# Copyright (c) 2019 PaddlePaddle Authors. 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 __future__ import absolute_import from __future__ import division from __future__ import print_function import copy from .roidb_source import RoiDbSource from .simple_source import SimpleSource from .iterator_source import IteratorSource def build_source(config): """ Build dataset from source data, default source type is 'RoiDbSource' Args: config (dict): should have following structure: { data_cf (dict): anno_file (str): label file or image list file path image_dir (str): root directory for images samples (int): number of samples to load, -1 means all is_shuffle (bool): should samples be shuffled load_img (bool): should images be loaded mixup_epoch (int): parse mixup in first n epoch with_background (bool): whether load background as a class cname2cid (dict): the label name to id dictionary } """ if 'data_cf' in config: data_cf = config['data_cf'] data_cf['cname2cid'] = config['cname2cid'] else: data_cf = config data_cf = {k.lower(): v for k, v in data_cf.items()} args = copy.deepcopy(data_cf) # defaut type is 'RoiDbSource' source_type = 'RoiDbSource' if 'type' in data_cf: if data_cf['type'] in ['VOCSource', 'COCOSource', 'RoiDbSource']: source_type = 'RoiDbSource' else: source_type = data_cf['type'] del args['type'] if source_type == 'RoiDbSource': return RoiDbSource(**args) elif source_type == 'SimpleSource': return SimpleSource(**args) else: raise ValueError('source type not supported: ' + source_type)