def post(self,requests,modelName):
try:
filePath=requests.POST.get('filePath')
if not filePath:
raise Exception("Invalid Request Parameter")
except:
return JsonResponse({'error':'Invalid Request Parameter'},status=400)
return Scoring.predicttestdata(filePath,modelName)
def get(self,requests,modelName):
try:
jsonData = json.loads(requests.GET['jsonRecord'])
if not jsonData:
raise Exception("Invalid Request Parameter")
except:
return JsonResponse({'error':'Invalid Request Parameter'},status=400)
return Scoring.predicttestdata(None,modelName,jsonData)
def test_07_scoreCsvDataWithSKL(self):
logging.info("Test Case : Score csv data with SKL model.")
filePath = os.path.abspath('testUseCase/supportdata/irisSKL.pmml')
result = Scoring.loadModelfile(filePath)
modelName = 'irisSKL'
filePath = os.path.abspath('testUseCase/supportdata/iris_test.csv')
result = Scoring.predicttestdata(filePath, modelName)
result = json.loads(result.__dict__['_container'][0])
self.assertEqual('result' in result, True)
self.assertEqual(result['result'].endswith('.csv'), True)
logging.info("PASSED")
def test_09_scoreJsonDataWithNN(self):
logging.info("Test Case : Score json data with NN model.")
filePath = os.path.abspath('testUseCase/supportdata/irisNN.pmml')
result = Scoring.loadModelfile(filePath)
modelName = 'irisNN'
filePath = os.path.abspath('testUseCase/supportdata/iris_test.json')
result = Scoring.predicttestdata(filePath, modelName)
result = json.loads(result.__dict__['_container'][0])
self.assertEqual('result' in result, True)
self.assertEqual(result['result'].endswith('.txt'), True)
logging.info("PASSED")
def test_11_scoreSignleRecordWithSKL(self):
logging.info("Test Case : Score single record with SKL model.")
filePath = os.path.abspath('testUseCase/supportdata/irisSKL.pmml')
result = Scoring.loadModelfile(filePath)
modelName = 'irisSKL'
data = json.loads(
'{"sepal_length":4,"sepal_width":5,"petal_length":3,"petal_width":5}'
)
result = Scoring.predicttestdata(None, modelName, data)
result = json.loads(result.__dict__['_container'][0])
self.assertEqual('result' in result, True)
self.assertEqual(result['result'].endswith('.txt'), True)
logging.info("PASSED")