# Copyright (c) Facebook, Inc. and its affiliates. # All rights reserved. # # This source code is licensed under the license found in the # LICENSE file in the root directory of this source tree. from typing import Any, Dict, List, Union from argparse import Namespace, ArgumentParser SUPPORTED_MEDIUM = ["text", "speech"] SUPPORTED_SOURCE_MEDIUM = ["youtube", "text", "speech"] SUPPORTED_TARGET_MEDIUM = ["text", "speech"] DATALOADER_DICT = {} def register_dataloader(name): def register(cls): DATALOADER_DICT[name] = cls return cls return register def register_dataloader_class(name, cls): DATALOADER_DICT[name] = cls class GenericDataloader: """ Load source and target data .. argparse:: :ref: simuleval.options.add_data_args :passparser: :prog: """ def __init__( self, source_list: List[str], target_list: Union[List[str], List[None]] ) -> None: self.source_list = source_list self.target_list = target_list assert len(self.source_list) == len(self.target_list) def __len__(self): return len(self.source_list) def get_source(self, index: int) -> Any: return self.preprocess_source(self.source_list[index]) def get_target(self, index: int) -> Any: return self.preprocess_target(self.target_list[index]) def __getitem__(self, index: int) -> Dict[str, Any]: return {"source": self.get_source(index), "target": self.get_target(index)} def preprocess_source(self, source: Any) -> Any: raise NotImplementedError def preprocess_target(self, target: Any) -> Any: raise NotImplementedError @classmethod def from_args(cls, args: Namespace): return cls(args.source, args.target) @staticmethod def add_args(parser: ArgumentParser): parser.add_argument( "--source", type=str, help="Source file.", ) parser.add_argument( "--target", type=str, help="Target file.", ) parser.add_argument( "--source-type", type=str, choices=SUPPORTED_SOURCE_MEDIUM, help="Source Data type to evaluate.", ) parser.add_argument( "--target-type", type=str, choices=SUPPORTED_TARGET_MEDIUM, help="Data type to evaluate.", ) parser.add_argument( "--source-segment-size", type=int, default=1, help="Source segment size, For text the unit is # token, for speech is ms", )