{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.10","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":10338,"databundleVersionId":862042,"sourceType":"competition"}],"dockerImageVersionId":30498,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import warnings\nfrom sklearn.exceptions import ConvergenceWarning\nwarnings.filterwarnings(\"ignore\", category=ConvergenceWarning)\nwarnings.simplefilter(action='ignore', category=FutureWarning)\nwarnings.simplefilter(action='ignore', category=UserWarning)","metadata":{"execution":{"iopub.status.busy":"2024-02-07T10:38:30.953762Z","iopub.execute_input":"2024-02-07T10:38:30.954143Z","iopub.status.idle":"2024-02-07T10:38:32.159485Z","shell.execute_reply.started":"2024-02-07T10:38:30.954111Z","shell.execute_reply":"2024-02-07T10:38:32.158595Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"code","source":"import random\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport pydicom as dcm\nfrom pathlib import Path\nimport os\nfrom tqdm.notebook import tqdm\nimport cv2\nimport tensorflow as tf\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import classification_report\nfrom tensorflow.keras.layers import Layer, Convolution2D, Dense, RandomRotation, RandomFlip, Resizing, Rescaling\nfrom tensorflow.keras.layers import Concatenate, UpSampling2D, Conv2D, Reshape, GlobalAveragePooling2D, GlobalMaxPooling2D\nfrom tensorflow.keras.layers import Dense, Activation, Flatten, Dropout, MaxPooling2D, BatchNormalization\nfrom tensorflow.keras.layers import Input, ReLU, AveragePooling2D, Activation, Flatten\nfrom tensorflow.keras.models import Model, Sequential\nfrom tensorflow.keras.optimizers import Adam, AdamW\nfrom tensorflow.keras import losses, optimizers\nfrom keras import backend as K\nfrom tensorflow.keras.callbacks import Callback, EarlyStopping, ModelCheckpoint, ReduceLROnPlateau","metadata":{"execution":{"iopub.status.busy":"2024-02-07T10:38:32.161056Z","iopub.execute_input":"2024-02-07T10:38:32.161391Z","iopub.status.idle":"2024-02-07T10:38:41.612135Z","shell.execute_reply.started":"2024-02-07T10:38:32.161363Z","shell.execute_reply":"2024-02-07T10:38:41.611017Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"train_class = pd.read_csv('../input/rsna-pneumonia-detection-challenge/stage_2_detailed_class_info.csv')\ntrain_labels = pd.read_csv('../input/rsna-pneumonia-detection-challenge/stage_2_train_labels.csv')\n\ntrain_path = Path('../input/rsna-pneumonia-detection-challenge/stage_2_train_images')\ntest_path = Path('../input/rsna-pneumonia-detection-challenge/stage_2_test_images')\n\ntrain_meta = pd.concat([train_labels, train_class.drop(columns=['patientId'])], axis=1)","metadata":{"execution":{"iopub.status.busy":"2024-02-07T10:38:41.614123Z","iopub.execute_input":"2024-02-07T10:38:41.614847Z","iopub.status.idle":"2024-02-07T10:38:41.727465Z","shell.execute_reply.started":"2024-02-07T10:38:41.614815Z","shell.execute_reply":"2024-02-07T10:38:41.726595Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"def save_img_from_dcm(dcm_dir, img_dir, patient_id):\n    img_fp = os.path.join(img_dir, \"{}.jpg\".format(patient_id))\n    if os.path.exists(img_fp):\n        return\n    dcm_fp = os.path.join(dcm_dir, \"{}.dcm\".format(patient_id))\n    img_1ch = pydicom.read_file(dcm_fp).pixel_array\n    img_3ch = np.stack([img_1ch]*3, -1)\n\n    img_fp = os.path.join(img_dir, \"{}.jpg\".format(patient_id))\n    cv2.imwrite(img_fp, img_3ch)","metadata":{"execution":{"iopub.status.busy":"2024-02-07T10:38:41.728689Z","iopub.execute_input":"2024-02-07T10:38:41.729073Z","iopub.status.idle":"2024-02-07T10:38:41.737587Z","shell.execute_reply.started":"2024-02-07T10:38:41.729032Z","shell.execute_reply":"2024-02-07T10:38:41.736647Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"%%time\n\ndef get_image(dcm_file):\n    ADJUSTED_IMAGE_SIZE = 128\n    dcm_data = dcm.read_file(dcm_file)\n    img = dcm_data.pixel_array\n    img = np.stack((img,) * 3, -1)\n\n    img = np.array(img).astype(np.uint8)\n    res = cv2.resize(img,(ADJUSTED_IMAGE_SIZE,ADJUSTED_IMAGE_SIZE), interpolation = cv2.INTER_LINEAR)\n    return res\n\ndef read_train(rowData):\n    imageList = []\n    for index, row in tqdm(rowData.iterrows()):\n        patientId = row.patientId\n        dcm_file = '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_images/'+'{}.dcm'.format(patientId)\n        imageList.append(get_image(dcm_file))\n\n    return np.array(imageList)\n\ndef read_test(path):\n    imageList = []\n    for file_name in tqdm(os.listdir(path)):\n        dcm_file = dcm_file = os.sep.join([path, file_name])\n        imageList.append(get_image(dcm_file))\n    return np.array(imageList)\n        \ntest_images_path = '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_test_images'\ntest_images = read_test(test_images_path)\n\ntrain_images = read_train(train_labels)\nprint(train_images.shape)","metadata":{"execution":{"iopub.status.busy":"2024-02-07T10:38:41.740106Z","iopub.execute_input":"2024-02-07T10:38:41.740428Z","iopub.status.idle":"2024-02-07T10:50:19.414269Z","shell.execute_reply.started":"2024-02-07T10:38:41.740404Z","shell.execute_reply":"2024-02-07T10:50:19.413174Z"},"trusted":true},"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":"  0%|          | 0/3000 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0d1fb6a2cd7046f58ccfd14762c7c8ba"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"0it [00:00, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"396f6c142a724b01bc822aaefee7e67b"}},"metadata":{}},{"name":"stdout","text":"(30227, 128, 128, 3)\nCPU times: user 4min 56s, sys: 3min 7s, total: 8min 3s\nWall time: 11min 37s\n","output_type":"stream"}]},{"cell_type":"code","source":"plt.figure(figsize=(25,25)) # \nfor i, image in enumerate(train_images[:9]):\n\n    plt.subplot(3,3,i+1)\n    plt.imshow(image)\n    if train_labels.loc[i][\"Target\"]:\n        plt.title(\"Pneumonia\", color=\"red\", fontsize=25)\n    else:\n        plt.title(\"No Pneumonia\", color=\"blue\", fontsize=25)\n    plt.axis('off')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-02-07T10:50:19.41546Z","iopub.execute_input":"2024-02-07T10:50:19.415745Z","iopub.status.idle":"2024-02-07T10:50:20.529856Z","shell.execute_reply.started":"2024-02-07T10:50:19.41572Z","shell.execute_reply":"2024-02-07T10:50:20.528969Z"},"trusted":true},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 2500x2500 with 9 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"},"metadata":{}}]},{"cell_type":"code","source":"y = pd.get_dummies(train_labels[\"Target\"]).values\nrandom_state = 42\n\nX_train, X_test, y_train, y_test = train_test_split(train_images, y, test_size=0.2, random_state=random_state)","metadata":{"execution":{"iopub.status.busy":"2024-02-07T10:50:20.53112Z","iopub.execute_input":"2024-02-07T10:50:20.53144Z","iopub.status.idle":"2024-02-07T10:50:20.96065Z","shell.execute_reply.started":"2024-02-07T10:50:20.531402Z","shell.execute_reply":"2024-02-07T10:50:20.959595Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"markdown","source":"## Building CNN Model","metadata":{}},{"cell_type":"code","source":"\ndef recall_m(y_true, y_pred):\n    true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))\n    possible_positives = K.sum(K.round(K.clip(y_true, 0, 1)))\n    recall = true_positives / (possible_positives + K.epsilon())\n    return recall\n\ndef precision_m(y_true, y_pred):\n    true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))\n    predicted_positives = K.sum(K.round(K.clip(y_pred, 0, 1)))\n    precision = true_positives / (predicted_positives + K.epsilon())\n    return precision\n\ndef f1_m(y_true, y_pred):\n    precision = precision_m(y_true, y_pred)\n    recall = recall_m(y_true, y_pred)\n    return 2*((precision*recall)/(precision+recall+K.epsilon()))","metadata":{"execution":{"iopub.status.busy":"2024-02-07T10:50:20.961883Z","iopub.execute_input":"2024-02-07T10:50:20.962335Z","iopub.status.idle":"2024-02-07T10:50:20.970324Z","shell.execute_reply.started":"2024-02-07T10:50:20.962221Z","shell.execute_reply":"2024-02-07T10:50:20.969442Z"},"trusted":true},"execution_count":8,"outputs":[]},{"cell_type":"code","source":"ADJUSTED_IMAGE_SIZE = 128\ninput_shape = (ADJUSTED_IMAGE_SIZE, ADJUSTED_IMAGE_SIZE, 3)\nnum_classes = y_train.shape[1]\n\nmodel = Sequential()\nmodel.add(RandomRotation(factor=0.15))\nmodel.add(Rescaling(1./255))\nmodel.add(Conv2D(32, (3, 3), input_shape=input_shape)) # (3, 3) - conv kernel\n\nmodel.add(Activation('relu'))\nmodel.add(MaxPooling2D(pool_size=(2, 2)))\nmodel.add(Dropout(0.2))\n\nmodel.add(Conv2D(32, (3, 3)))\n\nmodel.add(Activation('relu'))\nmodel.add(MaxPooling2D(pool_size=(2, 2)))\nmodel.add(Dropout(0.3))\n\nmodel.add(Conv2D(64, (3, 3)))\n\nmodel.add(Activation('relu'))\nmodel.add(MaxPooling2D(pool_size=(2, 2)))\nmodel.add(Dropout(0.4))\n\nmodel.add(Flatten())\nmodel.add(Dense(64))\nmodel.add(Activation('relu'))\nmodel.add(Dropout(0.5))\nmodel.add(Dense(num_classes))\nmodel.add(Activation('softmax'))\n\nmodel.compile(loss='categorical_crossentropy',\n              optimizer=AdamW(learning_rate=0.0005),\n              metrics=['accuracy'] # ,f1_m\n             )\n# model.summary()\n\nhistory = model.fit(X_train, \n                  y_train, \n                  epochs = 50, \n                  validation_data = (X_test,y_test),\n                  batch_size = 16,\n                    callbacks=[\n                        EarlyStopping(monitor = \"val_loss\", patience = 10, restore_best_weights = True),\n                        ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=2, mode='min')\n                    ]\n                   )\n\nfcl_loss, fcl_accuracy = model.evaluate(X_test, y_test, verbose=1) # , fcl_f1\nprint('Test loss:', fcl_loss)\nprint('Test accuracy:', fcl_accuracy)\n# print('Test F1:', fcl_f1)\n\ndf = pd.DataFrame({\"pred\": np.argmax(model.predict(X_test), axis=1), \"true\": np.argmax(y_test, axis=1)})\nprint(classification_report(df[\"true\"], df[\"pred\"]))","metadata":{"execution":{"iopub.status.busy":"2024-02-07T10:50:20.971651Z","iopub.execute_input":"2024-02-07T10:50:20.971976Z","iopub.status.idle":"2024-02-07T11:01:29.50585Z","shell.execute_reply.started":"2024-02-07T10:50:20.971945Z","shell.execute_reply":"2024-02-07T11:01:29.504801Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stdout","text":"Epoch 1/50\n","output_type":"stream"},{"name":"stderr","text":"2024-02-07 10:50:28.243566: E tensorflow/core/grappler/optimizers/meta_optimizer.cc:954] layout failed: INVALID_ARGUMENT: Size of values 0 does not match size of permutation 4 @ fanin shape insequential/dropout/dropout/SelectV2-2-TransposeNHWCToNCHW-LayoutOptimizer\n","output_type":"stream"},{"name":"stdout","text":"1512/1512 [==============================] - 26s 12ms/step - loss: 0.5340 - accuracy: 0.7328 - val_loss: 0.5084 - val_accuracy: 0.7542 - lr: 5.0000e-04\nEpoch 2/50\n1512/1512 [==============================] - 16s 11ms/step - loss: 0.4997 - accuracy: 0.7616 - val_loss: 0.4925 - val_accuracy: 0.7701 - lr: 5.0000e-04\nEpoch 3/50\n1512/1512 [==============================] - 16s 11ms/step - loss: 0.4909 - accuracy: 0.7690 - val_loss: 0.4839 - val_accuracy: 0.7701 - lr: 5.0000e-04\nEpoch 4/50\n1512/1512 [==============================] - 16s 11ms/step - loss: 0.4846 - accuracy: 0.7723 - val_loss: 0.4851 - val_accuracy: 0.7651 - lr: 5.0000e-04\nEpoch 5/50\n1512/1512 [==============================] - 16s 11ms/step - loss: 0.4770 - accuracy: 0.7763 - val_loss: 0.4765 - val_accuracy: 0.7727 - lr: 5.0000e-04\nEpoch 6/50\n1512/1512 [==============================] - 16s 11ms/step - loss: 0.4760 - accuracy: 0.7780 - val_loss: 0.4760 - val_accuracy: 0.7706 - lr: 5.0000e-04\nEpoch 7/50\n1512/1512 [==============================] - 16s 11ms/step - loss: 0.4727 - accuracy: 0.7785 - val_loss: 0.4722 - val_accuracy: 0.7721 - lr: 5.0000e-04\nEpoch 8/50\n1512/1512 [==============================] - 16s 11ms/step - loss: 0.4695 - accuracy: 0.7816 - val_loss: 0.4644 - val_accuracy: 0.7770 - lr: 5.0000e-04\nEpoch 9/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4683 - accuracy: 0.7852 - val_loss: 0.4603 - val_accuracy: 0.7782 - lr: 5.0000e-04\nEpoch 10/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4652 - accuracy: 0.7810 - val_loss: 0.4603 - val_accuracy: 0.7764 - lr: 5.0000e-04\nEpoch 11/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4627 - accuracy: 0.7850 - val_loss: 0.4547 - val_accuracy: 0.7807 - lr: 5.0000e-04\nEpoch 12/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4610 - accuracy: 0.7862 - val_loss: 0.4590 - val_accuracy: 0.7779 - lr: 5.0000e-04\nEpoch 13/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4599 - accuracy: 0.7868 - val_loss: 0.4528 - val_accuracy: 0.7890 - lr: 5.0000e-04\nEpoch 14/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4584 - accuracy: 0.7883 - val_loss: 0.4514 - val_accuracy: 0.7835 - lr: 5.0000e-04\nEpoch 15/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4576 - accuracy: 0.7880 - val_loss: 0.4526 - val_accuracy: 0.7840 - lr: 5.0000e-04\nEpoch 16/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4558 - accuracy: 0.7886 - val_loss: 0.4535 - val_accuracy: 0.7871 - lr: 5.0000e-04\nEpoch 17/50\n1512/1512 [==============================] - 16s 11ms/step - loss: 0.4514 - accuracy: 0.7908 - val_loss: 0.4473 - val_accuracy: 0.7881 - lr: 1.0000e-04\nEpoch 18/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4473 - accuracy: 0.7962 - val_loss: 0.4488 - val_accuracy: 0.7845 - lr: 1.0000e-04\nEpoch 19/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4461 - accuracy: 0.7940 - val_loss: 0.4448 - val_accuracy: 0.7898 - lr: 1.0000e-04\nEpoch 20/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4489 - accuracy: 0.7955 - val_loss: 0.4433 - val_accuracy: 0.7888 - lr: 1.0000e-04\nEpoch 21/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4496 - accuracy: 0.7906 - val_loss: 0.4423 - val_accuracy: 0.7894 - lr: 1.0000e-04\nEpoch 22/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4469 - accuracy: 0.7932 - val_loss: 0.4439 - val_accuracy: 0.7903 - lr: 1.0000e-04\nEpoch 23/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4446 - accuracy: 0.7940 - val_loss: 0.4411 - val_accuracy: 0.7898 - lr: 1.0000e-04\nEpoch 24/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4449 - accuracy: 0.7931 - val_loss: 0.4420 - val_accuracy: 0.7903 - lr: 1.0000e-04\nEpoch 25/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4454 - accuracy: 0.7950 - val_loss: 0.4406 - val_accuracy: 0.7918 - lr: 1.0000e-04\nEpoch 26/50\n1512/1512 [==============================] - 16s 11ms/step - loss: 0.4421 - accuracy: 0.7959 - val_loss: 0.4387 - val_accuracy: 0.7903 - lr: 1.0000e-04\nEpoch 27/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4428 - accuracy: 0.7949 - val_loss: 0.4389 - val_accuracy: 0.7928 - lr: 1.0000e-04\nEpoch 28/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4422 - accuracy: 0.7958 - val_loss: 0.4409 - val_accuracy: 0.7913 - lr: 1.0000e-04\nEpoch 29/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4403 - accuracy: 0.7962 - val_loss: 0.4386 - val_accuracy: 0.7891 - lr: 2.0000e-05\nEpoch 30/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4405 - accuracy: 0.7984 - val_loss: 0.4386 - val_accuracy: 0.7933 - lr: 2.0000e-05\nEpoch 31/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4397 - accuracy: 0.7972 - val_loss: 0.4382 - val_accuracy: 0.7924 - lr: 4.0000e-06\nEpoch 32/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4405 - accuracy: 0.7983 - val_loss: 0.4387 - val_accuracy: 0.7924 - lr: 4.0000e-06\nEpoch 33/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4397 - accuracy: 0.7958 - val_loss: 0.4387 - val_accuracy: 0.7923 - lr: 4.0000e-06\nEpoch 34/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4413 - accuracy: 0.7978 - val_loss: 0.4387 - val_accuracy: 0.7919 - lr: 8.0000e-07\nEpoch 35/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4392 - accuracy: 0.7979 - val_loss: 0.4386 - val_accuracy: 0.7919 - lr: 8.0000e-07\nEpoch 36/50\n1512/1512 [==============================] - 16s 11ms/step - loss: 0.4415 - accuracy: 0.7961 - val_loss: 0.4386 - val_accuracy: 0.7918 - lr: 1.6000e-07\nEpoch 37/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4391 - accuracy: 0.7972 - val_loss: 0.4385 - val_accuracy: 0.7918 - lr: 1.6000e-07\nEpoch 38/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4409 - accuracy: 0.7991 - val_loss: 0.4385 - val_accuracy: 0.7918 - lr: 3.2000e-08\nEpoch 39/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4400 - accuracy: 0.7965 - val_loss: 0.4385 - val_accuracy: 0.7918 - lr: 3.2000e-08\nEpoch 40/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4399 - accuracy: 0.7985 - val_loss: 0.4385 - val_accuracy: 0.7918 - lr: 6.4000e-09\nEpoch 41/50\n1512/1512 [==============================] - 16s 10ms/step - loss: 0.4390 - accuracy: 0.7970 - val_loss: 0.4385 - val_accuracy: 0.7918 - lr: 6.4000e-09\n189/189 [==============================] - 1s 5ms/step - loss: 0.4382 - accuracy: 0.7924\nTest loss: 0.4381982982158661\nTest accuracy: 0.792424738407135\n189/189 [==============================] - 1s 3ms/step\n              precision    recall  f1-score   support\n\n           0       0.83      0.87      0.85      4135\n           1       0.69      0.62      0.65      1911\n\n    accuracy                           0.79      6046\n   macro avg       0.76      0.75      0.75      6046\nweighted avg       0.79      0.79      0.79      6046\n\n","output_type":"stream"}]},{"cell_type":"code","source":"\nplt.figure(figsize=(16, 8))\n\nplt.plot(history.history['accuracy'], label='Train')\nplt.plot(history.history['val_accuracy'], label='Validation')\nplt.ylabel('Cross Entropy accuracy')\nplt.xlabel('Epoch')\nplt.title('Train accuracy', pad=13, fontsize=25)\nplt.legend(loc='upper right')\nplt.grid(000.1)\n\nplt.show()\n\n\nplt.figure(figsize=(16, 8))\n\nplt.plot(history.history['loss'], label='Train')\nplt.plot(history.history['val_loss'], label='Validation')\nplt.ylabel('Cross Entropy Loss')\nplt.xlabel('Epoch')\nplt.title('Train Loss', pad=13, fontsize=25)\nplt.legend(loc='upper right')\nplt.grid(000.1)\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-02-07T11:01:29.50732Z","iopub.execute_input":"2024-02-07T11:01:29.50798Z","iopub.status.idle":"2024-02-07T11:01:30.28016Z","shell.execute_reply.started":"2024-02-07T11:01:29.507945Z","shell.execute_reply":"2024-02-07T11:01:30.279245Z"},"trusted":true},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1600x800 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"## Build transfer-learning model","metadata":{}},{"cell_type":"code","source":"# potential models: Xception ResNet50V2 InceptionV3 EfficientNetB3 ResNet152 VGG16\nbase_model = tf.keras.applications.VGG16(weights = 'imagenet', include_top = False)\nfor layer in base_model.layers:\n      layer.trainable = False\n\n# Data Augmentation Step\naugment = Sequential([\n#   RandomFlip(\"horizontal\"),\n#     Rescaling(1./255), # pretrained model already include rescaling\n    RandomRotation(0.15)\n], name='AugmentationLayer')\n\ninputs = Input(shape = input_shape, name='inputLayer')\nx = augment(inputs)\npretrain_out = base_model(x, training = False)\nx = Flatten()(pretrain_out)\nx = Dense(64, activation='relu')(x)\nx = Dense(y_train.shape[1], name='outputLayer')(x)\noutputs = Activation(activation=\"softmax\", dtype=tf.float32, name='activationLayer')(x)\nmodel = Model(inputs=inputs, outputs=outputs)\n\nmodel.compile(optimizer=AdamW(learning_rate=0.0005), # \n                   loss=losses.categorical_crossentropy, \n                   metrics=['accuracy']) # ,f1_m\n\nhistory = model.fit(X_train, \n                         y_train, \n                         batch_size=16, \n                         epochs=60, \n                         validation_data=(X_test, y_test),\n                         callbacks=[\n                             EarlyStopping(monitor = \"val_loss\", patience = 15, \n                                           restore_best_weights = True, mode='min'),\n                             ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=2, mode='min')\n                    ]\n                        )\nfcl_loss, fcl_accuracy  = model.evaluate(X_test, y_test, verbose=1) # fcl_f1\nprint('Test loss:', fcl_loss)\nprint('Test accuracy:', fcl_accuracy)\n# print('Test F1:', fcl_f1)\n\n\ndf = pd.DataFrame({\"pred\": np.argmax(model.predict(X_test), axis=1), \"true\": np.argmax(y_test, axis=1)})\nprint(classification_report(df[\"true\"], df[\"pred\"]))","metadata":{"execution":{"iopub.status.busy":"2024-02-07T11:01:30.28365Z","iopub.execute_input":"2024-02-07T11:01:30.283996Z","iopub.status.idle":"2024-02-07T11:16:55.070535Z","shell.execute_reply.started":"2024-02-07T11:01:30.28397Z","shell.execute_reply":"2024-02-07T11:16:55.069588Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n58889256/58889256 [==============================] - 0s 0us/step\nEpoch 1/60\n1512/1512 [==============================] - 50s 31ms/step - loss: 0.5782 - accuracy: 0.7761 - val_loss: 0.4641 - val_accuracy: 0.7770 - lr: 5.0000e-04\nEpoch 2/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.4384 - accuracy: 0.7966 - val_loss: 0.4356 - val_accuracy: 0.7961 - lr: 5.0000e-04\nEpoch 3/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.4294 - accuracy: 0.7989 - val_loss: 0.4420 - val_accuracy: 0.7878 - lr: 5.0000e-04\nEpoch 4/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.4195 - accuracy: 0.8057 - val_loss: 0.4338 - val_accuracy: 0.7984 - lr: 5.0000e-04\nEpoch 5/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.4140 - accuracy: 0.8087 - val_loss: 0.4293 - val_accuracy: 0.8017 - lr: 5.0000e-04\nEpoch 6/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.4126 - accuracy: 0.8084 - val_loss: 0.4429 - val_accuracy: 0.8014 - lr: 5.0000e-04\nEpoch 7/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.4049 - accuracy: 0.8122 - val_loss: 0.4500 - val_accuracy: 0.7749 - lr: 5.0000e-04\nEpoch 8/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3985 - accuracy: 0.8135 - val_loss: 0.4305 - val_accuracy: 0.8022 - lr: 1.0000e-04\nEpoch 9/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3918 - accuracy: 0.8158 - val_loss: 0.4352 - val_accuracy: 0.8014 - lr: 1.0000e-04\nEpoch 10/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3854 - accuracy: 0.8206 - val_loss: 0.4327 - val_accuracy: 0.8040 - lr: 2.0000e-05\nEpoch 11/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3881 - accuracy: 0.8193 - val_loss: 0.4320 - val_accuracy: 0.8045 - lr: 2.0000e-05\nEpoch 12/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3859 - accuracy: 0.8211 - val_loss: 0.4332 - val_accuracy: 0.8038 - lr: 4.0000e-06\nEpoch 13/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3847 - accuracy: 0.8208 - val_loss: 0.4335 - val_accuracy: 0.8048 - lr: 4.0000e-06\nEpoch 14/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3863 - accuracy: 0.8194 - val_loss: 0.4334 - val_accuracy: 0.8048 - lr: 8.0000e-07\nEpoch 15/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3870 - accuracy: 0.8187 - val_loss: 0.4334 - val_accuracy: 0.8052 - lr: 8.0000e-07\nEpoch 16/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3835 - accuracy: 0.8187 - val_loss: 0.4335 - val_accuracy: 0.8050 - lr: 1.6000e-07\nEpoch 17/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3863 - accuracy: 0.8212 - val_loss: 0.4335 - val_accuracy: 0.8052 - lr: 1.6000e-07\nEpoch 18/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3839 - accuracy: 0.8214 - val_loss: 0.4335 - val_accuracy: 0.8052 - lr: 3.2000e-08\nEpoch 19/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3855 - accuracy: 0.8206 - val_loss: 0.4335 - val_accuracy: 0.8052 - lr: 3.2000e-08\nEpoch 20/60\n1512/1512 [==============================] - 45s 30ms/step - loss: 0.3854 - accuracy: 0.8199 - val_loss: 0.4335 - val_accuracy: 0.8052 - lr: 6.4000e-09\n189/189 [==============================] - 12s 52ms/step - loss: 0.4293 - accuracy: 0.8017\nTest loss: 0.42934298515319824\nTest accuracy: 0.8016870617866516\n189/189 [==============================] - 9s 44ms/step\n              precision    recall  f1-score   support\n\n           0       0.85      0.86      0.86      4135\n           1       0.69      0.67      0.68      1911\n\n    accuracy                           0.80      6046\n   macro avg       0.77      0.77      0.77      6046\nweighted avg       0.80      0.80      0.80      6046\n\n","output_type":"stream"}]},{"cell_type":"code","source":"\nplt.figure(figsize=(16, 8))\n\nplt.plot(history.history['accuracy'], label='Train')\nplt.plot(history.history['val_accuracy'], label='Validation')\nplt.ylabel('Cross Entropy accuracy')\nplt.xlabel('Epoch')\nplt.title('Train accuracy', pad=13, fontsize=25)\nplt.legend(loc='upper right')\nplt.grid(000.1)\n\nplt.show()\n\n\nplt.figure(figsize=(16, 8))\n\nplt.plot(history.history['loss'], label='Train')\nplt.plot(history.history['val_loss'], label='Validation')\nplt.ylabel('Cross Entropy Loss')\nplt.xlabel('Epoch')\nplt.title('Train Loss', pad=13, fontsize=25)\nplt.legend(loc='upper right')\nplt.grid(000.1)\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-02-07T11:16:55.088344Z","iopub.execute_input":"2024-02-07T11:16:55.088602Z","iopub.status.idle":"2024-02-07T11:16:55.742327Z","shell.execute_reply.started":"2024-02-07T11:16:55.088578Z","shell.execute_reply":"2024-02-07T11:16:55.74124Z"},"trusted":true},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1600x800 with 1 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Fine tuning model","metadata":{}},{"cell_type":"code","source":"base_model.trainable = True\nfor layer in base_model.layers:\n    if isinstance(layer, BatchNormalization): # set BatchNorm layers as not trainable\n        layer.trainable = False\n\nmodel.compile(optimizer=AdamW(learning_rate=0.00001), # \n                   loss=losses.categorical_crossentropy, \n                   metrics=['accuracy']) # ,f1_m\n\nhistory = model.fit(X_train, \n                         y_train, \n                         batch_size=16, \n                         epochs=50, \n                         validation_data=(X_test, y_test),\n                         callbacks=[\n                             EarlyStopping(monitor = \"val_loss\", patience = 15, \n                                           restore_best_weights = True, mode='min'),\n                             ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=2, mode='min')\n                    ]\n                        )\nfcl_loss, fcl_accuracy  = model.evaluate(X_test, y_test, verbose=1) # fcl_f1\nprint('Test loss:', fcl_loss)\nprint('Test accuracy:', fcl_accuracy)\n# print('Test F1:', fcl_f1)\n\ndf = pd.DataFrame({\"pred\": np.argmax(model.predict(X_test), axis=1), \"true\": np.argmax(y_test, axis=1)})\nprint(classification_report(df[\"true\"], df[\"pred\"]))","metadata":{"execution":{"iopub.status.busy":"2024-02-07T11:16:55.747052Z","iopub.execute_input":"2024-02-07T11:16:55.747504Z","iopub.status.idle":"2024-02-07T12:03:39.626248Z","shell.execute_reply.started":"2024-02-07T11:16:55.747474Z","shell.execute_reply":"2024-02-07T12:03:39.625205Z"},"trusted":true},"execution_count":13,"outputs":[{"name":"stdout","text":"Epoch 1/50\n1512/1512 [==============================] - 142s 88ms/step - loss: 0.4162 - accuracy: 0.8083 - val_loss: 0.4104 - val_accuracy: 0.8148 - lr: 1.0000e-05\nEpoch 2/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.3933 - accuracy: 0.8199 - val_loss: 0.4006 - val_accuracy: 0.8194 - lr: 1.0000e-05\nEpoch 3/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.3814 - accuracy: 0.8258 - val_loss: 0.3913 - val_accuracy: 0.8301 - lr: 1.0000e-05\nEpoch 4/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.3709 - accuracy: 0.8301 - val_loss: 0.3894 - val_accuracy: 0.8285 - lr: 1.0000e-05\nEpoch 5/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.3595 - accuracy: 0.8393 - val_loss: 0.3881 - val_accuracy: 0.8209 - lr: 1.0000e-05\nEpoch 6/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.3498 - accuracy: 0.8418 - val_loss: 0.3773 - val_accuracy: 0.8346 - lr: 1.0000e-05\nEpoch 7/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.3383 - accuracy: 0.8470 - val_loss: 0.3827 - val_accuracy: 0.8323 - lr: 1.0000e-05\nEpoch 8/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.3288 - accuracy: 0.8542 - val_loss: 0.4414 - val_accuracy: 0.7969 - lr: 1.0000e-05\nEpoch 9/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.2906 - accuracy: 0.8729 - val_loss: 0.3887 - val_accuracy: 0.8343 - lr: 2.0000e-06\nEpoch 10/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.2758 - accuracy: 0.8803 - val_loss: 0.3900 - val_accuracy: 0.8366 - lr: 2.0000e-06\nEpoch 11/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.2606 - accuracy: 0.8882 - val_loss: 0.3978 - val_accuracy: 0.8358 - lr: 4.0000e-07\nEpoch 12/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.2578 - accuracy: 0.8925 - val_loss: 0.4087 - val_accuracy: 0.8349 - lr: 4.0000e-07\nEpoch 13/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.2524 - accuracy: 0.8948 - val_loss: 0.4083 - val_accuracy: 0.8346 - lr: 8.0000e-08\nEpoch 14/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.2536 - accuracy: 0.8926 - val_loss: 0.4081 - val_accuracy: 0.8368 - lr: 8.0000e-08\nEpoch 15/50\n1512/1512 [==============================] - 132s 87ms/step - loss: 0.2523 - accuracy: 0.8936 - val_loss: 0.4083 - val_accuracy: 0.8366 - lr: 1.6000e-08\nEpoch 16/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.2510 - accuracy: 0.8940 - val_loss: 0.4086 - val_accuracy: 0.8363 - lr: 1.6000e-08\nEpoch 17/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.2525 - accuracy: 0.8930 - val_loss: 0.4086 - val_accuracy: 0.8366 - lr: 3.2000e-09\nEpoch 18/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.2521 - accuracy: 0.8927 - val_loss: 0.4086 - val_accuracy: 0.8361 - lr: 3.2000e-09\nEpoch 19/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.2540 - accuracy: 0.8936 - val_loss: 0.4086 - val_accuracy: 0.8361 - lr: 6.4000e-10\nEpoch 20/50\n1512/1512 [==============================] - 131s 87ms/step - loss: 0.2544 - accuracy: 0.8937 - val_loss: 0.4085 - val_accuracy: 0.8361 - lr: 6.4000e-10\nEpoch 21/50\n1512/1512 [==============================] - 132s 87ms/step - loss: 0.2524 - accuracy: 0.8951 - val_loss: 0.4085 - val_accuracy: 0.8361 - lr: 1.2800e-10\n189/189 [==============================] - 8s 42ms/step - loss: 0.3773 - accuracy: 0.8346\nTest loss: 0.3772980272769928\nTest accuracy: 0.8346014022827148\n189/189 [==============================] - 8s 44ms/step\n              precision    recall  f1-score   support\n\n           0       0.86      0.90      0.88      4135\n           1       0.77      0.68      0.72      1911\n\n    accuracy                           0.83      6046\n   macro avg       0.81      0.79      0.80      6046\nweighted avg       0.83      0.83      0.83      6046\n\n","output_type":"stream"}]},{"cell_type":"code","source":"\nplt.figure(figsize=(16, 8))\n\nplt.plot(history.history['accuracy'], label='Train')\nplt.plot(history.history['val_accuracy'], label='Validation')\nplt.ylabel('Cross Entropy accuracy')\nplt.xlabel('Epoch')\nplt.title('Train accuracy', pad=13, fontsize=25)\nplt.legend(loc='upper right')\nplt.grid(000.1)\n\nplt.show()\n\n\nplt.figure(figsize=(16, 8))\n\nplt.plot(history.history['loss'], label='Train')\nplt.plot(history.history['val_loss'], label='Validation')\nplt.ylabel('Cross Entropy Loss')\nplt.xlabel('Epoch')\nplt.title('Train Loss', pad=13, fontsize=25)\nplt.legend(loc='upper right')\nplt.grid(000.1)\n\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-02-07T12:03:39.629362Z","iopub.execute_input":"2024-02-07T12:03:39.629654Z","iopub.status.idle":"2024-02-07T12:03:40.410246Z","shell.execute_reply.started":"2024-02-07T12:03:39.629628Z","shell.execute_reply":"2024-02-07T12:03:40.409253Z"},"trusted":true},"execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1600x800 with 1 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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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