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data preprocessing update
a6326c7
import os
from utils import read_json_file, write_jsonl_file, parse
'''
Integrate all files in one directory
'''
def preprocess(args):
dirs = {"dev": ["dbdc3_revised/en/dev/CIC_115", "dbdc3_revised/en/dev/IRIS_100", "dbdc3_revised/en/dev/TKTK_100", "dbdc3_revised/en/dev/YI_100"],
"eval": ["dbdc3_revised/en/eval/CIC_50", "dbdc3_revised/en/eval/IRIS_50", "dbdc3_revised/en/eval/TKTK_50", "dbdc3_revised/en/eval/YI_50",
"dbdc3_revised/ja/eval/DCM", "dbdc3_revised/ja/eval/DIT", "dbdc3_revised/ja/eval/IRS"]}
'''
add train/eval/test instruction
'''
for directory in dirs["dev"]:
real_dir = os.path.join(args.input_dir, directory)
filenames = [os.path.join(real_dir, filename) for filename in os.listdir(real_dir)]
turns = []
for path in filenames:
data = read_json_file(path)
t = {
"turn": "multi",
"locale": "en",
"dialog": [],
"knowledge": {
"type": "dialogue",
"value": {
"dialog": []
}
}
}
for dial in data["turns"]:
locale = "en" if path.find(r"/en/") != -1 else "ja"
d = {"role": dial["speaker"],
"utterance": dial["utterance"],
"slot_value_table": [],
"summary": None,
"locale": locale,
"scenario": None,
"intent": None,
"topic": None,
"answer": None}
t["dialog"].append(d)
turns.append(t)
new_path = os.path.join(args.output_dir, directory)
if not os.path.exists(new_path.rsplit('/', 1)[0]):
os.makedirs(new_path.rsplit('/', 1)[0])
write_jsonl_file(turns, new_path + '_intergration.jsonl')
for directory in dirs["eval"]:
real_dir = os.path.join(args.input_dir, directory)
filenames = [os.path.join(real_dir, filename) for filename in os.listdir(real_dir)]
turns = []
for path in filenames:
data = read_json_file(path)
t = {"turn": "multi",
"dialog": [],
"knowledge": None,
"goal": None,
"QA": None}
for dial in data["turns"]:
locale = "en" if path.find(r"/en/") != -1 else "ja"
d = {"role": dial["speaker"],
"utterance": dial["utterance"],
"slot_value_table": [],
"summary": None,
"locale": locale,
"scenario": None,
"intent": None,
"topic": None,
"answer": None}
t["dialog"].append(d)
turns.append(t)
new_path = os.path.join(args.output_dir, directory)
if not os.path.exists(new_path.rsplit('/', 1)[0]):
os.makedirs(new_path.rsplit('/', 1)[0])
write_jsonl_file(turns, new_path + '_intergration.jsonl')
if __name__ == "__main__":
args = parse()
preprocess(args)