ModelScope/maas_lib/preprocessors/space/dialog_intent_preprocessor.py

# Copyright (c) Alibaba, Inc. and its affiliates.

import os
import uuid
from typing import Any, Dict, Union

from maas_lib.data.nlp.space.fields.intent_field import IntentBPETextField
from maas_lib.utils.config import Config
from maas_lib.utils.constant import Fields, InputFields
from maas_lib.utils.type_assert import type_assert
from ..base import Preprocessor
from ..builder import PREPROCESSORS

__all__ = ['DialogIntentPreprocessor']


@PREPROCESSORS.register_module(Fields.nlp, module_name=r'space-intent')
class DialogIntentPreprocessor(Preprocessor):

    def __init__(self, model_dir: str, *args, **kwargs):
        """preprocess the data via the vocab.txt from the `model_dir` path

        Args:
            model_dir (str): model path
        """
        super().__init__(*args, **kwargs)

        self.model_dir: str = model_dir
        self.config = Config.from_file(
            os.path.join(self.model_dir, 'configuration.json'))
        self.text_field = IntentBPETextField(
            self.model_dir, config=self.config)

    @type_assert(object, str)
    def __call__(self, data: str) -> Dict[str, Any]:
        """process the raw input data

        Args:
            data (str): a sentence
                Example:
                    'you are so handsome.'

        Returns:
            Dict[str, Any]: the preprocessed data
        """
        samples = self.text_field.preprocessor([data])
        samples, _ = self.text_field.collate_fn_multi_turn(samples)

        return samples