Bring-Your-Own-Task (BYOT)
The Bring-Your-Own-Task (BYOT) feature allows users to create custom tasks for training, evaluating, and deploying heart-related AI models. This feature is useful for creating custom workflows for a given application with minimal coding.
How it Works
-
Create a Task: Define a new task by creating a new Python file. The file should contain a class that inherits from the
HKTask
base class and implements the required methods.import heartkit as hk class CustomTask(hk.HKTask): @staticmethod def train(params: hk.HKTrainParams) -> None: pass @staticmethod def evaluate(params: hk.HKTestParams) -> None: pass @staticmethod def export(params: hk.HKExportParams) -> None: pass @staticmethod def demo(params: hk.HKDemoParams) -> None: pass
-
Register the Task: Register the new task with the
TaskFactory
by calling theregister
method. This method takes the task name and the task class as arguments. -
Use the Task: The new task can now be used with the
TaskFactory
to perform various operations such as training, evaluating, and deploying models.