| from utils import parse, write_jsonl_file |
| import os, json |
| from tqdm import tqdm |
|
|
| def replace(text): |
| text = text.strip() |
| if text: |
| return text |
| |
| print("Replacing an utterance into `None`") |
| |
| return "None" |
|
|
|
|
| def preprocess(args): |
| dialogs = [] |
|
|
| dial = { |
| "turn": "multi", |
| "locale": "en", |
| "dialog": [], |
| } |
|
|
| pre_id = None |
| dial = None |
| roles = ["USER", "SYSTEM"] |
| role_idx = 0 |
| with open(os.path.join(args.input_dir, "utterances.jsonl"), "r") as reader: |
| for line in tqdm(reader): |
| turn = json.loads(line) |
|
|
| if dial is None: |
| dial = { |
| "turn": "multi", |
| "locale": "en", |
| "dialog": [ |
| { |
| "roles": ["USER"], |
| "utterance": replace(turn["text"]), |
| } |
| ], |
| } |
| role_idx += 1 |
| pre_id = turn["conversation_id"] |
| elif turn["conversation_id"] == pre_id: |
| dial["dialog"].append( |
| { |
| "roles": [roles[role_idx % 2]], |
| "utterance": replace(turn["text"]), |
| } |
| ) |
| role_idx += 1 |
| else: |
| dialogs.append(dial) |
| dial = { |
| "turn": "multi", |
| "locale": "en", |
| "dialog": [ |
| { |
| "roles": ["USER"], |
| "utterance": replace(turn["text"]), |
| } |
| ], |
| } |
| role_idx = 1 |
| pre_id = turn["conversation_id"] |
|
|
| dialogs.append(dial) |
|
|
| write_jsonl_file(dialogs[:-360], os.path.join(args.output_dir, "train.jsonl")) |
| write_jsonl_file(dialogs[-360:-180], os.path.join(args.output_dir, "dev.jsonl")) |
| write_jsonl_file(dialogs[-180:], os.path.join(args.output_dir, "test.jsonl")) |
|
|
|
|
| if __name__ == "__main__": |
| args = parse() |
| preprocess(args) |
|
|
