{"cells":[{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":3424,"status":"ok","timestamp":1648714988504,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"oJQLoiatu3Hn"},"outputs":[],"source":["import tensorflow as tf\n","import matplotlib.pyplot as plt\n","import numpy as np\n","\n","# Importiamo questa volta anche il modulo os e i moduli layers e model di Tensorflow,\n","# per poter scrivere semplicemente layes o models inveve di tf.keras.layers e \n","# tf.keras.models.\n","\n","import os\n","from tensorflow.keras import layers, models\n","from tensorflow.keras.preprocessing import image"]},{"cell_type":"markdown","metadata":{"id":"WpDIXJJPyuo2"},"source":["# Dogs vs Cats"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1537,"status":"ok","timestamp":1648714995609,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"ytlFWXTUe-uC","outputId":"ada8a038-19c9-46c5-c251-7a58e033390d"},"outputs":[{"output_type":"stream","name":"stdout","text":["--2022-03-31 08:23:13-- https://storage.googleapis.com/mledu-datasets/cats_and_dogs_filtered.zip\n","Resolving storage.googleapis.com (storage.googleapis.com)... 108.177.125.128, 142.250.157.128, 142.251.8.128, ...\n","Connecting to storage.googleapis.com (storage.googleapis.com)|108.177.125.128|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 68606236 (65M) [application/zip]\n","Saving to: ‘/tmp/cats_and_dogs_filtered.zip’\n","\n","/tmp/cats_and_dogs_ 100%[===================>] 65.43M 222MB/s in 0.3s \n","\n","2022-03-31 08:23:14 (222 MB/s) - ‘/tmp/cats_and_dogs_filtered.zip’ saved [68606236/68606236]\n","\n"]}],"source":["# Scarichiamo l'insieme di dati, che si trova su un file ZIP. A differenza degli altri\n","# esempi usati fin'ora, questo insieme di dati non è integrato in Keras.\n","\n","# Notare l'uso del punto esclamativo che serve ad eseguire un comando del sistema\n","# operativo sottostante (Linux in questo caso).\n","\n","!wget --no-check-certificate \\\n"," https://storage.googleapis.com/mledu-datasets/cats_and_dogs_filtered.zip \\\n"," -O /tmp/cats_and_dogs_filtered.zip\n"]},{"cell_type":"code","execution_count":6,"metadata":{"executionInfo":{"elapsed":1277,"status":"ok","timestamp":1648714999251,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"rSNb-SBLGyOW"},"outputs":[],"source":["# Decomprimo il file zip, sempre usando i comandi del sistema operativo\n","\n","! unzip -q -d /tmp /tmp/cats_and_dogs_filtered.zip"]},{"cell_type":"code","execution_count":7,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":8,"status":"ok","timestamp":1648715001109,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"M8vopTUuz-n6","outputId":"edd516a2-21c4-4c33-d10a-93ed5f96e72c"},"outputs":[{"output_type":"stream","name":"stdout","text":["total training cat images: 1000\n","total training dog images: 1000\n","total validation cat images: 500\n","total validation dog images: 500\n"]}],"source":["# Scecifica le cartelle in cui risiedono i dati di training e di addestramento.\n","# Usiamo il metodo os.path.join in modo che il codice sia compatibile su tutti\n","# i sistemi operativi (Windows usa \\ come separatore di cartelle, mentre Linux\n","# e MacOS usano /)\n","\n","base_dir = '/tmp/cats_and_dogs_filtered'\n","train_dir = os.path.join(base_dir, 'train')\n","validation_dir = os.path.join(base_dir, 'validation')\n","train_cats_dir = os.path.join(train_dir, 'cats')\n","train_dogs_dir = os.path.join(train_dir, 'dogs')\n","validation_cats_dir = os.path.join(validation_dir, 'cats')\n","validation_dogs_dir = os.path.join(validation_dir, 'dogs')\n","\n","print('total training cat images:', len(os.listdir(train_cats_dir)))\n","print('total training dog images:', len(os.listdir(train_dogs_dir)))\n","print('total validation cat images:', len(os.listdir(validation_cats_dir)))\n","print('total validation dog images:', len(os.listdir(validation_dogs_dir)))"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":668,"status":"ok","timestamp":1648711178043,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"52VFjmkc2Jpm","outputId":"bab93876-1184-4063-d336-46313cc240cd"},"outputs":[{"output_type":"stream","name":"stdout","text":["Found 2000 images belonging to 2 classes.\n","Found 1000 images belonging to 2 classes.\n","data batch shape: (20, 150, 150, 3)\n","labels batch shape: (20,)\n"]}],"source":["# La classe ImageDataGenerator si occupa di leggere le immagini da un file, eventualmente\n","# manipolandele. Nel nostro caso, \n","# - carica le immagini JPEG e le decodifica\n","# - riduce tutte le immagini alla risoluzione di 150 x 150 pixel\n","# - normalizza i valori di tutti i pixel nell'intervallo [0, 1]\n","# - organizza le immagini in batch, ognuno composto da 20 immagini\n","\n","# ImageDataGenerator carica in memoria un batch alla volta. Questo consente di analizzare\n","# anche dati molto grandi (BigData ?) che non entrerebbero integralmente nella\n","# memoria del computer.\n","\n","from tensorflow.keras.preprocessing.image import ImageDataGenerator\n","\n","train_datagen = ImageDataGenerator(rescale = 1./255)\n","validation_datagen = ImageDataGenerator(rescale = 1./255)\n","train_generator = train_datagen.flow_from_directory(\n"," train_dir,\n"," target_size = (150, 150), \n"," batch_size = 20,\n"," class_mode = 'binary')\n","validation_generator = validation_datagen.flow_from_directory(\n"," validation_dir,\n"," target_size = (150, 150), \n"," batch_size = 20,\n"," class_mode = 'binary')\n","\n","for data_batch, labels_batch in train_generator:\n"," print('data batch shape:', data_batch.shape)\n"," print('labels batch shape:', labels_batch.shape)\n"," break"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"T7255_8UGDez"},"outputs":[],"source":["# Funzione per visualizzare l'evoluzione di loss e accuratezza al variare delle\n","# epoche, sia sull'insieme di addestramento che di validazione.\n","\n","def plot_history(hist):\n"," acc = hist.history['accuracy']\n"," val_acc = hist.history['val_accuracy']\n"," loss = hist.history['loss']\n"," val_loss = hist.history['val_loss']\n","\n"," epochs = range(1, len(acc) + 1)\n"," plt.plot(epochs, acc, 'bo', label='Training accuracy')\n"," plt.plot(epochs, val_acc, 'b', label='Validation accuracy')\n"," plt.title('Training and validation accuracy')\n"," plt.legend()\n"," plt.figure()\n"," plt.plot(epochs, loss, 'bo', label='Training loss')\n"," plt.plot(epochs, val_loss, 'b', label='Validation loss')\n"," plt.title('Training and validation loss')\n"," plt.legend()\n"," return plt"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4838,"status":"ok","timestamp":1648550069208,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"t3wlo-Ag1lLk","outputId":"fb790b95-abde-405a-ee50-c965c42a6ce1"},"outputs":[{"name":"stdout","output_type":"stream","text":["Model: \"sequential\"\n","_________________________________________________________________\n"," Layer (type) Output Shape Param # \n","=================================================================\n"," conv2d (Conv2D) (None, 148, 148, 32) 896 \n"," \n"," max_pooling2d (MaxPooling2D (None, 74, 74, 32) 0 \n"," ) \n"," \n"," conv2d_1 (Conv2D) (None, 72, 72, 64) 18496 \n"," \n"," max_pooling2d_1 (MaxPooling (None, 36, 36, 64) 0 \n"," 2D) \n"," \n"," conv2d_2 (Conv2D) (None, 34, 34, 128) 73856 \n"," \n"," max_pooling2d_2 (MaxPooling (None, 17, 17, 128) 0 \n"," 2D) \n"," \n"," conv2d_3 (Conv2D) (None, 15, 15, 128) 147584 \n"," \n"," max_pooling2d_3 (MaxPooling (None, 7, 7, 128) 0 \n"," 2D) \n"," \n"," flatten (Flatten) (None, 6272) 0 \n"," \n"," dense (Dense) (None, 512) 3211776 \n"," \n"," dense_1 (Dense) (None, 1) 513 \n"," \n","=================================================================\n","Total params: 3,453,121\n","Trainable params: 3,453,121\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}],"source":["# Creiamo una rete convoluzionale. Importiamo i pacchetti layers e models così\n","# non dobbiamo ogni volta riscrivere tf.keras.\n","\n","network = models.Sequential([\n"," layers.Conv2D(32, (3, 3), activation='relu', input_shape=(150, 150, 3)),\n"," layers.MaxPooling2D((2, 2)),\n"," layers.Conv2D(64, (3, 3), activation='relu'),\n"," layers.MaxPooling2D((2, 2)),\n"," layers.Conv2D(128, (3, 3), activation='relu'),\n"," layers.MaxPooling2D((2, 2)),\n"," layers.Conv2D(128, (3, 3), activation='relu'),\n"," layers.MaxPooling2D((2, 2)),\n"," layers.Flatten(),\n"," layers.Dense(512, activation='relu'),\n"," layers.Dense(1, activation='sigmoid')\n","])\n","network.compile(loss='binary_crossentropy', optimizer='rmsprop', metrics=['accuracy'])\n","network.summary()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true,"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":415897,"status":"ok","timestamp":1648550490708,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"8y7lyguG4nCD","outputId":"dd7b2ce3-adf8-45cf-8820-12f655f9ac9a"},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/30\n","100/100 [==============================] - 116s 1s/step - loss: 0.7393 - accuracy: 0.5195 - val_loss: 0.6919 - val_accuracy: 0.5000\n","Epoch 2/30\n","100/100 [==============================] - 107s 1s/step - loss: 0.6936 - accuracy: 0.5760 - val_loss: 0.8270 - val_accuracy: 0.5860\n","Epoch 3/30\n","100/100 [==============================] - 109s 1s/step - loss: 0.6453 - accuracy: 0.6600 - val_loss: 0.8320 - val_accuracy: 0.5640\n","Epoch 4/30\n","100/100 [==============================] - 108s 1s/step - loss: 0.5943 - accuracy: 0.6955 - val_loss: 0.7036 - val_accuracy: 0.6070\n","Epoch 5/30\n","100/100 [==============================] - 109s 1s/step - loss: 0.5425 - accuracy: 0.7230 - val_loss: 0.5714 - val_accuracy: 0.7180\n","Epoch 6/30\n","100/100 [==============================] - 107s 1s/step - loss: 0.4978 - accuracy: 0.7610 - val_loss: 0.6247 - val_accuracy: 0.6880\n","Epoch 7/30\n","100/100 [==============================] - 108s 1s/step - loss: 0.4618 - accuracy: 0.7960 - val_loss: 0.5628 - val_accuracy: 0.7270\n","Epoch 8/30\n","100/100 [==============================] - 105s 1s/step - loss: 0.3748 - accuracy: 0.8305 - val_loss: 0.8607 - val_accuracy: 0.6570\n","Epoch 9/30\n","100/100 [==============================] - 106s 1s/step - loss: 0.3177 - accuracy: 0.8605 - val_loss: 0.6706 - val_accuracy: 0.6790\n","Epoch 10/30\n","100/100 [==============================] - 105s 1s/step - loss: 0.2451 - accuracy: 0.8990 - val_loss: 0.6722 - val_accuracy: 0.7440\n","Epoch 11/30\n","100/100 [==============================] - 105s 1s/step - loss: 0.1874 - accuracy: 0.9245 - val_loss: 1.0500 - val_accuracy: 0.7130\n","Epoch 12/30\n","100/100 [==============================] - 106s 1s/step - loss: 0.1423 - accuracy: 0.9465 - val_loss: 1.0841 - val_accuracy: 0.7400\n","Epoch 13/30\n","100/100 [==============================] - 105s 1s/step - loss: 0.1153 - accuracy: 0.9570 - val_loss: 1.0924 - val_accuracy: 0.7190\n","Epoch 14/30\n","100/100 [==============================] - 108s 1s/step - loss: 0.1037 - accuracy: 0.9655 - val_loss: 1.2406 - val_accuracy: 0.7260\n","Epoch 15/30\n","100/100 [==============================] - 105s 1s/step - loss: 0.0864 - accuracy: 0.9685 - val_loss: 1.2955 - val_accuracy: 0.7120\n","Epoch 16/30\n","100/100 [==============================] - 105s 1s/step - loss: 0.0889 - accuracy: 0.9725 - val_loss: 1.9847 - val_accuracy: 0.7210\n","Epoch 17/30\n","100/100 [==============================] - 105s 1s/step - loss: 0.0596 - accuracy: 0.9775 - val_loss: 1.9630 - val_accuracy: 0.7090\n","Epoch 18/30\n","100/100 [==============================] - 106s 1s/step - loss: 0.0588 - accuracy: 0.9765 - val_loss: 2.3950 - val_accuracy: 0.6880\n","Epoch 19/30\n","100/100 [==============================] - 105s 1s/step - loss: 0.0761 - accuracy: 0.9785 - val_loss: 2.1546 - val_accuracy: 0.7140\n","Epoch 20/30\n","100/100 [==============================] - 105s 1s/step - loss: 0.0770 - accuracy: 0.9795 - val_loss: 2.0495 - val_accuracy: 0.7250\n","Epoch 21/30\n","100/100 [==============================] - 106s 1s/step - loss: 0.0539 - accuracy: 0.9840 - val_loss: 1.8927 - val_accuracy: 0.6960\n","Epoch 22/30\n","100/100 [==============================] - 106s 1s/step - loss: 0.0500 - accuracy: 0.9880 - val_loss: 2.4117 - val_accuracy: 0.7240\n","Epoch 23/30\n","100/100 [==============================] - 105s 1s/step - loss: 0.0469 - accuracy: 0.9895 - val_loss: 2.5236 - val_accuracy: 0.6790\n","Epoch 24/30\n","100/100 [==============================] - 106s 1s/step - loss: 0.0602 - accuracy: 0.9840 - val_loss: 2.1577 - val_accuracy: 0.6990\n","Epoch 25/30\n","100/100 [==============================] - 106s 1s/step - loss: 0.0329 - accuracy: 0.9895 - val_loss: 2.3973 - val_accuracy: 0.7150\n","Epoch 26/30\n","100/100 [==============================] - 107s 1s/step - loss: 0.0675 - accuracy: 0.9915 - val_loss: 2.3223 - val_accuracy: 0.7160\n","Epoch 27/30\n","100/100 [==============================] - 108s 1s/step - loss: 0.0490 - accuracy: 0.9925 - val_loss: 3.4984 - val_accuracy: 0.7170\n","Epoch 28/30\n","100/100 [==============================] - 107s 1s/step - loss: 0.0191 - accuracy: 0.9950 - val_loss: 3.9724 - val_accuracy: 0.7140\n","Epoch 29/30\n","100/100 [==============================] - 107s 1s/step - loss: 0.0640 - accuracy: 0.9865 - val_loss: 2.3548 - val_accuracy: 0.6940\n","Epoch 30/30\n","100/100 [==============================] - 106s 1s/step - loss: 0.0421 - accuracy: 0.9905 - val_loss: 3.9186 - val_accuracy: 0.7230\n"]}],"source":["# Addestriamo la rete. Notare che:\n","# a. Non specifichiamo il batch_size, poiché è stato specificato come parametro di ImageDataGenerator\n","# b. Occorre invece specificare il numero di batch che servono per esaurire l'insieme di dati\n","# nel parametro steps_per_epoch. Siccome l'insieme di training è formato da 2000\n","# immagini e ogni batch è formato da 20 immagini, servono centro passi perché\n","# la rete si sia addestrata su tutte le immagini a disposizione\n","# c. Analogamente in validation_steps dobbiamo mettere il numero di batch che compongono\n","# l'insieme di validazione (1000/20 = 50)\n","\n","history = network.fit(\n"," train_generator,\n"," steps_per_epoch=100,\n"," epochs=30,\n"," validation_data=validation_generator,\n"," validation_steps=50)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":562},"executionInfo":{"elapsed":999,"status":"ok","timestamp":1648552351535,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"rSRieYPqIQ4n","outputId":"b59548d5-51eb-4f41-a7fb-b5b6eca6765f"},"outputs":[{"data":{"text/plain":[""]},"execution_count":29,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# Visualizzando la storia di accuratezza e loss, notiamo un elevato overfitting,\n","# probabilmente dovuto alla scarsità di dati. L'accuratezza massima che è stata\n","# raggiunta sull'insieme di validazione è stata circa del 75% al'epoca 17.\n","\n","plot_history(history)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"75EZu37ATPC-"},"outputs":[],"source":["# Salvataggio della rete. In questo modo è possibile salvare la rete nello spazio\n","# disco del computer virtuale su cui sta girando il notebook. Da lì è possibile\n","# scarica tramite il file browser che ci mette a disposizione Google Colab (si\n","# trova nella cartella /content)\n","\n","network.save('cats_and_dogs_small_1.h5')"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":16048,"status":"ok","timestamp":1648550617202,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"aFCr8qkPTcFX","outputId":"ef7e6067-3d88-4e57-e233-6167db732c12"},"outputs":[{"name":"stdout","output_type":"stream","text":["Mounted at /content/drive\n"]}],"source":["# In alternativa, possiamo salvare la rete su qualche storage cloud, ad esempio\n","# su Google Drive.\n","\n","# \"Montiamo\" il proprio Google Drive come cartella \"/content/drive\" del sistema\n","# operativo sottostante. Questo comando funziona solo su Google Colab e non su \n","# sistemi alternativi come Kaggle.\n","\n","from google.colab import drive\n","\n","drive.mount('/content/drive')\n","\n","# Quindi diamo il comando di salvatggio ma all'interno della cartella '/content/drive/MyDrive/'\n","\n","network.save('/content/drive/MyDrive/Colab Notebooks/Deep Learning con Keras/cats_and_dogs_small_1.h5')"]},{"cell_type":"markdown","metadata":{"id":"icUMzcPO0DV5"},"source":["# Data Augmentation\n","\n","Visto che i dati a disposizione sono pochi, proviamo ad aumentarli artificialmente alterando quelli che abbiamo a disposizione."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"NnDrft-kI373"},"outputs":[],"source":["# Si può configurare la classe ImageDataGenerator di Keras per fare propro questo,\n","# altera le immagini durante il caricamento. I parametri rotation_range, width_shift_range,\n","# etc... specificano i tipi di alterazione a cui sottoporre, in maniera causale, le immagini.\n","\n","example_datagen = ImageDataGenerator(\n"," rotation_range=40,\n"," width_shift_range=0.2,\n"," height_shift_range=0.2,\n"," shear_range=0.2,\n"," zoom_range=0.2,\n"," horizontal_flip=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":2119,"status":"ok","timestamp":1648550698429,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"bDUpPcw7IlPb","outputId":"55d30cc5-5345-4a7c-d5ad-78b436063248"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# Questo è un esempio delle modifiche che vengono effettuate, a partire dalla\n","# immagine cat.770.jpg\n","\n","img_path = os.path.join(train_cats_dir, 'cat.770.jpg')\n","img = image.load_img(img_path, target_size=(150, 150))\n","x = image.img_to_array(img)\n","x = x.reshape((1,)+ x.shape)\n","\n","i = 0\n","for batch in example_datagen.flow(x, batch_size=1):\n"," plt.figure(i)\n"," imgplot = plt.imshow(image.array_to_img(batch[0]))\n"," i += 1\n"," if i % 4 == 0:\n"," break\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":331,"status":"ok","timestamp":1648550725076,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"liKS9QAWMPM3","outputId":"1cf1d5e7-9246-4ded-db0f-2cb8021da59f"},"outputs":[{"name":"stdout","output_type":"stream","text":["Found 2000 images belonging to 2 classes.\n","Found 1000 images belonging to 2 classes.\n"]}],"source":["# Cambiamo quindi il generatore di immagini per l'insieme di addestramento in modo\n","# da effettuare una serie di trasformazioni durante il caricamento.\n","\n","train_datagen2 = ImageDataGenerator(\n"," rescale=1./255,\n"," rotation_range=40,\n"," width_shift_range=0.2,\n"," height_shift_range=0.2,\n"," shear_range=0.2,\n"," zoom_range=0.2,\n"," horizontal_flip=True)\n","\n","validation_datagen2 = ImageDataGenerator(rescale=1./255)\n","\n","train_generator2 = train_datagen2.flow_from_directory(\n"," train_dir,\n"," target_size=(150, 150),\n"," batch_size=20,\n"," class_mode='binary')\n"," \n","validation_generator2 = validation_datagen2.flow_from_directory(\n"," validation_dir,\n"," target_size=(150, 150),\n"," batch_size=20,\n"," class_mode='binary')"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1415623,"status":"ok","timestamp":1648552181233,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"C3Ys30XDMZH6","outputId":"bb70a854-139f-497c-d607-27d07a738252"},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/60\n","100/100 [==============================] - 26s 249ms/step - loss: 0.7352 - acc: 0.5245 - val_loss: 0.6951 - val_acc: 0.5000\n","Epoch 2/60\n","100/100 [==============================] - 25s 251ms/step - loss: 0.6916 - acc: 0.5230 - val_loss: 0.8073 - val_acc: 0.5030\n","Epoch 3/60\n","100/100 [==============================] - 25s 247ms/step - loss: 0.6840 - acc: 0.5540 - val_loss: 0.6392 - val_acc: 0.6610\n","Epoch 4/60\n","100/100 [==============================] - 23s 234ms/step - loss: 0.6683 - acc: 0.5920 - val_loss: 0.6561 - val_acc: 0.5930\n","Epoch 5/60\n","100/100 [==============================] - 24s 239ms/step - loss: 0.6526 - acc: 0.6305 - val_loss: 0.6088 - val_acc: 0.6530\n","Epoch 6/60\n","100/100 [==============================] - 22s 222ms/step - loss: 0.6363 - acc: 0.6455 - val_loss: 0.6082 - val_acc: 0.6340\n","Epoch 7/60\n","100/100 [==============================] - 21s 214ms/step - loss: 0.6517 - acc: 0.6365 - val_loss: 0.6376 - val_acc: 0.5970\n","Epoch 8/60\n","100/100 [==============================] - 21s 214ms/step - loss: 0.6344 - acc: 0.6430 - val_loss: 0.6361 - val_acc: 0.6270\n","Epoch 9/60\n","100/100 [==============================] - 21s 213ms/step - loss: 0.6305 - acc: 0.6480 - val_loss: 0.8231 - val_acc: 0.5410\n","Epoch 10/60\n","100/100 [==============================] - 21s 213ms/step - loss: 0.6152 - acc: 0.6605 - val_loss: 0.5729 - val_acc: 0.6800\n","Epoch 11/60\n","100/100 [==============================] - 21s 212ms/step - loss: 0.6298 - acc: 0.6660 - val_loss: 0.5762 - val_acc: 0.6790\n","Epoch 12/60\n","100/100 [==============================] - 21s 214ms/step - loss: 0.6197 - acc: 0.6845 - val_loss: 0.5853 - val_acc: 0.6690\n","Epoch 13/60\n","100/100 [==============================] - 22s 216ms/step - loss: 0.6026 - acc: 0.6900 - val_loss: 0.5457 - val_acc: 0.7220\n","Epoch 14/60\n","100/100 [==============================] - 22s 216ms/step - loss: 0.5942 - acc: 0.6870 - val_loss: 0.5312 - val_acc: 0.7330\n","Epoch 15/60\n","100/100 [==============================] - 22s 217ms/step - loss: 0.5992 - acc: 0.6845 - val_loss: 0.6051 - val_acc: 0.6620\n","Epoch 16/60\n","100/100 [==============================] - 22s 217ms/step - loss: 0.5889 - acc: 0.6850 - val_loss: 0.5195 - val_acc: 0.7380\n","Epoch 17/60\n","100/100 [==============================] - 22s 216ms/step - loss: 0.5844 - acc: 0.6845 - val_loss: 0.5310 - val_acc: 0.7480\n","Epoch 18/60\n","100/100 [==============================] - 22s 215ms/step - loss: 0.5841 - acc: 0.7170 - val_loss: 0.5069 - val_acc: 0.7590\n","Epoch 19/60\n","100/100 [==============================] - 22s 216ms/step - loss: 0.5713 - acc: 0.7105 - val_loss: 0.5106 - val_acc: 0.7540\n","Epoch 20/60\n","100/100 [==============================] - 21s 214ms/step - loss: 0.5562 - acc: 0.7235 - val_loss: 0.6017 - val_acc: 0.6670\n","Epoch 21/60\n","100/100 [==============================] - 22s 216ms/step - loss: 0.5540 - acc: 0.7150 - val_loss: 0.5077 - val_acc: 0.7380\n","Epoch 22/60\n","100/100 [==============================] - 22s 220ms/step - loss: 0.5539 - acc: 0.7350 - val_loss: 0.4694 - val_acc: 0.7760\n","Epoch 23/60\n","100/100 [==============================] - 22s 219ms/step - loss: 0.5449 - acc: 0.7290 - val_loss: 0.5164 - val_acc: 0.7500\n","Epoch 24/60\n","100/100 [==============================] - 22s 217ms/step - loss: 0.5387 - acc: 0.7410 - val_loss: 0.4971 - val_acc: 0.7640\n","Epoch 25/60\n","100/100 [==============================] - 21s 211ms/step - loss: 0.5400 - acc: 0.7290 - val_loss: 0.5068 - val_acc: 0.7640\n","Epoch 26/60\n","100/100 [==============================] - 21s 211ms/step - loss: 0.5684 - acc: 0.7300 - val_loss: 0.4678 - val_acc: 0.7750\n","Epoch 27/60\n","100/100 [==============================] - 21s 213ms/step - loss: 0.5177 - acc: 0.7520 - val_loss: 0.5613 - val_acc: 0.7260\n","Epoch 28/60\n","100/100 [==============================] - 21s 212ms/step - loss: 0.5310 - acc: 0.7470 - val_loss: 0.5086 - val_acc: 0.7530\n","Epoch 29/60\n","100/100 [==============================] - 21s 212ms/step - loss: 0.5324 - acc: 0.7280 - val_loss: 0.4907 - val_acc: 0.7570\n","Epoch 30/60\n","100/100 [==============================] - 21s 215ms/step - loss: 0.5128 - acc: 0.7520 - val_loss: 0.4693 - val_acc: 0.7750\n","Epoch 31/60\n","100/100 [==============================] - 21s 208ms/step - loss: 0.5232 - acc: 0.7465 - val_loss: 0.4833 - val_acc: 0.7530\n","Epoch 32/60\n","100/100 [==============================] - 22s 220ms/step - loss: 0.5024 - acc: 0.7550 - val_loss: 0.4571 - val_acc: 0.8070\n","Epoch 33/60\n","100/100 [==============================] - 24s 244ms/step - loss: 0.4986 - acc: 0.7700 - val_loss: 0.4130 - val_acc: 0.8120\n","Epoch 34/60\n","100/100 [==============================] - 24s 243ms/step - loss: 0.4984 - acc: 0.7710 - val_loss: 0.4537 - val_acc: 0.7950\n","Epoch 35/60\n","100/100 [==============================] - 22s 219ms/step - loss: 0.5056 - acc: 0.7710 - val_loss: 0.4273 - val_acc: 0.8110\n","Epoch 36/60\n","100/100 [==============================] - 22s 216ms/step - loss: 0.5045 - acc: 0.7765 - val_loss: 0.4798 - val_acc: 0.7850\n","Epoch 37/60\n","100/100 [==============================] - 21s 210ms/step - loss: 0.5005 - acc: 0.7630 - val_loss: 0.4436 - val_acc: 0.7980\n","Epoch 38/60\n","100/100 [==============================] - 21s 212ms/step - loss: 0.5030 - acc: 0.7710 - val_loss: 0.4905 - val_acc: 0.8030\n","Epoch 39/60\n","100/100 [==============================] - 21s 212ms/step - loss: 0.4959 - acc: 0.7655 - val_loss: 0.6604 - val_acc: 0.7330\n","Epoch 40/60\n","100/100 [==============================] - 21s 209ms/step - loss: 0.5019 - acc: 0.7740 - val_loss: 0.4727 - val_acc: 0.7880\n","Epoch 41/60\n","100/100 [==============================] - 21s 210ms/step - loss: 0.4858 - acc: 0.7760 - val_loss: 0.4432 - val_acc: 0.8190\n","Epoch 42/60\n","100/100 [==============================] - 26s 256ms/step - loss: 0.4773 - acc: 0.7900 - val_loss: 0.4458 - val_acc: 0.8150\n","Epoch 43/60\n","100/100 [==============================] - 21s 212ms/step - loss: 0.4874 - acc: 0.7840 - val_loss: 0.4581 - val_acc: 0.8220\n","Epoch 44/60\n","100/100 [==============================] - 28s 278ms/step - loss: 0.4930 - acc: 0.7745 - val_loss: 0.5233 - val_acc: 0.7560\n","Epoch 45/60\n","100/100 [==============================] - 21s 210ms/step - loss: 0.4884 - acc: 0.7890 - val_loss: 0.5052 - val_acc: 0.7820\n","Epoch 46/60\n","100/100 [==============================] - 21s 214ms/step - loss: 0.4943 - acc: 0.7720 - val_loss: 0.7647 - val_acc: 0.7630\n","Epoch 47/60\n","100/100 [==============================] - 22s 218ms/step - loss: 0.4731 - acc: 0.7890 - val_loss: 0.4205 - val_acc: 0.8090\n","Epoch 48/60\n","100/100 [==============================] - 24s 239ms/step - loss: 0.5101 - acc: 0.7810 - val_loss: 0.4205 - val_acc: 0.8260\n","Epoch 49/60\n","100/100 [==============================] - 23s 229ms/step - loss: 0.4848 - acc: 0.7840 - val_loss: 0.4445 - val_acc: 0.8360\n","Epoch 50/60\n","100/100 [==============================] - 25s 247ms/step - loss: 0.4570 - acc: 0.7865 - val_loss: 0.4063 - val_acc: 0.8250\n","Epoch 51/60\n","100/100 [==============================] - 22s 224ms/step - loss: 0.4746 - acc: 0.7850 - val_loss: 0.4517 - val_acc: 0.7940\n","Epoch 52/60\n","100/100 [==============================] - 22s 225ms/step - loss: 0.4603 - acc: 0.7935 - val_loss: 0.4636 - val_acc: 0.8170\n","Epoch 53/60\n","100/100 [==============================] - 21s 206ms/step - loss: 0.4604 - acc: 0.7955 - val_loss: 0.4429 - val_acc: 0.8120\n","Epoch 54/60\n","100/100 [==============================] - 21s 207ms/step - loss: 0.4721 - acc: 0.7880 - val_loss: 0.4279 - val_acc: 0.8290\n","Epoch 55/60\n","100/100 [==============================] - 21s 208ms/step - loss: 0.4830 - acc: 0.7875 - val_loss: 0.4673 - val_acc: 0.7880\n","Epoch 56/60\n","100/100 [==============================] - 21s 208ms/step - loss: 0.4833 - acc: 0.7850 - val_loss: 0.4262 - val_acc: 0.8280\n","Epoch 57/60\n","100/100 [==============================] - 21s 207ms/step - loss: 0.4848 - acc: 0.7845 - val_loss: 0.4032 - val_acc: 0.8290\n","Epoch 58/60\n","100/100 [==============================] - 21s 207ms/step - loss: 0.4738 - acc: 0.7890 - val_loss: 0.5531 - val_acc: 0.6890\n","Epoch 59/60\n","100/100 [==============================] - 21s 205ms/step - loss: 0.4740 - acc: 0.7875 - val_loss: 0.4047 - val_acc: 0.8320\n","Epoch 60/60\n","100/100 [==============================] - 21s 205ms/step - loss: 0.4949 - acc: 0.7870 - val_loss: 0.4346 - val_acc: 0.8080\n"]}],"source":["# Riaddestriamo la stessa rete di prima ma usando il nuovo generatore di immagini.\n","# Notiamo che, poiché ad ogni epoca le immagini su cui viene addestrata la rete\n","# sono sempre diverse, l'addestramento procede in maniera meno lineare. Spesso\n","# l'accuratezza da una epoca alla successiva diminuisce, per poi magare aumentare\n","# di nuovo all'epoca ancora dopo.\n","\n","# L'accuratezza di validazione massima è ora di circa l'83%.\n","\n","network2 = models.Sequential([\n"," layers.Conv2D(32, (3, 3), activation='relu', input_shape=(150, 150, 3)),\n"," layers.MaxPooling2D((2, 2)),\n"," layers.Conv2D(64, (3, 3), activation='relu'),\n"," layers.MaxPooling2D((2, 2)),\n"," layers.Conv2D(128, (3, 3), activation='relu'),\n"," layers.MaxPooling2D((2, 2)),\n"," layers.Conv2D(128, (3, 3), activation='relu'),\n"," layers.MaxPooling2D((2, 2)),\n"," layers.Flatten(),\n"," layers.Dropout(0.5),\n"," layers.Dense(512, activation='relu'),\n"," layers.Dense(1, activation='sigmoid')\n","])\n","network2.compile(loss='binary_crossentropy', optimizer='rmsprop', metrics=['accuracy'])\n","history2 = network2.fit(\n"," train_generator2,\n"," steps_per_epoch=100,\n"," epochs=60,\n"," validation_data=validation_generator2,\n"," validation_steps=50)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":562},"executionInfo":{"elapsed":1083,"status":"ok","timestamp":1648552241015,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"DpkborDVNk44","outputId":"5e8790e1-972a-4916-906f-444c8e952232"},"outputs":[{"data":{"text/plain":[""]},"execution_count":23,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# Notare che adesso il fenomeno di overfitting è ridotto e si raggiunge una\n","# precisione maggiore rispetto al caso precedente.\n","\n","plot_history(network2.history)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"sFqlE9LlU-LO"},"outputs":[],"source":["# Salviamola su Google Drive\n","\n","network.save('/content/drive/MyDrive/Colab Notebooks/Deep Learning con Keras/cats_and_dogs_small_2.h5')"]},{"cell_type":"markdown","metadata":{"id":"lk9XnMBA_BLd"},"source":["# Visualizzazione degli strati intermedi\n","\n","Fin'ora abbiamo ignorato gli output degli strati intermedi delle reti neurali. Ci siamo solo interessati degli input (immagini o review di IMDB) e output dell'ultimo stato (il risultato dell classificazione). Tuttavia, l'output degli\n","strati intermedi convoluzionali sono interessanti per capire come funziona una rete neurale convoluzionale."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2223,"status":"ok","timestamp":1648564655070,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"P-Pcaoxf_Ieb","outputId":"39e1aa2b-303a-442f-d858-a2f88a96c0fa"},"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n","Model: \"sequential\"\n","_________________________________________________________________\n"," Layer (type) Output Shape Param # \n","=================================================================\n"," conv2d (Conv2D) (None, 148, 148, 32) 896 \n"," \n"," max_pooling2d (MaxPooling2D (None, 74, 74, 32) 0 \n"," ) \n"," \n"," conv2d_1 (Conv2D) (None, 72, 72, 64) 18496 \n"," \n"," max_pooling2d_1 (MaxPooling (None, 36, 36, 64) 0 \n"," 2D) \n"," \n"," conv2d_2 (Conv2D) (None, 34, 34, 128) 73856 \n"," \n"," max_pooling2d_2 (MaxPooling (None, 17, 17, 128) 0 \n"," 2D) \n"," \n"," conv2d_3 (Conv2D) (None, 15, 15, 128) 147584 \n"," \n"," max_pooling2d_3 (MaxPooling (None, 7, 7, 128) 0 \n"," 2D) \n"," \n"," flatten (Flatten) (None, 6272) 0 \n"," \n"," dense (Dense) (None, 512) 3211776 \n"," \n"," dense_1 (Dense) (None, 1) 513 \n"," \n","=================================================================\n","Total params: 3,453,121\n","Trainable params: 3,453,121\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}],"source":["# Ricarichiamo la rete neurale dell'esempio precedente da Google Drive (non è\n","# necessaria ricaricarla se è già in meemoria). Rimontiamo Google Drive nel caso\n","# non fosse già stato fatto in precedenza.\n","\n","from google.colab import drive\n","\n","drive.mount('/content/drive')\n","\n","network2 = models.load_model('/content/drive/MyDrive/Colab Notebooks/Deep Learning con Keras/cats_and_dogs_small_2.h5')\n","network2.summary()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"executionInfo":{"elapsed":953,"status":"ok","timestamp":1648564756344,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"VowNs1fl_UGk","outputId":"c7698d87-915d-4914-9d57-cb82440f6993"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":62},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}],"source":["# Questa è l'immagine che daremo in input alla rete neurale per verificare cosa\n","# accade negli strati intermedi.\n","\n","img_path = os.path.join(validation_cats_dir,'cat.2200.jpg')\n","img = image.load_img(img_path, target_size=(150, 150))\n","img_tensor = image.img_to_array(img)\n","img_tensor = np.expand_dims(img_tensor, axis=0)\n","img_tensor /= 255\n","\n","plt.imshow(img_tensor[0])"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"RZWSEzC4F6XR"},"outputs":[],"source":["# Prendo i primi 8 strati della rete e costruisco un modello che ha quegli strati\n","# come output. Un oggetto di classe \"Model\" e come una rete neurale ma con più strati\n","# di output invece che uno solo.\n","\n","layer_outputs = [ layer.output for layer in network2.layers[0:8] ]\n","activation_model = models.Model(inputs=network2.input, outputs=layer_outputs)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"R2fiTcaHGQDm"},"outputs":[],"source":["# Calcoliamo le attivazioni (gli output degli strati intermedi) per le immagini\n","# di cui sopra. Il risultato è una lista di 8 elementi, ogni elemento è l'output\n","# di uno strato della rete convoluzionale.\n","\n","activations = activation_model.predict(img_tensor)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4,"status":"ok","timestamp":1648564761299,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"SLINd03FrbnA","outputId":"89ce5446-04e0-422a-ff06-113ccb62a34d"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1, 148, 148, 32)"]},"metadata":{},"execution_count":65}],"source":["# Il primo layer di attivazione è un tensore 1 * 148 * 148 * 32.\n","# - 32 deriva dal fatto che abbiamo 32 filtri nel primo strato convoluzionale\n","# - 148 è la dimensione dell'immagine risultante da ognuno dei filtri\n","# - 1 è il numero di immagini su cui abbiamo effettuato la predizione\n","\n","activations[0].shape"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"executionInfo":{"elapsed":663,"status":"ok","timestamp":1648564763383,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"Q1MGD-wYGSGk","outputId":"70d0a2ae-237a-4272-8c25-7fe67e3fd8c3"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":66},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}],"source":["# Visualizziamo il canale n. 4 della attivazione del primo strato. Sembra che questo\n","# canale, in qualche modo enfatizzi le righe orizzontali.\n","\n","plt.imshow(activations[0][0,:,:,4])"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"executionInfo":{"elapsed":588,"status":"ok","timestamp":1648564765045,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"},"user_tz":-120},"id":"WYPZ1d85ZDiy","outputId":"fdd0a050-6b2f-4a28-ab96-6947e9565b8b"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":67},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}],"source":["# Visualizziamo invece il canale n. 14 della attivazione del primo strato. Qusto\n","# seembra mettere in evidenza gli occhi.\n","\n","plt.imshow(activations[0][0,:,:,14])"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"q2SlBjatHM83"},"outputs":[],"source":["# Questo codice visualizza tutte le attivazioni di tutti gli strati convoluzionali.\n","# Notare che i primi strati generano attivazioni che sono alterazioni dell'immagine\n","# di partenza, mentre gli strati più avanzati hanno meno corrispondenza con l'immagine\n","# iniziale.\n","\n","def plot_all_activations(activation_model, img):\n"," activations = activation_model.predict(img)\n"," layer_names = []\n"," for layer in activation_model.outputs:\n"," layer_names.append(layer.name)\n"," images_per_row = 16\n","\n"," for layer_name, layer_activation in zip(layer_names, activations):\n"," n_features = layer_activation.shape[-1]\n"," size = layer_activation.shape[1]\n"," n_cols = n_features // images_per_row\n"," display_grid = np.zeros((size * n_cols, images_per_row * size))\n"," for col in range(n_cols):\n"," for row in range(images_per_row):\n"," channel_image = layer_activation[0,:,:,col*images_per_row + row]\n"," channel_image -= channel_image.mean()\n"," channel_image /= channel_image.std()\n"," channel_image *= 64\n"," channel_image += 128\n"," channel_image = np.clip(channel_image, 0, 255).astype('uint8')\n"," display_grid[col * size : (col + 1) * size, row * size : (row + 1) * size] = channel_image\n"," scale = 1. / size\n"," plt.figure(figsize=(scale * display_grid.shape[1], scale * display_grid.shape[0]))\n"," plt.title(layer_name)\n"," plt.grid(False)\n"," plt.imshow(display_grid, aspect='auto', cmap='viridis')"]},{"cell_type":"code","source":["plot_all_activations(activation_model, img_tensor)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"0GNjo_FvHiFF","executionInfo":{"status":"ok","timestamp":1648564835854,"user_tz":-120,"elapsed":3641,"user":{"displayName":"Gianluca Amato","userId":"18269286707108730791"}},"outputId":"91f01e07-5570-4e76-d1b5-963f43cde448"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:22: RuntimeWarning: invalid value encountered in true_divide\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
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