synthetic_reader.py

#   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 ReaderBase


class Reader(ReaderBase):
    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.rstrip('\n').split('\t')
            query = [float(feature) for feature in features[0].split(',')]
            pos_doc = [float(feature) for feature in features[1].split(',')]
            feature_names = ['query', 'doc_pos']
            neg_docs = []
            for i in range(len(features) - 2):
                feature_names.append('doc_neg_' + str(i))
                neg_docs.append([
                    float(feature) for feature in features[i + 2].split(',')
                ])

            yield zip(feature_names, [query] + [pos_doc] + neg_docs)

        return reader