{"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":"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\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.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","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<img src='https://media.proglib.io/wp-uploads/2018/06/2.gif'>","metadata":{}},{"cell_type":"markdown","source":"Демонстрация слоев свертки и пулинга\n![изображение.png](attachment:ee67c98c-0cd5-4b45-a50b-1850d90cdb65.png)","metadata":{},"attachments":{"ee67c98c-0cd5-4b45-a50b-1850d90cdb65.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"## LeNet'98\n\nОсобенности LeNet5:\n\n- Свёрточная нейросеть, использующая последовательность из трёх слоёв: слои свёртки (convolution), слои группирования (pooling) и слои нелинейности (non-linearity) –> с момента публикации работы Лекуна это, пожалуй, одна из главных особенностей глубокого обучения применительно к изображениям.\n- Подвыборка с использованием усреднения карт.\n- Нелинейность в виде гиперболического тангенса или сигмоид.\n- Финальный классификатор в виде многослойной нейросети.\n\n<img src='https://drive.google.com/uc?exoprt=view&id=1pPe1aBh7ySg89cxbWEZ07iabvvXABUxd'>","metadata":{}},{"cell_type":"markdown","source":"Многие предобученные модели обучались на датасете ImageNet, который содержит 14,197,122 картинок - это набор данных размечанных изображений с высоким разрешением, относящихся примерно к 22 тысячам категорий. Проводился «Крупномасштабный конкурс визуального распознавания ImageNet» (ILSVRC2013). ILSVRC использует подмножество ImageNet из примерно 1000 изображений в каждой из 1000 категорий.\n\n<img src='https://avatars.mds.yandex.net/get-zen_doc/127510/pub_5c33ad37c906e200abbace3b_5c33adfbe5e73b00aad095a1/scale_1200'>","metadata":{}},{"cell_type":"markdown","source":"## AlexNet'12\n\nВ AlexNet результаты вычислений LeNet масштабированы в гораздо более крупную нейросеть, которая способна изучить намного более сложные объекты и их иерархии. Особенности:\n\n- Использование блоков ReLU в качестве нелинейностей.\n- Использование max pooling, что позволяет избежать эффектов усреднения average pooling.\n\nНа вход идут картинки 224х224, естественно не все картинки такого размера, поэтому будет достаточно просто сжать их до нужного размера.\n\n<img src='https://drive.google.com/uc?export=view&id=1sjEftFGiJ50-m3VevamktVznsx6bY3Yw' width=700>","metadata":{}},{"cell_type":"markdown","source":"## VGG'14\nВ разработанных в Оксфорде VGG-сетях в каждом свёрточном слое впервые применили фильтры 3х3 и объединили эти слои в последовательности свёрток.\n\nВместо применяемых в AlexNet фильтров 9х9 и 11х11 стали применять гораздо более мелкие фильтры, которых старались избежать авторы LeNet. Но большим преимуществом VGG стала находка, что несколько свёрток 3х3, объединённых в последовательность, могут эмулировать более крупные свертки, например, 5х5 или 7х7.\n\nКаскад из двух сверток 3х3 равен свертке 5х5, но с меньшим количеством параметров.\n(5х5 = 25 + 1 = 26; 3x3 + 3x3 + 2 = 20)\n\n<img src='https://drive.google.com/uc?export=view&id=1GvrtEDocJ3xp9RKqgQu0-JnyTssqZhzV'>","metadata":{}},{"cell_type":"markdown","source":"## GoogLeNet\n\nЭта сеть использует Inception блоки. Это параллельная комбинация свёрточных фильтров 1х1, 3х3 и 5х5. Но главная особенность заключается в использовании свёрточных блоков 1х1 для уменьшения количества каналов перед подачей в более «дорогие» сверточные блоки. Обычно эту часть называют bottleneck. Вместо использования свертки 5х5 на нашем изображении, можем сначала пройтись сверткой 1х1 уменьшив количество каналов, а затем по ним пройтись сверткой 5х5, вернув количество каналов. Операций будет меньше, а результат будет одинаковый.\n\n<img src='https://drive.google.com/uc?export=view&id=1hgoTi6d-pdRPHgnfVGssQIQXBUdrkWrk'>","metadata":{}},{"cell_type":"markdown","source":"Разработчики этой сети придумали способ, чтобы градиенты не затухали: вводится несколько вспомогательных функций на протяжении всей сети, чтобы когда градиент от первого выхода начинал затухать, подключался градиент со второго выхода.\n\n<img src='https://drive.google.com/uc?export=view&id=1q3oJXpwGStYit5Ii13DIsexVqxwIjyjE'>","metadata":{}},{"cell_type":"markdown","source":"## ResNet'15\n\nДо этого боролись с затухающими градиентами только за счет ввода другой функции активации.\n\nЧтобы преодолеть проблему затухающих градиентов, Microsoft ввела глубокую «остаточную» структуру обучения.\n\n<img src='https://drive.google.com/uc?export=view&id=1RGJQl4-SmysYbAqwcy8Lm5qEPbiebZOO'>\n\nСмысл:\n\n$y = f(x) + x $<br>\n$dy = df(x) + 1 $<br>\n<h3>$\\frac{dL}{dx} = \\frac{dL}{dy} \\frac{dy}{dx} = \\frac{dL}{dy}(df(x) + 1 )$</h3><br>\n\nТо есть градиенты всё равно будут протекать дальше в немного измененном виде.\n\n\nСоединения быстрого доступа (shortcut connections, residual connections) пропускают один или несколько слоев и выполняют сопоставление идентификаторов.\n\n<img src='https://drive.google.com/uc?export=view&id=1JcQDIjA-97L2xs3o-JD4SWBld9J0OMW-'>\n\nЕще одна особенность ResNet, что в конце отсутствуют полносвязные слои, причина в том, что имеется уже и так довольно сложная нейронная сеть, в которой уже и так могла решиться задача, которая обычна перекладывается на полносвязный слой.","metadata":{}},{"cell_type":"markdown","source":"<img src='https://drive.google.com/uc?export=view&id=1qqbZ6iWZaD6LMjuIJ85mBGYpBwi0w-HL'>","metadata":{}},{"cell_type":"code","source":"import os\nimport json\nimport shutil\nfrom PIL import Image","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import tensorflow as tf\nfrom tensorflow import keras\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras import layers\nfrom tensorflow.keras.callbacks import ReduceLROnPlateau\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\nfrom tensorflow.keras.applications import MobileNetV2\nfrom tensorflow.keras.applications.resnet import preprocess_input\nfrom tensorflow.keras.metrics import Precision, Recall\n\nprint(f'tf version - {tf.__version__}')","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"IMAGE_PATH = '../input/plant-pathology-small-images150x150/train_imgs'","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train = pd.read_csv('../input/plant-pathology-2021-fgvc8/train.csv')\ntrain","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"Image.open(os.path.join('../input/plant-pathology-2021-fgvc8/train_images', train[train.labels == 'rust'].image.iloc[0]))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"Image.open(os.path.join('../input/plant-pathology-2021-fgvc8/train_images', train[train.labels == 'scab frog_eye_leaf_spot'].image.iloc[0]))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"len(train.labels.unique())","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.labels.value_counts()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"CLASSES = train['labels'].unique().tolist()\nBATH_SIZE = 128\nEPOCH = 1","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data_generator = ImageDataGenerator(\n    validation_split=0.15,\n)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_data_loader = data_generator.flow_from_dataframe(\n    train,\n    directory=IMAGE_PATH,\n    classes=CLASSES,\n    x_col=\"image\",\n    y_col=\"labels\",\n    target_size=(150, 150),\n    subset='training'\n)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"val_data_loader = data_generator.flow_from_dataframe(\n    train,\n    directory=IMAGE_PATH,\n    classes=CLASSES,\n    x_col=\"image\",\n    y_col=\"labels\",\n    target_size=(150, 150),\n    subset='validation'\n)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dict_classes = train_data_loader.class_indices","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"base = tf.keras.applications.DenseNet169(\n                    weights='../input/keras-pretrained-imagenet-weights/densenet169_imagenet_1000_no_top.h5',\n                    include_top=False, \n                    pooling='avg', \n                    input_shape=(150, 150, 3))\n\nmodel = Sequential()\nmodel.add(base)\nmodel.add(layers.Dense(12, activation='softmax'))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy', 'Precision', 'Recall'])\nmodel.summary()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"history = model.fit(train_data_loader, \n          validation_data=val_data_loader, \n          batch_size=BATH_SIZE, epochs=EPOCH)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_dir = '/kaggle/input/plant-pathology-2021-fgvc8/test_images/'\ntest_df = pd.DataFrame()\ntest_df['image'] = os.listdir(test_dir)\n\ntest_set = data_generator.flow_from_dataframe(dataframe=test_df,\n                                    directory=test_dir,\n                                    x_col=\"image\",\n                                    y_col=None,\n                                    batch_size=64,\n                                    seed=42,\n                                    shuffle=False,\n                                    class_mode=None,\n                                    target_size=(150,150))\n\npred = model.predict(test_set).tolist()\n\nfor i in range(len(pred)):\n    pred[i] = np.argmax(pred[i])\n\n    \ndef get_key(val):\n    for key, value in dict_classes.items():\n        if val == value:\n            return key\n        \n\nfor i in range(len(pred)):\n    pred[i] = get_key(pred[i])","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_df['labels'] = pred\ntest_df","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_df.to_csv('submission.csv', index=False)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}