public async static void Run([BlobTrigger("testinvocation/{name}", Connection = "AzureWebJobsStorage")] Stream myBlob, string name, ILogger log)
{
try
{
if (name.Contains(".test"))
{
Engine engine = new Engine(log);
Search search = new Search(engine);
Model model = new Model(engine, search);
// Instanciate test labeling class that matches the configured labeling solution.
// Note: test labeling class must follow the nameing convention - {environment variable naming soluition name}TestLabeler
// If this convention is not followed ML Professoar cannot find the test labeling class to instanciate.
string labelingSolutionName = engine.GetEnvironmentVariable("labelingSolutionName");
Type classType = Type.GetType($"semisupervisedFramework.{labelingSolutionName}TestLabeler");
Test test = (Test)Activator.CreateInstance(classType, new Object[] { engine, search, model });
// Inititialize test result variables
string noTrainedModelTestResults = "";
string trainModelTestResults = "";
string evaluatePassingDataTestResults = "";
string evaluateFailingDataTestResults = "";
string labelDataTestResults = "";
string loadLabeledDataTestResults = "";
string LoadLabelsTestResults = "";
// get a reference to the invocation blob file so that it can be deleted after the test is launched.
string storageConnection = engine.GetEnvironmentVariable("AzureWebJobsStorage");
CloudStorageAccount storageAccount = CloudStorageAccount.Parse(storageConnection);
CloudBlobClient blobClient = storageAccount.CreateCloudBlobClient();
CloudBlobContainer testDataContainer = blobClient.GetContainerReference("testinvocation");
CloudBlockBlob testInitiationBlob = testDataContainer.GetBlockBlobReference(name);
string testResults = "Initialized";
testInitiationBlob.DeleteIfExists();
switch (name)
{
case "TestAll.test":
noTrainedModelTestResults = await test.NoTrainedModel();
labelDataTestResults = await test.LabelData();
loadLabeledDataTestResults = await test.LoadLabeledData();
trainModelTestResults = await test.TrainModel();
evaluatePassingDataTestResults = await test.EvaluatePassingData();
evaluateFailingDataTestResults = await test.EvaluateFailingData();
if (noTrainedModelTestResults.Contains("Failed:") || trainModelTestResults.Contains("Failed:") || evaluatePassingDataTestResults.Contains("Failed:"))
{
testResults = $"\nFailed: Some test failures exist:\n{noTrainedModelTestResults}\n{labelDataTestResults}\n{trainModelTestResults}\n{evaluatePassingDataTestResults}\n{evaluateFailingDataTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"\nAll test passed! with results:\n{noTrainedModelTestResults}\n{labelDataTestResults}\n{trainModelTestResults}\n{evaluatePassingDataTestResults}\n{evaluateFailingDataTestResults}";
log.LogInformation(testResults);
}
break;
case "NoTrainedModel.test":
noTrainedModelTestResults = await test.NoTrainedModel();
if (noTrainedModelTestResults.Contains("Failed:"))
{
testResults = $"\nNo Trained Model test failed: Some test failures exist:\n{noTrainedModelTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"\nNo Trained Model test passed! with results: {noTrainedModelTestResults}";
log.LogInformation(testResults);
}
break;
case "TrainModel.test":
trainModelTestResults = await test.TrainModel();
if (trainModelTestResults.Contains("Failed:"))
{
testResults = $"\nTrain Model test failed: Some test failures exist:\n{trainModelTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"\nTrain Model test passed! with results: {trainModelTestResults}";
log.LogInformation(testResults);
}
break;
case "EvaluatePassingData.test":
evaluatePassingDataTestResults = await test.EvaluatePassingData();
if (evaluatePassingDataTestResults.Contains("Failed:"))
{
testResults = $"\nEvaluate Passing Data test failed: Some test failures exist:\n{evaluatePassingDataTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"\nEvaluate Passing Data test passed! with results: {evaluatePassingDataTestResults}";
log.LogInformation(testResults);
}
break;
case "EvaluateFailingData.test":
evaluateFailingDataTestResults = await test.EvaluateFailingData();
if (evaluateFailingDataTestResults.Contains("Failed:"))
{
testResults = $"\nEvaluate Failing Data test failed: Some test failures exist:\n{evaluateFailingDataTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"\nEvaluate Failing Data test passed! with results: {evaluateFailingDataTestResults}";
log.LogInformation(testResults);
}
break;
case "LabelData.test":
labelDataTestResults = await test.LabelData();
if (labelDataTestResults.Contains("Failed:"))
{
testResults = $"\nLabel Data test failed: Some test failures exist:\n{labelDataTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"\nLabel Data test passed! with results: {labelDataTestResults}";
log.LogInformation(testResults);
}
break;
case "LoadLabeledData.test":
loadLabeledDataTestResults = await test.LoadLabeledData();
if (loadLabeledDataTestResults.Contains("Failed:"))
{
testResults = $"\nLoad Labeled Data test failed: Some test failures exist:\n{loadLabeledDataTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"\nLoad Labeled Data test passed! with results: {loadLabeledDataTestResults}";
log.LogInformation(testResults);
}
break;
case "LoadLabels.test":
LoadLabelsTestResults = await test.LoadLabels();
if (LoadLabelsTestResults.Contains("Failed:"))
{
testResults = $"\nLoad Labeles test failed: Some test failures exist:\n{LoadLabelsTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"\nLoad Labeles test passed! with results: {LoadLabelsTestResults}";
log.LogInformation(testResults);
}
break;
}
//await Task.Delay(75000);
//int waitingAttempts = 0;
//do
//{
// waitingAttempts++;
// await Task.Delay(5000);
// log.LogInformation($"noTrainedModelTest checked {waitingAttempts} times. Will check 30 times before continuing.");
//} while (waitingAttempts <= 30);
CloudBlockBlob testResultsCloudBlob = testDataContainer.GetBlockBlobReference("TestResults-" + Guid.NewGuid().ToString() + ".txt");
Stream MemStream = new MemoryStream(Encoding.UTF8.GetBytes(testResults));
if (MemStream.Length != 0)
{
testResultsCloudBlob.UploadFromStream(MemStream);
}
else
{
throw (new ZeroLengthFileException("\nencoded JSON memory stream is zero length and cannot be writted to blob storage"));
}
log.LogInformation($"TestTrigger complete.");
}
}
catch (Exception e)
{
log.LogInformation($"TestTrigger failed with {e.Message}.");
}
}
public async static void Run([BlobTrigger("testinvocation/{name}", Connection = "AzureWebJobsStorage")] Stream myBlob, string name, ILogger log)
{
try
{
if (name.Contains(".test"))
{
Engine engine = new Engine(log);
Search search = new Search(engine, log);
Test test = new Test(engine, search, log);
string noTrainedModelTestResults = "";
string trainModelTestResults = "";
string evaluatePassingDataTestResults = "";
string evaluateFailingDataTestResults = "";
string labelDataTestResults = "";
// get a reference to the invocation blob file so that it can be deleted after the test is launched.
string storageConnection = engine.GetEnvironmentVariable("AzureWebJobsStorage", log);
CloudStorageAccount storageAccount = CloudStorageAccount.Parse(storageConnection);
CloudBlobClient blobClient = storageAccount.CreateCloudBlobClient();
CloudBlobContainer testDataContainer = blobClient.GetContainerReference("testinvocation");
CloudBlockBlob testInitiationBlob = testDataContainer.GetBlockBlobReference(name);
string testResults = "Initialized";
switch (name)
{
case "TestAll.test":
testInitiationBlob.DeleteIfExists();
noTrainedModelTestResults = await test.NoTrainedModelTest();
labelDataTestResults = await test.LabelDataTest();
trainModelTestResults = await test.TrainModelTest();
evaluatePassingDataTestResults = await test.EvaluatePassingDataTest();
evaluateFailingDataTestResults = await test.EvaluateFailingData();
if (noTrainedModelTestResults.Contains("Failed:") || trainModelTestResults.Contains("Failed:") || evaluatePassingDataTestResults.Contains("Failed:"))
{
testResults = $"Failed: Some test failures exist:\n{noTrainedModelTestResults}\n{labelDataTestResults}\n{trainModelTestResults}\n{evaluatePassingDataTestResults}\n{evaluateFailingDataTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"All test passed! with results:\n{noTrainedModelTestResults}\n{labelDataTestResults}\n{trainModelTestResults}\n{evaluatePassingDataTestResults}\n{evaluateFailingDataTestResults}";
log.LogInformation(testResults);
}
break;
case "NoTrainedModel.test":
testInitiationBlob.DeleteIfExists();
noTrainedModelTestResults = await test.NoTrainedModelTest();
if (noTrainedModelTestResults.Contains("Failed:"))
{
testResults = $"Failed: Some test failures exist:\n{noTrainedModelTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"All test passed! with results: {noTrainedModelTestResults}";
log.LogInformation(testResults);
}
break;
case "TrainModel.test":
testInitiationBlob.DeleteIfExists();
trainModelTestResults = await test.TrainModelTest();
if (trainModelTestResults.Contains("Failed:"))
{
testResults = $"Failed: Some test failures exist:\n{trainModelTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"All test passed! with results: {trainModelTestResults}";
log.LogInformation(testResults);
}
break;
case "EvaluatePassingData.test":
testInitiationBlob.DeleteIfExists();
evaluatePassingDataTestResults = await test.EvaluatePassingDataTest();
if (evaluatePassingDataTestResults.Contains("Failed:"))
{
testResults = $"Failed: Some test failures exist:\n{evaluatePassingDataTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"All test passed! with results: {evaluatePassingDataTestResults}";
log.LogInformation(testResults);
}
break;
case "EvaluateFailingData.test":
testInitiationBlob.DeleteIfExists();
evaluateFailingDataTestResults = await test.EvaluateFailingData();
if (evaluateFailingDataTestResults.Contains("Failed:"))
{
testResults = $"Failed: Some test failures exist:\n{evaluateFailingDataTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"All test passed! with results: {evaluateFailingDataTestResults}";
log.LogInformation(testResults);
}
break;
case "LabelData.test":
testInitiationBlob.DeleteIfExists();
labelDataTestResults = await test.LabelDataTest();
if (labelDataTestResults.Contains("Failed:"))
{
testResults = $"Failed: Some test failures exist:\n{labelDataTestResults}";
log.LogInformation(testResults);
}
else
{
testResults = $"All test passed! with results: {labelDataTestResults}";
log.LogInformation(testResults);
}
break;
}
//await Task.Delay(75000);
//int waitingAttempts = 0;
//do
//{
// waitingAttempts++;
// await Task.Delay(5000);
// log.LogInformation($"noTrainedModelTest checked {waitingAttempts} times. Will check 30 times before continuing.");
//} while (waitingAttempts <= 30);
CloudBlockBlob testResultsCloudBlob = testDataContainer.GetBlockBlobReference("TestResults-" + Guid.NewGuid().ToString() + ".txt");
Stream MemStream = new MemoryStream(Encoding.UTF8.GetBytes(testResults));
if (MemStream.Length != 0)
{
testResultsCloudBlob.UploadFromStream(MemStream);
}
else
{
throw (new ZeroLengthFileException("\nencoded JSON memory stream is zero length and cannot be writted to blob storage"));
}
log.LogInformation($"TestTrigger complete.");
}
}
catch (Exception e)
{
log.LogInformation($"TestTrigger failed with {e.Message}.");
}
}