# coding=utf-8 # Copyright 2022 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """ Processor class for ViLT. """ import warnings from typing import Optional from ...processing_utils import ImagesKwargs, ProcessingKwargs, ProcessorMixin class ViltImagesKwargs(ImagesKwargs): size_divisor: Optional[int] class ViltProcessorKwargs(ProcessingKwargs, total=False): images_kwargs: ViltImagesKwargs _defaults = { "text_kwargs": { "add_special_tokens": True, "padding": False, "stride": 0, "return_overflowing_tokens": False, "return_special_tokens_mask": False, "return_offsets_mapping": False, "return_length": False, "verbose": True, }, } class ViltProcessor(ProcessorMixin): r""" Constructs a ViLT processor which wraps a BERT tokenizer and ViLT image processor into a single processor. [`ViltProcessor`] offers all the functionalities of [`ViltImageProcessor`] and [`BertTokenizerFast`]. See the docstring of [`~ViltProcessor.__call__`] and [`~ViltProcessor.decode`] for more information. Args: image_processor (`ViltImageProcessor`, *optional*): An instance of [`ViltImageProcessor`]. The image processor is a required input. tokenizer (`BertTokenizerFast`, *optional*): An instance of ['BertTokenizerFast`]. The tokenizer is a required input. """ attributes = ["image_processor", "tokenizer"] image_processor_class = "ViltImageProcessor" tokenizer_class = ("BertTokenizer", "BertTokenizerFast") valid_processor_kwargs = ViltProcessorKwargs def __init__(self, image_processor=None, tokenizer=None, **kwargs): feature_extractor = None if "feature_extractor" in kwargs: warnings.warn( "The `feature_extractor` argument is deprecated and will be removed in v5, use `image_processor`" " instead.", FutureWarning, ) feature_extractor = kwargs.pop("feature_extractor") image_processor = image_processor if image_processor is not None else feature_extractor super().__init__(image_processor, tokenizer) self.current_processor = self.image_processor @property def feature_extractor_class(self): warnings.warn( "`feature_extractor_class` is deprecated and will be removed in v5. Use `image_processor_class` instead.", FutureWarning, ) return self.image_processor_class @property def feature_extractor(self): warnings.warn( "`feature_extractor` is deprecated and will be removed in v5. Use `image_processor` instead.", FutureWarning, ) return self.image_processor __all__ = ["ViltProcessor"]