src/DST.py

import sys

sys.path.append("modules/preprocess")

from preprocessor.SerialPreprocessor import SerialConfig, SerialPreprocessor
from const import (
    DIALOGUE_STATE_TRACKING,
)
from preprocessor.prompt_funcs import const_prompt_func_wrapper
from preprocessor.knowledge_funcs import None_knowledge, extract_turn_domains_wrapper
from preprocessor.label_funs import (
    extract_belief_state_wrapper,
)
import os, shutil

if __name__ == "__main__":
    TASK = DIALOGUE_STATE_TRACKING
    input_data_path = sys.argv[1]
    output_data_path = sys.argv[2]
    serial_proc = SerialPreprocessor(
        SerialConfig(
            input_data_path,
            output_data_path,
            TASK,
            logger_name=TASK,
            task_bos_token=f"[{TASK}]",
            prompt_func=const_prompt_func_wrapper(
                "Generate the dialogue state based on the given dialogue context."
            ),
            knowledge_func=None_knowledge,
            label_func=extract_belief_state_wrapper(", ", " | ", "; ", ": "),
            roles_to_build_example=[["USER"]],
        )
    )

    serial_proc.launch()

    for split in ["train", "dev", "test"]:
        if os.path.isfile(os.path.join(input_data_path, f"{split}_ontology.json")):
            shutil.copyfile(
                os.path.join(input_data_path, f"{split}_ontology.json"),
                os.path.join(output_data_path, f"{split}_ontology.json"),
            )