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    hh                     @   s\   d dl mZ d dlmZmZmZmZ ddlmZ ddl	m
Z
 ddlmZ G dd deZd	S )
    )Path)AnyCallableOptionalUnion   )default_loader)download_and_extract_archive)VisionDatasetc                	       s   e Zd ZdZdZdZdddefeee	f e
e e
e eeeee	f gef dd fddZed	d
dZeeeef dddZed	ddZdd	ddZ  ZS )SUN397a4  `The SUN397 Data Set <https://vision.princeton.edu/projects/2010/SUN/>`_.

    The SUN397 or Scene UNderstanding (SUN) is a dataset for scene recognition consisting of
    397 categories with 108'754 images.

    Args:
        root (str or ``pathlib.Path``): Root directory of the dataset.
        transform (callable, optional): A function/transform that takes in a PIL image or torch.Tensor, depends on the given loader,
            and returns a transformed version. E.g, ``transforms.RandomCrop``
        target_transform (callable, optional): A function/transform that takes in the target and transforms it.
        download (bool, optional): If true, downloads the dataset from the internet and
            puts it in root directory. If dataset is already downloaded, it is not
            downloaded again.
        loader (callable, optional): A function to load an image given its path.
            By default, it uses PIL as its image loader, but users could also pass in
            ``torchvision.io.decode_image`` for decoding image data into tensors directly.
    z;http://vision.princeton.edu/projects/2010/SUN/SUN397.tar.gzZ 8ca2778205c41d23104230ba66911c7aNF)root	transformtarget_transformdownloadloaderreturnc                    s   t  j|||d t jd  _|r.     s>tdt jd  }dd |D  _	W d    n1 sr0    Y  t
t j	tt j	 _t jd _ fdd jD  _| _d S )	N)r   r   r   z;Dataset not found. You can use download=True to download itzClassName.txtc                 S   s   g | ]}|d d   qS )   N)strip).0c r   I/var/www/auris/lib/python3.9/site-packages/torchvision/datasets/sun397.py
<listcomp>2       z#SUN397.__init__.<locals>.<listcomp>z	sun_*.jpgc                    s.   g | ]&} j d | jjdd  qS )/r   )class_to_idxjoinrelative_to	_data_dirparts)r   pathselfr   r   r   7   s   )super__init__r   r   r   	_download_check_existsRuntimeErroropenclassesdictziprangelenr   listrglob_image_files_labelsr   )r#   r   r   r   r   r   f	__class__r"   r   r%       s    .
zSUN397.__init__)r   c                 C   s
   t | jS N)r.   r1   r"   r   r   r   __len__<   s    zSUN397.__len__)idxr   c                 C   sH   | j | | j|  }}| |}| jr0| |}| jr@| |}||fS r6   )r1   r2   r   r   r   )r#   r8   Z
image_filelabelimager   r   r   __getitem__?   s    


zSUN397.__getitem__c                 C   s
   | j  S r6   )r   is_dirr"   r   r   r   r'   K   s    zSUN397._check_existsc                 C   s$   |   rd S t| j| j| jd d S )N)Zdownload_rootmd5)r'   r	   _DATASET_URLr   _DATASET_MD5r"   r   r   r   r&   N   s    zSUN397._download)__name__
__module____qualname____doc__r>   r?   r   r   strr   r   r   boolr   r%   intr7   tupler;   r'   r&   __classcell__r   r   r4   r   r   
   s&   
r   N)pathlibr   typingr   r   r   r   folderr   utilsr	   Zvisionr
   r   r   r   r   r   <module>   s
   