a
d( @ s d dl Z d dlmZmZmZmZmZmZmZ d dl m
Z
ddl m Z m
Z
mZmZ ddlmZ G dd deZG d d
d
eZG d d d eZdS )
N)AnyCallableDictListOptionalTupleUnion)Image )check_integrity download_and_extract_archive download_urlverify_str_arg)
VisionDatasetc
s e Zd ZdZdZddddZddd d
d d d
dZddddZdZd(e e e e e
e e
e e dd fdd
Z
e ejdddZe d d d Zdd d d Ze eee f e d!d"d#Ze d d$d%Zed d&d'Z ZS ))_LFWzlfw-pyz http://vis-www.cs.umass.edu/lfw/)Zlfwzlfw.tgzZ a17d05bd522c52d84eca14327a23d494)Z lfw_funneledzlfw-funneled.tgzZ 1b42dfed7d15c9b2dd63d5e5840c86ad)zlfw-deepfunneledzlfw-deepfunneled.tgzZ 68331da3eb755a505a502b5aacb3c201)originalfunneledZ deepfunneledZ 9f1ba174e4e1c508ff7cdf10ac338a7dZ 5132f7440eb68cf58910c8a45a2ac10bZ 4f27cbf15b2da4a85c1907eb4181ad21Z 450f0863dd89e85e73936a6d71a3474bZ e4bf5be0a43b5dcd9dc5ccfcb8fb19c5Z 54eaac34beb6d042ed3a7d883e247a21Z a6d0a479bd074669f656265a6e693f6d)z pairs.txtzpairsDevTest.txtzpairsDevTrain.txtz
people.txtzpeopleDevTest.txtzpeopleDevTrain.txt
lfw-names.txt ZDevTrainZDevTest10foldZtraintestr NF)rootsplit image_setview transformtarget_transformdownloadreturnc s t jtj|| j||d t| d| j | _
| j| j
\}| _ | _ t| dddg| _
t| dg d| _| j
| j| j d| _g | _|r| | std tj| j|| _d S )
N)r r r r peoplepairsr r z.txtzHDataset not found or corrupted. You can use download=True to download it)super__init__ospathjoin base_folderr lower file_dictkeysr filenamemd5r r
annot_file labels_filedatar _check_integrity RuntimeErrorr
images_dir) selfr r r r r r r r2 __class__ a/var/www/html/stable-diffusion-webui/venv/lib/python3.9/site-packages/torchvision/datasets/lfw.pyr# s
z
_LFW.__init__)r% r c C sB t |d$}t |}|dW d S 1 s40 Y d S )NrbZRGB)openr convert)r3 r% fimgr6 r6 r7 _loader< s
z _LFW._loaderr c C st t tj| j| j| j}t tj| j| j| j| j }|rB|sFdS | j dkrpt tj| j| j
| j| j
S dS )NFr T) r r$ r% r& r r+ r, r. checksumsr names)r3 Zst1Zst2r6 r6 r7 r0 A s
z_LFW._check_integrityc C sx | rtd d S | j | j }t|| j| j| jd t| j | j | j | j dkrtt| j | j
| j d S )Nz%Files already downloaded and verified)r+ r, r ) r0 printdownload_url_prefixr+ r r r, r
r. r r@ )r3 urlr6 r6 r7 r J s
z
_LFW.download)identitynor c C s$ t j| j|| dt|ddS )N_Z04dz.jpg)r$ r% r& r2 int)r3 rD rE r6 r6 r7 _get_pathT s z_LFW._get_pathc C s d| j d| j S )Nz Alignment: z
Split: )r r r3 r6 r6 r7
extra_reprW s z_LFW.extra_reprc C s
t | jS )N)lenr/ rI r6 r6 r7 __len__Z s z _LFW.__len__)NNF)__name__
__module__ __qualname__r' rB r) r? r- r@ strr r boolr# r r= r0 r r rG rH rJ rL
__classcell__r6 r6 r4 r7 r
sF
r c s e Zd ZdZdeeeee ee edd fdd
Ze e
e e
e f d d
d Z e
ee f d d d
Ze e eef dddZed fdd Z ZS ) LFWPeoplea `LFW `_ Dataset.
Args:
root (string): 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 an 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): If true, downloads the dataset from the internet and
puts it in root directory. If dataset is already downloaded, it is not
downloaded again.
r r NFr r r r r r r c s6 t |||d||| | | _| \| _| _d S )Nr )r" r# _get_classes class_to_idx _get_peopler/ targetsr3 r r r r r r r4 r6 r7 r# r s
zLFWPeople.__init__r> c C s g g }}t tj| j| j}| }| jdkrDt|d dfnd\}}t |D ]}t|| }dd ||d || d D } ||d 7 }t
| D ]J\}
\} } t dt| d D ]*}
| | |
}| | | | j
| qqqTW d n1 s0 Y ||fS )Nr r r
)r
r c S s g | ]}| d qS stripr .0liner6 r6 r7
z)LFWPeople._get_people..)r9 r$ r% r& r r. readlinesr rG range enumeraterH appendrV )r3 r/ rX r; linesn_foldssfoldZn_linesr irD Znum_imgsnumr< r6 r6 r7 rW s
" "
4zLFWPeople._get_peoplec C sb t tj| j| j&}| }dd |D }W d n1 sB0 Y dd t|D }|S )Nc S s g | ]}| d qS )r r\ r^ r6 r6 r7 ra rb z*LFWPeople._get_classes..c S s i | ]\}}||qS r6 r6 )r_ rk namer6 r6 r7
rb z*LFWPeople._get_classes..)r9 r$ r% r& r r@ rc re )r3 r; rg r@ rV r6 r6 r7 rU s
,zLFWPeople._get_classesindexr c C sJ | | j| }| j| }| jdur.| |}| jdurB| |}||fS )z
Args:
index (int): Index
Returns:
tuple: Tuple (image, target) where target is the identity of the person.
N)r= r/ rX r r )r3 rp r< targetr6 r6 r7 __getitem__ s
zLFWPeople.__getitem__c s t dt| j S )Nz
Classes (identities): )r" rJ rK rV rI r4 r6 r7 rJ s zLFWPeople.extra_repr)r r NNF)rM rN rO __doc__rP r r rQ r# r r rG rW r rU r rr rJ rR r6 r6 r4 r7 rS ^ s& rS c s e Zd ZdZdeeeee ee edd fdd
Zee e
e eef e
e eef e
e f d d
d Z e e e
e
e f d d
dZ ZS )LFWPairsa `LFW `_ Dataset.
Args:
root (string): 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 an 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): If true, downloads the dataset from the internet and
puts it in root directory. If dataset is already downloaded, it is not
downloaded again.
r r NFrT c s4 t |||d||| | | j\| _| _| _d S )Nr! )r" r#
_get_pairsr2
pair_namesr/ rX rY r4 r6 r7 r# s zLFWPairs.__init__)r2 r c C s g g g }}}t tj| j| j}| }| jdkrb|d d\}}t|t| }}ndt|d }}d} t |D ] }
dd || | | D } dd || | | d| D } | d| 7 } | D ]b}
|
|
d |
d |
|
d |
d d }}}| |
d |
d f | ||f | | q| D ]d}
|
|
d |
d |
|
d |
d d }}}| |
d |
d f | ||f | | q:qW d n1 s0 Y |||fS )
Nr r r[ r
c S s g | ]}| d qS rZ r\ r^ r6 r6 r7 ra rb z'LFWPairs._get_pairs..c S s g | ]}| d qS rZ r\ r^ r6 r6 r7 ra rb ) r9 r$ r% r& r r. rc r rG rd rH rf )r3 r2 rv r/ rX r; rg rh Zn_pairsri rj Z
matched_pairsZunmatched_pairspairimg1img2Zsamer6 r6 r7 ru s.
" 0 00zLFWPairs._get_pairsro c C sl | j | \}}| || | }}| j| }| jdurN| || | }}| jdurb| |}|||fS )z
Args:
index (int): Index
Returns:
tuple: (image1, image2, target) where target is `0` for different indentities and `1` for same identities.
N)r/ r= rX r r )r3 rp rz r{ rq r6 r6 r7 rr s
zLFWPairs.__getitem__)r r NNF)rM rN rO rs rP r r rQ r# r r rG ru r rr rR r6 r6 r4 r7 rt s"
6 rt )r$ typingr r r r r r r ZPILr utilsr r r
r Zvisionr r rS rt r6 r6 r6 r7 s $ TR