Dubhe/model_measuring/kamal/core/attach.py

"""
 Copyright 2020 Tianshu AI Platform. All Rights Reserved.

 Licensed under the Apache License, Version 2.0 (the "License");
 you may not use this file except in compliance with the License.
 You may obtain a copy of the License at

     http://www.apache.org/licenses/LICENSE-2.0

 Unless required by applicable law or agreed to in writing, software
 distributed under the License is distributed on an "AS IS" BASIS,
 WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 =============================================================
"""

from typing import Sequence, Callable
from numbers import Number
from kamal.core import exceptions

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)