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Ori Levari
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Named Dimension Override Sample (microsoft#336)
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‎Samples/NamedDimensionOverrides/NamedDimensionOverrides.sln

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Microsoft Visual Studio Solution File, Format Version 12.00
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# Visual Studio Version 16
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VisualStudioVersion = 16.0.30204.135
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MinimumVisualStudioVersion = 10.0.40219.1
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Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "NamedDimensionOverrides", "NamedDimensionOverrides\NamedDimensionOverrides.vcxproj", "{99F8F52B-6B12-48ED-8633-F4AAA6F891D1}"
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EndProject
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Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "SampleSharedLib", "..\SampleSharedLib\SampleSharedLib\SampleSharedLib.vcxproj", "{12103A5B-677A-4286-83D2-54EAB9010C16}"
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Global
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{12103A5B-677A-4286-83D2-54EAB9010C16}.Debug|x64.ActiveCfg = Debug|x64
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{12103A5B-677A-4286-83D2-54EAB9010C16}.Debug|x64.Build.0 = Debug|x64
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{12103A5B-677A-4286-83D2-54EAB9010C16}.Debug|x86.ActiveCfg = Debug|Win32
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{12103A5B-677A-4286-83D2-54EAB9010C16}.Debug|x86.Build.0 = Debug|Win32
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{12103A5B-677A-4286-83D2-54EAB9010C16}.Release|x64.ActiveCfg = Release|x64
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{12103A5B-677A-4286-83D2-54EAB9010C16}.Release|x64.Build.0 = Release|x64
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{12103A5B-677A-4286-83D2-54EAB9010C16}.Release|x86.ActiveCfg = Release|Win32
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{12103A5B-677A-4286-83D2-54EAB9010C16}.Release|x86.Build.0 = Release|Win32
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EndGlobalSection
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GlobalSection(SolutionProperties) = preSolution
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HideSolutionNode = FALSE
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GlobalSection(ExtensibilityGlobals) = postSolution
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EndGlobalSection
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EndGlobal

‎Samples/NamedDimensionOverrides/NamedDimensionOverrides/NamedDimensionOverrides.cpp

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// NamedDimensionOverrides.cpp : This file contains the 'main' function. Program execution begins and ends there.
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//
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#include "pch.h"
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using namespace winrt;
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using namespace Microsoft::AI::MachineLearning;
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using namespace Windows::Media;
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using namespace Windows::Graphics::Imaging;
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using namespace std;
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int main()
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{
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std::wstring modulePath = FileHelper::GetModulePath().c_str();
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std::wstring modelPath = modulePath + L"candy.onnx";
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// load model with variadic inputs
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printf("Loading modelfile '%ws' on the CPU\n", modelPath.c_str());
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auto model = LearningModel::LoadFromFilePath(modelPath);
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LearningModelDevice device(LearningModelDeviceKind::Default);
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std::vector<hstring> imageNames = { L"fish.png", L"kitten_224.png", L"fish.png" };
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// use session options to override to the exact dimension that will be input to the model
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LearningModelSessionOptions options;
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options.OverrideNamedDimension(L"None", static_cast<uint32_t>(imageNames.size()));
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LearningModelSession session = LearningModelSession(model, device, options);
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printf("Binding...\n");
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// Load input that match the overriden dimension
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std::vector<VideoFrame> inputFrames = {};
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for (hstring imageName : imageNames) {
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auto imagePath = static_cast<hstring>(FileHelper::GetModulePath().c_str()) + imageName;
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auto imageFrame = FileHelper::LoadImageFile(imagePath);
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inputFrames.emplace_back(imageFrame);
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}
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// bind the inputs to the session
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LearningModelBinding binding(session);
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auto inputFeatureDescriptor = model.InputFeatures().First();
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binding.Bind(inputFeatureDescriptor.Current().Name(), winrt::single_threaded_vector(std::move(inputFrames)));
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// create the output frames
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std::vector<VideoFrame> outputFrames = {};
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for (int i = 0; i < imageNames.size(); i++) {
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VideoFrame outputFrame(BitmapPixelFormat::Bgra8, 720, 720);
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outputFrames.emplace_back(outputFrame);
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}
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// bind the outputs to the session
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binding.Bind(L"outputImage", winrt::single_threaded_vector(std::move(outputFrames)));
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// run the model
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printf("Running the model...\n");
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DWORD ticks = GetTickCount();
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auto results = session.EvaluateAsync(binding, L"RunId").get();
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ticks = GetTickCount() - ticks;
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printf("model run took %d ticks\n", ticks);
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}
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‎Samples/NamedDimensionOverrides/NamedDimensionOverrides/NamedDimensionOverrides.vcxproj

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‎Samples/NamedDimensionOverrides/NamedDimensionOverrides/NamedDimensionOverrides.vcxproj.filters

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‎Samples/NamedDimensionOverrides/NamedDimensionOverrides/packages.config

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<?xml version="1.0" encoding="utf-8"?>
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<package id="Microsoft.AI.MachineLearning" version="1.5.2" targetFramework="native" />
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<package id="Microsoft.Windows.CppWinRT" version="2.0.200729.8" targetFramework="native" />
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‎Samples/NamedDimensionOverrides/NamedDimensionOverrides/pch.cpp

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#include "pch.h"

‎Samples/NamedDimensionOverrides/NamedDimensionOverrides/pch.h

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#pragma once
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#include "winrt/Microsoft.AI.MachineLearning.h"
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#include "winrt/Windows.Foundation.h"
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#include <winrt/Windows.Foundation.Collections.h>
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#include <winrt/Windows.Graphics.Imaging.h>
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#include <winrt/Windows.Media.h>
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#include "FileHelper.h"

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