import os from utils import read_tsv_file, parse, write_jsonl_file def parse_slot_value_table(utterance, slot_labels): tokens = utterance.split(" ") slot_labels = slot_labels.split() start = -1 record_slot = None slots = [] for idx, slot in enumerate(slot_labels): if slot != "O": # start if start < 0: start = idx record_slot = slot # end if idx == (len(slot_labels) - 1) or slot_labels[idx + 1] == "O": slots.append((record_slot, start, idx + 1)) start = -1 svt = [] prefix_lengths = [0] for token in tokens: prefix_lengths.append(prefix_lengths[-1] + len(token) + 1) for slot in slots: start = prefix_lengths[slot[1]] end = prefix_lengths[slot[2]] - 1 assert utterance[start:end] == " ".join(tokens[slot[1] : slot[2]]) svt.append( { "slot": slot[0], "values": [{"value": utterance[start:end], "start": start, "end": end}], "relation": "=", } ) return svt def preprocess(args, split): input_dir = args.input_dir for domain in os.listdir(input_dir): domain_dir = os.path.join(input_dir, domain) outdir = os.path.join(args.output_dir, domain) infile = os.path.join(domain_dir, f"{split}.tsv") outfile = os.path.join(outdir, f"{split}.jsonl") data = read_tsv_file(infile) processed_data = [] for i in range(len(data)): row = data.iloc[i] utterance = str(row["utterance"]) intent = str(row["intent"]) slot_labels = str(row["slot-labels"]) assert len(utterance.split(" ")) == len( slot_labels.split(" ") ), f"{utterance}\t{slot_labels}" utterance = utterance.replace("\n", "\\n") processed_data.append( { "turn": "single", "locale": "en", "dialog": [ { "roles": ["USER"], "utterance": utterance, "active_intents": [intent], "slots_to_fill": { "intent": intent, "slot_value_table": parse_slot_value_table( utterance, slot_labels ), }, } ], } ) write_jsonl_file(processed_data, outfile) if __name__ == "__main__": args = parse() preprocess(args, "train") preprocess(args, "dev") preprocess(args, "test")