from typing import Sequence, Callable from numbers import Number from kamal.core import exceptions import pdb class AttachTo(object): """ Attach task, metrics or visualizer to specified model outputs """ def __init__(self, attach_to=None): if attach_to is not None and not isinstance(attach_to, (Sequence, Number, str, Callable) ): raise exceptions.InvalidMapping self._attach_to = attach_to def __call__(self, *tensors): if self._attach_to is not None: if isinstance(self._attach_to, Callable): return self._attach_to( *tensors ) if isinstance(self._attach_to, Sequence): _attach_to = self._attach_to else: _attach_to = [ self._attach_to for _ in range(len(tensors)) ] _attach_to = _attach_to[:len(tensors)] tensors = [ tensor[index] for (tensor, index) in zip( tensors, _attach_to ) ] if len(tensors)==1: tensors = tensors[0] return tensors def __repr__(self): rep = "AttachTo: %s"%(self._attach_to)