{"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":"<h3>Базовое решение не обучалось.</h3>\n<h3>Модель выдавала число людей, равное 20 на всех тестовых выборках.</h3>\n\nЧто сделано:\n1) Мы изменили слои модели.  \n2) Наша сеть стала проходить процесс обучения.  \n3) Выдаёт количество людей на фото.","metadata":{}},{"cell_type":"code","source":"import os\nimport pandas as pd\n\nPATH = \"/kaggle/input/applications-of-deep-learning-wustlspring-2023/beach/beach/\"\n\n!conda install -y -c conda-forge keras-preprocessing\n\ndf = pd.read_csv(\n    os.path.join(PATH, \"train.csv\"), \n    na_values=['NA', '?'])","metadata":{"execution":{"iopub.status.busy":"2023-05-09T08:23:42.369299Z","iopub.execute_input":"2023-05-09T08:23:42.370112Z","iopub.status.idle":"2023-05-09T08:27:43.834841Z","shell.execute_reply.started":"2023-05-09T08:23:42.370077Z","shell.execute_reply":"2023-05-09T08:27:43.833701Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"len(df)","metadata":{"execution":{"iopub.status.busy":"2023-05-09T08:27:43.837059Z","iopub.execute_input":"2023-05-09T08:27:43.837738Z","iopub.status.idle":"2023-05-09T08:27:43.848913Z","shell.execute_reply.started":"2023-05-09T08:27:43.837703Z","shell.execute_reply":"2023-05-09T08:27:43.847861Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Separate into a training and validation (for early stopping)","metadata":{}},{"cell_type":"code","source":"TRAIN_PCT = 0.9\nTRAIN_CUT = int(len(df) * TRAIN_PCT)\n\ndf_train = df[0:TRAIN_CUT]\ndf_validate = df[TRAIN_CUT:]\n\n\nprint(f\"Training size: {len(df_train)}\")\nprint(f\"Validate size: {len(df_validate)}\")","metadata":{"execution":{"iopub.status.busy":"2023-05-09T08:27:43.850411Z","iopub.execute_input":"2023-05-09T08:27:43.851009Z","iopub.status.idle":"2023-05-09T08:27:43.875802Z","shell.execute_reply.started":"2023-05-09T08:27:43.850973Z","shell.execute_reply":"2023-05-09T08:27:43.874694Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train","metadata":{"execution":{"iopub.status.busy":"2023-05-09T08:27:43.878981Z","iopub.execute_input":"2023-05-09T08:27:43.879374Z","iopub.status.idle":"2023-05-09T08:27:43.902925Z","shell.execute_reply.started":"2023-05-09T08:27:43.879337Z","shell.execute_reply":"2023-05-09T08:27:43.901858Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Create DataGenerators for training and validation. This is what links the .csv with the images. This part might take a few minutes to run.","metadata":{}},{"cell_type":"code","source":"import tensorflow as tf\nimport keras_preprocessing\nfrom keras_preprocessing import image\nfrom keras_preprocessing.image import ImageDataGenerator\n\ntraining_datagen = ImageDataGenerator(\n  rescale = 1./255,\n  horizontal_flip=True,\n  vertical_flip=True,\n  fill_mode='nearest')\n\ntrain_generator = training_datagen.flow_from_dataframe(\n        dataframe=df_train,\n        directory=PATH,\n        x_col=\"filename\",\n        y_col=\"count\",\n        target_size=(256, 256),\n        batch_size=32,\n        class_mode='other')\n\nvalidation_datagen = ImageDataGenerator(rescale = 1./255)\n\nval_generator = validation_datagen.flow_from_dataframe(\n        dataframe=df_validate,\n        directory=PATH,\n        x_col=\"filename\",\n        y_col=\"count\",\n        target_size=(256, 256),\n        class_mode='other')","metadata":{"execution":{"iopub.status.busy":"2023-05-09T08:27:43.904457Z","iopub.execute_input":"2023-05-09T08:27:43.904804Z","iopub.status.idle":"2023-05-09T08:28:12.030735Z","shell.execute_reply.started":"2023-05-09T08:27:43.904770Z","shell.execute_reply":"2023-05-09T08:28:12.029519Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"''' Добавил параметр padding='same', который заполняет границы изображения нулями, \nчтобы сохранить размер изображения после свертки.\n\nУвеличил количество фильтров до 128,\nУвеличил размер ядра до 5х5'''\n\nfrom tensorflow.keras.callbacks import EarlyStopping\n\nmodel = tf.keras.models.Sequential([\n    # Note the input shape is the desired size of the image 150x150 with 3 bytes color\n    # This is the first convolution\n    tf.keras.layers.Conv2D(128, (5,5), activation='relu', input_shape=(256, 256, 3), padding='same'),\n    tf.keras.layers.MaxPooling2D(2, 2),\n    # The second convolution\n    tf.keras.layers.Conv2D(128, (5,5), activation='relu', padding='same'),\n    tf.keras.layers.MaxPooling2D(2,2),\n    tf.keras.layers.Flatten(),\n    # 512 neuron hidden layer\n    tf.keras.layers.Dense(512, activation='relu'),\n    tf.keras.layers.Dense(1, activation='linear')\n])\n","metadata":{"execution":{"iopub.status.busy":"2023-05-09T08:28:12.032250Z","iopub.execute_input":"2023-05-09T08:28:12.035857Z","iopub.status.idle":"2023-05-09T08:28:14.794392Z","shell.execute_reply.started":"2023-05-09T08:28:12.035816Z","shell.execute_reply":"2023-05-09T08:28:14.793321Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\nmodel.summary()\nepoch_steps = 250 # needed for 2.2\nvalidation_steps = len(df_validate)\nmodel.compile(loss = 'mean_squared_error', optimizer='adam')\nmonitor = EarlyStopping(monitor='val_loss', min_delta=1e-3, patience=5, verbose=1, mode='auto',\n        restore_best_weights=True)","metadata":{"execution":{"iopub.status.busy":"2023-05-09T08:28:14.795754Z","iopub.execute_input":"2023-05-09T08:28:14.796096Z","iopub.status.idle":"2023-05-09T08:28:14.841705Z","shell.execute_reply.started":"2023-05-09T08:28:14.796060Z","shell.execute_reply":"2023-05-09T08:28:14.840679Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Next we construct and train the neural network.","metadata":{}},{"cell_type":"code","source":"history = model.fit(train_generator,  \n  verbose = 1, \n  validation_data=val_generator, callbacks=[monitor], epochs=25)# epochs=25","metadata":{"execution":{"iopub.status.busy":"2023-05-09T08:28:14.843007Z","iopub.execute_input":"2023-05-09T08:28:14.843998Z","iopub.status.idle":"2023-05-09T09:54:28.285481Z","shell.execute_reply.started":"2023-05-09T08:28:14.843954Z","shell.execute_reply":"2023-05-09T09:54:28.284205Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Generate Submission File","metadata":{}},{"cell_type":"code","source":"df_test = pd.read_csv(\n    os.path.join(PATH,\"test.csv\"),\n    na_values=['NA', '?'])\n\ntest_datagen = ImageDataGenerator(rescale = 1./255)\n\ntest_generator = validation_datagen.flow_from_dataframe(\n        dataframe=df_test,\n        directory=PATH,\n        x_col=\"filename\",\n        batch_size=1,\n        shuffle=False,\n        target_size=(256, 256),\n        class_mode=None)","metadata":{"execution":{"iopub.status.busy":"2023-05-09T09:54:28.288897Z","iopub.execute_input":"2023-05-09T09:54:28.289220Z","iopub.status.idle":"2023-05-09T09:54:38.097128Z","shell.execute_reply.started":"2023-05-09T09:54:28.289172Z","shell.execute_reply":"2023-05-09T09:54:38.096213Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_generator.reset()\npred = model.predict(test_generator,steps=len(df_test))\n\ndf_submit = pd.DataFrame({'id':df_test['id'],'count':pred.flatten()})\ndf_submit.to_csv(\"/kaggle/working/submit.csv\",index=False)","metadata":{"execution":{"iopub.status.busy":"2023-05-09T09:54:38.103332Z","iopub.execute_input":"2023-05-09T09:54:38.105564Z","iopub.status.idle":"2023-05-09T09:55:53.639033Z","shell.execute_reply.started":"2023-05-09T09:54:38.105527Z","shell.execute_reply":"2023-05-09T09:55:53.637886Z"}},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<h1> Результаты в таблице </h1>","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:015eacdf-ef84-4049-892f-0ebba34e5179.png)","metadata":{},"attachments":{"beea02a1-2eb3-4941-9564-5d147b9fc97e.png":{"image/png":"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"},"015eacdf-ef84-4049-892f-0ebba34e5179.png":{"image/png":"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"}}}]}