{"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_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"## IMPORT","metadata":{}},{"cell_type":"markdown","source":"# Kaggle에서 submission하기","metadata":{}},{"cell_type":"code","source":"from tensorflow import keras\nimport tensorflow as tf\nprint(keras.__version__)\nprint(tf.__version__)","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:32:29.615217Z","iopub.execute_input":"2021-11-29T02:32:29.615751Z","iopub.status.idle":"2021-11-29T02:32:35.512546Z","shell.execute_reply.started":"2021-11-29T02:32:29.615618Z","shell.execute_reply":"2021-11-29T02:32:35.510113Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# 파이썬 자주 사용하는 패키지 가져오기\nimport numpy as np\nimport pandas as pd\nimport os, random, time, shutil  \nimport tensorflow as tf\nimport matplotlib.pyplot as plt\nfrom tqdm import tqdm\n\n# 머신러닝용 패키지 가져오기\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import classification_report\n\n# matplotlib 가져오기, 옵션 설정\nfrom IPython.display import SVG\n%matplotlib inline\n\n# keras 가져오기\nfrom tensorflow.keras import backend\nfrom tensorflow.keras.applications.inception_v3 import InceptionV3, preprocess_input\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\nfrom tensorflow.keras.optimizers import SGD\nfrom tensorflow.keras.models import Model, load_model\nfrom tensorflow.keras.layers import Dense, GlobalAveragePooling2D\nfrom tensorflow.keras.utils import plot_model, to_categorical\n\nnp.random.seed(2)","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","scrolled":true,"_kg_hide-output":false,"execution":{"iopub.status.busy":"2021-11-29T02:32:35.514756Z","iopub.execute_input":"2021-11-29T02:32:35.515107Z","iopub.status.idle":"2021-11-29T02:32:36.175774Z","shell.execute_reply.started":"2021-11-29T02:32:35.515063Z","shell.execute_reply":"2021-11-29T02:32:36.174646Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 데이터셋 Path 정의 및 디렉토리 생성","metadata":{}},{"cell_type":"code","source":"!ls /kaggle","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:32:36.17752Z","iopub.execute_input":"2021-11-29T02:32:36.177961Z","iopub.status.idle":"2021-11-29T02:32:36.944096Z","shell.execute_reply.started":"2021-11-29T02:32:36.177918Z","shell.execute_reply":"2021-11-29T02:32:36.943015Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# read only dir\ntrain_zip_dir = '/kaggle/input/dogs-vs-cats-redux-kernels-edition/train.zip'\ntest_zip_dir = '/kaggle/input/dogs-vs-cats-redux-kernels-edition/test.zip'\n\n# read/write dir '/kaggle/working'\nextract_dir = '/kaggle/working/data'\ntrain_dir = '/kaggle/working/train'\ntest_dir = '/kaggle/working/test'\nos.makedirs(train_dir+'/dog', exist_ok=True)\nos.makedirs(train_dir+'/cat', exist_ok=True)\nos.makedirs(test_dir+'/test_data', exist_ok=True)","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:32:36.948678Z","iopub.execute_input":"2021-11-29T02:32:36.948959Z","iopub.status.idle":"2021-11-29T02:32:36.956942Z","shell.execute_reply.started":"2021-11-29T02:32:36.948927Z","shell.execute_reply":"2021-11-29T02:32:36.955517Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 파일 압축 풀기","metadata":{}},{"cell_type":"code","source":"import zipfile\nwith zipfile.ZipFile(train_zip_dir, 'r') as zip_ref:\n    zip_ref.extractall(extract_dir)\n    \nwith zipfile.ZipFile(test_zip_dir, 'r') as zip_ref:\n    zip_ref.extractall(extract_dir)","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:32:36.958959Z","iopub.execute_input":"2021-11-29T02:32:36.960095Z","iopub.status.idle":"2021-11-29T02:32:59.424887Z","shell.execute_reply.started":"2021-11-29T02:32:36.959959Z","shell.execute_reply":"2021-11-29T02:32:59.423943Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!ls ../working/data","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:32:59.427281Z","iopub.execute_input":"2021-11-29T02:32:59.427497Z","iopub.status.idle":"2021-11-29T02:33:00.199139Z","shell.execute_reply.started":"2021-11-29T02:32:59.427468Z","shell.execute_reply":"2021-11-29T02:33:00.198042Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(len(os.listdir('/kaggle/working/data/train')))\nprint(len(os.listdir('/kaggle/working/data/test')))","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:33:00.202771Z","iopub.execute_input":"2021-11-29T02:33:00.203082Z","iopub.status.idle":"2021-11-29T02:33:00.234357Z","shell.execute_reply.started":"2021-11-29T02:33:00.203034Z","shell.execute_reply":"2021-11-29T02:33:00.233345Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 데이터셋을 원본 디렉토리에서 타겟 디렉토리로 이동하는 함수 ","metadata":{}},{"cell_type":"code","source":"def move_images(train_path, test_path):\n    print(\"Moving training images ...\")\n    time.sleep(1)\n    \n    #tqdm은 for문의 진행상태를 progressive bar로 시각화해준다.\n    for i in tqdm(os.listdir(train_path)):\n        if 'dog' in i:\n            shutil.copyfile(train_path+i, train_dir+'/dog/'+i)\n        elif 'cat' in i:\n            shutil.copyfile(train_path+i, train_dir+'/cat/'+i)\n        else:\n            print(\"Unk file\", i)\n    \n    print(\"Moving testing images ...\")\n    time.sleep(1)\n    for i in tqdm(os.listdir(test_path)):\n        shutil.copyfile(test_path+i, test_dir+'/test_data/'+i)\n    \n    #Delete original data\n    shutil.rmtree(extract_dir)\n\nmove_images(extract_dir+'/train/', extract_dir+'/test/')","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:33:00.236526Z","iopub.execute_input":"2021-11-29T02:33:00.236951Z","iopub.status.idle":"2021-11-29T02:33:09.684111Z","shell.execute_reply.started":"2021-11-29T02:33:00.236905Z","shell.execute_reply":"2021-11-29T02:33:09.682521Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Setting image and model parameters","metadata":{}},{"cell_type":"code","source":"# 함수를 호출할때 받은 경로 하위디렉토리를 검색하고\n# 디렉토리들의 정보를 읽어온다.\ndef get_num_files(path):\n    if not os.path.exists(path):\n        return 0\n    return sum([len(files) for r,d,files in os.walk(path)])","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:33:09.69041Z","iopub.execute_input":"2021-11-29T02:33:09.692989Z","iopub.status.idle":"2021-11-29T02:33:09.701738Z","shell.execute_reply.started":"2021-11-29T02:33:09.692944Z","shell.execute_reply":"2021-11-29T02:33:09.700498Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"get_num_files(train_dir)","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:33:09.707633Z","iopub.execute_input":"2021-11-29T02:33:09.708149Z","iopub.status.idle":"2021-11-29T02:33:09.780909Z","shell.execute_reply.started":"2021-11-29T02:33:09.7081Z","shell.execute_reply":"2021-11-29T02:33:09.779566Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Hyper-parameter","metadata":{}},{"cell_type":"code","source":"width,height = 299,299\nbatch_size = 64\nepochs = 30\ntotal_samples = get_num_files(train_dir)\nval_split = 0.2 # 80% train and 20% validation\nn_train = total_samples * (1-val_split)\nn_val = total_samples - n_train\nnum_classes = 2\nprint(n_train, n_val)","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:33:09.785955Z","iopub.execute_input":"2021-11-29T02:33:09.788622Z","iopub.status.idle":"2021-11-29T02:33:09.854338Z","shell.execute_reply.started":"2021-11-29T02:33:09.788555Z","shell.execute_reply":"2021-11-29T02:33:09.853259Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 데이터 전처리","metadata":{}},{"cell_type":"code","source":"# 데이터 증식을 소극적으로 진행... \n# 데이터 증식 조건을 더 늘려볼 필요가 있어보인다.\ntrain_image_gen = ImageDataGenerator(rescale=1/255.,\n                                    horizontal_flip = True,\n                                    validation_split=val_split)\n\n# train_image_gen의 옵션에 validation_split을 설정하면 8:2로 나누어준다. \n# subset='training', subset='validation'\ntrain_generator = train_image_gen.flow_from_directory(train_dir, target_size=(width,height),\n                                                     batch_size=batch_size, seed=2, subset='training',\n                                                     shuffle=True, class_mode='categorical')\nval_generator = train_image_gen.flow_from_directory(train_dir, target_size=(width,height),\n                                                   batch_size=batch_size, seed=2, subset='validation',\n                                                   shuffle=True, class_mode='categorical')","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:33:09.859352Z","iopub.execute_input":"2021-11-29T02:33:09.862042Z","iopub.status.idle":"2021-11-29T02:33:11.243675Z","shell.execute_reply.started":"2021-11-29T02:33:09.861996Z","shell.execute_reply":"2021-11-29T02:33:11.242376Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Call backs","metadata":{}},{"cell_type":"markdown","source":"## Keras Callbacks 설정","metadata":{}},{"cell_type":"code","source":"from keras.callbacks import EarlyStopping, ModelCheckpoint, TensorBoard, ReduceLROnPlateau\n\n#'val_accuracy'가 증가하지 않고 3 EPOCH동안 유지되면 학습율(learningRate를 50%로 줄인다.)\nLR_callback = ReduceLROnPlateau(monitor='val_accuracy', patience=3, verbose=2,\n                               factor=0.5, min_lr=0.00001)\n\n#'val_accuracy'가 7EPOCH동안 증가하지 않으면 학습을 중단한다.\nEarlyStop_callback = EarlyStopping(monitor='val_accuracy', patience=7, restore_best_weights=True)\n\n# 학습중에 'val_acc'가 가장 높을때 'InceptionV3_finetune_model.h5'에 weight값을 저장한다.\nmc = ModelCheckpoint('InceptionV3_finetune_model.h5', monitor='val_acc', mode='max', verbose = 1, save_best_only=True)\n\nmy_callback=[EarlyStop_callback, LR_callback, mc]","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:33:11.24553Z","iopub.execute_input":"2021-11-29T02:33:11.245907Z","iopub.status.idle":"2021-11-29T02:33:11.253708Z","shell.execute_reply.started":"2021-11-29T02:33:11.245872Z","shell.execute_reply":"2021-11-29T02:33:11.252651Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Model","metadata":{}},{"cell_type":"code","source":"InceptionV3_base_model = InceptionV3(weights='imagenet', include_top=False)\n\n##################################\n# Keras Functional Model -> 이해해보고\n# 나중에는 sequential모델로 변경해보자.\n##################################\nx = InceptionV3_base_model.output\nx_pool = GlobalAveragePooling2D()(x)\nfinal_pred = Dense(num_classes, activation='softmax')(x_pool)\nmodel = Model(inputs=InceptionV3_base_model.input, outputs=final_pred)","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:33:11.255625Z","iopub.execute_input":"2021-11-29T02:33:11.25627Z","iopub.status.idle":"2021-11-29T02:33:17.615838Z","shell.execute_reply.started":"2021-11-29T02:33:11.256225Z","shell.execute_reply":"2021-11-29T02:33:17.614812Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# InceptionV3 모델은 2100만개 정도 파라메터\n# 최적으로 튜닝(학습) 데이터가 많이 필요, 시간이 오래 걸리죠\n# ImageNet으로 학습된 InceptionV3모델, ImageNet 데이터셋으로 오랜시간 학습된\n# 모델을 가져온다.\n\n# 1. CNN을 우리가 어떻게 쌓아야 잘되는지 모른다. 논문을 봤더니 좋은게 있다.\n#    논문을 보고 구현하자니 오래걸린다. 실수도 할수 있고... 그래서 검증된거 쓰자\n# 2. 검증된 CNN을 처음부터 학습하자니... 큰 데이터셋, 오랜 시간이 필요하다.\n#    weight값을 가지고 올수 있다. imagenet weight를 모델별로 들고와서 테스트 해보고, \n#    imagenet weight를 사용하는게 좋은지, 나쁜지 여러분이 경험해봐라....\nmodel.summary()","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:33:17.617338Z","iopub.execute_input":"2021-11-29T02:33:17.617684Z","iopub.status.idle":"2021-11-29T02:33:17.834993Z","shell.execute_reply.started":"2021-11-29T02:33:17.61764Z","shell.execute_reply":"2021-11-29T02:33:17.830529Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## InceptionNet을 가져와서 어떤 레이어를 학습할지 설정","metadata":{}},{"cell_type":"code","source":"# [0:276] Freeze\n# [276:]  trainable\nlayer_to_freeze = 276\nfor layer in model.layers[:layer_to_freeze]:\n    layer.trainable=False\nfor layer in model.layers[layer_to_freeze:]:\n    layer.trainable=True","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:33:17.836091Z","iopub.execute_input":"2021-11-29T02:33:17.83663Z","iopub.status.idle":"2021-11-29T02:33:17.854413Z","shell.execute_reply.started":"2021-11-29T02:33:17.836562Z","shell.execute_reply":"2021-11-29T02:33:17.853209Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## optimizer 설정 및 학습조건 설정","metadata":{}},{"cell_type":"code","source":"sgd = SGD(learning_rate=0.01, decay=1e-6, momentum=0.9, nesterov=True)\nmodel.compile(optimizer=sgd, loss='binary_crossentropy', metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:33:17.855826Z","iopub.execute_input":"2021-11-29T02:33:17.856854Z","iopub.status.idle":"2021-11-29T02:33:17.882755Z","shell.execute_reply.started":"2021-11-29T02:33:17.856809Z","shell.execute_reply":"2021-11-29T02:33:17.881574Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](data:image/png;base64,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)","metadata":{}},{"cell_type":"code","source":"# fit_generator는 keras 1.x버전에서 사용하던 함수명\n# keras 2.x에서는 fit으로 통일\nhistory = model.fit(train_generator, epochs=epochs,\n                    steps_per_epoch=n_train//batch_size,\n                    validation_data=val_generator,\n                    validation_steps=n_val//batch_size,\n                    verbose=1,\n                    callbacks=my_callback)","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:33:17.884563Z","iopub.execute_input":"2021-11-29T02:33:17.884934Z","iopub.status.idle":"2021-11-29T02:57:49.976375Z","shell.execute_reply.started":"2021-11-29T02:33:17.884891Z","shell.execute_reply":"2021-11-29T02:57:49.975436Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"score = model.evaluate(val_generator, verbose=1)\nprint(f\"Test loss: {score[0]}\\val accuracy: {score[1]}\")","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:57:49.97835Z","iopub.execute_input":"2021-11-29T02:57:49.978694Z","iopub.status.idle":"2021-11-29T02:58:31.327283Z","shell.execute_reply.started":"2021-11-29T02:57:49.978651Z","shell.execute_reply":"2021-11-29T02:58:31.325227Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Plot loss and accuracy curves","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(2,1)\nax[0].plot(history.history['loss'], color='b', label='Training loss')\nax[0].plot(history.history['val_loss'], color='r', label='Validation loss')\nlegend = ax[0].legend(loc='best', shadow=True)\n\nax[1].plot(history.history['accuracy'], color='b', label='Training acc')\nax[1].plot(history.history['val_accuracy'], color='r', label='Validation acc')\nlegend = ax[1].legend(loc='best', shadow=True)","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:58:31.32962Z","iopub.execute_input":"2021-11-29T02:58:31.330274Z","iopub.status.idle":"2021-11-29T02:58:31.8026Z","shell.execute_reply.started":"2021-11-29T02:58:31.330224Z","shell.execute_reply":"2021-11-29T02:58:31.80153Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_image_gen = ImageDataGenerator(rescale=1/255.)\ntest_generator = test_image_gen.flow_from_directory(test_dir, target_size=(width,height), batch_size=1,\n                                                   seed=2, class_mode=None, shuffle=False)","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:58:31.804192Z","iopub.execute_input":"2021-11-29T02:58:31.805742Z","iopub.status.idle":"2021-11-29T02:58:32.150315Z","shell.execute_reply.started":"2021-11-29T02:58:31.805695Z","shell.execute_reply":"2021-11-29T02:58:32.148289Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_pred=model.predict(test_generator, verbose=1)","metadata":{"execution":{"iopub.status.busy":"2021-11-29T02:58:32.15183Z","iopub.execute_input":"2021-11-29T02:58:32.152211Z","iopub.status.idle":"2021-11-29T03:03:21.615826Z","shell.execute_reply.started":"2021-11-29T02:58:32.15215Z","shell.execute_reply":"2021-11-29T03:03:21.614848Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission = pd.DataFrame({'id':pd.Series(test_generator.filenames),\n                           'label':pd.Series(y_pred.clip(min=0.02, max=0.98)[:,1])})\nsubmission['id'] = submission.id.str.extract('(\\d+)')\nsubmission['id'] = pd.to_numeric(submission['id'])\nsubmission.to_csv(\"dogs_vs_cats_submission.csv\", index=False)","metadata":{"execution":{"iopub.status.busy":"2021-11-29T03:26:31.600437Z","iopub.execute_input":"2021-11-29T03:26:31.601137Z","iopub.status.idle":"2021-11-29T03:26:31.671614Z","shell.execute_reply.started":"2021-11-29T03:26:31.601042Z","shell.execute_reply":"2021-11-29T03:26:31.670477Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!ls","metadata":{"execution":{"iopub.status.busy":"2021-11-29T03:03:21.717473Z","iopub.execute_input":"2021-11-29T03:03:21.717859Z","iopub.status.idle":"2021-11-29T03:03:22.607069Z","shell.execute_reply.started":"2021-11-29T03:03:21.717816Z","shell.execute_reply":"2021-11-29T03:03:22.605658Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"shutil.rmtree(train_dir)\nshutil.rmtree(test_dir)","metadata":{"execution":{"iopub.status.busy":"2021-11-29T03:03:22.613102Z","iopub.execute_input":"2021-11-29T03:03:22.614307Z","iopub.status.idle":"2021-11-29T03:03:24.243715Z","shell.execute_reply.started":"2021-11-29T03:03:22.614254Z","shell.execute_reply":"2021-11-29T03:03:24.242499Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}