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Cityscapesaf  `Cityscapes <http://www.cityscapes-dataset.com/>`_ Dataset.

    Args:
        root (string): Root directory of dataset where directory ``leftImg8bit``
            and ``gtFine`` or ``gtCoarse`` are located.
        split (string, optional): The image split to use, ``train``, ``test`` or ``val`` if mode="fine"
            otherwise ``train``, ``train_extra`` or ``val``
        mode (string, optional): The quality mode to use, ``fine`` or ``coarse``
        target_type (string or list, optional): Type of target to use, ``instance``, ``semantic``, ``polygon``
            or ``color``. Can also be a list to output a tuple with all specified target types.
        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.
        transforms (callable, optional): A function/transform that takes input sample and its target as entry
            and returns a transformed version.

    Examples:

        Get semantic segmentation target

        .. code-block:: python

            dataset = Cityscapes('./data/cityscapes', split='train', mode='fine',
                                 target_type='semantic')

            img, smnt = dataset[0]

        Get multiple targets

        .. code-block:: python

            dataset = Cityscapes('./data/cityscapes', split='train', mode='fine',
                                 target_type=['instance', 'color', 'polygon'])

            img, (inst, col, poly) = dataset[0]

        Validate on the "coarse" set

        .. code-block:: python

            dataset = Cityscapes('./data/cityscapes', split='val', mode='coarse',
                                 target_type='semantic')

            img, smnt = dataset[0]
    ÚCityscapesClassÚnameÚidZtrain_idÚcategoryZcategory_idZhas_instancesZignore_in_evalÚcolorZ	unlabeledr   éÿ   ÚvoidFT)r   r   r   zego vehicler   zrectification borderé   z
out of roié   Zstaticé   Zdynamicé   )éo   éJ   r   Zgroundé   )éQ   r   r   Zroadé   Zflat)é€   é@   r!   Zsidewalké   )éô   é#   éè   Úparkingé	   )éú   éª   é    z
rail tracké
   )éæ   é–   éŒ   Zbuildingé   Úconstruction)éF   r2   r2   Zwallé   )éf   r4   éœ   Zfenceé   )é¾   é™   r8   z
guard railé   )é´   é¥   r:   Zbridgeé   )r.   éd   r=   Ztunnelé   )r.   éx   éZ   Zpoleé   Úobject)r8   r8   r8   Z	polegroupé   ztraffic lighté   )r)   r*   é   ztraffic signé   )éÜ   rG   r   Z
vegetationé   Znature)ék   éŽ   r%   Zterrainé   )é˜   éû   rL   Zskyé   )r2   é‚   r:   Zpersoné   Zhuman)rG   rF   é<   Zrideré   )r   r   r   Úcaré   Zvehicle)r   r   rJ   Útrucké   )r   r   r2   Úbusé   )r   rQ   r=   Zcaravané   )r   r   r@   ÚtrailerrE   )r   r   én   Útrainé   )r   éP   r=   Ú
motorcycleé    )r   r   r-   Úbicycleé!   )éw   r0   r`   zlicense plateéÿÿÿÿÚfineÚinstanceN)ÚrootÚsplitÚmodeÚtarget_typeÚ	transformÚtarget_transformÚ
transformsÚreturnc              
      sR  t ƒ  ||||¡ |dkrdnd| _tj | jd|¡| _tj | j| j|¡| _|| _	|| _
g | _g | _t|ddƒ |dkr€d}nd}d	}	|	 ||t|ƒ¡}	t|d
||	ƒ t|tƒsº|g| _	dd„ | j	D ƒ tj | j¡rètj | j¡�s |dk�rtj | jd¡}
ntj | jd¡}
| jdk�r:tj | j| j› d�¡}n$| jdk�r^tj | j| j› d�¡}tj |
¡�r˜tj |¡�r˜t|
| jd� t|| jd� ntdƒ‚t | j¡D ] }tj | j|¡}tj | j|¡}t |¡D ]n}g }| j	D ]:}d | 
d¡d |  | j|¡¡}| tj ||¡¡ �qè| j tj ||¡¡ | j |¡ �qÚ�q¬d S )Nre   ZgtFineZgtCoarseZleftImg8bitri   )re   Zcoarse)r\   ÚtestÚval)r\   Útrain_extrarp   zOUnknown value '{}' for argument split if mode is '{}'. Valid values are {{{}}}.rh   c                 S   s   g | ]}t |d dƒ‘qS )rj   )rf   ÚsemanticÚpolygonr   )r   )Ú.0Úvalue© rv   ú^/var/www/html/bwave/python/venv/lib/python3.8/site-packages/torchvision/datasets/cityscapes.pyÚ
<listcomp>†   s   ÿz'Cityscapes.__init__.<locals>.<listcomp>rq   zleftImg8bit_trainextra.zipzleftImg8bit_trainvaltest.zipz_trainvaltest.zipz.zip)Ú	from_pathZto_pathz‹Dataset not found or incomplete. Please make sure all required folders for the specified "split" and "mode" are inside the "root" directoryz{}_{}Z_leftImg8bitr   )ÚsuperÚ__init__ri   ÚosÚpathÚjoinrg   Z
images_dirZtargets_dirrj   rh   ÚimagesÚtargetsr   Úformatr   Ú
isinstanceÚlistÚisdirÚisfiler   ÚRuntimeErrorÚlistdirÚ_get_target_suffixÚappend)Úselfrg   rh   ri   rj   rk   rl   rm   Zvalid_modesÚmsgZimage_dir_zipZtarget_dir_zipZcityZimg_dirÚ
target_dirÚ	file_nameZtarget_typesÚtZtarget_name©Ú	__class__rv   rw   r{   h   s^    

þ
ÿ
 ÿzCityscapes.__init__)Úindexrn   c                 C   s¨   t  | j| ¡ d¡}g }t| jƒD ]D\}}|dkrJ|  | j| | ¡}nt  | j| | ¡}| |¡ q$t	|ƒdkr~t
|ƒn|d }| jdk	r |  ||¡\}}||fS )a.  
        Args:
            index (int): Index
        Returns:
            tuple: (image, target) where target is a tuple of all target types if target_type is a list with more
            than one item. Otherwise, target is a json object if target_type="polygon", else the image segmentation.
        ÚRGBrs   r   r   N)r
   Úopenr   ÚconvertÚ	enumeraterj   Ú
_load_jsonr€   r‰   ÚlenÚtuplerm   )rŠ   r‘   Úimager€   ÚirŽ   Útargetrv   rv   rw   Ú__getitem__®   s    	
zCityscapes.__getitem__)rn   c                 C   s
   t | jƒS ©N)r—   r   )rŠ   rv   rv   rw   Ú__len__É   s    zCityscapes.__len__c                 C   s   dddg}d  |¡jf | jŽS )NzSplit: {split}zMode: {mode}zType: {target_type}Ú
)r~   r�   Ú__dict__)rŠ   Úlinesrv   rv   rw   Ú
extra_reprÌ   s    
zCityscapes.extra_repr)r}   rn   c              	   C   s"   t |ƒ�}t |¡}W 5 Q R X |S r�   )r“   ÚjsonÚload)rŠ   r}   ÚfileÚdatarv   rv   rw   r–   Ð   s    
zCityscapes._load_json)ri   rj   rn   c                 C   sD   |dkr|› d�S |dkr$|› d�S |dkr6|› d�S |› d�S d S )Nrf   z_instanceIds.pngrr   z_labelIds.pngr   z
_color.pngz_polygons.jsonrv   )rŠ   ri   rj   rv   rv   rw   rˆ   Õ   s    


zCityscapes._get_target_suffix)r\   re   rf   NNN)Ú__name__Ú
__module__Ú__qualname__Ú__doc__r   r   ÚclassesÚstrr	   r   r   r   r{   Úintr   r   rœ   rž   r¢   r   r–   rˆ   Ú__classcell__rv   rv   r�   rw   r      s|   0þÝ)      ø÷Fr   )r£   r|   Úcollectionsr   Útypingr   r   r   r   r   r   r	   ZPILr
   Úutilsr   r   r   Zvisionr   r   rv   rv   rv   rw   Ú<module>   s   $