public Startup(IConfiguration configuration)
{
Configuration = configuration;
_tensorFlowModelFilePath = GetAbsolutePath(Configuration["MLModel:TensorFlowModelFilePath"]);
/////////////////////////////////////////////////////////////////
//Configure the ML.NET model for the pre-trained TensorFlow model.
var tensorFlowModelConfigurator = new TensorFlowModelConfigurator(_tensorFlowModelFilePath);
_mlnetModel = tensorFlowModelConfigurator.Model;
}
public Startup(IConfiguration configuration)
{
Configuration = configuration;
_tensorFlowModelFilePath = GetAbsolutePath(Configuration["MLModel:TensorFlowModelFilePath"]);
_mlnetModelFilePath = GetAbsolutePath(Configuration["MLModel:MLNETModelFilePath"]);
/////////////////////////////////////////////////////////////////
//Configure the ML.NET model for the pre-trained TensorFlow model
TensorFlowModelConfigurator tensorFlowModelConfigurator = new TensorFlowModelConfigurator(_tensorFlowModelFilePath);
// Save the ML.NET model .zip file based on the TensorFlow model and related configuration
tensorFlowModelConfigurator.SaveMLNetModel(_mlnetModelFilePath);
}
public Startup(IConfiguration configuration)
{
Configuration = configuration;
_tensorFlowModelFilePath = GetAbsolutePath(Configuration["MLModel:TensorFlowModelFilePath"]);
_mlnetModelFilePath = GetAbsolutePath(Configuration["MLModel:MLNETModelFilePath"]);
_tempImagesFolderPath = GetAbsolutePath(Configuration["MLModel:TempImagesFolderPath"]);
/////////////////////////////////////////////////////////////////
//Configure the ML.NET model for the pre-trained TensorFlow model
TensorFlowModelConfigurator tensorFlowModelConfigurator = new TensorFlowModelConfigurator(_tempImagesFolderPath, _tensorFlowModelFilePath);
tensorFlowModelConfigurator.SaveMLNetModel(_mlnetModelFilePath);
}
// This method gets called by the runtime. Use this method to add services to the container.
public void ConfigureServices(IServiceCollection services)
{
services.Configure <CookiePolicyOptions>(options =>
{
// This lambda determines whether user consent for non-essential cookies is needed for a given request.
options.CheckConsentNeeded = context => true;
options.MinimumSameSitePolicy = SameSiteMode.None;
});
services.AddMvc().SetCompatibilityVersion(CompatibilityVersion.Version_2_2);
// Generate and save the ML.NET model .zip file based on the TensorFlow model and related configuration
TensorFlowModelConfigurator tensorFlowModelConfigurator = new TensorFlowModelConfigurator(_tempImagesFolderPath, _tensorFlowModelFilePath);
/////////////////////////////////////////////////////////////////////////////
// Register the PredictionEnginePool as a service in the IoC container for DI
//
services.AddPredictionEnginePool <ImageInputData, ImageLabelPredictions>()
.FromFile(_mlnetModelFilePath);
}