def __init__(self):
"""Initial variable and module"""
config_setting = ConfigSetting()
self.log = config_setting.set_logger(
"[Confusion_matrix_calculation_app]")
self.config = config_setting.yaml_parser()
self.confusion_matrix_calculation_service = ConfusionMatrixCalculationService()
def __init__(self):
"""Initial variable and module"""
config_setting = ConfigSetting()
self.log = config_setting.set_logger(
"[Confusion_matrix_calculation_service]")
self.config = config_setting.yaml_parser()
self.confusion_matrix_record_dao = ConfusionMatrixRecordDao()
self.confusion_matrix_record_dao.setting_confusion_matrix_database()
def __init__(self):
config_setting = ConfigSetting()
self.config = config_setting.yaml_parser()
self.log = config_setting.set_logger(["training_service"])
self.df = {}
self.label = []
self.data = {}
self.model = None
def __init__(self):
config_setting = ConfigSetting()
self.config = config_setting.yaml_parser()
self.log = config_setting.set_logger(["data_etl_service"])
self.df = {}
self.train_label = []
self.one_hot_encoder = None
self.label_encoder = LabelEncoder()
def create_confusion_matrix_router():
"""The function to creates the fastapi api router service."""5
config_setting = ConfigSetting()
log = config_setting.set_logger("[create_confusion_matrix_router]")
config = config_setting.yaml_parser()
user_router = APIRouter()
confusion_matrix_calculation_app = ConfusionMatrixCalculationApp()
@user_router.post("/json/confusion_matrix")
def calculate_confusion_matrix(y_true: list, y_pred: list):
if len(y_true) > 0 and len(y_pred) > 0 and len(y_true) == len(y_pred):
payload = confusion_matrix_calculation_app.get_confusion_matrix(y_true, y_pred)
else:
payload = {"message": "Length error."}
return payload
@user_router.post("/html/confusion_matrix", response_class=HTMLResponse)
def calculate_confusion_matrix_html(y_true: list, y_pred: list):
if len(y_true) > 0 and len(y_pred) > 0 and len(y_true) == len(y_pred):
confusion_matrix_calculation_app.get_confusion_matrix(y_true, y_pred)
html = confusion_matrix_calculation_app.get_confusion_matrix_html(y_true, y_pred)
else:
html = {"message": "Length error."}
return html
@user_router.post("/json/accuracy_score")
def calculate_accuracy_score(confusion_matrix: ConfusionMatrixBaseModel):
payload = confusion_matrix_calculation_app.confusion_matrix_to_accuracy_value(confusion_matrix.dict())
return payload
@user_router.post("/json/prediction_accuracy")
def calculate_prediction_accuracy(y_true: list, y_pred: list):
if len(y_true) > 0 and len(y_pred) > 0 and len(y_true) == len(y_pred):
payload = confusion_matrix_calculation_app.prediction_to_accuracy_value(y_true, y_pred)
else:
payload = {"message": "Length error."}
return payload
@user_router.post("/json/precision_recall_score")
def calculate_precision_recall_value(confusion_matrix: ConfusionMatrixBaseModel):
payload = confusion_matrix_calculation_app.confusion_matrix_to_precision_recall_value(confusion_matrix.dict())
return payload
@user_router.post("/json/prediction_precision_recall")
def calculate_prediction_precision_recall(y_true: list, y_pred: list):
if len(y_true) > 0 and len(y_pred) > 0 and len(y_true) == len(y_pred):
payload = confusion_matrix_calculation_app.prediction_to_precision_recall_value(y_true, y_pred)
else:
payload = {"message": "Length error."}
return payload
log.info("Successfully setting the api router.")
return user_router
def create_app(unittest=False):
"""The function to creates the fastapi service."""
# Initial config and log
config_setting = ConfigSetting()
log = config_setting.set_logger("[create_app]")
config = config_setting.yaml_parser()
app = FastAPI()
api_router = create_api_router()
app.include_router(api_router, prefix="/api", tags=["api"])
confusion_matrix_router = create_confusion_matrix_router()
app.include_router(confusion_matrix_router, prefix="/confusion_matrix", tags=["confusion_matrix"])
log.info("Start the fastapi service.")
return app
def create_api_router():
"""The function to creates the fastapi api router service."""
config_setting = ConfigSetting()
log = config_setting.set_logger("[create_api_router]")
config = config_setting.yaml_parser()
user_router = APIRouter()
health_check_information = HealthCheckInformation()
@user_router.get("/health_check", response_model=HealthCheckBaseModel)
def health_check():
"""health_check: Check the service is working.
Returns:
json format: the health check content.
"""
return health_check_information.get_health_check_content()
log.info("Successfully setting the api router.")
return user_router
def create_app():
"""Create flask app service."""
config_setting = ConfigSetting()
log = config_setting.set_logger("[flask_app]")
config = config_setting.yaml_parser()
fast_api_app = FastApiApp()
app = FastAPI()
@app.get("/health_check")
def health_check():
with open('setup.py', 'r') as f:
setup_str = f.read()
# Get version string
version_str = _pos_string(setup_str, 'project_version=')
# Get project string
project_str = _pos_string(setup_str, 'project_name=')
return {
'service': project_str,
'status': '200',
'version': version_str
}
@app.post("/prediction", response_model=Result)
def prediction(prediction: Prediction):
data = prediction.dict()
for index, value in zip(data.keys(), data.values()):
data[index] = [value]
result = fast_api_app.prediction(data)
return {"class_num": result[0]}
def _pos_string(setup_str, pos_string):
start_project_pos = setup_str.find(pos_string) + len(pos_string)
end_project_pos = setup_str.find(',', start_project_pos)
return setup_str[start_project_pos:end_project_pos].replace("'", '')
return app
def __init__(self):
config_setting = ConfigSetting()
self.config = config_setting.yaml_parser()
self.log = config_setting.set_logger(["data_etl_app"])
self.train_eval_service = TrainEvalService()
def __init__(self):
config_setting = ConfigSetting()
self.config = config_setting.yaml_parser()
self.log = config_setting.set_logger(["data_etl_app"])
self.data_etl_service = DataEtlService()
def __init__(self, req):
config_setting = ConfigSetting()
self.log = config_setting.set_logger("[ azure_function ]",
os.path.join("tmp/", "logs"))
self.config = config_setting.yaml_parser()
self.req = req
def __init__(self):
config_setting = ConfigSetting()
self.log = config_setting.set_logger("[ azure_function ]", os.path.join("tmp/", "logs"))
self.config = config_setting.yaml_parser()
self.blob_service_client = None
self.file_name = None
def __init__(self):
config_setting = ConfigSetting()
self.config = config_setting.yaml_parser()
self.log = config_setting.set_logger(["data_etl_app"])
self.fast_api_service = FastApiService()
def __init__(self):
"""Initial variable and module"""
config_setting = ConfigSetting()
self.log = config_setting.set_logger("[Confusion_matrix_record_dao]")
self.config = config_setting.yaml_parser()
self.sqlite_engine = None