| from utils import read_json_file, parse, write_jsonl_file |
| import os |
|
|
|
|
| def load_intent2domain(args): |
| data = read_json_file(os.path.join(args.input_dir, "domains.json")) |
|
|
| intent2domain = {"oos": "oos"} |
|
|
| for domain in data: |
| for intent in data[domain]: |
| assert intent not in intent2domain |
| intent2domain[intent] = domain |
|
|
| return intent2domain |
|
|
|
|
| def load_sent2domain(filename, intent2domain): |
| data = read_json_file(filename) |
|
|
| sent2domain = dict() |
| for split in data: |
| for example in data[split]: |
| sent2domain[example[0]] = intent2domain[example[1]] |
|
|
| return sent2domain |
|
|
|
|
| def reformat(data_file, data_dir, sent2domain): |
| origin_data = read_json_file(data_file) |
|
|
| data = dict() |
| for split in origin_data: |
| if "oos" in split: |
| continue |
| data[split] = [] |
|
|
| for example in origin_data[split]: |
| dial = { |
| "turn": "single", |
| "locale": "en", |
| "domain": [sent2domain[example[0]]] |
| if example[0] in sent2domain |
| else ["oos"], |
| "dialog": [ |
| { |
| "roles": ["USER"], |
| "utterance": example[0], |
| "active_intents": [example[1]], |
| } |
| ], |
| } |
| data[split].append(dial) |
|
|
| for split in data: |
| if "val" in split: |
| part = split.replace("val", "dev") |
| else: |
| part = split |
| outfile = os.path.join(data_dir, f"{part}.jsonl") |
| write_jsonl_file(data[split], outfile) |
|
|
|
|
| def preprocess(args): |
| intent2domain = load_intent2domain(args) |
| sent2domain = load_sent2domain( |
| os.path.join(args.input_dir, "data_full.json"), intent2domain |
| ) |
|
|
| data_file = os.path.join(args.input_dir, "data_full.json") |
| |
| data_dir = args.output_dir |
|
|
| reformat(data_file, data_dir, sent2domain) |
|
|
|
|
| if __name__ == "__main__": |
| args = parse() |
| preprocess(args) |
|
|
