/// <summary>
/// Configures the builder to use a repository
/// </summary>
/// <returns>The current builder for chaining</returns>
public MLOpsBuilder UseMetaDataRepositories(IDbContextFactory contextFactory)
{
this.experimentRepository = new ExperimentRepository(contextFactory);
this.runRepository = new RunRepository(contextFactory, new Clock());
this.dataRepository = new DataRepository(contextFactory);
this.metricRepository = new MetricRepository(contextFactory);
this.confusionMatrixRepository = new ConfusionMatrixRepository(contextFactory);
this.hyperParameterRepository = new HyperParameterRepository(contextFactory);
return(this);
}
internal MLOpsContext(IModelRepository modelRepository,
IExperimentRepository experimentRepository,
IRunRepository runRepository,
IDataRepository dataRepository,
IMetricRepository metricRepository,
IConfusionMatrixRepository confusionMatrixRepository,
IHyperParameterRepository hyperParameterRepository,
IDeploymentRepository deploymentRepository)
{
if (modelRepository == null)
{
throw new ArgumentNullException(nameof(modelRepository));
}
if (experimentRepository == null)
{
throw new ArgumentNullException(nameof(experimentRepository));
}
if (runRepository == null)
{
throw new ArgumentNullException(nameof(runRepository));
}
if (dataRepository == null)
{
throw new ArgumentNullException(nameof(dataRepository));
}
if (metricRepository == null)
{
throw new ArgumentNullException(nameof(metricRepository));
}
if (confusionMatrixRepository == null)
{
throw new ArgumentNullException(nameof(confusionMatrixRepository));
}
if (hyperParameterRepository == null)
{
throw new ArgumentNullException(nameof(hyperParameterRepository));
}
if (deploymentRepository == null)
{
throw new ArgumentNullException(nameof(deploymentRepository));
}
this.LifeCycle = new LifeCycleCatalog(experimentRepository, runRepository, new Clock());
this.Data = new DataCatalog(dataRepository);
this.Evaluation = new EvaluationCatalog(metricRepository, confusionMatrixRepository);
this.Model = new ModelCatalog(modelRepository, runRepository);
this.Training = new TrainingCatalog(hyperParameterRepository);
this.Deployment = new DeploymentCatalog(deploymentRepository, modelRepository, experimentRepository);
}
/// <summary>
/// Configures the builder to use a repository
/// </summary>
/// <returns>The current builder for chaining</returns>
public MLOpsBuilder UseMetaDataRepositories(IDbContextFactory contextFactory)
{
var runResolver = new RunResolver();
var experimentResolver = new ExperimentResolver(runResolver);
this.experimentRepository = new ExperimentRepository(contextFactory, experimentResolver);
this.runRepository = new RunRepository(contextFactory, new Clock(), runResolver, new RegisteredModelResolver());
this.dataRepository = new DataRepository(contextFactory, new DataResolver(), new DataCalculator());
this.metricRepository = new MetricRepository(contextFactory);
this.confusionMatrixRepository = new ConfusionMatrixRepository(contextFactory);
this.hyperParameterRepository = new HyperParameterRepository(contextFactory);
this.deploymentRepository = new DeploymentRepository(contextFactory, new Clock(), new DeploymentTargetResolver());
return(this);
}
/// <summary>
/// ctor
/// </summary>
public TrainingCatalog(IHyperParameterRepository hyperParameterRepository)
{
this.hyperParameterRepository = hyperParameterRepository;
}