#!/usr/bin/env python #coding=utf-8 # Copyright (c) 2016 Baidu, Inc. 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. import os import sys from paddle.trainer.PyDataProviderWrapper import * @init_hook_wrapper def hook(obj, dict_file, **kwargs): obj.word_dict = dict_file obj.slots = [IndexSlot(len(obj.word_dict)), IndexSlot(3)] obj.logger.info('dict len : %d' % (len(obj.word_dict))) @provider(use_seq=True, init_hook=hook) def process(obj, file_name): with open(file_name, 'r') as fdata: for line in fdata: label, comment = line.strip().split('\t') label = int(''.join(label.split())) words = comment.split() word_slot = [obj.word_dict[w] for w in words if w in obj.word_dict] yield word_slot, [label] ## for hierarchical sequence network @provider(use_seq=True, init_hook=hook) def process2(obj, file_name): with open(file_name) as fdata: label_list = [] word_slot_list = [] for line in fdata: if (len(line)) > 1: label,comment = line.strip().split('\t') label = int(''.join(label.split())) words = comment.split() word_slot = [obj.word_dict[w] for w in words if w in obj.word_dict] label_list.append([label]) word_slot_list.append(word_slot) else: yield word_slot_list, label_list label_list = [] word_slot_list = []