{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Autoencoder" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Autor: Rafał Masełek" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sieci typu Autoencoder (AE), po polsku pewnie byłby \"autokoder\", to jedna z bardziej interesujących a przy tym stosunkowo prostych architektur. Sieci takie charakteryzują się tym, że ich dane wejściowe i wyjściowe mają identyczne rozmiary, co pozwala na poddawanie oryginalnych danych obróbce i bezpośrednim porównywaniu z oryginałem, bez potrzeby używania etykiet klas. Zatem autokodery powalają na uczenie bez nadzoru. Zazwyczaj interesują nas autokodery, które dokonują kompresji danych, takie sieci graficznie można przedstawić jako stopniowo zwężające się w środku a nastepnie rozszerzające się do oryginalnych rozmiarów." ] }, { "attachments": { "obraz_2022-01-18_122451.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![obraz_2022-01-18_122451.png](attachment:obraz_2022-01-18_122451.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Autokoder składa się z dwóch części: kodera i dekodera. Pierwszy modyfikuje oryginalne dane, zazwyczaj je kompresując, naomiast koder dekoduje dane do oryginalnej postaci. Nie specyfikujemy a priori sposobu kodowania, sieć neuronowa sama uczy się optymalnego sposobu, stąd nazwa \"autoencoder\". Najpopularniejszą metodą uczenia autokoderów jest użycie błędu średniokwadratowego:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$\\mathrm{MSE} = \\frac{1}{n}\\sum_{\\mathrm{i}}^n \\left(x_i - \\tilde{x_i}\\right)^2$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Gdzie $x_i$ to dane wejściowe (np. wartości pikseli obrazka), $\\tilde x_i$ dane wyjściowe, a takich danych jest n w próbce." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Autokodery mają kilka interesujących zastosowań:\n", "1. Pozwalają na kompresję danych, jeżeli ich środkowa część, którą będę nazywał przestrzenią ukrytą, ma mniejszą wymiarowość niż warstwy wejściowa/wyjściowa. \n", "2. Można ich użyć do odszumiania danych.\n", "3. Można ich użyć do szukania anomalii, czyli rodzajów danych nieobecnych podczas procesu uczenia.\n", "4. Po pewnych modyfikacjach mozna je użyć do generowania nowych danych, np. twarzy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "W dzisiejszym notatniku zajmiemy się odszumianiem danych." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wczytanie i wstępna obróbka danych" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "import sys, os\n", "import numpy as np\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "\n", "from tensorflow.keras import *\n", "from tensorflow import random\n", "from tensorflow.keras.datasets import fashion_mnist\n", "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ładujemy obrazki ubrań z Zalando (FASHION MNIST)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zbiór obrazków ubrań jest dostępny bezpośrednio poprzez Kerasa i wczytuje się go identycznie jak zbiór ręcznie pisanych cyfr." ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training data features: (60000, 28, 28)\n", "Training data labels: (60000,)\n", "Test data features: (10000, 28, 28)\n", "Test data labels: (10000,)\n" ] } ], "source": [ "(X_train, y_train), (X_test, y_test) = fashion_mnist.load_data()\n", "\n", "print(\"Training data features:\", X_train.shape)\n", "print(\"Training data labels:\", y_train.shape)\n", "\n", "print(\"Test data features:\", X_test.shape)\n", "print(\"Test data labels:\", y_test.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Jeżeli powyżej dostałeś błąd ssl to spróbuj odkomentować i odpalić najpierw poniższa komórkę." ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "# import ssl\n", "\n", "# try:\n", "# _create_unverified_https_context = ssl._create_unverified_context\n", "# except AttributeError:\n", "# # Legacy Python that doesn't verify HTTPS certificates by default\n", "# pass\n", "# else:\n", "# # Handle target environment that doesn't support HTTPS verification\n", "# ssl._create_default_https_context = _create_unverified_https_context\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normalizujemy dane tak, żeby wartości pikseli były w przedziale [0,1]" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "maxval = np.amax(X_train)\n", "X_train = X_train/maxval\n", "X_test = X_test/maxval" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Specyfikujemy jawnie liczbę kanałów" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "def add_chan(Z):\n", " if len(Z.shape) == 3:\n", " return Z.reshape(Z.shape[0], Z.shape[1], Z.shape[2], 1)\n", " else:\n", " return Z\n", "\n", "X_train = add_chan(X_train)\n", "X_test = add_chan(X_test)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training data features: (60000, 28, 28, 1)\n", "Test data features: (10000, 28, 28, 1)\n" ] } ], "source": [ "print(\"Training data features:\", X_train.shape)\n", "print(\"Test data features:\", X_test.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wyświetlimy kilka pierwszych zdjęć wraz z etykietą klas." ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "# definiujemy funkcję do wyświetlania obrazków, przyda się później\n", "def plot(dataX, dataY):\n", " n = 4\n", " fig, axs = plt.subplots(n,n, figsize=(10,10)) \n", " for ii in range(n*n):\n", " axs[ii//n, ii%n].imshow(dataX[ii], cmap='gray')\n", " axs[ii//n, ii%n].title.set_text('Klasa: {}'.format(dataY[ii]))\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Budujemy sieć" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Poprzez zmienną będziemy regulować romiar (wymiar) przetrzeni ukrytej (ang. latent space)" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "latent_dim = 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Poniższa klas definiuje model typu autoencoder. Robi to tworząc koder i dekoder w moemencie uruchomienia, a w momencie wywołania najpierw koduje, a później dekoduje dane. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Uzupełnij fragmenty kodu i zdefiniuj w nich koder, który składa się z następujących warstw:\n", "1. Warstwa wejściowa na obrazki\n", "2. Warstwa konwolucyjna, 64 filtry 3x3, padding=\"same\"\n", "3. MaxPooling, 2x2, , strides=2, padding=\"valid\"\n", "4. Warstwa konwolucyjna, 64 filtry 3x3, padding=\"same\"\n", "5. MaxPooling, 2x2, , strides=2, padding=\"valid\"\n", "6. Warstwa spłaszczająca\n", "7. Warstwa gęsta, 64 neurony\n", "8. Warstwa gęsta, tyle neuronów co w latent_dim\n", "\n", "Taka architektura sprawi, że przestrzenne wymiary obrazka będą maleć 2 razy po każdym poolingu." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Uzupełnij fragmenty kodu i zdefiniuj w nich dekoder, który składa się z następujących warstw:\n", "1. Warstwa wejściowa odpowiadająca rozmiarowi przestrzeni ukrytej\n", "2. Warstwa gęsta, 49 neuronów\n", "3. Warstwa typu Reshape, nadaj danym wymiar 7x7x1\n", "4. Warstwa konwolucyjna transponowana, 64 filtry 3x3, padding=\"same\", strides=2\n", "5. Warstwa konwolucyjna transponowana, 64 filtry 3x3, padding=\"same\", strides=2\n", "6. Warstwa konwolucyjna, 1 filtr 3x3, padding=\"same\", funkcja aktywacyjna sigmoida\n", "\n", "Najpierw nadajemy danym odpowiedni wymiar przestrzenny, później za pomocą wartsw konwolucyjnych transponowanych dwa razy zwiększamy wymiary dwukrotnie, czyli (7,7) -> (14,14) -> (28,28). Ostatnia warstwa konwolucyjna przywróci nam jeden kanał." ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "# w tej klasie implementujemy nasz model\n", "class Autoencoder(Model):\n", " def __init__(self):\n", " super(Autoencoder, self).__init__()\n", " \n", " # create encoder\n", " NN = Sequential()\n", " NN.add(layers.Input(shape=(28,28,1)))\n", " NN.add(layers.Conv2D(64, 3, activation='relu', padding=\"same\"))\n", " NN.add(layers.MaxPooling2D(pool_size=(2, 2), strides=2, padding=\"valid\"))\n", " NN.add(layers.Conv2D(64, 3, activation='relu', padding=\"same\"))\n", " NN.add(layers.MaxPooling2D(pool_size=(2, 2), strides=2, padding=\"valid\"))\n", " NN.add(layers.Flatten())\n", " NN.add(layers.Dense(64))\n", " NN.add(layers.Dense(latent_dim))\n", " # set up field\n", " self.encoder = NN\n", " \n", " # create decoder\n", " NN = Sequential()\n", " NN.add(layers.Input(shape=(latent_dim,)))\n", " NN.add(layers.Dense(49))\n", " NN.add(layers.Reshape((7,7,1)))\n", " NN.add(layers.Conv2DTranspose(64, (3, 3), strides=2, activation=\"relu\", padding=\"same\"))\n", " NN.add(layers.Conv2DTranspose(64, (3, 3), strides=2, activation=\"relu\", padding=\"same\"))\n", " NN.add(layers.Conv2D(1, (3, 3), activation=\"sigmoid\", padding=\"same\"))\n", " # set up field\n", " self.decoder = NN\n", "\n", " def call(self, x):\n", " # use fields to create autoencoder\n", " encoded = self.encoder(x)\n", " decoded = self.decoder(encoded)\n", " return decoded\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Odszumianie zdjęć (denoising)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dodamy teraz losowy szum do zdjęć i spróbujemy go usunąć za pomocą autoencodera." ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [], "source": [ "# zaszumimy nasze obrazki szumem Gaussowskim\n", "noise_factor = 0.15\n", "X_train_noisy = X_train + noise_factor * random.normal(shape=X_train.shape) \n", "X_test_noisy = X_test + noise_factor * random.normal(shape=X_test.shape) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wyświetlimy te same zdjęcia co poprzednio" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot(X_train_noisy, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Uczymy sieć bez nadzoru" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [], "source": [ "# tworzymy i kompilujemy nasz model\n", "autoencoder = Autoencoder()\n", "opt = optimizers.Adam(learning_rate=1e-3)\n", "autoencoder.compile(optimizer=opt, loss=losses.MeanSquaredError())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nauczymy sieć używając tylko obrazków, bez etykiet. Do walidacji użyjemy dla ułatwienia zbioru testowego." ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "657/657 [==============================] - 176s 267ms/step - loss: 0.0571 - val_loss: 0.0441\n", "Epoch 2/10\n", "657/657 [==============================] - 179s 273ms/step - loss: 0.0433 - val_loss: 0.0414\n", "Epoch 3/10\n", "657/657 [==============================] - 186s 284ms/step - loss: 0.0413 - val_loss: 0.0399\n", "Epoch 4/10\n", "657/657 [==============================] - 170s 259ms/step - loss: 0.0400 - val_loss: 0.0413\n", "Epoch 5/10\n", "657/657 [==============================] - 193s 293ms/step - loss: 0.0393 - val_loss: 0.0405\n", "Epoch 6/10\n", "657/657 [==============================] - 161s 246ms/step - loss: 0.0387 - val_loss: 0.0378\n", "Epoch 7/10\n", "657/657 [==============================] - 184s 280ms/step - loss: 0.0383 - val_loss: 0.0396\n", "Epoch 8/10\n", "657/657 [==============================] - 160s 244ms/step - loss: 0.0378 - val_loss: 0.0371\n", "Epoch 9/10\n", "657/657 [==============================] - 194s 295ms/step - loss: 0.0375 - val_loss: 0.0368\n", "Epoch 10/10\n", "657/657 [==============================] - 173s 264ms/step - loss: 0.0371 - val_loss: 0.0365\n" ] } ], "source": [ "# uczymy sieć\n", "h = autoencoder.fit(X_train_noisy, X_train,\n", " epochs=10,\n", " batch_size=64,\n", " validation_split=0.3)" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# wypisujemy postępy uczenia sieci\n", "epochs = list( range(1, len(h.history['loss'])+1 ) )\n", "plt.plot(epochs, h.history['loss'], label='train')\n", "plt.plot(epochs, h.history['val_loss'], label='test')\n", "plt.xlabel('epoch')\n", "plt.ylabel('value')\n", "plt.legend()\n", "plt.title('Training results')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### sprawdźmy działanie sieci na zbiorze testowym" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "# najpierw zakodujemy obrazki ze zbioru testowego\n", "encoded_imgs = autoencoder.encoder(X_test).numpy()\n", "# a później odkodujemy\n", "decoded_imgs = autoencoder.decoder(encoded_imgs).numpy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wyświetlimy dla porównania obrazki przed i po odszumianiu" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "from tensorflow import squeeze\n", "\n", "def compare(data_pre, data_post):\n", " n = 10\n", " plt.figure(figsize=(20, 4))\n", " for i in range(n):\n", "\n", " # display original + noise\n", " ax = plt.subplot(2, n, i + 1)\n", " plt.title(\"original\")\n", " plt.imshow(squeeze(data_pre[i]))\n", " plt.gray()\n", " ax.get_xaxis().set_visible(False)\n", " ax.get_yaxis().set_visible(False)\n", "\n", " # display reconstruction\n", " bx = plt.subplot(2, n, i + n + 1)\n", " plt.title(\"reconstructed\")\n", " plt.imshow(squeeze(data_post[i]))\n", " plt.gray()\n", " bx.get_xaxis().set_visible(False)\n", " bx.get_yaxis().set_visible(False)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "compare(X_test, decoded_imgs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Co możesz powiedzieć o działaniu autodekodera? Jak można by poprawić wyniki?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zobaczmy jak sieć radzi sobie z poszczególnymi klasami, narysujmy histogram MSE w zależności od klasy:" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'MSE')" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "\n", "for klasa in range(10):\n", " # dla kazdej klasy wybieramy odpowiednie dane i plotujemy\n", " ind = np.where(y_test == klasa)\n", " original = X_test[ind]\n", " reconstructed = decoded_imgs[ind]\n", " mse = ((original - reconstructed)**2).sum(axis=2).sum(axis=1)/28./28.\n", " plt.hist(mse, 15, alpha=0.3, label=f'{klasa}')\n", " \n", "\n", "plt.legend(ncol=2)\n", "plt.xlabel('MSE')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Co można powiedzieć o tych wynikach? Dla której klasy odszumianie wychodzi najgorzej? Z czego to może wynikać?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Zobaczmy jak wyglądają zakodowane obrazki w dwóch pierwszych wymiarach przestrzeni ukrytej." ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10000, 2)" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "encoded_imgs.shape" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# nasza przestrzeń jest dwuwymiarowa, więc będzie prosto\n", "xx = encoded_imgs[:, 0]\n", "yy = encoded_imgs[:, 1]\n", "zz = y_test\n", "\n", "fig = plt.figure(figsize=(12,10))\n", "plt.scatter(xx, yy, c=zz, cmap='tab10')\n", "plt.xlabel('x1', fontsize=18)\n", "plt.ylabel('y1', fontsize=18)\n", "plt.colorbar()\n", "plt.title('Wizualizacja przestrzeni ukrytej', fontsize=18)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wykrywanie anomalii" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spróbujemy teraz użyć autokodera do wykrywania anomalii. Naszą anomalią będzie klasa 8 (torby). Wytrenujemy nasz Autokoder na obrazkach z pozostałych klas, a następnie sprawdzimy jego działanie na zbiorze testowym. Spodziewamy się, że sieć nauczy się rekonstruować poprawnie obrazki \"normalnych\" klas, a znacznie gorzej będzie radzić sobie z nieznanymi obiektami klasy nr 8. Czyli wartość błędu średniokwadratowego powinna być wyższa dla klasy anomalnej. Możemy zatem stworzyć klasyfikator binarny wykorzystujący MSE, który pozwoli nam rozpoznać obrazki niepodobne do niczego co sieć widziała w trakcie uczenia -- wykrywacz anomalii. Opisany sposób uczenia sieci nazywa się uczeniem z częściowym nadzorem (semi-supervised), ponieważ wiemy, że w zbiorze uczącym nie ma anomalii. Uczenie bez nadzoru zakładałoby możliwą niewielką obecność anomalii w zbiorze uczącym." ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [], "source": [ "anomaly=8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Przejdźmy do pracy. Usuń z danych uczących wszystkie obrazki z klasy 8 i wytrenuj nasz model (uwaga: proszę stworzyć nową instancję obiektu, nie używać już trenowanej sieci)." ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [], "source": [ "# usuń anomalie z danych uczących\n", "X_train_new = X_train[y_train != anomaly]" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "# stwórz model\n", "autoencoder = Autoencoder()\n", "opt = optimizers.Adam(learning_rate=1e-3)\n", "autoencoder.compile(optimizer=opt, loss=losses.MeanSquaredError())" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "591/591 [==============================] - 134s 225ms/step - loss: 0.0596 - val_loss: 0.0437\n", "Epoch 2/10\n", "591/591 [==============================] - 130s 220ms/step - loss: 0.0404 - val_loss: 0.0385\n", "Epoch 3/10\n", "591/591 [==============================] - 127s 216ms/step - loss: 0.0384 - val_loss: 0.0401\n", "Epoch 4/10\n", "591/591 [==============================] - 130s 220ms/step - loss: 0.0374 - val_loss: 0.0371\n", "Epoch 5/10\n", "591/591 [==============================] - 133s 224ms/step - loss: 0.0366 - val_loss: 0.0361\n", "Epoch 6/10\n", "591/591 [==============================] - 143s 242ms/step - loss: 0.0359 - val_loss: 0.0353\n", "Epoch 7/10\n", "591/591 [==============================] - 151s 255ms/step - loss: 0.0354 - val_loss: 0.0351\n", "Epoch 8/10\n", "591/591 [==============================] - 142s 240ms/step - loss: 0.0352 - val_loss: 0.0349\n", "Epoch 9/10\n", "591/591 [==============================] - 188s 318ms/step - loss: 0.0347 - val_loss: 0.0343\n", "Epoch 10/10\n", "591/591 [==============================] - 186s 315ms/step - loss: 0.0344 - val_loss: 0.0348\n" ] } ], "source": [ "# wytrenuj model używając tym razem tych samych danych na wejściu i wyjściu\n", "h = autoencoder.fit(X_train_new, X_train_new,\n", " epochs=10,\n", " batch_size=64,\n", " validation_split=0.3)" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# narysuj postępy uczenia sieci\n", "epochs = list( range(1, len(h.history['loss'])+1 ) )\n", "plt.plot(epochs, h.history['loss'], label='train')\n", "plt.plot(epochs, h.history['val_loss'], label='test')\n", "plt.xlabel('epoch')\n", "plt.ylabel('value')\n", "plt.legend()\n", "plt.title('Training results')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Użyj autokodera do zakodowania i odkodowania obrazków ze zbioru testowego." ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [], "source": [ "encoded_imgs = autoencoder.encoder(X_test).numpy()\n", "decoded_imgs = autoencoder.decoder(encoded_imgs).numpy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Porównamy kilka obrazków ze zbioru testowego i rekonstrukcji, żeby sprawdzić, czy nasz autokoder w ogóle działa." ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "compare(X_test[25:], decoded_imgs[25:])\n", "# wyświetlam od 25, żeby mieć obrazek klasy 8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Dlaczego obrazek torby został zrekonstruowany gorzej niż inne?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ewaluacja" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Narysuj rozkład klas w przestrzeni ukrytej. Zwróć szczególną uwagę na anomalną klasę.\n", "\n", "xx = encoded_imgs[:, 0]\n", "yy = encoded_imgs[:, 1]\n", "zz = y_test\n", "\n", "fig = plt.figure(figsize=(12,10))\n", "plt.scatter(xx, yy, c=zz, cmap='tab10')\n", "plt.xlabel('x1', fontsize=18)\n", "plt.ylabel('y1', fontsize=18)\n", "plt.colorbar()\n", "plt.title('Wizualizacja przestrzeni ukrytej', fontsize=18)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'MSE')" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# narysuj histogram MSE dla klasy anomalnej i pozostałych (łącznie)\n", "plt.figure(figsize=(7,5))\n", "\n", "ind = np.where(y_test == anomaly)\n", "original = X_test[ind]\n", "reconstructed = decoded_imgs[ind]\n", "mse_an = ((original - reconstructed)**2).sum(axis=2).sum(axis=1)/28./28.\n", "plt.hist(mse_an, 15, alpha=0.7, label='anamalia')\n", "ind = np.where(y_test != anomaly)\n", "original = X_test[ind]\n", "reconstructed = decoded_imgs[ind]\n", "mse = ((original - reconstructed)**2).sum(axis=2).sum(axis=1)/28./28.\n", "plt.hist(mse, 15, alpha=0.7, label='normalne')\n", "plt.yscale('log')\n", "\n", "plt.legend(ncol=1)\n", "plt.xlabel('MSE')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Możemy uzyć tych danych do klasyfikacji binarnej, przyjmiemy, że powyżej pewnej wartości MSE wszystkie obrazki przedstawiają anomalię, natomiast te z mniejszym MSE normalne dane." ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import precision_recall_curve, roc_curve, roc_auc_score" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Rysowanie krzywej ROC\n", "MSE = ((X_test - decoded_imgs)**2).sum(axis=2).sum(axis=1)/28./28.\n", "FPR, TPR, THR = roc_curve(y_test, MSE, pos_label=anomaly)\n", "plt.plot([0,1],[0.5,0.5], label='losowy')\n", "plt.plot(FPR, TPR, label='AE, AUC={}')\n", "plt.xlabel('FPR')\n", "plt.ylabel('TPR')\n", "plt.title('ROC curve')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10000, 1)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Rysowanie krzywej Precision vs Recall\n", "print(MSE.shape)\n", "PPV, REC, THR = precision_recall_curve(y_test, MSE, pos_label=anomaly)\n", "plt.plot([0,1],[0.1,0.1], label='losowy')\n", "plt.plot(REC, PPV, label='AE')\n", "plt.ylabel('Precision')\n", "plt.xlabel('Recall')\n", "plt.title('Precision vs. recall curve')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Która z dwóch krzywych lepiej oddaje skuteczność naszego klasyfikatora i dlaczego? Jak możnaby poprawić jego działanie?" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 4 }