o
    ^i,                     @   s   d dl Z 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mZmZmZ ddlmZ G dd	 d	eZG d
d deZG dd deZdS )    N)Path)AnyCallableOptionalUnion   )default_loader)check_integritydownload_and_extract_archivedownload_urlverify_str_arg)VisionDatasetc                       s   e Zd ZdZdZddddZddd	d
ddddZddddZdZddde	fde
eef dedededee dee dedeegef ddf fdd Zdefd!d"Zd-d#d$Zd%ed&e
eef defd'd(Zdefd)d*Zdefd+d,Z  ZS )._LFWzlfw-pyz http://vis-www.cs.umass.edu/lfw/)lfwzlfw.tgz a17d05bd522c52d84eca14327a23d494)lfw_funneledzlfw-funneled.tgz 1b42dfed7d15c9b2dd63d5e5840c86ad)zlfw-deepfunneledzlfw-deepfunneled.tgz 68331da3eb755a505a502b5aacb3c201)originalfunneleddeepfunneled 9f1ba174e4e1c508ff7cdf10ac338a7d 5132f7440eb68cf58910c8a45a2ac10b 4f27cbf15b2da4a85c1907eb4181ad21 450f0863dd89e85e73936a6d71a3474b e4bf5be0a43b5dcd9dc5ccfcb8fb19c5 54eaac34beb6d042ed3a7d883e247a21 a6d0a479bd074669f656265a6e693f6d)z	pairs.txtzpairsDevTest.txtzpairsDevTrain.txtz
people.txtzpeopleDevTest.txtzpeopleDevTrain.txtlfw-names.txt DevTrainDevTest10foldtraintestr   NFrootsplit	image_setview	transformtarget_transformdownloadloaderreturnc	           
         s   t  jtj|| j||d t| d| j	 | _
| j| j
 \}	| _| _t| dddg| _t| dg d| _| j | j| j  d| _g | _|rRtd	|  sZtd
tj| j|	| _|| _d S )N)r*   r+   r(   r)   peoplepairsr'   r"   z.txtz|LFW dataset is no longer available for download.Please download the dataset manually and place it in the specified directoryzHDataset not found or corrupted. You can use download=True to download it)super__init__ospathjoinbase_folderr   lower	file_dictkeysr(   filenamemd5r)   r'   
annot_filelabels_filedata
ValueErrorr,   _check_integrityRuntimeErrorr&   
images_dir_loader)
selfr&   r'   r(   r)   r*   r+   r,   r-   rB   	__class__ S/var/www/html/RAG/RAG_venv/lib/python3.10/site-packages/torchvision/datasets/lfw.pyr2       s   
z_LFW.__init__c                 C   st   t tj| j| j| j}t tj| j| j| j| j }|r!|s#dS | j	dkr8t tj| j| j
| j| j
 S dS )NFr/   T)r	   r3   r4   r5   r&   r:   r;   r=   	checksumsr)   names)rD   st1st2rG   rG   rH   r@   B   s    
 z_LFW._check_integrityc                 C   st   |   rd S | j | j }t|| j| j| jd t| j | j | j | jdkr8t| j | j	 | j d S d S )N)r:   r;   r/   )
r@   download_url_prefixr:   r
   r&   r;   r   r=   r)   rJ   )rD   urlrG   rG   rH   r,   K   s   
z_LFW.downloadidentitynoc                 C   s$   t j| j|| dt|ddS )N_04dz.jpg)r3   r4   r5   rB   int)rD   rO   rP   rG   rG   rH   	_get_pathT   s   $z_LFW._get_pathc                 C   s   d| j  d| j S )NzAlignment: z
Split: )r(   r'   rD   rG   rG   rH   
extra_reprW   s   z_LFW.extra_reprc                 C   s
   t | jS )N)lenr>   rU   rG   rG   rH   __len__Z   s   
z_LFW.__len__)r.   N)__name__
__module____qualname__r6   rM   r8   rI   r<   rJ   r   r   strr   r   r   boolr   r2   r@   r,   rS   rT   rV   rX   __classcell__rG   rG   rE   rH   r   
   sZ    	
	
"
		r   c                       s   e Zd ZdZdddddefdededed	ee d
ee dedeege	f ddf fddZ
deee ee f fddZdeeef fddZdedee	e	f fddZdef fddZ  ZS )	LFWPeoplea;  `LFW <http://vis-www.cs.umass.edu/lfw/>`_ Dataset.

    .. warning:

        The LFW dataset is no longer available for automatic download. Please
        download it manually and place it in the specified directory.

    Args:
        root (str or ``pathlib.Path``): Root directory of dataset where directory
            ``lfw-py`` exists or will be saved to if download is set to True.
        split (string, optional): The image split to use. Can be one of ``train``, ``test``,
            ``10fold`` (default).
        image_set (str, optional): Type of image funneling to use, ``original``, ``funneled`` or
            ``deepfunneled``. Defaults to ``funneled``.
        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): NOT SUPPORTED ANYMORE, leave to False.
        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.
    r#   r   NFr&   r'   r(   r*   r+   r,   r-   r.   c              
      s:   t  j|||d||||d |  | _|  \| _| _d S )Nr/   r-   )r1   r2   _get_classesclass_to_idx_get_peopler>   targetsrD   r&   r'   r(   r*   r+   r,   r-   rE   rG   rH   r2   w   s   

zLFWPeople.__init__c                 C   s  g g }}t tj| j| jn}| }| jdkr"t|d dfnd\}}t	|D ]I}t|| }dd ||d || d  D }	||d 7 }t
|	D ]%\}
\}}t	dt|d D ]}| ||}|| || j|  q\qMq*W d    ||fS 1 sw   Y  ||fS )Nr#   r   r   )r   r   c                 S      g | ]	}|  d qS 	stripr'   .0linerG   rG   rH   
<listcomp>       z)LFWPeople._get_people.<locals>.<listcomp>)openr3   r4   r5   r&   r=   	readlinesr'   rS   range	enumeraterT   appendrb   )rD   r>   rd   flinesn_foldssfoldn_linesr/   irO   num_imgsnumimgrG   rG   rH   rc      s(   
""

zLFWPeople._get_peoplec                 C   sb   t tj| j| j}| }dd |D }W d    n1 s!w   Y  dd t|D }|S )Nc                 S   s   g | ]
}|   d  qS )r   ri   rk   rG   rG   rH   rn      s    z*LFWPeople._get_classes.<locals>.<listcomp>c                 S   s   i | ]\}}||qS rG   rG   )rl   r{   namerG   rG   rH   
<dictcomp>   s    z*LFWPeople._get_classes.<locals>.<dictcomp>)rp   r3   r4   r5   r&   rJ   rq   rs   )rD   ru   rv   rJ   rb   rG   rG   rH   ra      s   zLFWPeople._get_classesindexc                 C   sJ   |  | j| }| j| }| jdur| |}| jdur!| |}||fS )z
        Args:
            index (int): Index

        Returns:
            tuple: Tuple (image, target) where target is the identity of the person.
        N)rC   r>   rd   r*   r+   )rD   r   r~   targetrG   rG   rH   __getitem__   s   




zLFWPeople.__getitem__c                    s   t   dt| j  S )Nz
Classes (identities): )r1   rV   rW   rb   rU   rE   rG   rH   rV      s   zLFWPeople.extra_repr)rY   rZ   r[   __doc__r   r\   r   r   r]   r   r2   tuplelistrS   rc   dictra   r   rV   r^   rG   rG   rE   rH   r_   ^   s:    	r_   c                       s   e Zd ZdZdddddefdededed	ee d
ee dedeege	f ddf fddZ
dedeeeeef  eeeef  ee f fddZdedee	e	ef fddZ  ZS )LFWPairsa   `LFW <http://vis-www.cs.umass.edu/lfw/>`_ Dataset.

    .. warning:

        The LFW dataset is no longer available for automatic download. Please
        download it manually and place it in the specified directory.

    Args:
        root (str or ``pathlib.Path``): Root directory of dataset where directory
            ``lfw-py`` exists or will be saved to if download is set to True.
        split (string, optional): The image split to use. Can be one of ``train``, ``test``,
            ``10fold``. Defaults to ``10fold``.
        image_set (str, optional): Type of image funneling to use, ``original``, ``funneled`` or
            ``deepfunneled``. Defaults to ``funneled``.
        transform (callable, optional): A function/transform that takes in a PIL image
            and returns a transformed version. E.g, ``transforms.RandomRotation``
        target_transform (callable, optional): A function/transform that takes in the
            target and transforms it.
        download (bool, optional): NOT SUPPORTED ANYMORE, leave to False.
        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.

    r#   r   NFr&   r'   r(   r*   r+   r,   r-   r.   c              
      s8   t  j|||d||||d | | j\| _| _| _d S )Nr0   r`   )r1   r2   
_get_pairsrB   
pair_namesr>   rd   re   rE   rG   rH   r2      s   
zLFWPairs.__init__rB   c              	   C   s  g g g }}}t tj| j| j}| }| jdkr0|d d\}}t|t|}}n	dt|d }}d}	t	|D ]}
dd ||	|	|  D }dd ||	| |	d|   D }|	d| 7 }	|D ]1}| 
|d |d | 
|d |d d}}}||d |d f |||f || qg|D ]1}| 
|d |d | 
|d |d	 d}}}||d |d f |||f || qq?W d    n1 sw   Y  |||fS )
Nr#   r   rh   r   c                 S   rf   rg   ri   rk   rG   rG   rH   rn      ro   z'LFWPairs._get_pairs.<locals>.<listcomp>c                 S   rf   rg   ri   rk   rG   rG   rH   rn      ro         )rp   r3   r4   r5   r&   r=   rq   r'   rS   rr   rT   rt   )rD   rB   r   r>   rd   ru   rv   rw   n_pairsrx   ry   matched_pairsunmatched_pairspairimg1img2samerG   rG   rH   r      s4   
"00
zLFWPairs._get_pairsr   c                 C   sl   | j | \}}| || |}}| j| }| jdur'| || |}}| jdur1| |}|||fS )z
        Args:
            index (int): Index

        Returns:
            tuple: (image1, image2, target) where target is `0` for different indentities and `1` for same identities.
        N)r>   rC   rd   r*   r+   )rD   r   r   r   r   rG   rG   rH   r      s   




zLFWPairs.__getitem__)rY   rZ   r[   r   r   r\   r   r   r]   r   r2   r   r   rS   r   r   r^   rG   rG   rE   rH   r      s6    	8$r   )r3   pathlibr   typingr   r   r   r   folderr   utilsr	   r
   r   r   visionr   r   r_   r   rG   rG   rG   rH   <module>   s    TX