| | 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) |
| |
|
