Ei,SSKrSSKJr SSKJrJrJrJr SSKJ r SSK J r J r J r Jr SSKJr "SS \5r"S S \5r"S S \5rg)N)Path)AnyCallableOptionalUnion)default_loader)check_integritydownload_and_extract_archive download_urlverify_str_arg) VisionDatasetc ^\rSrSrSrSrSSSS.rSS S S S S SS.rSSSS.rSr SSS\ 4S\ \ \ 4S\ S\ S\ S\\S\\S\S\\ /\4SS4U4S jjjrS\4S!jrS)S"jrS#\ S$\ \\ 4S\ 4S%jrS\ 4S&jrS\4S'jrS(rU=r$)*_LFW zlfw-pyz http://vis-www.cs.umass.edu/lfw/)lfwzlfw.tgz a17d05bd522c52d84eca14327a23d494) lfw_funneledzlfw-funneled.tgz 1b42dfed7d15c9b2dd63d5e5840c86ad)zlfw-deepfunneledzlfw-deepfunneled.tgz 68331da3eb755a505a502b5aacb3c201)originalfunneled deepfunneled 9f1ba174e4e1c508ff7cdf10ac338a7d 5132f7440eb68cf58910c8a45a2ac10b 4f27cbf15b2da4a85c1907eb4181ad21 450f0863dd89e85e73936a6d71a3474b e4bf5be0a43b5dcd9dc5ccfcb8fb19c5 54eaac34beb6d042ed3a7d883e247a21 a6d0a479bd074669f656265a6e693f6d)z pairs.txtzpairsDevTest.txtzpairsDevTrain.txtz people.txtzpeopleDevTest.txtzpeopleDevTrain.txt lfw-names.txtDevTrainDevTest10foldtraintestr!NFrootsplit image_setview transformtarget_transformdownloadloaderreturnc >[T U][RR XR 5XVS9 [ UR5SURR55Ul URURuol Ul [ UR5SSS/5Ul [ UR5S/SQ5UlURURURS3Ul/UlU(a [%S 5eUR)5(d [+S 5e[RR UR,U 5UlXlg) N)r-r.r+r,peoplepairsr*r%z.txtz|LFW dataset is no longer available for download.Please download the dataset manually and place it in the specified directoryzHDataset not found or corrupted. You can use download=True to download it)super__init__ospathjoin base_folderr lower file_dictkeysr+filenamemd5r,r* annot_file labels_filedata ValueErrorr/_check_integrity RuntimeErrorr) images_dir_loader) selfr)r*r+r,r-r.r/r0rF __class__s U/home/mande/repo/quber/.venv/lib/python3.13/site-packages/torchvision/datasets/lfw.pyr6 _LFW.__init__ s d,<,<=v' (9;H[H[H]^.2nnT^^.L+ M48"4::<(G9LM #EKKM7r?rA checksumsr,names)rHst1st2s rJrD_LFW._check_integrityBsbggll499dmmDdhhObggll499d6F6FGX\XhXhIij# 99 "277<< 4::#FW[WaWaHbc crLcUR5(agURUR3n[XRURUR S9 [ URUR3UR5 URS:Xa/[ URUR3UR5 gg)N)r>r?r3) rDdownload_url_prefixr>r r)r?r rAr,rO)rHurls rJr/ _LFW.downloadKs  " " ))*4==/:$S))dmmQUQYQYZ001$2B2B1CDdiiP 99 D445djj\BDII N !rLidentitynoc v[RRURXS[ U5SS35$)N_04dz.jpg)r7r8r9rFint)rHrWrXs rJ _get_path_LFW._get_pathTs/ww||DOOX1SWSMQU7VWWrLc:SURSUR3$)Nz Alignment: z Split: )r+r*rHs rJ extra_repr_LFW.extra_reprWsT^^,Idjj\BBrLc,[UR5$)N)lenrBr`s rJ__len__ _LFW.__len__Zs499~rL) rGrBr>r+rFrAr?r*r,)r1N)__name__ __module__ __qualname____firstlineno__r:rTr<rNr@rOr rstrrrrboolrr6rDr/r\r]rare__static_attributes__ __classcell__rIs@rJrr s8K<K\hI 8>?8?@;IYGJ E)-/3'5 CI      H% #8,  #$    D$OX#X5c?XsXCCCrLrc^\rSrSrSrSSSSS\4S\S\S \S \\S \\S \ S \\/\ 4SS4U4Sjjjr S\ \ \\ \44SjrS\\\44SjrS\S\ \ \ 44SjrS\4U4SjjrSrU=r$) LFWPeople^a`LFW `_ Dataset. .. warning: The LFW dataset is no longer available for automatic download. Please download it manually and place it in the specified directory. Args: root (str or ``pathlib.Path``): Root directory of dataset where directory ``lfw-py`` exists or will be saved to if download is set to True. split (string, optional): The image split to use. Can be one of ``train``, ``test``, ``10fold`` (default). image_set (str, optional): Type of image funneling to use, ``original``, ``funneled`` or ``deepfunneled``. Defaults to ``funneled``. transform (callable, optional): A function/transform that takes in a PIL image or torch.Tensor, depends on the given loader, 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): NOT SUPPORTED ANYMORE, leave to False. loader (callable, optional): A function to load an image given its path. By default, it uses PIL as its image loader, but users could also pass in ``torchvision.io.decode_image`` for decoding image data into tensors directly. r&rNFr)r*r+r-r.r/r0r1c >[TU]XUSXEXgS9 UR5UlUR 5uUlUlg)Nr3r0)r5r6 _get_classes class_to_idx _get_peoplerBtargets rHr)r*r+r-r.r/r0rIs rJr6LFWPeople.__init__wsF i9X`p --/"&"2"2"4 4?ZZ\'')!,E?709/?@/?GA/? @@7 6As#B-*B(=B-B>(B-- B;indexcURURU5nURUnURbURU5nURbUR U5nX#4$)zu Args: index (int): Index Returns: tuple: Tuple (image, target) where target is the identity of the person. )rGrBrxr-r.)rHrrtargets rJ __getitem__LFWPeople.__getitem__sell499U+,e$ >> %..%C  ,**62F{rLcR>[TU]5S[UR53-$)Nz Classes (identities): )r5rardrv)rHrIs rJraLFWPeople.extra_reprs*w!#(@TEVEVAW@X&YYYrL)rvrBrx)rgrhrirj__doc__r rkrrrlrr6tuplelistr\rwdictrurrarmrnros@rJrqrq^s6#(,/3'5 5 5 5 5 H% 5 #8, 5 5#$ 5  5 5U49d3i#78$d38nsCx&ZCZZrLrqc^\rSrSrSrSSSSS\4S\S\S \S \\S \\S \ S \\/\ 4SS4U4Sjjjr S\S\ \ \ \\4\ \ \\4\ \44SjrS\S\ \ \ \44SjrSrU=r$)LFWPairsa`LFW `_ Dataset. .. warning: The LFW dataset is no longer available for automatic download. Please download it manually and place it in the specified directory. Args: root (str or ``pathlib.Path``): Root directory of dataset where directory ``lfw-py`` exists or will be saved to if download is set to True. split (string, optional): The image split to use. Can be one of ``train``, ``test``, ``10fold``. Defaults to ``10fold``. image_set (str, optional): Type of image funneling to use, ``original``, ``funneled`` or ``deepfunneled``. Defaults to ``funneled``. transform (callable, optional): A function/transform that takes in a PIL image and returns a transformed version. E.g, ``transforms.RandomRotation`` target_transform (callable, optional): A function/transform that takes in the target and transforms it. download (bool, optional): NOT SUPPORTED ANYMORE, leave to False. loader (callable, optional): A function to load an image given its path. By default, it uses PIL as its image loader, but users could also pass in ``torchvision.io.decode_image`` for decoding image data into tensors directly. r&rNFr)r*r+r-r.r/r0r1c >[TU]XUSXEXgS9 URUR5uUlUlUlg)Nr4rt)r5r6 _get_pairsrF pair_namesrBrxrys rJr6LFWPairs.__init__s= i)W_o37??4??3S0DLrLrFc ~///pCn[[RRURUR 55nUR 5nURS:Xa,USRS5upx[U5[U5pOS[US5pSn [U5GHgn XiX-V s/sH!oR5RS5PM# n n XiU-U SU--V s/sH!oR5RS5PM# n n U SU-- n U HrnURUSUS5URUSUS5SnnnURUSUS45 URUU45 URU5 Mt U HrnURUSUS5URUSUS5SnnnURUSUS45 URUU45 URU5 Mt GMj SSS5 X#U4$s sn fs sn f!,(df  N=f)Nr&rr|r) r}r7r8r9r)rAr~r*r\rrr]r)rHrFrrBrxrrrn_pairsrrr matched_pairsunmatched_pairspairimg1img2sames rJrLFWPairs._get_pairss!$&B' "'',,tyy$*:*:; <KKMEzzX%#(8>>$#7 #&w<W#$c%(mAgFKPQP[F\ ]F\d!3!3D!9F\ ]HMRYk\]abelal\mHn"oHn::<#5#5d#;Hn"oQ[ )D'+~~d1gtAw'GX\]^X_aefgahIikl$D%%tAwQ&89KKt -NN4( * ,D'+~~d1gtAw'GX\]^X_aefgahIikl$D%%tAwQ&89KKt -NN4( ,'=0((!^"o= > %-t~~d/C$  ,**62F6!!rL)rBrrx)rgrhrirjrr rkrrrlrr6rrr\rrrmrnros@rJrrs8#(,/3'5 T T T T H% T #8, T T#$ T  T T)S)U4c3h3H$uUXZ]U]J_aefiaj3j-k)8""sC})=""rLr)r7pathlibrtypingrrrrfolderr utilsr r r r visionrrrqrrLrJrsK 11"^^!Q=QhUZUZpV"tV"rL