dataset_instance.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
import sys
import yaml
from paddlerec.core.utils import envs
from paddlerec.core.utils.envs import lazy_instance_by_fliename
from paddlerec.core.reader import SlotReader

if len(sys.argv) < 4:
    raise ValueError(
        "reader only accept 3 argument: 1. reader_class 2.train/evaluate/slotreader 3.yaml_abs_path"
    )

reader_package = sys.argv[1]

if sys.argv[2].upper() == "TRAIN":
    reader_name = "TrainReader"
elif sys.argv[2].upper() == "EVALUATE":
    reader_name = "EvaluateReader"
else:
    reader_name = "SlotReader"
    namespace = sys.argv[4]
    sparse_slots = sys.argv[5].replace("?", " ")
    dense_slots = sys.argv[6].replace("?", " ")
    padding = int(sys.argv[7])

yaml_abs_path = sys.argv[3]

with open(yaml_abs_path, 'r') as rb:
    config = yaml.load(rb.read(), Loader=yaml.FullLoader)
envs.set_global_envs()
envs.update_workspace()

if reader_name != "SlotReader":
    reader_class = lazy_instance_by_fliename(reader_package, reader_name)
    reader = reader_class(yaml_abs_path)
    reader.init()
    reader.run_from_stdin()
else:
    reader = SlotReader(yaml_abs_path)
    reader.init(sparse_slots, dense_slots, padding)
    reader.run_from_stdin()