public void GenerateAzureRemoteImageOutput()
{
// Get Namespace
var namespaceValue = Utils.Normalize(_settings.OutputName);
var labelType = _columnInferenceResult.TextLoaderOptions.Columns.Where(t => t.Name == _settings.LabelName).First().DataKind;
Type labelTypeCsharp = Utils.GetCSharpType(labelType);
// Generate Model Project
var modelProjectContents = GenerateAzureAttachImageModelProjectContents(namespaceValue);
var modelProjectDir = Path.Combine(_settings.OutputBaseDir, $"{_settings.OutputName}.Model");
var modelProjectName = $"{_settings.OutputName}.Model.csproj";
// Get Normalize Mapping
var normalizeContent = new NormalizeMapping()
{
Namespace = namespaceValue,
Target = _settings.Target,
}.TransformText();
normalizeContent = Utils.FormatCode(normalizeContent);
// Write files to disk
Utils.WriteOutputToFiles(modelProjectContents.ModelInputCSFileContent, "ModelInput.cs", modelProjectDir);
Utils.WriteOutputToFiles(modelProjectContents.ModelOutputCSFileContent, "ModelOutput.cs", modelProjectDir);
Utils.WriteOutputToFiles(modelProjectContents.ConsumeModelCSFileContent, "ConsumeModel.cs", modelProjectDir);
Utils.WriteOutputToFiles(modelProjectContents.ModelProjectFileContent, modelProjectName, modelProjectDir);
Utils.WriteOutputToFiles(normalizeContent, "NormalizeMapping.cs", modelProjectDir);
// Generate ConsoleApp Project
var consoleAppProjectContents = GenerateConsoleAppProjectContents(namespaceValue, labelTypeCsharp,
false, false, false, true, false, false, true, true);
// Write files to disk.
var consoleAppProjectDir = Path.Combine(_settings.OutputBaseDir, $"{_settings.OutputName}.ConsoleApp");
var consoleAppProjectName = $"{_settings.OutputName}.ConsoleApp.csproj";
Utils.WriteOutputToFiles(consoleAppProjectContents.ConsoleAppProgramCSFileContent, "Program.cs", consoleAppProjectDir);
Utils.WriteOutputToFiles(consoleAppProjectContents.modelBuilderCSFileContent, "ModelBuilder.cs", consoleAppProjectDir);
Utils.WriteOutputToFiles(consoleAppProjectContents.ConsoleAppProjectFileContent, consoleAppProjectName, consoleAppProjectDir);
// New solution file.
Utils.CreateSolutionFile(_settings.OutputName, _settings.OutputBaseDir);
// Add projects to solution
var solutionPath = Path.Combine(_settings.OutputBaseDir, $"{_settings.OutputName}.sln");
Utils.AddProjectsToSolution(modelProjectDir, modelProjectName, consoleAppProjectDir, consoleAppProjectName, solutionPath);
}
public static IEstimator <ITransformer> BuildPipeline(MLContext mlContext)
{
// Data process configuration with pipeline data transformations
var pipeline = mlContext.Transforms.LoadImages("ImageSource_featurized", null, "ImageSource")
.Append(mlContext.Transforms.ResizeImages("ImageSource_featurized", 224, 224, "ImageSource_featurized"))
.Append(mlContext.Transforms.ExtractPixels("ImageSource_featurized", "ImageSource_featurized"))
.Append(mlContext.Transforms.CustomMapping <NormalizeInput, NormalizeOutput>(
(input, output) => NormalizeMapping.Mapping(input, output),
contractName: nameof(NormalizeMapping)))
.Append(mlContext.Transforms.ApplyOnnxModel(modelFile: ONNX_MODEL))
.Append(mlContext.Transforms.CustomMapping <LabelMappingInput, LabelMappingOutput>(
(input, output) => LabelMapping.Mapping(input, output),
contractName: nameof(LabelMapping)));
return(pipeline);
}
