>|he.ddlmZddlZddlZddlZddlmZmZddl m Z ddl m Z ddl mZedZej Zed k(rdd lmZmZdd lmZmZmZmZmZmZndd lmZmZdd lmZmZmZmZmZmZGd d e ZdefdZ ddefdZ y))ListN) package_utils folder_utils) verification)FacialRecognition)Loggerzbasemodels.VGGFace)module)Model Sequential) Convolution2D ZeroPadding2D MaxPooling2DFlattenDropout Activationc@eZdZdZdZdej deefdZ y) VggFaceClientz VGG-Face model class cLt|_d|_d|_d|_y)NzVGG-Face)r) load_modelmodel model_name input_shape output_shape)selfs Z/var/www/html/test/engine/venv/lib/python3.12/site-packages/deepface/basemodels/VGGFace.py__init__zVggFaceClient.__init__,s"\ $% imgreturnc|j|djdj}tj|}|jS)z find embeddings with VGG-Face model Args: img (np.ndarray): pre-loaded image in BGR Returns embeddings (list): multi-dimensional vector F)trainingr)rnumpytolistr l2_normalize)rr! embeddings rfind_embeddingszVggFaceClient.find_embeddings2sLJJsUJ399;A>EEG  --i8 !!r N) __name__ __module__ __qualname____doc__rnpndarrayrfloatr)r rrr's'! "2::"$u+"r rr"cDt}|jtdd|jtddd|jtd|jtddd|jt dd |jtd|jtd dd|jtd|jtd dd|jt dd |jtd|jtd dd|jtd|jtd dd|jtd|jtd dd|jt dd |jtd|jtd dd|jtd|jtd dd|jtd|jtd dd|jt dd |jtd|jtd dd|jtd|jtd dd|jtd|jtd dd|jt dd |jtd dd|jt d|jtd dd|jt d|jtdd|jt |jtd|S)z Base model of VGG-Face being used for classification - not to find embeddings Returns: model (Sequential): model was trained to classify 2622 identities )r r )rr)r@)r3r3relu) activation)r7)stridesir)r;g?i> softmax)r addrr rrrr)rs r base_modelr>Cs LE IImF >? IImB6:; IImF#$ IImB6:; IIl6623 IImF#$ IImCF;< IImF#$ IImCF;< IIl6623 IImF#$ IImCF;< IImF#$ IImCF;< IImF#$ IImCF;< IIl6623 IImF#$ IImCF;< IImF#$ IImCF;< IImF#$ IImCF;< IIl6623 IImF#$ IImCF;< IImF#$ IImCF;< IImF#$ IImCF;< IIl6623 IImD&V<= IIgcl IImD&V<= IIgcl IImD&)* IIgi IIj#$ Lr ct}tj}|dz}tjj |dk7r-t jdtj||d|j|t}t|jdj}t|j |}|S)z Final VGG-Face model being used for finding embeddings Returns: model (Model): returning 4096 dimensional vectors z&/.deepface/weights/vgg_face_weights.h5Tz)vgg_face_weights.h5 will be downloaded...F)quiet)inputsoutputs)r>rget_deepface_homeospathisfileloggerinfogdowndownload load_weightsr rlayersoutputr input)urlrhomerNbase_model_outputvgg_face_descriptors rrrys LE  ) ) +D < rr1r rr_s 8)?* + ,0] / / 1  ?.:"%"83J3n a# #r