{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\n# import os\n# for dirname, _, filenames in os.walk('/kaggle/input'):\n#     for filename in filenames:\n#         zos.path.join(dirname, filename)\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-12-10T03:15:12.295627Z","iopub.execute_input":"2022-12-10T03:15:12.296174Z","iopub.status.idle":"2022-12-10T03:15:12.32574Z","shell.execute_reply.started":"2022-12-10T03:15:12.296081Z","shell.execute_reply":"2022-12-10T03:15:12.324874Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport keras\nimport cv2\nfrom matplotlib import pyplot as plt\nimport os\nimport random\nfrom PIL import Image","metadata":{"execution":{"iopub.status.busy":"2022-12-10T03:15:12.328026Z","iopub.execute_input":"2022-12-10T03:15:12.32839Z","iopub.status.idle":"2022-12-10T03:15:19.089442Z","shell.execute_reply.started":"2022-12-10T03:15:12.328355Z","shell.execute_reply":"2022-12-10T03:15:19.088421Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"import pandas as pd\nsamples = 2000\ndf = pd.read_csv(\"../input/landmark-retrieval-2021/train.csv\")\ndf = df.loc[:samples,:]\nnum_classes = len(df[\"landmark_id\"].unique())\nnum_data = len(df)","metadata":{"execution":{"iopub.status.busy":"2022-12-10T03:15:19.091081Z","iopub.execute_input":"2022-12-10T03:15:19.091797Z","iopub.status.idle":"2022-12-10T03:15:20.576357Z","shell.execute_reply.started":"2022-12-10T03:15:19.091759Z","shell.execute_reply":"2022-12-10T03:15:20.575257Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"print(\"Size of training data:\", df.shape)\nprint(\"Number of unique classes:\", num_classes)","metadata":{"execution":{"iopub.status.busy":"2022-12-10T03:15:20.579401Z","iopub.execute_input":"2022-12-10T03:15:20.57984Z","iopub.status.idle":"2022-12-10T03:15:20.586542Z","shell.execute_reply.started":"2022-12-10T03:15:20.579803Z","shell.execute_reply":"2022-12-10T03:15:20.585342Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"Size of training data: (2001, 2)\nNumber of unique classes: 86\n","output_type":"stream"}]},{"cell_type":"code","source":"data = pd.DataFrame(df['landmark_id'].value_counts())\n#index the data frame\ndata.reset_index(inplace=True) \ndata.columns=['landmark_id','count']\nprint(data.head(10))\nprint(data.tail(10))","metadata":{"execution":{"iopub.status.busy":"2022-12-10T03:15:20.588437Z","iopub.execute_input":"2022-12-10T03:15:20.588981Z","iopub.status.idle":"2022-12-10T03:15:20.605878Z","shell.execute_reply.started":"2022-12-10T03:15:20.588942Z","shell.execute_reply":"2022-12-10T03:15:20.604505Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"   landmark_id  count\n0           27    504\n1          219    139\n2          192    111\n3          136     82\n4          145     81\n5          189     52\n6          139     50\n7          115     46\n8          155     46\n9           43     44\n    landmark_id  count\n76            1      4\n77          131      4\n78          166      4\n79          175      3\n80           36      3\n81          143      3\n82           17      3\n83          215      2\n84          191      2\n85          177      2\n","output_type":"stream"}]},{"cell_type":"code","source":"print(data['count'].describe())#statistical data for the distribution\nplt.hist(data['count'],100,range = (0,944),label = 'test')#Histogram of the distribution\nplt.xlabel(\"Amount of images\")\nplt.ylabel(\"Occurences\")","metadata":{"execution":{"iopub.status.busy":"2022-12-10T03:15:20.607372Z","iopub.execute_input":"2022-12-10T03:15:20.60788Z","iopub.status.idle":"2022-12-10T03:15:21.042819Z","shell.execute_reply.started":"2022-12-10T03:15:20.607833Z","shell.execute_reply":"2022-12-10T03:15:21.041648Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stdout","text":"count     86.000000\nmean      23.267442\nstd       57.245688\nmin        2.000000\n25%        5.000000\n50%       10.000000\n75%       18.750000\nmax      504.000000\nName: count, dtype: float64\n","output_type":"stream"},{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"Text(0, 0.5, 'Occurences')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"print(\"Amount of classes with less than or equal to five datapoints:\", (data['count'].between(0,5)).sum()) \nprint(\"Amount of classes between five and 10 datapoints:\", (data['count'].between(5,10)).sum())\nn = plt.hist(df[\"landmark_id\"],bins=df[\"landmark_id\"].unique())\nfreq_info = n[0]\nplt.xlim(0,data['landmark_id'].max())\nplt.ylim(0,data['count'].max())\nplt.xlabel('Landmark ID')\nplt.ylabel('Number of images')","metadata":{"execution":{"iopub.status.busy":"2022-12-10T03:15:21.044277Z","iopub.execute_input":"2022-12-10T03:15:21.044816Z","iopub.status.idle":"2022-12-10T03:15:21.567944Z","shell.execute_reply.started":"2022-12-10T03:15:21.044779Z","shell.execute_reply":"2022-12-10T03:15:21.566719Z"},"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"Amount of classes with less than or equal to five datapoints: 23\nAmount of classes between five and 10 datapoints: 33\n","output_type":"stream"},{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"Text(0, 0.5, 'Number of images')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"Training","metadata":{}},{"cell_type":"code","source":"from sklearn.preprocessing import LabelEncoder\nlencoder = LabelEncoder()\nlencoder.fit(df[\"landmark_id\"])\nbase_path=\"../input/landmark-retrieval-2021/train\"\ndef encode_label(lbl):\n    return lencoder.transform(lbl)\ndef decode_label(lbl):\n    return lencoder.inverse_transform(lbl)\ndef get_image_from_number(num):\n    fname, label = df.loc[num,:]\n    fname = fname + \".jpg\"\n    f1 = fname[0]\n    f2 = fname[1]\n    f3 = fname[2]\n    path = os.path.join(f1,f2,f3,fname)\n    im = cv2.imread(os.path.join(base_path,path))\n    return im, label\nprint(\"4 sample images from random classes:\")\nfig=plt.figure(figsize=(16, 16))\nfor i in range(1,5):\n    a = random.choices(os.listdir(base_path), k=3)\n    folder = base_path+'/'+a[0]+'/'+a[1]+'/'+a[2]\n    random_img = random.choice(os.listdir(folder))\n    img = np.array(Image.open(folder+'/'+random_img))\n    fig.add_subplot(1, 4, i)\n    plt.imshow(img)\n    plt.axis('off')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-12-10T03:15:21.569601Z","iopub.execute_input":"2022-12-10T03:15:21.570487Z","iopub.status.idle":"2022-12-10T03:15:23.002154Z","shell.execute_reply.started":"2022-12-10T03:15:21.570448Z","shell.execute_reply":"2022-12-10T03:15:23.001005Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":"4 sample images from random classes:\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x1152 with 4 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"from keras.applications.vgg16 import VGG16\nfrom keras.layers import *\nfrom keras import Sequential\nfrom tensorflow import keras\nfrom keras import optimizers\nfrom tensorflow.keras.optimizers import SGD\n#Parameters\nlearning_rate = 0.0001\ndecay_speed     = 1e-6\nmomentum        = 0.09\nloss_function   = \"sparse_categorical_crossentropy\"\nsource_model = VGG16(weights=None)\n#new_layer = Dense(num_classes, activation=activations.softmax, name='prediction')\ndrop_layer = Dropout(0.5)\ndrop_layer2 = Dropout(0.5)\nmodel = Sequential()\nfor layer in source_model.layers[:-1]: # go through until last layer\n    if layer == source_model.layers[-21]:\n        model.add(BatchNormalization())\n    model.add(layer)\n#     if layer == source_model.layers[-3]:\n#         model.add(drop_layer)\n# model.add(drop_layer2)\nmodel.add(Dense(num_classes, activation=\"softmax\"))\nmodel.summary()\noptim1 = keras.optimizers.RMSprop(learning_rate = 0.0001, momentum = 0.09)\noptim2 = keras.optimizers.Adam(learning_rate=0.001, beta_1=0.9, beta_2=0.999, epsilon=1e-07)\nmodel.compile(optimizer=optim1,\n             loss=\"sparse_categorical_crossentropy\",\n             metrics=[\"accuracy\"])\nsgd = SGD(learning_rate = 0.0001, decay=decay_speed, momentum=momentum, nesterov=True)\nrms = keras.optimizers.RMSprop(learning_rate=0.001, momentum=momentum)\nmodel.compile(optimizer=rms,\n              loss=loss_function,\n              metrics=[\"accuracy\"])\nprint(\"Model compiled! n\")","metadata":{"execution":{"iopub.status.busy":"2022-12-10T03:15:23.003332Z","iopub.execute_input":"2022-12-10T03:15:23.003879Z","iopub.status.idle":"2022-12-10T03:15:27.666256Z","shell.execute_reply.started":"2022-12-10T03:15:23.003831Z","shell.execute_reply":"2022-12-10T03:15:27.662744Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stderr","text":"2022-12-10 03:15:23.482394: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:23.483461: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:23.635549: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:23.636441: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:23.637234: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:23.638142: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:23.639987: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA\nTo enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n2022-12-10 03:15:23.903486: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:23.904449: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:23.905238: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:23.906050: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:23.906809: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:23.907544: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:26.859882: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:26.861161: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:26.862203: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:26.863286: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:26.864322: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:26.865342: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 13789 MB memory:  -> device: 0, name: Tesla T4, pci bus id: 0000:00:04.0, compute capability: 7.5\n2022-12-10 03:15:26.868828: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n2022-12-10 03:15:26.869806: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:1 with 13789 MB memory:  -> device: 1, name: Tesla T4, pci bus id: 0000:00:05.0, compute capability: 7.5\n","output_type":"stream"},{"name":"stdout","text":"Model: \"sequential\"\n_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\nblock1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n_________________________________________________________________\nbatch_normalization (BatchNo (None, 224, 224, 64)      256       \n_________________________________________________________________\nblock1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n_________________________________________________________________\nblock1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n_________________________________________________________________\nblock2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n_________________________________________________________________\nblock2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n_________________________________________________________________\nblock2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n_________________________________________________________________\nblock3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n_________________________________________________________________\nblock3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n_________________________________________________________________\nblock3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n_________________________________________________________________\nblock3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n_________________________________________________________________\nblock4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n_________________________________________________________________\nblock4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n_________________________________________________________________\nblock4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n_________________________________________________________________\nblock4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n_________________________________________________________________\nblock5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n_________________________________________________________________\nblock5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n_________________________________________________________________\nblock5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n_________________________________________________________________\nblock5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n_________________________________________________________________\nflatten (Flatten)            (None, 25088)             0         \n_________________________________________________________________\nfc1 (Dense)                  (None, 4096)              102764544 \n_________________________________________________________________\nfc2 (Dense)                  (None, 4096)              16781312  \n_________________________________________________________________\ndense (Dense)                (None, 86)                352342    \n=================================================================\nTotal params: 134,613,142\nTrainable params: 134,613,014\nNon-trainable params: 128\n_________________________________________________________________\nModel compiled! n\n","output_type":"stream"}]},{"cell_type":"code","source":"#Function used to process the data, fitted into a data generator.\ndef get_image_from_number(num, df):\n    fname, label = df.iloc[num,:]\n    fname = fname + \".jpg\"\n    f1 = fname[0]\n    f2 = fname[1]\n    f3 = fname[2]\n    path = os.path.join(f1,f2,f3,fname)\n    im = cv2.imread(os.path.join(base_path,path))\n    return im, label\ndef image_reshape(im, target_size):\n    return cv2.resize(im, target_size)\ndef get_batch(dataframe,start, batch_size):\n    image_array = []\n    label_array = []\n    end_img = start+batch_size\n    if end_img > len(dataframe):\n        end_img = len(dataframe)\n    for idx in range(start, end_img):\n        n = idx\n        im, label = get_image_from_number(n, dataframe)\n        im = image_reshape(im, (224, 224)) / 255.0\n        image_array.append(im)\n        label_array.append(label)\n    label_array = encode_label(label_array)\n    return np.array(image_array), np.array(label_array)\nbatch_size = 16\nepoch_shuffle = True\nweight_classes = True\nepochs = 15\n# Split train data up into 80% and 20% validation\ntrain, validate = np.split(df.sample(frac=1), [int(.8*len(df))])\nprint(\"Training on:\", len(train), \"samples\")\nprint(\"Validation on:\", len(validate), \"samples\")\nfor e in range(epochs):\n    print(\"Epoch: \", str(e+1) + \"/\" + str(epochs))\n    if epoch_shuffle:\n        train = train.sample(frac = 1)\n    for it in range(int(np.ceil(len(train)/batch_size))):\n        X_train, y_train = get_batch(train, it*batch_size, batch_size)\n        model.train_on_batch(X_train, y_train)\nmodel.save(\"Model.h5\")","metadata":{"execution":{"iopub.status.busy":"2022-12-10T03:15:27.669403Z","iopub.execute_input":"2022-12-10T03:15:27.670087Z","iopub.status.idle":"2022-12-10T03:25:13.51844Z","shell.execute_reply.started":"2022-12-10T03:15:27.670051Z","shell.execute_reply":"2022-12-10T03:25:13.516937Z"},"trusted":true},"execution_count":10,"outputs":[{"name":"stdout","text":"Training on: 1600 samples\nValidation on: 401 samples\nEpoch:  1/15\n","output_type":"stream"},{"name":"stderr","text":"2022-12-10 03:15:28.968400: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:185] None of the MLIR Optimization Passes are enabled (registered 2)\n2022-12-10 03:15:30.447716: I tensorflow/stream_executor/cuda/cuda_dnn.cc:369] Loaded cuDNN version 8005\n","output_type":"stream"},{"name":"stdout","text":"Epoch:  2/15\nEpoch:  3/15\nEpoch:  4/15\nEpoch:  5/15\nEpoch:  6/15\nEpoch:  7/15\nEpoch:  8/15\nEpoch:  9/15\nEpoch:  10/15\nEpoch:  11/15\nEpoch:  12/15\nEpoch:  13/15\nEpoch:  14/15\nEpoch:  15/15\n","output_type":"stream"}]}]}