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