tdm_reader.py

# -*- coding=utf8 -*-
"""
#   Copyright (c) 2020 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 print_function

from paddlerec.core.reader import Reader


class TrainReader(Reader):
    def init(self):
        pass

    def generate_sample(self, line):
        """
        Read the data line by line and process it as a dictionary
        """

        def reader():
            """
            This function needs to be implemented by the user, based on data format
            """
            features = (line.strip('\n')).split('\t')
            input_emb = features[0].split(' ')
            input_emb = [float(i) for i in input_emb]
            item_label = [int(features[1])]

            feature_name = ["input_emb", "item_label"]
            yield zip(feature_name, [input_emb] + [item_label])

        return reader