Ph#ddlZddlZddlmZmZmZmZmZmZddl m Z ddl m Z m Z ddlmZGddeZGd d eZy) N)AnyCallableListOptionalTupleUnion)Image)download_and_extract_archiveverify_str_arg) VisionDatasetc eZdZdZ ddedeeeefdeedeede ddf fd Z d e de e e ffd Zde fd Zde fd ZddZdefdZxZS) Caltech101a`Caltech 101 `_ Dataset. .. warning:: This class needs `scipy `_ to load target files from `.mat` format. Args: root (string): 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 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. 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. Nroot target_type transformtarget_transformdownloadreturnc  t |tjj |d||tj |j dt|tr|g}|Dcgc]}t|ddc}|_ |r|j|js tdttjtjj |j d|_|j j#d d d d d d t%t' fd|j |_g|_g|_t/|j D]\}}t1tjtjj |j d|} |j*j3t5d| dz|j,j3| |gzycc}w)N caltech101rrTexist_okr)category annotationHDataset 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|S|SN)xname_maps gC:\Users\daisl\Desktop\realtime-object-detection\venv\Lib\site-packages\torchvision/datasets/caltech.pyz%Caltech101.__init__..CsqH} 8[Z[8[r )super__init__ospathjoinmakedirsr isinstancestrr rr_check_integrity RuntimeErrorsortedlistdir categoriesremovelistmapannotation_categoriesindexy enumeratelenextendrange) selfrrrrrticnr, __class__s @r-r1zCaltech101.__init__#s dL9Yaqr DII- k3 '&-Kbmnbm]^N1m=WXbmn  MMO$$&ij j BGGLLDZ,[!\] 23 #)+   &*#.[]a]l]l*m%n" " 0FQBJJrww||DII7MqQRSA JJ  eAq1uo . FFMM!qc' "11os+HrAc ddl}tjtjj |j d|j|j|d|j|dd}g}|jD]}|dk(r|j|j|'|dk(s-|jjtjj |j d |j|j|d |j|dd }|j|d t|d kDr t!|n|d}|j"|j#|}|j$|j%|}||fS)z Args: index (int): Index Returns: tuple: (image, target) where the type of target specified by target_type. rNrimage_04d.jpgrr Annotations annotation_z.mat obj_contourr )scipy.ior openr2r3r4rr<rBrArappendioloadmatr@rDtuplerr)rGrAscipyimgtargetrHdatas r- __getitem__zCaltech101.__getitem__Ls] jj GGLL &u .E*3/t4   !!AJ dffUm,l"xx''GGLL %22466%=A%djj&7%> %..%C  ,**62FF{r/ctjjtjj|jdS)Nrr2r3existsr4rrGs r-r8zCaltech101._check_integrityw)ww~~bggll4996LMNNr/c,t|jSr)rDrArbs r-__len__zCaltech101.__len__{4::r/c|jr tdytd|jddtd|jddy) 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 6f83eeb1f24d99cab4eb377263132c91r8printr rrbs r-rzCaltech101.download~sL  " 9 : $ O II22  % O II&2  r/c:djdi|jS)NzTarget type: {target_type}r*)format__dict__rbs r- extra_reprzCaltech101.extra_reprs2+22CT]]CCr/)rNNFrN)__name__ __module__ __qualname____doc__r7rrrrboolr1intrrr^r8rfrrt __classcell__rLs@r-rr s4.8(,/3 '#'#49c>*'#H% '# #8, '#  '# '#R))sCx)VO$O $DCDr/rc eZdZdZ ddedeedeededdf fd Zd e de e e ffd Z defd Z de fd Zdd ZxZS) Caltech256a`Caltech 256 `_ Dataset. Args: root (string): 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 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. 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. Nrrrrrc Rt |tjj |d||tj |j d|r|j|js tdttjtjj |j d|_ g|_ g|_t|jD]\}}t!tjtjj |j d|Dcgc]}|j#dr|c}}|jj%t'd|dz|jj%||gzycc}w) N caltech256rTrr256_ObjectCategoriesrPr )r0r1r2r3r4r5rrr8r9r:r;r<rArBrCrDendswithrErF) rGrrrrrIrJitemrKrLs r-r1zCaltech256.__init__s9 dL9Yaqr DII-  MMO$$&ij j BGGLLDZ,[!\] " 0FQ!# 277<< CY[\+] ^ ^}}V, ^A JJ  eAq1uo . FFMM!qc' "1s9F$ rAc tjtjj |j d|j |j||j|dzdd|j|dd}|j|}|j|j|}|j|j|}||fS)z Args: index (int): Index Returns: tuple: (image, target) where target is index of the target class. rr 03d_rOrP) r rUr2r3r4rr<rBrArr)rGrAr[r\s r-r^zCaltech256.__getitem__sjj GGLL &u .66%=1$S)4::e+> %..%C  ,**62FF{r/ctjjtjj|jdS)Nrr`rbs r-r8zCaltech256._check_integrityrcr/c,t|jSr)rerbs r-rfzCaltech256.__len__rgr/cn|jr tdytd|jddy)NrizAhttps://drive.google.com/file/d/1r6o0pSROcV1_VwT4oSjA2FBUSCWGuxLKz256_ObjectCategories.tar 67b4f42ca05d46448c6bb8ecd2220f6drkrorbs r-rzCaltech256.downloads2  " 9 : $ O II/2  r/)NNFru)rvrwrxryr7rrrzr1r{rrr^r8rfrr|r}s@r-rrs ")-/3 ##H%##8, #  #  #<sCx6O$O  r/r)r2os.pathtypingrrrrrrPILr utilsr r visionr rrr*r/r-rs9 >>?!FDFDRY Y r/