static Program()
{
// Initialize app configuration
var appConfig = new Startup();
appConfig.ConfigureServices();
// Initialize MLFlow service
_mlFlowService = appConfig.Services.GetService <IMLFlowService>();
}
public async Task <RunResponse> _createRun(int experiementId, IMLFlowService flowService)
{
var experimentId = experiementId;
var userId = "azadeh khojandi";
var runName = "this is a run name";
var sourceType = SourceType.NOTEBOOK;
var sourceName = "String descriptor for the run’s source";
var entryPointName = "Name of the project entry point associated with the current run, if any.";
var startTime = ((DateTimeOffset)DateTime.UtcNow).ToUnixTimeSeconds(); //unix timestamp
var path = Directory.GetCurrentDirectory();
var repopath = path.Substring(0, path.IndexOf("src", StringComparison.Ordinal));
var repo = new Repository(repopath);
var lastcommit = repo.Commits.Last();
var sourceVersion = lastcommit.Sha;
RunTag[] tags = { new RunTag()
{
Key = "testkey", Value = "testvalue"
} };
//todo [az] run name is empty - check mlflow source code
//todo [az] unix startTime not showing correct time on the UI
var createRunRequest = new CreateRunRequest()
{
ExperimentId = experimentId,
UserId = userId,
Runname = runName,
SourceType = sourceType,
SourceName = sourceName,
EntryPointName = entryPointName,
StartTime = startTime,
SourceVersion = sourceVersion,
Tags = tags
};
var runResult = await flowService.CreateRun(
createRunRequest);
return(runResult);
}
public async Task <CreateResponse> _createExperiment(string id, IMLFlowService flowService)
{
var result = await flowService.CreateExperiment(id);
return(result);
}
public MLFLowResultStore(ILogger logger, IMLFlowService mlflowService, IConfiguration configuration)
{
this.logger = logger;
this.mlflowService = mlflowService;
this.configuration = configuration;
}
public HomeController(IMLFlowService flowService)
{
this.flowService = flowService;
}