QЦio"SSKrSSKrSSKJr SSKJrJrJrJrJ r J r SSK J r SSK JrJr SSKJr "SS \5r"S S \5rg) N)Path)AnyCallableListOptionalTupleUnion)Image)download_and_extract_archiveverify_str_arg) VisionDatasetc ^\rSrSrSrSS\\\4S\\\\4S\ \ S\ \ S\ S S4 U4S jjjr S \ S \\\44S jrS \ 4S jrS \ 4SjrSSjrS \4SjrSrU=r$) Caltech101 a`Caltech 101 `_ Dataset. .. warning:: This class needs `scipy `_ to load target files from `.mat` format. Args: root (str or ``pathlib.Path``): Root directory of dataset where directory ``caltech101`` exists or will be saved to if download is set to True. target_type (string or list, optional): Type of target to use, ``category`` or ``annotation``. Can also be a list to output a tuple with all specified target types. ``category`` represents the target class, and ``annotation`` is a list of points from a hand-generated outline. Defaults to ``category``. transform (callable, optional): A function/transform that takes in a PIL image and returns a transformed version. E.g, ``transforms.RandomCrop`` target_transform (callable, optional): A function/transform that takes in the target and transforms it. download (bool, optional): If true, downloads the dataset from the internet and puts it in root directory. If dataset is already downloaded, it is not downloaded again. .. warning:: To download the dataset `gdown `_ is required. Nroot target_type transformtarget_transformdownloadreturnc ,>^ [T U][RR US5X4S9 [R "UR SS9 [U[5(aU/nUVs/sHn[USS5PM snUl U(aUR5 UR5(d [S5e[[R"[RR UR S555UlUR R#S 5 S S S S S.m [%['U 4SjUR 55Ul/Ul/Ul[/UR 5Hupx[1[R"[RR UR SU555n UR*R3[5SU S-55 UR,R3X/-5 M gs snf)N caltech101rrTexist_okr)category annotationHDataset not found or corrupted. You can use download=True to download it101_ObjectCategoriesBACKGROUND_GoogleFaces_2Faces_3 Motorbikes_16Airplanes_Side_2)Faces Faces_easy Motorbikes airplanesc>UT;aTU$U$N)xname_maps [/var/www/html/ai-image-ml/venv/lib/python3.13/site-packages/torchvision/datasets/caltech.py%Caltech101.__init__..HsqH} 8[Z[8[r )super__init__ospathjoinmakedirsr isinstancestrr rr_check_integrity RuntimeErrorsortedlistdir categoriesremovelistmapannotation_categoriesindexy enumeratelenextendrange) selfrrrrrticnr. __class__s @r/r4Caltech101.__init__(s dL9Yr DII- k3 ' '&-Kbmnbm]^N1m=WXbmn  MMO$$&&ij j BGGLLDZ,[!\] 23 #)+   &*#.[]a]l]l*m%n" " 0FQBJJrww||DII7MqQRSA JJ  eAq1uo . FFMM!c' "11os*HrDc .SSKn[R"[RR UR SURURUSURUSS355n/nURHnUS:Xa URURU5 M)US:XdM1URR[RR UR S URURUS URUSS 355nURUS 5 M [U5S :a [!U5OUSnUR"bUR#U5nUR$bUR%U5nX44$)zv 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 openr5r6r7rr?rErDrappendioloadmatrCrGtuplerr)rJrDscipyimgtargetrKdatas r/ __getitem__Caltech101.__getitem__Qs[ jj GGLL &u .E*3/t4   !!AJ dffUm,l"xx''GGLL %22466%=A%djj&7%> %..%C  ,**62F{r2c[RR[RRURS55$)Nr r5r6existsr7rrJs r/r;Caltech101._check_integrity|)ww~~bggll4996LMNNr2c,[UR5$r+rGrDrgs r/__len__Caltech101.__len__4::r2cUR5(ag[SURSSS9 [SURSSS9 g)NzAhttps://drive.google.com/file/d/137RyRjvTBkBiIfeYBNZBtViDHQ6_Ewspz101_ObjectCategories.tar.gz b224c7392d521a49829488ab0f1120d9filenamemd5zAhttps://drive.google.com/file/d/175kQy3UsZ0wUEHZjqkUDdNVssr7bgh_mzAnnotations.tar 6f83eeb1f24d99cab4eb377263132c91r;r rrgs r/rCaltech101.downloadsF  " " $ O II22  % O II&2  r2c:SR"S0URD6$)NzTarget type: {target_type}r,)format__dict__rgs r/ extra_reprCaltech101.extra_reprs+22CT]]CCr2)rCr?rDrrE)rNNFrN)__name__ __module__ __qualname____firstlineno____doc__r r:rrrrboolr4intrrrbr;rlrrz__static_attributes__ __classcell__rOs@r/rr s<.8(,/3 '#CI'#49c>*'#H% '# #8, '#  '# '#'#R))sCx)VO$O "DCDDr2rc ^\rSrSrSrSS\S\\S\\S\SS4 U4S jjjr S \ S\ \ \ 44S jr S\4S jrS\ 4S jrSSjrSrU=r$) 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. Nrrrrrc r>[T U][RR US5X#S9 [R "UR SS9 U(aUR5 UR5(d [S5e[[R"[RR UR S555Ul /Ul /Ul[UR5HupV[![R"[RR UR SU55Vs/sHnUR#S5(dMUPM sn5nURR%['SUS-55 URR%X/-5 M gs snf) N caltech256rTrr256_ObjectCategoriesrTr )r3r4r5r6r7r8rrr;r<r=r>r?rDrErFrGendswithrHrI) rJrrrrrLrMitemrNrOs r/r4Caltech256.__init__s5 dL9Yr DII-  MMO$$&&ij j BGGLLDZ,[!\] " 0FQ!# 277<< CY[\+] ^ ^}}V, ^A JJ  eAq1uo . FFMM!c' "1s >F4 F4 rDc [R"[RR UR SUR URUURUS-SSURUSS355nURUnURbURU5nURbURU5nX#4$)zn Args: index (int): Index Returns: tuple: (image, target) where target is index of the target class. rr 03d_rSrT) r rYr5r6r7rr?rErDrr)rJrDr_r`s r/rbCaltech256.__getitem__sjj GGLL &u .66%=1$S)4::e+> %..%C  ,**62F{r2c[RR[RRURS55$)Nrrergs r/r;Caltech256._check_integrityrir2c,[UR5$r+rkrgs r/rlCaltech256.__len__rnr2c\UR5(ag[SURSSS9 g)NzAhttps://drive.google.com/file/d/1r6o0pSROcV1_VwT4oSjA2FBUSCWGuxLKz256_ObjectCategories.tar 67b4f42ca05d46448c6bb8ecd2220f6drqrurgs r/rCaltech256.downloads,  " " $ O II/2  r2)r?rDrE)NNFr|)r}r~rrrr:rrrr4rrrrbr;rlrrrrs@r/rrs ")-/3 ##H%##8, #  #  ##<sCx6O$O   r2r)r5os.pathpathlibrtypingrrrrrr PILr utilsr r visionrrrr,r2r/rs< >>?!IDIDXX X r2