
-->
<Directives xmlns="http://schemas.microsoft.com/netfx/2013/01/metadata">
<Application>
<!--
An Assembly element with Name="*Application*" applies to all assemblies in
the application package. The asterisks are not wildcards.
-->
<Assembly Name="*Application*" Dynamic="Required All" />
<!-- Add your application specific runtime directives here. -->
</Application>
</Directives>

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{
"dependencies": {
"Microsoft.NETCore.UniversalWindowsPlatform": "5.2.2"
},
"frameworks": {
"uap10.0": {}
},
"runtimes": {
"win10-arm": {},
"win10-arm-aot": {},
"win10-x86": {},
"win10-x86-aot": {},
"win10-x64": {},
"win10-x64-aot": {}
}
}

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<?xml version="1.0" encoding="utf-8"?>
<Project DefaultTargets="Build" ToolsVersion="14.0" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
<ItemGroup Label="ProjectConfigurations">
<ProjectConfiguration Include="Debug_UWP|x64">
<Configuration>Debug_UWP</Configuration>
<Platform>x64</Platform>
</ProjectConfiguration>
<ProjectConfiguration Include="Release_UWP|x64">
<Configuration>Release_UWP</Configuration>
<Platform>x64</Platform>
</ProjectConfiguration>
</ItemGroup>
<PropertyGroup Label="Globals">
<ProjectGuid>{c5e944ba-a7c4-482f-be01-077a7dfc159c}</ProjectGuid>
<Keyword>WindowsRuntimeComponent</Keyword>
<RootNamespace>ImageRecognitionLib</RootNamespace>
<DefaultLanguage>en-US</DefaultLanguage>
<MinimumVisualStudioVersion>14.0</MinimumVisualStudioVersion>
<AppContainerApplication>true</AppContainerApplication>
<ApplicationType>Windows Store</ApplicationType>
<WindowsTargetPlatformVersion>10.0.14393.0</WindowsTargetPlatformVersion>
<WindowsTargetPlatformMinVersion>10.0.10586.0</WindowsTargetPlatformMinVersion>
<ApplicationTypeRevision>10.0</ApplicationTypeRevision>
<ProjectName>ImageRecognitionLib</ProjectName>
</PropertyGroup>
<Import Project="$(VCTargetsPath)\Microsoft.Cpp.Default.props" />
<PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug_UWP|x64'" Label="Configuration">
<ConfigurationType>DynamicLibrary</ConfigurationType>
<UseDebugLibraries>true</UseDebugLibraries>
<PlatformToolset>v140</PlatformToolset>
</PropertyGroup>
<PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Release_UWP|x64'" Label="Configuration">
<ConfigurationType>DynamicLibrary</ConfigurationType>
<UseDebugLibraries>false</UseDebugLibraries>
<WholeProgramOptimization>true</WholeProgramOptimization>
<PlatformToolset>v140</PlatformToolset>
</PropertyGroup>
<Import Project="$(VCTargetsPath)\Microsoft.Cpp.props" />
<Import Project="$(SolutionDir)\CNTK.Cpp.props" />
<ImportGroup Label="ExtensionSettings">
</ImportGroup>
<ImportGroup Label="Shared">
</ImportGroup>
<ImportGroup Label="PropertySheets">
<Import Project="$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props" Condition="exists('$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props')" Label="LocalAppDataPlatform" />
</ImportGroup>
<PropertyGroup>
<GenerateManifest>false</GenerateManifest>
</PropertyGroup>
<ItemDefinitionGroup>
<ClCompile>
<PrecompiledHeader>NotUsing</PrecompiledHeader>
<PreprocessorDefinitions>_WINRT_DLL;%(PreprocessorDefinitions)</PreprocessorDefinitions>
<AdditionalUsingDirectories>$(WindowsSDK_WindowsMetadata);$(AdditionalUsingDirectories)</AdditionalUsingDirectories>
<AdditionalOptions>/bigobj %(AdditionalOptions)</AdditionalOptions>
<DisableSpecificWarnings>28204</DisableSpecificWarnings>
<AdditionalIncludeDirectories>$(SolutionDir)\Source\CNTKv2LibraryDll\API;$(SolutionDir)\Examples\Evaluation\UWPImageRecognition\ImageRecognizerLib;$(ProjectDir);$(GeneratedFilesDir);$(IntDir);%(AdditionalIncludeDirectories)</AdditionalIncludeDirectories>
<CompileAsWinRT Condition="'$(Configuration)|$(Platform)'=='Release_UWP|x64'">true</CompileAsWinRT>
<CompileAsWinRT Condition="'$(Configuration)|$(Platform)'=='Debug_UWP|x64'">true</CompileAsWinRT>
</ClCompile>
<Link>
<SubSystem>Console</SubSystem>
<IgnoreAllDefaultLibraries>false</IgnoreAllDefaultLibraries>
<AdditionalDependencies>Cntk.Core$(OutputSuffix)-$(CntkComponentVersion).lib;WindowsApp.lib;%(AdditionalDependencies)</AdditionalDependencies>
<AdditionalLibraryDirectories>$(SolutionDir)$(Platform)\$(Configuration)</AdditionalLibraryDirectories>
</Link>
</ItemDefinitionGroup>
<ItemGroup>
<ClCompile Include="$(SolutionDir)\Examples\Evaluation\UWPImageRecognition\ImageRecognizerLib\CNTKImageRecognizer.cpp" />
<None Include="$(SolutionDir)\Examples\Evaluation\UWPImageRecognition\utils.inl" />
</ItemGroup>
<Import Project="$(VCTargetsPath)\Microsoft.Cpp.targets" />
<ImportGroup Label="ExtensionTargets">
</ImportGroup>
</Project>

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<?xml version="1.0" encoding="utf-8"?>
<Project ToolsVersion="14.0" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
<ItemGroup>
<Filter Include="Resources">
<UniqueIdentifier>3abff664-a4cb-460a-9fe4-03e82cd8356e</UniqueIdentifier>
<Extensions>rc;ico;cur;bmp;dlg;rc2;rct;bin;rgs;gif;jpg;jpeg;jpe;resx;tga;tiff;tif;png;wav;mfcribbon-ms</Extensions>
</Filter>
</ItemGroup>
<ItemGroup>
<ClCompile Include="$(SolutionDir)\Examples\Evaluation\UWPImageRecognition\ImageRecognizerLib\CNTKImageRecognizer.cpp" />
<ClCompile Include="$(SolutionDir)\Examples\Evaluation\UWPImageRecognition\ImageRecognizerLib\pch.cpp" />
</ItemGroup>
<ItemGroup>
<None Include="$(SolutionDir)$(Platform)\$(Configuration)\Cntk.Core$(OutputSuffix)-$(CntkComponentVersion).dll" />
<None Include="$(SolutionDir)$(Platform)\$(Configuration)\Cntk.Math$(OutputSuffix)-$(CntkComponentVersion).dll" />
<None Include="$(SolutionDir)$(Platform)\$(Configuration)\libopenblas.dll" />
</ItemGroup>
</Project>