ڧg"ddlZddlZddlmZddlmZmZmZmZm Z m Z ddl m Z ddl mZmZddlmZGdd eZGd d eZdS) N)Path)AnyCallableListOptionalTupleUnion)Image)download_and_extract_archiveverify_str_arg) VisionDatasetc eZdZdZ ddeeefdeeeefdee dee d e d df fd Z d e d e eeffd Zd e fdZd e fdZddZd efdZxZS) Caltech101a?`Caltech 101 `_ Dataset. .. warning:: This class needs `scipy `_ to load target files from `.mat` format. Args: root (str or ``pathlib.Path``): Root directory of dataset where directory ``caltech101`` exists or will be saved to if download is set to True. target_type (string or list, optional): Type of target to use, ``category`` or ``annotation``. Can also be a list to output a tuple with all specified target types. ``category`` represents the target class, and ``annotation`` is a list of points from a hand-generated outline. Defaults to ``category``. 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. .. warning:: To download the dataset `gdown `_ is required. categoryNFroot target_type transformtarget_transformdownloadreturnc  ttj|d||tj|jdt|tr|g}d|D|_ |r| | stdttjtj|jd|_|jdd d d d d  t#t% fd|j|_g|_g|_t-|jD]\}}t/tjtj|jd|}|jt3d|dz|j||gzdS)N caltech101rrTexist_okc0g|]}t|ddS)r)r annotation)r ).0ts X/var/www/html/ai-engine/env/lib/python3.11/site-packages/torchvision/datasets/caltech.py z'Caltech101.__init__..4s&nnn]^N1m=WXXnnnHDataset not found or corrupted. You can use download=True to download it101_ObjectCategoriesBACKGROUND_GoogleFaces_2Faces_3 Motorbikes_16Airplanes_Side_2)Faces Faces_easy Motorbikes airplanesc |vr|n|SN)xname_maps r!z%Caltech101.__init__..HsqH}} Z[r#r )super__init__ospathjoinmakedirsr isinstancestrrr_check_integrity RuntimeErrorsortedlistdir categoriesremovelistmapannotation_categoriesindexy enumeratelenextendrange) selfrrrrricnr3 __class__s @r!r6zCaltech101.__init__(s dL99Yaqrrr DI---- k3 ' ' (&-Knnbmnnn   MMOOO$$&& kijj j BGLLDZ,[,[!\!\]] 2333 #)+    &*#.[.[.[.[]a]l*m*m%n%n" " 00 # #FQBJrw||DI7MqQQRRSSA J  eAq1uoo . . . FMM!qc' " " " " # #r#rFc ddl}tjtj|jd|j|j|d|j |dd}g}|j D]}|dkr!| |j|)|dkr|j tj|jd |j|j|d |j |dd }| |d t|d krt!|n|d}|j||}|j||}||fS)z Args: index (int): Index Returns: tuple: (image, target) where the type of target specified by target_type. rNr%image_04d.jpgrr Annotations annotation_z.mat obj_contourr )scipy.ior openr7r8r9rrArGrFrappendioloadmatrErItuplerr)rLrFscipyimgtargetr datas r! __getitem__zCaltech101.__getitem__Qs~ j GLL &u .4E*4444     ! 3 3AJ dfUm,,,,l""x''GLL %246%=AAdj&7AAAA  d=1222"%f++//vvay > %..%%C  ,**622FF{r#ctjtj|jdS)Nr%r7r8existsr9rrLs r!r=zCaltech101._check_integrity|)w~~bgll496LMMNNNr#c*t|jSr0rIrFrfs r!__len__zCaltech101.__len__4:r#c|rtddStd|jddtd|jdddS) N%Files already downloaded and verifiedzAhttps://drive.google.com/file/d/137RyRjvTBkBiIfeYBNZBtViDHQ6_Ewspz101_ObjectCategories.tar.gz b224c7392d521a49829488ab0f1120d9filenamemd5zAhttps://drive.google.com/file/d/175kQy3UsZ0wUEHZjqkUDdNVssr7bgh_mzAnnotations.tar 6f83eeb1f24d99cab4eb377263132c91r=printr rrfs r!rzCaltech101.downloads  " "  9 : : : F$ O I22     % O I&2       r#c&djdi|jS)NzTarget type: {target_type}r1)format__dict__rfs r! extra_reprzCaltech101.extra_reprs2+2CCT]CCCr#)rNNFrN)__name__ __module__ __qualname____doc__r r<rrrrboolr6intrrrbr=rjrrx __classcell__rPs@r!rr sS<.8(,/3 '#'#CI'#49c>*'#H% '# #8, '#  '# '#'#'#'#'#'#R))sCx))))VO$OOOO    $DCDDDDDDDDr#rc eZdZdZ ddedeedeededdf fd Zd e de e e ffd Z defd Z de fd ZddZxZS) Caltech256a`Caltech 256 `_ Dataset. Args: root (str or ``pathlib.Path``): Root directory of dataset where directory ``caltech256`` exists or will be saved to if download is set to True. 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. NFrrrrrc Fttj|d||tj|jd|r||stdttj tj|jd|_ g|_ g|_t|j D]\}}t!dtj tj|jd|D}|j t%d|dz|j||gzdS) N caltech256rTrr$256_ObjectCategoriesc<g|]}|d|S)rT)endswith)ritems r!r"z'Caltech256.__init__..s:}}V,,r#r )r5r6r7r8r9r:rrr=r>r?r@rArFrGrHrIrJrK) rLrrrrrMrNrOrPs r!r6zCaltech256.__init__sr dL99Yaqrrr DI----   MMOOO$$&& kijj j BGLLDZ,[,[!\!\]] " 00 # #FQ " 27<< CY[\+]+] ^ ^A J  eAq1uoo . . . FMM!qc' " " " " # #r#rFc ttjtj|jd|j|j||j|dzdd|j|dd}|j|}|j | |}|j | |}||fS)z Args: index (int): Index Returns: tuple: (image, target) where target is index of the target class. rr 03d_rSrT) r rYr7r8r9rrArGrFrr)rLrFr_r`s r!rbzCaltech256.__getitem__sj GLL &u .6%=1$FFF4:e+<FFFF      > %..%%C  ,**622FF{r#ctjtj|jdS)Nrrdrfs r!r=zCaltech256._check_integrityrgr#c*t|jSr0rirfs r!rjzCaltech256.__len__rkr#c|rtddStd|jdddS)NrmzAhttps://drive.google.com/file/d/1r6o0pSROcV1_VwT4oSjA2FBUSCWGuxLKz256_ObjectCategories.tar 67b4f42ca05d46448c6bb8ecd2220f6drorsrfs r!rzCaltech256.downloadsY  " "  9 : : : F$ O I/2       r#)NNFry)rzr{r|r}r<rrr~r6rrrrbr=rjrrrs@r!rrs   ")-/3 ###H%##8, #  #  ######<sCx6O$OOOO         r#r)r7os.pathpathlibrtypingrrrrrr PILr utilsr r visionrrrr1r#r!rs >>>>>>>>>>>>>>>>????????!!!!!!JDJDJDJDJDJDJDJDZY Y Y Y Y Y Y Y Y Y r#