U
    ¯Ê¹jT
  ã                   @   sb   d Z ddlZddlZddlmZ ddlmZ ddlmZ ddl	m
Z
 dd	d
„ZG dd„ de
ƒZdS )zü A dataset reader that reads single tarfile based datasets

This reader can read datasets consisting if a single tarfile containing images.
I am planning to deprecated it in favour of ParerImageInTar.

Hacked together by / Copyright 2020 Ross Wightman
é    N)Únatural_keyé   )Úload_class_map)Úget_img_extensions)ÚReaderTc                    sÞ   t dd�}g }g }|  ¡ D ]\}| ¡ s(qtj |j¡\}}tj |¡}	tj |¡d }
|
 ¡ |kr| 	|¡ | 	|	¡ qˆ d krªt
|ƒ}tt|td�ƒ}dd„ t|ƒD ƒ‰ ‡ fdd„t||ƒD ƒ}|rÖt|d	d
„ d�}|ˆ fS )NT)Zas_setr   )Úkeyc                 S   s   i | ]\}}||“qS © r   )Ú.0ÚidxÚcr   r   úa/var/www/html/bwave/python/venv/lib/python3.8/site-packages/timm/data/readers/reader_image_tar.pyÚ
<dictcomp>"   s      z#extract_tarinfo.<locals>.<dictcomp>c                    s$   g | ]\}}|ˆ kr|ˆ | f‘qS r   r   )r	   ÚfÚl©Úclass_to_idxr   r   Ú
<listcomp>#   s      z#extract_tarinfo.<locals>.<listcomp>c                 S   s   t | d jƒS ©Nr   )r   Úpath)Úkr   r   r   Ú<lambda>%   ó    z!extract_tarinfo.<locals>.<lambda>)r   Ú
getmembersÚisfileÚosr   ÚsplitÚbasenameÚsplitextÚlowerÚappendÚsetÚlistÚsortedr   Ú	enumerateÚzip)Útarfiler   ÚsortÚ
extensionsÚfilesÚlabelsÚtiÚdirnamer   ÚlabelÚextZunique_labelsZsorted_labelsZtarinfo_and_targetsr   r   r   Úextract_tarinfo   s(    

r.   c                       s<   e Zd ZdZd‡ fdd„	Zdd„ Zdd„ Zdd
d„Z‡  ZS )ÚReaderImageTarzÜ Single tarfile dataset where classes are mapped to folders within tar
    NOTE: This class is being deprecated in favour of the more capable ReaderImageInTar that can
    operate on folders of tars or tars in tars.
    Ú c              	      sl   t ƒ  ¡  d }|rt||ƒ}tj |¡s,t‚|| _t 	|¡�}t
||ƒ\| _| _W 5 Q R X | j| _d | _d S ©N)ÚsuperÚ__init__r   r   r   r   ÚAssertionErrorÚrootr%   Úopenr.   Úsamplesr   Zimgs)Úselfr5   Ú	class_mapr   Útf©Ú	__class__r   r   r3   .   s    

zReaderImageTar.__init__c                 C   s:   | j d krt  | j¡| _ | j| \}}| j  |¡}||fS r1   )r%   r6   r5   r7   Úextractfile)r8   ÚindexÚtarinfoÚtargetÚfileobjr   r   r   Ú__getitem__<   s
    
zReaderImageTar.__getitem__c                 C   s
   t | jƒS r1   )Úlenr7   )r8   r   r   r   Ú__len__C   s    zReaderImageTar.__len__Fc                 C   s$   | j | d j}|r tj |¡}|S r   )r7   Únamer   r   r   )r8   r>   r   ÚabsoluteÚfilenamer   r   r   Ú	_filenameF   s    zReaderImageTar._filename)r0   )FF)	Ú__name__Ú
__module__Ú__qualname__Ú__doc__r3   rB   rD   rH   Ú__classcell__r   r   r;   r   r/   )   s
   r/   )NT)rL   r   r%   Ztimm.utils.miscr   r9   r   Zimg_extensionsr   Úreaderr   r.   r/   r   r   r   r   Ú<module>   s   
