builder.py

#   Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
#
# 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.

import copy
import traceback
import paddle
from ...utils.registry import Registry

TRANSFORMS = Registry("TRANSFORMS")


class Compose(object):
    """
    Composes several transforms together use for composing list of transforms
    together for a dataset transform.
    Args:
        transforms (list): List of transforms to compose.
    Returns:
        A compose object which is callable, __call__ for this Compose
        object will call each given :attr:`transforms` sequencely.
    """
    def __init__(self, transforms):
        self.transforms = transforms

    def __call__(self, data):
        for f in self.transforms:
            try:
                data = f(data)
            except Exception as e:
                print(f)
                stack_info = traceback.format_exc()
                print("fail to perform transform [{}] with error: "
                      "{} and stack:\n{}".format(f, e, str(stack_info)))
                raise e
        return data


def build_transforms(cfg):
    transforms = []

    for trans_cfg in cfg:
        temp_trans_cfg = copy.deepcopy(trans_cfg)
        name = temp_trans_cfg.pop('name')
        transforms.append(TRANSFORMS.get(name)(**temp_trans_cfg))

    transforms = Compose(transforms)
    return transforms