Skip to content

Trainer and Tester Decorators

Trainer Decorators

TrainerDecorators

Source code in src/fed_rag/decorators/trainer.py 
 6
 7
 8
 9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
class TrainerDecorators:
    def pytorch(self, func: Callable) -> Callable:
        from fed_rag.inspectors.pytorch import inspect_trainer_signature

        def decorator(func: Callable) -> Callable:
            # inspect func sig
            spec = inspect_trainer_signature(
                func
            )  # may need to create a cfg for this if decorater accepts params

            # store fl_task config
            func.__setattr__("__fl_task_trainer_config", spec)  # type: ignore[attr-defined]

            return func

        return decorator(func)

    def huggingface(self, func: Callable) -> Callable:
        from fed_rag.inspectors.huggingface import inspect_trainer_signature

        def decorator(func: Callable) -> Callable:
            # inspect func sig
            spec = inspect_trainer_signature(
                func
            )  # may need to create a cfg for this if decorater accepts params

            # store fl_task config
            func.__setattr__("__fl_task_trainer_config", spec)  # type: ignore[attr-defined]

            return func

        return decorator(func)

Tester Decorators

TesterDecorators

Source code in src/fed_rag/decorators/tester.py 
 6
 7
 8
 9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
class TesterDecorators:
    def pytorch(self, func: Callable) -> Callable:
        from fed_rag.inspectors.pytorch import inspect_tester_signature

        def decorator(func: Callable) -> Callable:
            # inspect func sig
            spec = inspect_tester_signature(
                func
            )  # may need to create a cfg for this if decorater accepts params

            # store fl_task config
            func.__setattr__("__fl_task_tester_config", spec)  # type: ignore[attr-defined]

            return func

        return decorator(func)

    def huggingface(self, func: Callable) -> Callable:
        from fed_rag.inspectors.huggingface import inspect_tester_signature

        def decorator(func: Callable) -> Callable:
            # inspect func sig
            spec = inspect_tester_signature(
                func
            )  # may need to create a cfg for this if decorater accepts params

            # store fl_task config
            func.__setattr__("__fl_task_tester_config", spec)  # type: ignore[attr-defined]

            return func

        return decorator(func)