{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import os\nimport glob\nimport json\nimport numpy as np\nimport xml.etree.ElementTree as ET \nimport matplotlib.pyplot as plt, zipfile \n\nfrom PIL import Image \nfrom sklearn.model_selection import train_test_split\n\nimport keras\nfrom keras import regularizers\nfrom keras import backend as K\nfrom keras.losses import mse,binary_crossentropy\nfrom keras.models import Model\nfrom keras.optimizers import Adam\nfrom keras.layers import Reshape, LeakyReLU,Conv2DTranspose,Input,Lambda,PReLU\nfrom keras.layers import Dense, BatchNormalization, Activation,Conv2D,Flatten","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"ann_json = '{\"n02115641_504\": 1, \"n02115641_3736\": 1, \"n02115641_1327\": 1, \"n02115641_5687\": 1, \"n02115641_14084\": 1, 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\"n02116738_2599\": 1, \"n02116738_1105\": 1, \"n02116738_5956\": 1, \"n02116738_1948\": 1, \"n02116738_8719\": 1, \"n02116738_678\": 1, \"n02116738_7026\": 1, \"n02116738_246\": 1, \"n02116738_8662\": 1, \"n02116738_219\": 1, \"n02116738_6790\": 1, \"n02116738_7340\": 1, \"n02116738_5338\": 1, \"n02116738_4641\": 1, \"n02116738_2344\": 1, \"n02116738_8512\": 1, \"n02116738_2614\": 0, \"n02116738_9282\": 0, \"n02116738_2770\": 0, \"n02116738_3422\": 0, \"n02116738_8403\": 0, \"n02116738_291\": 0, \"n02116738_6748\": 0, \"n02116738_9818\": 0, \"n02116738_8037\": 0, \"n02116738_5519\": 0, \"n02116738_8579\": 0, \"n02116738_1097\": 0, \"n02116738_4115\": 0, \"n02116738_684\": 0, \"n02116738_4098\": 0, \"n02116738_2192\": 0, \"n02116738_9829\": 0, \"n02116738_6563\": 0, \"n02116738_8095\": 0, \"n02116738_3819\": 0, \"n02116738_2802\": 0, \"n02116738_8696\": 0, \"n02116738_5932\": 0, \"n02116738_3365\": 0, \"n02116738_4138\": 0, \"n02116738_2942\": 0, \"n02116738_4102\": 0, \"n02116738_4382\": 0, \"n02116738_2083\": 0, \"n02116738_5661\": 0, \"n02116738_10493\": 0, \"n02116738_2988\": 0, \"n02116738_9924\": 0, \"n02116738_5993\": 0, \"n02116738_7122\": 0, \"n02116738_7580\": 0, \"n02116738_3160\": 0, \"n02116738_607\": 0, \"n02116738_10640\": 0, \"n02116738_2514\": 0, \"n02116738_288\": 0, \"n02116738_4834\": 0, \"n02116738_2005\": 0, \"n02116738_3692\": 0, \"n02116738_10575\": 0, \"n02116738_4367\": 0, \"n02116738_7105\": 0, \"n02116738_6117\": 0}'","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-output":true,"trusted":true},"cell_type":"code","source":"ann_dict = json.loads(ann_json)\ncls_0 = [k for k, v in ann_dict.items() if v == 0]\ncls_1 = [k for k, v in ann_dict.items() if v == 1]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"annotation_list = glob.glob('/kaggle/input/annotation/Annotation/*/*')\n\ndef getannotation(dog_name):\n    for anname in annotation_list:\n        if dog_name in anname:\n            tree = ET.parse(anname)\n            root = tree.getroot()\n            objects = root.findall('object')\n            for o in objects:\n                bndbox = o.find('bndbox')\n                xmin = int(bndbox.find('xmin').text)\n                ymin = int(bndbox.find('ymin').text)\n                xmax = int(bndbox.find('xmax').text)\n                ymax = int(bndbox.find('ymax').text)\n            bbox = (xmin, ymin , xmax, ymax)\n            return bbox\n    return None","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"samples = cls_0\nidxIn = 0;\nimagesIn0=np.zeros((5320,64,64,3))\nfor ii, img_name in enumerate(samples):\n    img = Image.open('../input/all-dogs/all-dogs/'+img_name+'.jpg')\n    img2 = img.crop(getannotation(img_name))\n    img2 = img.resize((64,64), Image.ANTIALIAS)\n    imagesIn0[idxIn,:,:,:] = np.asarray(img2)/255\n    idxIn = idxIn + 1\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"randomIndex=np.random.choice(np.arange(0,5320),10)\nRandomDogs=imagesIn0[randomIndex]\n\nfig,axs=plt.subplots(1,5,figsize=(15,5))\n\naxs[0].imshow(RandomDogs[0])\naxs[1].imshow(RandomDogs[1])\naxs[2].imshow(RandomDogs[2])\naxs[3].imshow(RandomDogs[3])\naxs[4].imshow(RandomDogs[4])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"samples = cls_1\nidxIn = 0;\nimagesIn1=np.zeros((15259,64,64,3))\nfor ii, img_name in enumerate(samples):\n    img = Image.open('../input/all-dogs/all-dogs/'+img_name+'.jpg')\n    img2 = img.crop(getannotation(img_name))\n    img2 = img.resize((64,64), Image.ANTIALIAS)\n    imagesIn1[idxIn,:,:,:] = np.asarray(img2)/255\n    idxIn = idxIn + 1\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"randomIndex=np.random.choice(np.arange(0,5320),10)\nRandomDogs=imagesIn1[randomIndex]\n\nfig,axs=plt.subplots(1,5,figsize=(15,5))\n\naxs[0].imshow(RandomDogs[0])\naxs[1].imshow(RandomDogs[1])\naxs[2].imshow(RandomDogs[2])\naxs[3].imshow(RandomDogs[3])\naxs[4].imshow(RandomDogs[4])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"latent_dim=256\nsquare_size=16\ndecay=0.0001\ninputShape=(64,64,3)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def Sampling(args):\n    \n    z_mean, z_log_var = args\n    batch = K.shape(z_mean)[0]\n    dim = K.int_shape(z_mean)[1]\n    epsilon = K.random_normal(shape=(batch, dim))\n    \n    return z_mean + K.exp(0.5 * z_log_var) * epsilon\n\nclass KLDivergenceLayer(keras.layers.Layer):\n\n    def call(self, inputs):\n\n        mu, log_var = inputs\n        betaNorm=0.0001*(latent_dim/(64*64*3))\n        kl_batch = - .5 *betaNorm* K.sum(1 + log_var -K.square(mu) - K.exp(log_var), axis=-1)\n        self.add_loss(K.mean(kl_batch), inputs=inputs)\n        \n        return inputs","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def MakeEncoder(InputFunction,EncoderName):\n    \n    inputEncoder=InputFunction\n    en=Conv2D(128,(9,9),strides=(2,2),padding='same',use_bias=False)(inputEncoder)\n    en=BatchNormalization()(en)\n    en=LeakyReLU()(en)\n    en=Conv2D(32,(3,3),padding='same',use_bias=False)(en)\n    en=BatchNormalization()(en)\n    en=LeakyReLU()(en)\n    en=Conv2D(32,(3,3),strides=(2,2),padding='same',use_bias=False)(en)\n    en=BatchNormalization()(en)\n    en=LeakyReLU()(en)\n    en=Conv2D(4,(3,3),padding='same',use_bias=False)(en)\n    en=BatchNormalization()(en)\n    en=LeakyReLU()(en)\n    en=Flatten()(en)\n    z_mean=Dense(latent_dim,use_bias=False)(en)\n    z_mean=BatchNormalization()(z_mean)\n    z_log_var = Dense(latent_dim,use_bias=False)(en)\n    z_log_var=BatchNormalization()(z_log_var)\n    z_mean, z_log_var = KLDivergenceLayer()([z_mean, z_log_var])\n    z = Lambda(Sampling, output_shape=(latent_dim,), name='z')([z_mean, z_log_var])\n    Encoder=Model(inputEncoder,z,name=EncoderName)\n    \n    return Encoder","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def MakeDecoder(InputFunction,DecoderName):\n    \n    inputDecoder=InputFunction\n    dec=Dense(1024,use_bias=False)(inputDecoder)\n    dec=BatchNormalization()(dec)\n    dec=LeakyReLU()(dec)\n    dec=Reshape((16,16,4))(dec)\n    dec=Conv2D(4,(3,3),padding='same',use_bias=False)(dec)\n    dec=BatchNormalization()(dec)\n    dec=LeakyReLU()(dec)\n    dec=Conv2D(32,(3,3),padding='same',use_bias=False)(dec)\n    dec=BatchNormalization()(dec)\n    dec=LeakyReLU()(dec)\n    dec=Conv2DTranspose(32,(3,3),strides=(2,2),padding='same',use_bias=False)(dec)\n    dec=BatchNormalization()(dec)\n    dec=LeakyReLU()(dec)\n    dec=Conv2DTranspose(128,(9,9),strides=(2,2),padding='same',use_bias=False)(dec)\n    dec=BatchNormalization()(dec)\n    dec=LeakyReLU()(dec)\n    dec=Conv2D(3,(3,3),padding='same',use_bias=False)(dec)\n    dec=BatchNormalization()(dec)\n    output=Activation('sigmoid')(dec)\n    Decoder=Model(inputDecoder,output,name=DecoderName)\n    \n    return Decoder","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"inputEncoder0=Input(shape=inputShape,name='Input-Class0')\ninputDecoder0=Input(shape=(latent_dim,))\nEncoder0=MakeEncoder(inputEncoder0,'Encoder-Class0')\nDecoder0=MakeDecoder(inputDecoder0,'Decoder-Class0')\noutput0=Decoder0(Encoder0(inputEncoder0))\nAutoencoder0=Model(inputEncoder0,output0,name='Autoencoder-Class0')\nAutoencoder0.summary()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"Xtrain,Xval,Ytrain,Ytest=train_test_split(imagesIn0,np.arange(len(imagesIn0)), train_size = 0.85,test_size=0.15, random_state = 23)\n\ndel Ytrain,Ytest","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"Autoencoder0.compile(loss='mse',optimizer=Adam(lr=0.0025,decay=decay))\nAutoencoder0.fit(Xtrain,Xtrain,validation_data=(Xval,Xval),batch_size=48,epochs=1000)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"randomIndex=np.random.choice(np.arange(0,5320),10)\nRandomDogs=imagesIn0[randomIndex]\nEncodedDogs=Encoder0.predict(RandomDogs)\nDecodedDogs=Decoder0.predict(EncodedDogs)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig,axs=plt.subplots(3,5,figsize=(15,10))\n\naxs[0,0].imshow(RandomDogs[0])\naxs[0,1].imshow(RandomDogs[1])\naxs[0,2].imshow(RandomDogs[2])\naxs[0,3].imshow(RandomDogs[3])\naxs[0,4].imshow(RandomDogs[4])\n\naxs[1,0].imshow(EncodedDogs[0].reshape(square_size,square_size))\naxs[1,1].imshow(EncodedDogs[1].reshape(square_size,square_size))\naxs[1,2].imshow(EncodedDogs[2].reshape(square_size,square_size))\naxs[1,3].imshow(EncodedDogs[3].reshape(square_size,square_size))\naxs[1,4].imshow(EncodedDogs[4].reshape(square_size,square_size))\n\naxs[2,0].imshow(DecodedDogs[0])\naxs[2,1].imshow(DecodedDogs[1])\naxs[2,2].imshow(DecodedDogs[2])\naxs[2,3].imshow(DecodedDogs[3])\naxs[2,4].imshow(DecodedDogs[4])\n\nplt.tight_layout()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"RandomGenerated=np.random.normal(0,1,(10,latent_dim))\nGenerated=Decoder0.predict(RandomGenerated)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig,axs=plt.subplots(2,5,figsize=(15,5))\n\naxs[0,0].imshow(RandomGenerated[0].reshape(square_size,square_size))\naxs[0,1].imshow(RandomGenerated[1].reshape(square_size,square_size))\naxs[0,2].imshow(RandomGenerated[2].reshape(square_size,square_size))\naxs[0,3].imshow(RandomGenerated[3].reshape(square_size,square_size))\naxs[0,4].imshow(RandomGenerated[4].reshape(square_size,square_size))\n\naxs[1,0].imshow(Generated[0])\naxs[1,1].imshow(Generated[1])\naxs[1,2].imshow(Generated[2])\naxs[1,3].imshow(Generated[3])\naxs[1,4].imshow(Generated[4])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"inputEncoder1=Input(shape=inputShape,name='Input-Class1')\ninputDecoder1=Input(shape=(latent_dim,))\nEncoder1=MakeEncoder(inputEncoder1,'Encoder-Class1')\nDecoder1=MakeDecoder(inputDecoder1,'Decoder-Class1')\noutput1=Decoder1(Encoder1(inputEncoder1))\nAutoencoder1=Model(inputEncoder1,output1,name='Autoencoder-Class1')\nAutoencoder1.summary()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"Xtrain,Xval,Ytrain,Ytest=train_test_split(imagesIn1,np.arange(len(imagesIn1)), train_size = 0.85,test_size=0.15, random_state = 23)\n\ndel Ytrain,Ytest","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"Autoencoder1.compile(loss='mse',optimizer=Adam(lr=0.0025,decay=decay))\nAutoencoder1.fit(Xtrain,Xtrain,validation_data=(Xval,Xval),batch_size=48,epochs=1000)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"randomIndex=np.random.choice(np.arange(0,15259),10)\nRandomDogs=imagesIn1[randomIndex]\nEncodedDogs=Encoder1.predict(RandomDogs)\nDecodedDogs=Decoder1.predict(EncodedDogs)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig,axs=plt.subplots(3,5,figsize=(15,10))\n\naxs[0,0].imshow(RandomDogs[0])\naxs[0,1].imshow(RandomDogs[1])\naxs[0,2].imshow(RandomDogs[2])\naxs[0,3].imshow(RandomDogs[3])\naxs[0,4].imshow(RandomDogs[4])\n\naxs[1,0].imshow(EncodedDogs[0].reshape(square_size,square_size))\naxs[1,1].imshow(EncodedDogs[1].reshape(square_size,square_size))\naxs[1,2].imshow(EncodedDogs[2].reshape(square_size,square_size))\naxs[1,3].imshow(EncodedDogs[3].reshape(square_size,square_size))\naxs[1,4].imshow(EncodedDogs[4].reshape(square_size,square_size))\n\naxs[2,0].imshow(DecodedDogs[0])\naxs[2,1].imshow(DecodedDogs[1])\naxs[2,2].imshow(DecodedDogs[2])\naxs[2,3].imshow(DecodedDogs[3])\naxs[2,4].imshow(DecodedDogs[4])\n\nplt.tight_layout()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"RandomGenerated=np.random.normal(0,1,(10,latent_dim))\nGenerated=Decoder1.predict(RandomGenerated)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig,axs=plt.subplots(2,5,figsize=(15,5))\n\naxs[0,0].imshow(RandomGenerated[0].reshape(square_size,square_size))\naxs[0,1].imshow(RandomGenerated[1].reshape(square_size,square_size))\naxs[0,2].imshow(RandomGenerated[2].reshape(square_size,square_size))\naxs[0,3].imshow(RandomGenerated[3].reshape(square_size,square_size))\naxs[0,4].imshow(RandomGenerated[4].reshape(square_size,square_size))\n\naxs[1,0].imshow(Generated[0])\naxs[1,1].imshow(Generated[1])\naxs[1,2].imshow(Generated[2])\naxs[1,3].imshow(Generated[3])\naxs[1,4].imshow(Generated[4])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"Random0=np.random.normal(0,1,(7500,latent_dim))\nRandom1=np.random.normal(0,1,(2500,latent_dim))\nGenDogs0=Decoder0.predict(Random0)\nGenDogs1=Decoder1.predict(Random1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"z = zipfile.PyZipFile('images.zip', mode='w')\nk=0\nfor val in GenDogs0:\n    image=Image.fromarray((val * 255).astype(np.uint8))\n    f = str(k)+'.png'\n    k=k+1\n    image.save(f,'PNG')\n    z.write(f)\n    os.remove(f)\n    \nfor val in GenDogs1:\n    image=Image.fromarray((val * 255).astype(np.uint8))\n    f = str(k)+'.png'\n    k=k+1\n    image.save(f,'PNG')\n    z.write(f)\n    os.remove(f)\n    \nz.close()","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":1}