§
    ù²Åj“  ã                   óv   — d dl mZ d dlmZmZmZmZmZ d dlZ	ddl
mZmZmZmZ ddlmZ  G d„ de¦  «        ZdS )	é    )ÚPath)ÚAnyÚCallableÚOptionalÚTupleÚUnionNé   )Úcheck_integrityÚdownload_and_extract_archiveÚdownload_urlÚverify_str_arg)ÚVisionDatasetc                   óÎ   ‡ — e Zd ZdZdZddddœZddd	d
œZ	 	 	 	 ddeee	f         dede
e         de
e         deddfˆ fd„Zdefd„Zdedeeef         fd„Zdefd„Zd„ Zd„ Zˆ xZS )Ú
Flowers102a  `Oxford 102 Flower <https://www.robots.ox.ac.uk/~vgg/data/flowers/102/>`_ Dataset.

    .. warning::

        This class needs `scipy <https://docs.scipy.org/doc/>`_ to load target files from `.mat` format.

    Oxford 102 Flower is an image classification dataset consisting of 102 flower categories. The
    flowers were chosen to be flowers commonly occurring in the United Kingdom. Each class consists of
    between 40 and 258 images.

    The images have large scale, pose and light variations. In addition, there are categories that
    have large variations within the category, and several very similar categories.

    Args:
        root (str or ``pathlib.Path``): Root directory of the dataset.
        split (string, optional): The dataset split, supports ``"train"`` (default), ``"val"``, or ``"test"``.
        transform (callable, optional): A function/transform that takes in a PIL image 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.
    z2https://www.robots.ox.ac.uk/~vgg/data/flowers/102/)z102flowers.tgzÚ 52808999861908f626f3c1f4e79d11fa)zimagelabels.matÚ e0620be6f572b9609742df49c70aed4d)z	setid.matÚ a5357ecc9cb78c4bef273ce3793fc85c)ÚimageÚlabelÚsetidÚtrnidÚvalidÚtstid©ÚtrainÚvalÚtestr   NFÚrootÚsplitÚ	transformÚtarget_transformÚdownloadÚreturnc                 ó`  •— t          ¦   «                              |||¬¦  «         t          |dd¦  «        | _        t	          | j        ¦  «        dz  | _        | j        dz  | _        |r|                      ¦   «          |  	                    ¦   «         st          d¦  «        ‚ddlm}  || j        | j        d	         d         z  d
¬¦  «        }|| j        | j                                               ¦   «         } || j        | j        d         d         z  d
¬¦  «        }	t!          t#          |	d         dz
                       ¦   «         d¦  «        ¦  «        }
g | _        g | _        |D ]I}| j                             |
|         ¦  «         | j                             | j        d|d›d�z  ¦  «         ŒJd S )N)r    r!   r   r   zflowers-102ÚjpgzHDataset not found or corrupted. You can use download=True to download itr   )Úloadmatr   T)Ú
squeeze_mer   Úlabelsr	   Úimage_Ú05dz.jpg)ÚsuperÚ__init__r   Ú_splitr   r   Ú_base_folderÚ_images_folderr"   Ú_check_integrityÚRuntimeErrorÚscipy.ior&   Ú
_file_dictÚ_splits_mapÚtolistÚdictÚ	enumerateÚ_labelsÚ_image_filesÚappend)Úselfr   r   r    r!   r"   r&   Úset_idsÚ	image_idsr(   Úimage_id_to_labelÚimage_idÚ	__class__s               €úPC:\Projects\Historical\venv\Lib\site-packages\torchvision/datasets/flowers102.pyr,   zFlowers102.__init__+   sÂ  ø€ õ 	‰Œ×Ò˜¨ÐEUÐÑVÔVÐVÝ$ U¨GÐ5MÑNÔNˆŒÝ  ¤™OœO¨mÑ;ˆÔØ"Ô/°%Ñ7ˆÔàð 	Ø�MŠM‰OŒOˆOà×$Ò$Ñ&Ô&ð 	kÝÐiÑjÔjÐjà$Ð$Ð$Ð$Ð$Ð$à�'˜$Ô+¨d¬o¸gÔ.FÀqÔ.IÑIÐVZÐ[Ñ[Ô[ˆØ˜DÔ,¨T¬[Ô9Ô:×AÒAÑCÔCˆ	à�˜Ô*¨T¬_¸WÔ-EÀaÔ-HÑHÐUYÐZÑZÔZˆÝ ¥¨F°8Ô,<¸qÑ,@×+HÒ+HÑ+JÔ+JÈAÑ!NÔ!NÑOÔOÐàˆŒØˆÔØ!ð 	Xð 	XˆHØŒL×ÒÐ 1°(Ô ;Ñ<Ô<Ð<ØÔ×$Ò$ TÔ%8Ð;VÀHÐ;VÐ;VÐ;VÐ;VÑ%VÑWÔWÐWÐWð	Xð 	Xó    c                 ó*   — t          | j        ¦  «        S )N)Úlenr9   ©r;   s    rA   Ú__len__zFlowers102.__len__L   s   € Ý�4Ô$Ñ%Ô%Ð%rB   Úidxc                 ó  — | j         |         | j        |         }}t          j                             |¦  «                             d¦  «        }| j        r|                      |¦  «        }| j        r|                      |¦  «        }||fS )NÚRGB)r9   r8   ÚPILÚImageÚopenÚconvertr    r!   )r;   rG   Ú
image_filer   r   s        rA   Ú__getitem__zFlowers102.__getitem__O   s~   € Ø Ô-¨cÔ2°D´LÀÔ4E�Eˆ
Ý”	—’˜zÑ*Ô*×2Ò2°5Ñ9Ô9ˆàŒ>ð 	*Ø—N’N 5Ñ)Ô)ˆEàÔ ð 	1Ø×)Ò)¨%Ñ0Ô0ˆEà�eˆ|ÐrB   c                 ó   — d| j         › �S )Nzsplit=)r-   rE   s    rA   Ú
extra_reprzFlowers102.extra_repr[   s   € Ø%˜œÐ%Ð%Ð%rB   c                 óè   — | j                              ¦   «         r| j                              ¦   «         sdS dD ]:}| j        |         \  }}t	          t          | j        |z  ¦  «        |¦  «        s dS Œ;dS )NF©r   r   T)r/   ÚexistsÚis_dirr3   r
   Ústrr.   ©r;   ÚidÚfilenameÚmd5s       rA   r0   zFlowers102._check_integrity^   s†   € ØÔ#×*Ò*Ñ,Ô,ð 	°Ô1D×1KÒ1KÑ1MÔ1Mð 	Ø�5à$ð 	ð 	ˆBØ œO¨BÔ/‰MˆH�cÝ"¥3 tÔ'8¸8Ñ'CÑ#DÔ#DÀcÑJÔJð Ø�u�uðàˆtrB   c                 óR  — |                       ¦   «         rd S t          | j        › | j        d         d         › �t	          | j        ¦  «        | j        d         d         ¬¦  «         dD ]>}| j        |         \  }}t          | j        |z   t	          | j        ¦  «        |¬¦  «         Œ?d S )Nr   r   r	   )rZ   rS   )r0   r   Ú_download_url_prefixr3   rV   r.   r   rW   s       rA   r"   zFlowers102.downloadh   sÇ   € Ø× Ò Ñ"Ô"ð 	ØˆFÝ$ØÔ(ÐG¨$¬/¸'Ô*BÀ1Ô*EÐGÐGÝ�Ô!Ñ"Ô"Ø” Ô(¨Ô+ð	
ñ 	
ô 	
ð 	
ð
 %ð 	`ð 	`ˆBØ œO¨BÔ/‰MˆH�cÝ˜Ô2°XÑ=½sÀ4ÔCTÑ?UÔ?UÐ[^Ð_Ñ_Ô_Ð_Ð_ð	`ð 	`rB   )r   NNF)Ú__name__Ú
__module__Ú__qualname__Ú__doc__r\   r3   r4   r   rV   r   r   r   Úboolr,   ÚintrF   r   r   rO   rQ   r0   r"   Ú__classcell__)r@   s   @rA   r   r   
   si  ø€ € € € € ðð ð0 PÐàGØHØBðð €Jð
 $¨G¸WÐEÐE€Kð
 Ø(,Ø/3ØðXð Xà�C˜�IÔðXð ðXð ˜HÔ%ð	Xð
 # 8Ô,ðXð ðXð 
ðXð Xð Xð Xð Xð XðB&˜ð &ð &ð &ð &ð
˜sð 
 u¨S°#¨X¤ð 
ð 
ð 
ð 
ð&˜Cð &ð &ð &ð &ðð ð ð
`ð 
`ð 
`ð 
`ð 
`ð 
`ð 
`rB   r   )Úpathlibr   Útypingr   r   r   r   r   Ú	PIL.ImagerJ   Úutilsr
   r   r   r   Úvisionr   r   © rB   rA   ú<module>rj      sË   ðØ Ð Ð Ð Ð Ð Ø 8Ð 8Ð 8Ð 8Ð 8Ð 8Ð 8Ð 8Ð 8Ð 8Ð 8Ð 8Ð 8Ð 8à Ð Ð Ð à ^Ð ^Ð ^Ð ^Ð ^Ð ^Ð ^Ð ^Ð ^Ð ^Ð ^Ð ^Ø !Ð !Ð !Ð !Ð !Ð !ðh`ð h`ð h`ð h`ð h`�ñ h`ô h`ð h`ð h`ð h`rB   