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

    Args:
        root (str or ``pathlib.Path``): 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CityscapesClass)Ú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   r3   r3   Zwallé   )éf   r5   éœ   Zfenceé   )é¾   é™   r9   z
guard railé   )é´   é¥   r;   Zbridgeé   )r/   éd   r>   Ztunnelé   )r/   éx   éZ   Zpoleé   Úobject)r9   r9   r9   Z	polegroupé   ztraffic lighté   )r*   r+   é   ztraffic signé   )éÜ   rH   r   Z
vegetationé   Znature)ék   éŽ   r&   Zterrainé   )é˜   éû   rM   Zskyé   )r3   é‚   r;   Zpersoné   Zhuman)rH   rG   é<   Zrideré   )r   r   r   Úcaré   Zvehicle)r   r   rK   Útrucké   )r   r   r3   Úbusé   )r   rR   r>   Zcaravané   )r   r   rA   ÚtrailerrF   )r   r   én   Útrainé   )r   éP   r>   Ú
motorcycleé    )r   r   r.   Úbicycleé!   )éw   r1   ra   zlicense plateéÿÿÿÿÚfineÚinstanceNÚrootÚsplitÚmodeÚtarget_typeÚ	transformÚtarget_transformÚ
transformsÚreturnc              
      s@  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s]|g| _	dd„ | j	D ƒ tj | j¡rstj | j¡sÊ|dkr€tj | jd¡}
ntj | jd¡}
| jdkrštj | j| j› d¡}n| jdkr«tj | j| j› d¡}tj |
¡rÆtj |¡rÆt|
| jd t|| jd ntdƒ‚t | j¡D ]M}tj | j|¡}tj | j|¡}t |¡D ]5}g }| j	D ]}d | 
d¡d |  | j|¡¡}| tj ||¡¡ qî| j tj ||¡¡ | j |¡ qçqÐd S )Nrf   ZgtFineZgtCoarseZleftImg8bitrj   )rf   Zcoarse)r]   ÚtestÚval)r]   Útrain_extrarq   zOUnknown value '{}' for argument split if mode is '{}'. Valid values are {{{}}}.ri   c                 S   s   g | ]}t |d dƒ‘qS )rk   )rg   ÚsemanticÚpolygonr   )r   )Ú.0Úvalue© rw   úk/home/app/PaddleOCR-VL-test/.venv_paddleocr/lib/python3.10/site-packages/torchvision/datasets/cityscapes.pyÚ
<listcomp>‡   s    
ÿÿz'Cityscapes.__init__.<locals>.<listcomp>rr   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__rj   ÚosÚpathÚjoinrh   Z
images_dirZtargets_dirrk   ri   ÚimagesÚtargetsr   Úformatr   Ú
isinstanceÚlistÚisdirÚisfiler   ÚRuntimeErrorÚlistdirÚ_get_target_suffixÚappend)Úselfrh   ri   rj   rk   rl   rm   rn   Zvalid_modesÚmsgZimage_dir_zipZtarget_dir_zipZcityZimg_dirÚ
target_dirÚ	file_nameZtarget_typesÚtÚtarget_name©Ú	__class__rw   rx   r|   i   s`   

þ

ÿ
ÿ÷ýzCityscapes.__init__Úindexc                 C   s¨   t  | j| ¡ d¡}g }t| jƒD ]"\}}|dkr%|  | j| | ¡}n
t  | j| | ¡}| |¡ qt	|ƒdkr?t
|ƒn|d }| jdurP|  ||¡\}}||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RGBrt   r   r   N)r   Úopenr€   ÚconvertÚ	enumeraterk   Ú
_load_jsonr   rŠ   ÚlenÚtuplern   )r‹   r“   Úimager   Úir   Útargetrw   rw   rx   Ú__getitem__¯   s   	
zCityscapes.__getitem__c                 C   s
   t | jƒS ©N)r™   r€   )r‹   rw   rw   rx   Ú__len__Ê   s   
zCityscapes.__len__c                 C   s    g d¢}d  |¡jdi | j¤ŽS )N)zSplit: {split}zMode: {mode}zType: {target_type}Ú
rw   )r   r‚   Ú__dict__)r‹   Úlinesrw   rw   rx   Ú
extra_reprÍ   s   zCityscapes.extra_reprr~   c                 C   s8   t |ƒ}t |¡}W d   ƒ |S 1 sw   Y  |S rŸ   )r•   ÚjsonÚload)r‹   r~   ÚfileÚdatarw   rw   rx   r˜   Ñ   s   

ÿþzCityscapes._load_jsonc                 C   s@   |dkr	|› dS |dkr|› dS |dkr|› dS |› dS )Nrg   z_instanceIds.pngrs   z_labelIds.pngr   z
_color.pngz_polygons.jsonrw   )r‹   rj   rk   rw   rw   rx   r‰   Ö   s   



zCityscapes._get_target_suffix)r]   rf   rg   NNN)Ú__name__Ú
__module__Ú__qualname__Ú__doc__r   r   Úclassesr
   Ústrr   r   r   r   r|   Úintr	   r   rž   r    r¤   r   r˜   r‰   Ú__classcell__rw   rw   r‘   rx   r      sÒ    0þÿþýüûúùø	÷
öõôóòñðïîíìëêéèçæåäãâá à!ß"Þ#Ý)ø
þýüûúùø	÷Fr   )r¥   r}   Úcollectionsr   Úpathlibr   Útypingr   r   r   r   r   r	   r
   ZPILr   Úutilsr   r   r   Zvisionr   r   rw   rw   rw   rx   Ú<module>   s    $