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concatenate_datasets.py
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concatenate_datasets.py
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#
# Copyright 2014+ Carnegie Mellon University
#
# 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 re
import json
import argparse
from flexneuart.io import open_with_default_enc
def get_args():
parser = argparse.ArgumentParser()
parser.add_argument("--input_datapath")
parser.add_argument("--output")
return parser.parse_args()
def get_converted_data(dataset):
datapoints = []
for key in dataset["query_id"].keys():
datapoints.append({"query_id": dataset["query_id"][key],
"query": dataset["query"][key],
"query_type": dataset["query_type"][key],
"query_tokens": get_tokens(dataset["query"][key])})
return datapoints
def get_tokens(query_text):
return list(map(lambda x: x.lower(), re.sub('[^a-zA-Z0-9 ]', ' ', query_text).split()))
if __name__ == "__main__":
args = get_args()
print(args)
with open_with_default_enc(args.output, "a") as output_file:
for datafile in os.listdir(args.input_datapath):
print('Processing:', datafile)
if datafile.endswith(".json"):
filename = os.path.join(args.input_datapath, datafile)
with open_with_default_enc(filename, "r") as f:
dataset = json.load(f)
output = get_converted_data(dataset)
for datapoint in output:
json.dump(datapoint, output_file)
output_file.write('\n')