# Copyright (c) 2016 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 paddle.trainer.PyDataProvider2 import * def hook(settings, dictionary, **kwargs): settings.word_dict = dictionary settings.input_types = { 'word': integer_value_sequence(len(settings.word_dict)), 'label': integer_value(2) } settings.logger.info('dict len : %d' % (len(settings.word_dict))) @provider(init_hook=hook) def process(settings, file_name): with open(file_name, 'r') as fdata: for line_count, line in enumerate(fdata): label, comment = line.strip().split('\t\t') label = int(label) words = comment.split() word_slot = [ settings.word_dict[w] for w in words if w in settings.word_dict ] yield {'word': word_slot, 'label': label}