def get_experiment_model(experiment_id: int) -> object:
database = Database()
query = f"SELECT project_id FROM experiment WHERE id = {experiment_id}"
project_id = database.read(query=query)[0]['project_id']
registry = Registry()
return registry.get_model(path=f"{project_id}-{experiment_id}",
key='model')
def get_experiment_target(experiment_id: int) -> pd.DataFrame:
database = Database()
query = f"SELECT project_id FROM experiment WHERE id = {experiment_id}"
project_id = database.read(query=query)[0]['project_id']
registry = Registry()
return registry.get_dataset(path=f"{project_id}-{experiment_id}",
key='target')
def get_experiment(experiment_id: int) -> dict:
query = f"SELECT * FROM experiment WHERE id = {experiment_id}"
database = Database()
return database.read(query=query)[0]
def get_experiments() -> dict:
query = "SELECT * FROM experiment"
database = Database()
return database.read(query=query)
def get_projects() -> dict:
query = "SELECT * FROM project"
database = Database()
return database.read(query=query)
def get_prediction(prediction_id: int):
database = Database()
query = f"SELECT * FROM serving WHERE id = {prediction_id}"
return database.read(query=query)[0]
def get_deployments():
query = f"SELECT * FROM experiment WHERE status = 'deployed'"
database = Database()
return database.read(query=query)