a PSic. @sZddlZddlZddlmZmZmZmZmZmZm Z ddlm Z ddl m Z ddl mZee ee edffedd d Zeed d d Zee eeeeeffdddZd eeeeefee ee edffeeegefee eefdddZGdddeZdZee j dddZeedddZeedddZGdddeZdS)!N)AnyCallablecastDictListOptionalTuple)Union)Image) VisionDataset.)filename extensionsreturncCs |t|tr|nt|S)aChecks if a file is an allowed extension. Args: filename (string): path to a file extensions (tuple of strings): extensions to consider (lowercase) Returns: bool: True if the filename ends with one of given extensions )lowerendswith isinstancestrtuple)r rrW/var/www/html/django/DPS/env/lib/python3.9/site-packages/torchvision/datasets/folder.pyhas_file_allowed_extension s r)r rcCs t|tS)zChecks if a file is an allowed image extension. Args: filename (string): path to a file Returns: bool: True if the filename ends with a known image extension )rIMG_EXTENSIONS)r rrr is_image_files r directoryrcCsFtddt|D}|s,td|dddt|D}||fS)zWFinds the class folders in a dataset. See :class:`DatasetFolder` for details. css|]}|r|jVqdSN)is_dirname).0entryrrr )zfind_classes..z"Couldn't find any class folder in .cSsi|]\}}||qSrr)ricls_namerrr -r"z find_classes..)sortedosscandirFileNotFoundError enumerate)rclasses class_to_idxrrr find_classes$s r.rr-r is_valid_filercstj|}|dur"t|\}}n |s.tdduo<|du}duoL|du}|sV|r^tddurzttdfdd }tttgtf|}g}t }t | D]} || } tj || } tj | sqt tj| ddD]R\} }} t | D]>}tj | |}||r|| f}||| |vr|| qqqt | |}|rd d t |d }dur|d ttr~nd 7}t||S) zGenerates a list of samples of a form (path_to_sample, class). See :class:`DatasetFolder` for details. Note: The class_to_idx parameter is here optional and will use the logic of the ``find_classes`` function by default. NzE'class_to_index' must have at least one entry to collect any samples.zMBoth extensions and is_valid_file cannot be None or not None at the same time)xrcs t|Sr)r)r1rrrr0Lsz#make_dataset..is_valid_fileT) followlinksz$Found no valid file for the classes z, z. zSupported extensions are: )r(path expanduserr. ValueErrorrboolrrsetr'keysjoinisdirwalkappendaddrr*)rr-rr0_Z both_noneZboth_something instancesZavailable_classes target_classZ class_index target_dirrootfnamesfnamer4itemZ empty_classesmsgrr2r make_dataset1sD     $rHc seZdZdZdeeegefeeedfeeeeeeege fddfdd Z e dee ee feeedfeeege feeee fddd Zeeeee ee ffd d d Ze eeefd ddZe dddZZS) DatasetFolderaA generic data loader. This default directory structure can be customized by overriding the :meth:`find_classes` method. Args: root (string): Root directory path. loader (callable): A function to load a sample given its path. extensions (tuple[string]): A list of allowed extensions. both extensions and is_valid_file should not be passed. transform (callable, optional): A function/transform that takes in a sample and returns a transformed version. E.g, ``transforms.RandomCrop`` for images. target_transform (callable, optional): A function/transform that takes in the target and transforms it. is_valid_file (callable, optional): A function that takes path of a file and check if the file is a valid file (used to check of corrupt files) both extensions and is_valid_file should not be passed. Attributes: classes (list): List of the class names sorted alphabetically. class_to_idx (dict): Dict with items (class_name, class_index). samples (list): List of (sample path, class_index) tuples targets (list): The class_index value for each image in the dataset N.)rCloaderr transformtarget_transformr0rc sftj|||d||j\}}||j|||} ||_||_||_||_| |_ dd| D|_ dS)N)rKrLcSsg|] }|dqS)r r)rsrrr r"z*DatasetFolder.__init__..) super__init__r.rCrHrJrr,r-samplestargets) selfrCrJrrKrLr0r,r-rQ __class__rrrPs zDatasetFolder.__init__r/cCs |durtdt||||dS)anGenerates a list of samples of a form (path_to_sample, class). This can be overridden to e.g. read files from a compressed zip file instead of from the disk. Args: directory (str): root dataset directory, corresponding to ``self.root``. class_to_idx (Dict[str, int]): Dictionary mapping class name to class index. extensions (optional): A list of allowed extensions. Either extensions or is_valid_file should be passed. Defaults to None. is_valid_file (optional): A function that takes path of a file and checks if the file is a valid file (used to check of corrupt files) both extensions and is_valid_file should not be passed. Defaults to None. Raises: ValueError: In case ``class_to_idx`` is empty. ValueError: In case ``extensions`` and ``is_valid_file`` are None or both are not None. FileNotFoundError: In case no valid file was found for any class. Returns: List[Tuple[str, int]]: samples of a form (path_to_sample, class) Nz*The class_to_idx parameter cannot be None.)rr0)r6rH)rr-rr0rrrrHszDatasetFolder.make_datasetrcCst|S)utFind the class folders in a dataset structured as follows:: directory/ ├── class_x │ ├── xxx.ext │ ├── xxy.ext │ └── ... │ └── xxz.ext └── class_y ├── 123.ext ├── nsdf3.ext └── ... └── asd932_.ext This method can be overridden to only consider a subset of classes, or to adapt to a different dataset directory structure. Args: directory(str): Root directory path, corresponding to ``self.root`` Raises: FileNotFoundError: If ``dir`` has no class folders. Returns: (Tuple[List[str], Dict[str, int]]): List of all classes and dictionary mapping each class to an index. )r.)rSrrrrr.szDatasetFolder.find_classes)indexrcCsH|j|\}}||}|jdur,||}|jdur@||}||fS)z Args: index (int): Index Returns: tuple: (sample, target) where target is class_index of the target class. N)rQrJrKrL)rSrVr4targetsamplerrr __getitem__s     zDatasetFolder.__getitem__)rcCs t|jSr)lenrQ)rSrrr__len__szDatasetFolder.__len__)NNNN)NN)__name__ __module__ __qualname____doc__rrrrrr7rP staticmethodrintrrHr.rYr[ __classcell__rrrTrrIls6  #$rI) z.jpgz.jpegz.pngz.ppmz.bmpz.pgmz.tifz.tiffz.webp)r4rcCsBt|d$}t|}|dWdS1s40YdS)NrbRGB)openr convert)r4fimgrrr pil_loaders  ricCs4ddl}z ||WSty.t|YS0dS)Nr)accimager OSErrorri)r4rjrrraccimage_loaders   rlcCs*ddlm}|dkrt|St|SdS)Nr)get_image_backendrj) torchvisionrmrlri)r4rmrrrdefault_loaders  roc sXeZdZdZddedfeeeeeeegefeeege fdfdd Z Z S) ImageFolderaA generic data loader where the images are arranged in this way by default: :: root/dog/xxx.png root/dog/xxy.png root/dog/[...]/xxz.png root/cat/123.png root/cat/nsdf3.png root/cat/[...]/asd932_.png This class inherits from :class:`~torchvision.datasets.DatasetFolder` so the same methods can be overridden to customize the dataset. Args: root (string): Root directory path. transform (callable, optional): A function/transform that takes in an PIL image and returns a transformed version. E.g, ``transforms.RandomCrop`` target_transform (callable, optional): A function/transform that takes in the target and transforms it. loader (callable, optional): A function to load an image given its path. is_valid_file (callable, optional): A function that takes path of an Image file and check if the file is a valid file (used to check of corrupt files) Attributes: classes (list): List of the class names sorted alphabetically. class_to_idx (dict): Dict with items (class_name, class_index). imgs (list): List of (image path, class_index) tuples N)rCrKrLrJr0cs0tj|||durtnd|||d|j|_dS)N)rKrLr0)rOrPrrQimgs)rSrCrKrLrJr0rTrrrP.szImageFolder.__init__) r\r]r^r_rorrrrr7rPrbrrrTrrps  rp)NNN)r(os.pathtypingrrrrrrrr PILr visionr rr7rrrar.rHrIrrirlrorprrrrs2$   "  $ ;