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Paddle/python/paddle/fluid/recordio_writer.py

63 lines
2.0 KiB

# Copyright (c) 2018 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.
import core
class RecordIOWriter(object):
def __init__(self,
filename,
compressor=core.RecordIOWriter.Compressor.Snappy,
max_num_records=1000):
self.filename = filename
self.compressor = compressor
self.max_num_records = max_num_records
self.writer = None
def __enter__(self):
self.writer = core.RecordIOWriter(self.filename, self.compressor,
self.max_num_records)
def __exit__(self, exc_type, exc_val, exc_tb):
if exc_type is not None:
return False
else:
self.writer.close()
def append_tensor(self, tensor):
self.writer.append_tensor(tensor)
def complete_append_tensor(self):
self.writer.complete_append_tensor()
def convert_reader_to_recordio_file(
filename,
reader_creator,
feeder,
compressor=core.RecordIOWriter.Compressor.Snappy,
max_num_records=1000,
feed_order=None):
writer = RecordIOWriter(filename, compressor, max_num_records)
with writer:
for batch in reader_creator():
res = feeder.feed(batch)
if feed_order is None:
for each in res:
writer.append_tensor(res[each])
else:
for each in feed_order:
writer.append_tensor(res[each])
writer.complete_append_tensor()