{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "3wF5wszaj97Y" }, "source": [ "# Guia inicial de TensorFlow 2.0" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# pip install tensorflow" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import tensorflow as tf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Tensores" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Un tensor es una matriz multidimensional. Al igual que los objetos NumPy ndarray , los objetos **tf.Tensor** tienen un tipo de datos y una forma. Además, **tf.Tensor** puede residir en la memoria del acelerador (como una GPU). TensorFlow ofrece una rica biblioteca de operaciones (**tf.add, tf.matmul, tf.linalg.inv**, etc.) que consumen y producen **tf.Tensor**. Estas operaciones convierten automáticamente los tipos nativos de Python," ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor(3, shape=(), dtype=int32)\n", "tf.Tensor([4 6], shape=(2,), dtype=int32)\n", "tf.Tensor(25, shape=(), dtype=int32)\n", "tf.Tensor(6, shape=(), dtype=int32)\n", "tf.Tensor(13, shape=(), dtype=int32)\n" ] } ], "source": [ "print(tf.add(1, 2))\n", "print(tf.add([1, 2], [3, 4]))\n", "print(tf.square(5))\n", "print(tf.reduce_sum([1, 2, 3]))\n", "\n", "print(tf.square(2) + tf.square(3))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3\n", "[4 6]\n", "25\n", "6\n", "13\n" ] } ], "source": [ "tf.print(tf.add(1, 2))\n", "tf.print(tf.add([1, 2], [3, 4]))\n", "tf.print(tf.square(5))\n", "tf.print(tf.reduce_sum([1, 2, 3]))\n", "\n", "tf.print(tf.square(2) + tf.square(3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cada **tf.Tensor** tiene una forma y un tipo de datos:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor([[4 6]], shape=(1, 2), dtype=int32)\n", "(1, 2)\n", "\n" ] } ], "source": [ "x = tf.matmul([[2]], [[2, 3]]) # multiplica matrices\n", "print(x)\n", "print(x.shape)\n", "print(x.dtype)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Las diferencias principales entre los arrays **NumPy** y los **tf.Tensor** son:\n", "* Los tensores pueden estar respaldados por memoria aceleradora (como GPU, TPU).\n", "* Los tensores son **inmutables**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Compatibilidad NumPy\n", "Convertir entre un TensorFlow **tf.Tensor** y un NumPy ndarray es fácil:\n", "\n", "Las operaciones de TensorFlow convierten automáticamente NumPy ndarrays en Tensores.\n", "Las operaciones NumPy convierten automáticamente los tensores en ndarrays NumPy.\n" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1. 1. 1.]\n", " [1. 1. 1.]\n", " [1. 1. 1.]]\n", "Tipo: \n", "Las operaciones TensorFlow convierten los numpy arrays a Tensores automáticamente\n", "tf.Tensor(\n", "[[42. 42. 42.]\n", " [42. 42. 42.]\n", " [42. 42. 42.]], shape=(3, 3), dtype=float64)\n", "Tipo: \n", "Y al revés (tensores a arrays)\n", "[[43. 43. 43.]\n", " [43. 43. 43.]\n", " [43. 43. 43.]]\n", "Tipo: \n", "El método .numpy() convierte explicitamente un Tensor a numpy array\n", "[[42. 42. 42.]\n", " [42. 42. 42.]\n", " [42. 42. 42.]]\n", "Tipo: \n" ] } ], "source": [ "import numpy as np\n", "\n", "ndarray = np.ones([3, 3])\n", "print(ndarray)\n", "print(\"Tipo: \", type(ndarray))\n", "\n", "\n", "print(\"Las operaciones TensorFlow convierten los numpy arrays a Tensores automáticamente\")\n", "tensor = tf.multiply(ndarray, 42)\n", "print(tensor)\n", "print(\"Tipo: \", type(tensor))\n", "\n", "print(\"Y al revés (tensores a arrays)\")\n", "print(np.add(tensor, 1))\n", "print(\"Tipo: \", type(np.add(tensor, 1)))\n", "\n", "print(\"El método .numpy() convierte explicitamente un Tensor a numpy array\")\n", "print(tensor.numpy())\n", "print(\"Tipo: \", type(tensor.numpy()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Aceleración GPU" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TensorFlow decide automáticamente si usar la GPU o la CPU para una operación." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GPU disponible: \n", "[PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]\n", "Está el Tensor en GPU #0: \n", "True\n" ] } ], "source": [ "x = tf.random.uniform([3, 3])\n", "\n", "print(\"GPU disponible: \"),\n", "print(tf.config.list_physical_devices(\"GPU\"))\n", "\n", "print(\"Está el Tensor en GPU #0: \"),\n", "print(x.device.endswith('GPU:0'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aplicación transformaciones" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A través de las funciones **map, batch, shuffle** podemos aplicar transformaciones a los registros." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "ds_tensors = tf.data.Dataset.from_tensor_slices([1, 2, 3, 4, 5, 6]) # Creamos un conjunto de datos con Dataset\n" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n", "2\n", "3\n", "4\n", "5\n", "6\n" ] }, { "data": { "text/plain": [ "[None, None, None, None, None, None]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[tf.print(x) for x in ds_tensors]" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1 9]\n", "[16 25]\n", "[36 4]\n" ] }, { "data": { "text/plain": [ "[None, None, None]" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_tensors = ds_tensors.map(tf.square).shuffle(2).batch(2)\n", "[tf.print(x) for x in ds_tensors]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clasificación de imagenes cargando imágenes existentes en una carpeta" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import os\n", "import PIL\n", "import tensorflow as tf\n", "\n", "from tensorflow import keras\n", "from tensorflow.keras import layers\n", "from tensorflow.keras.models import Sequential" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz\n", "228818944/228813984 [==============================] - 9s 0us/step\n", "228827136/228813984 [==============================] - 9s 0us/step\n" ] } ], "source": [ "import pathlib\n", "dataset_url = \"https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz\"\n", "data_dir = tf.keras.utils.get_file('flower_photos', origin=dataset_url, untar=True)\n", "data_dir = pathlib.Path(data_dir)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3670\n" ] } ], "source": [ "image_count = len(list(data_dir.glob('*/*.jpg')))\n", "print(image_count)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PosixPath('/home/mydoctor/.keras/datasets/flower_photos')" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_dir" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tenemos las siguientes carpetas dentro de flower_photos:" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['sunflowers', 'LICENSE.txt', 'roses', 'daisy', 'tulips', 'dandelion']" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "os.listdir(data_dir)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "roses = list(data_dir.glob('roses/*'))\n", "PIL.Image.open(str(roses[0]))" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PIL.Image.open(str(roses[1]))" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tulips = list(data_dir.glob('tulips/*'))\n", "PIL.Image.open(str(tulips[0]))" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PIL.Image.open(str(tulips[10]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creamos el conjunto de datos" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 3670 files belonging to 5 classes.\n", "Using 2936 files for training.\n", "Found 3670 files belonging to 5 classes.\n", "Using 734 files for validation.\n" ] } ], "source": [ "batch_size = 32\n", "img_height = 180\n", "img_width = 180\n", "\n", "train_ds = tf.keras.utils.image_dataset_from_directory(\n", " data_dir,\n", " validation_split=0.2,\n", " subset=\"training\",\n", " seed=123,\n", " image_size=(img_height, img_width),\n", " batch_size=batch_size)\n", "\n", "val_ds = tf.keras.utils.image_dataset_from_directory(\n", " data_dir,\n", " validation_split=0.2,\n", " subset=\"validation\",\n", " seed=123,\n", " image_size=(img_height, img_width),\n", " batch_size=batch_size)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['daisy', 'dandelion', 'roses', 'sunflowers', 'tulips']\n" ] } ], "source": [ "class_names = train_ds.class_names\n", "print(class_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualización de datos" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(10, 10))\n", "for images, labels in train_ds.take(1):\n", " for i in range(9):\n", " ax = plt.subplot(3, 3, i + 1)\n", " plt.imshow(images[i].numpy().astype(\"uint8\"))\n", " plt.title(class_names[labels[i]])\n", " plt.axis(\"off\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comprobamos las características de los tensores que vamos a usar" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(32, 180, 180, 3)\n", "(32,)\n" ] } ], "source": [ "for image_batch, labels_batch in train_ds:\n", " print(image_batch.shape)\n", " print(labels_batch.shape)\n", " break # todos los tensores tienen las mismas dimensiones" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**image_batch** es un tensor de la forma (32, 180, 180, 3). Éste es un lote de 32 imágenes de forma 180x180x3 (la última dimensión se refiere a los canales de color RGB). El **label_batch** es un tensor de la forma (32,), éstas son las etiquetas correspondientes a las 32 imágenes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Nota: De cara a aumentar el rendimiento con las operaciones E/S de datos en disco, usaremos AUTOTUNE" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "AUTOTUNE = tf.data.AUTOTUNE\n", "\n", "train_ds = train_ds.cache().shuffle(1000).prefetch(buffer_size=AUTOTUNE)\n", "val_ds = val_ds.cache().prefetch(buffer_size=AUTOTUNE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creación del modelo" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "num_classes = len(class_names)\n", "\n", "model = Sequential([\n", " layers.Rescaling(1./255, input_shape=(img_height, img_width, 3)), # Rescaling nos permite la normalización [0,1]\n", " layers.Conv2D(16, 3, padding='same', activation='relu'),\n", " layers.MaxPooling2D(),\n", " layers.Conv2D(32, 3, padding='same', activation='relu'),\n", " layers.MaxPooling2D(),\n", " layers.Conv2D(64, 3, padding='same', activation='relu'),\n", " layers.MaxPooling2D(),\n", " layers.Flatten(),\n", " layers.Dense(128, activation='relu'),\n", " layers.Dense(num_classes)\n", "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compilación del modelo" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "model.compile(optimizer='adam',\n", " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n", " metrics=['accuracy'])" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_2\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " rescaling_1 (Rescaling) (None, 180, 180, 3) 0 \n", " \n", " conv2d (Conv2D) (None, 180, 180, 16) 448 \n", " \n", " max_pooling2d (MaxPooling2D (None, 90, 90, 16) 0 \n", " ) \n", " \n", " conv2d_1 (Conv2D) (None, 90, 90, 32) 4640 \n", " \n", " max_pooling2d_1 (MaxPooling (None, 45, 45, 32) 0 \n", " 2D) \n", " \n", " conv2d_2 (Conv2D) (None, 45, 45, 64) 18496 \n", " \n", " max_pooling2d_2 (MaxPooling (None, 22, 22, 64) 0 \n", " 2D) \n", " \n", " flatten (Flatten) (None, 30976) 0 \n", " \n", " dense_4 (Dense) (None, 128) 3965056 \n", " \n", " dense_5 (Dense) (None, 5) 645 \n", " \n", "=================================================================\n", "Total params: 3,989,285\n", "Trainable params: 3,989,285\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Otra manera de ver lo mismo" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tf.keras.utils.plot_model(model = model , dpi=75, show_shapes=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Entrenamos el modelo" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2022-05-05 21:31:42.777642: I tensorflow/stream_executor/cuda/cuda_dnn.cc:366] Loaded cuDNN version 8400\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "92/92 [==============================] - 10s 65ms/step - loss: 1.2991 - accuracy: 0.4452 - val_loss: 1.1114 - val_accuracy: 0.5409\n", "Epoch 2/10\n", "92/92 [==============================] - 5s 55ms/step - loss: 0.9973 - accuracy: 0.5950 - val_loss: 0.9464 - val_accuracy: 0.6226\n", "Epoch 3/10\n", "92/92 [==============================] - 5s 56ms/step - loss: 0.8340 - accuracy: 0.6757 - val_loss: 0.9038 - val_accuracy: 0.6594\n", "Epoch 4/10\n", "92/92 [==============================] - 5s 59ms/step - loss: 0.6385 - accuracy: 0.7657 - val_loss: 0.9171 - val_accuracy: 0.6540\n", "Epoch 5/10\n", "92/92 [==============================] - 5s 60ms/step - loss: 0.4744 - accuracy: 0.8249 - val_loss: 0.9731 - val_accuracy: 0.6390\n", "Epoch 6/10\n", "92/92 [==============================] - 5s 57ms/step - loss: 0.2828 - accuracy: 0.9135 - val_loss: 1.1053 - val_accuracy: 0.6540\n", "Epoch 7/10\n", "92/92 [==============================] - 5s 57ms/step - loss: 0.1685 - accuracy: 0.9469 - val_loss: 1.3095 - val_accuracy: 0.6594\n", "Epoch 8/10\n", "92/92 [==============================] - 5s 57ms/step - loss: 0.0999 - accuracy: 0.9656 - val_loss: 1.4384 - val_accuracy: 0.6608\n", "Epoch 9/10\n", "92/92 [==============================] - 5s 57ms/step - loss: 0.0614 - accuracy: 0.9837 - val_loss: 1.7369 - val_accuracy: 0.6376\n", "Epoch 10/10\n", "92/92 [==============================] - 5s 55ms/step - loss: 0.0669 - accuracy: 0.9819 - val_loss: 1.7621 - val_accuracy: 0.6485\n" ] } ], "source": [ "epochs=10\n", "history = model.fit(\n", " train_ds,\n", " validation_data=val_ds,\n", " epochs=epochs\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualización de los resultados de entrenamiento" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "acc = history.history['accuracy']\n", "val_acc = history.history['val_accuracy']\n", "\n", "loss = history.history['loss']\n", "val_loss = history.history['val_loss']\n", "\n", "epochs_range = range(epochs)\n", "\n", "plt.figure(figsize=(8, 8))\n", "plt.subplot(1, 2, 1)\n", "plt.plot(epochs_range, acc, label='Training Accuracy')\n", "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n", "plt.legend(loc='lower right')\n", "plt.title('Training and Validation Accuracy')\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.plot(epochs_range, loss, label='Training Loss')\n", "plt.plot(epochs_range, val_loss, label='Validation Loss')\n", "plt.legend(loc='upper right')\n", "plt.title('Training and Validation Loss')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "El modelo ha logrado solo alrededor del 60 % de precisión en el conjunto de validación. Vemos que hay un claro sobreajuste en el momento que los datos de entrenamiento se despegan de los de validación.\n", "Tenemos varias estratégias para evitar el sobreajuste:\n", "* Parar el entrenamiento cuando la precisión de los datos de validación no aumenten respecto de los de train\n", "* Aumentar el número de datos de entrenamiento (y agregar Dropout) al modelo." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aumento de los datos" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "data_augmentation = keras.Sequential(\n", " [\n", " layers.RandomFlip(\"horizontal\",\n", " input_shape=(img_height,\n", " img_width,\n", " 3)),\n", " layers.RandomRotation(0.1),\n", " layers.RandomZoom(0.1),\n", " ]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vemos cómo se ven las imágenes tras la transformación" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "for images, _ in train_ds.take(1):\n", " for i in range(9):\n", " augmented_images = data_augmentation(images)\n", " ax = plt.subplot(3, 3, i + 1)\n", " plt.imshow(augmented_images[0].numpy().astype(\"uint8\"))\n", " plt.axis(\"off\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Nuevo modelo" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "model = Sequential([\n", " data_augmentation, # aumentamos los datos\n", " layers.Rescaling(1./255),\n", " layers.Conv2D(16, 3, padding='same', activation='relu'),\n", " layers.MaxPooling2D(),\n", " layers.Conv2D(32, 3, padding='same', activation='relu'),\n", " layers.MaxPooling2D(),\n", " layers.Conv2D(64, 3, padding='same', activation='relu'),\n", " layers.MaxPooling2D(),\n", " layers.Dropout(0.2), # dropout\n", " layers.Flatten(),\n", " layers.Dense(128, activation='relu'),\n", " layers.Dense(num_classes)\n", "])" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "model.compile(optimizer='adam',\n", " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n", " metrics=['accuracy'])" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_8\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " sequential_7 (Sequential) (None, 180, 180, 3) 0 \n", " \n", " rescaling_2 (Rescaling) (None, 180, 180, 3) 0 \n", " \n", " conv2d_3 (Conv2D) (None, 180, 180, 16) 448 \n", " \n", " max_pooling2d_3 (MaxPooling (None, 90, 90, 16) 0 \n", " 2D) \n", " \n", " conv2d_4 (Conv2D) (None, 90, 90, 32) 4640 \n", " \n", " max_pooling2d_4 (MaxPooling (None, 45, 45, 32) 0 \n", " 2D) \n", " \n", " conv2d_5 (Conv2D) (None, 45, 45, 64) 18496 \n", " \n", " max_pooling2d_5 (MaxPooling (None, 22, 22, 64) 0 \n", " 2D) \n", " \n", " dropout (Dropout) (None, 22, 22, 64) 0 \n", " \n", " flatten_1 (Flatten) (None, 30976) 0 \n", " \n", " dense_6 (Dense) (None, 128) 3965056 \n", " \n", " dense_7 (Dense) (None, 5) 645 \n", " \n", "=================================================================\n", "Total params: 3,989,285\n", "Trainable params: 3,989,285\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "model.summary()" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/15\n", "92/92 [==============================] - 8s 69ms/step - loss: 1.3783 - accuracy: 0.4200 - val_loss: 1.1542 - val_accuracy: 0.5014\n", "Epoch 2/15\n", "92/92 [==============================] - 6s 68ms/step - loss: 1.0877 - accuracy: 0.5640 - val_loss: 1.2495 - val_accuracy: 0.4768\n", "Epoch 3/15\n", "92/92 [==============================] - 6s 69ms/step - loss: 0.9808 - accuracy: 0.6230 - val_loss: 0.9870 - val_accuracy: 0.6226\n", "Epoch 4/15\n", "92/92 [==============================] - 6s 69ms/step - loss: 0.8932 - accuracy: 0.6492 - val_loss: 0.9249 - val_accuracy: 0.6376\n", "Epoch 5/15\n", "92/92 [==============================] - 6s 69ms/step - loss: 0.8362 - accuracy: 0.6747 - val_loss: 0.8393 - val_accuracy: 0.6826\n", "Epoch 6/15\n", "92/92 [==============================] - 6s 69ms/step - loss: 0.7903 - accuracy: 0.6948 - val_loss: 0.8134 - val_accuracy: 0.6853\n", "Epoch 7/15\n", "92/92 [==============================] - 6s 65ms/step - loss: 0.7526 - accuracy: 0.7030 - val_loss: 0.7706 - val_accuracy: 0.7153\n", "Epoch 8/15\n", "92/92 [==============================] - 6s 68ms/step - loss: 0.7211 - accuracy: 0.7214 - val_loss: 0.7639 - val_accuracy: 0.7112\n", "Epoch 9/15\n", "92/92 [==============================] - 6s 66ms/step - loss: 0.7044 - accuracy: 0.7251 - val_loss: 0.7570 - val_accuracy: 0.7153\n", "Epoch 10/15\n", "92/92 [==============================] - 6s 66ms/step - loss: 0.6790 - accuracy: 0.7384 - val_loss: 0.7930 - val_accuracy: 0.6989\n", "Epoch 11/15\n", "92/92 [==============================] - 6s 69ms/step - loss: 0.6285 - accuracy: 0.7612 - val_loss: 0.7307 - val_accuracy: 0.7275\n", "Epoch 12/15\n", "92/92 [==============================] - 6s 69ms/step - loss: 0.6060 - accuracy: 0.7681 - val_loss: 0.7213 - val_accuracy: 0.7221\n", "Epoch 13/15\n", "92/92 [==============================] - 6s 69ms/step - loss: 0.5839 - accuracy: 0.7800 - val_loss: 0.7276 - val_accuracy: 0.7330\n", "Epoch 14/15\n", "92/92 [==============================] - 6s 69ms/step - loss: 0.5525 - accuracy: 0.7922 - val_loss: 0.7169 - val_accuracy: 0.7548\n", "Epoch 15/15\n", "92/92 [==============================] - 6s 69ms/step - loss: 0.5528 - accuracy: 0.7950 - val_loss: 0.7185 - val_accuracy: 0.7302\n" ] } ], "source": [ "epochs = 15\n", "history = model.fit(\n", " train_ds,\n", " validation_data=val_ds,\n", " epochs=epochs\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualización 2" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "acc = history.history['accuracy']\n", "val_acc = history.history['val_accuracy']\n", "\n", "loss = history.history['loss']\n", "val_loss = history.history['val_loss']\n", "\n", "epochs_range = range(epochs)\n", "\n", "plt.figure(figsize=(8, 8))\n", "plt.subplot(1, 2, 1)\n", "plt.plot(epochs_range, acc, label='Training Accuracy')\n", "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n", "plt.legend(loc='lower right')\n", "plt.title('Training and Validation Accuracy')\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.plot(epochs_range, loss, label='Training Loss')\n", "plt.plot(epochs_range, val_loss, label='Validation Loss')\n", "plt.legend(loc='upper right')\n", "plt.title('Training and Validation Loss')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predicción con nuevos datos" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/download.tensorflow.org/example_images/592px-Red_sunflower.jpg\n", "122880/117948 [===============================] - 0s 1us/step\n", "131072/117948 [=================================] - 0s 1us/step\n" ] } ], "source": [ "sunflower_url = \"https://storage.googleapis.com/download.tensorflow.org/example_images/592px-Red_sunflower.jpg\"\n", "sunflower_path = tf.keras.utils.get_file('Red_sunflower', origin=sunflower_url)" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "img = tf.keras.utils.load_img(\n", " sunflower_path, target_size=(img_height, img_width)\n", ")" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [], "source": [ "img_array = tf.keras.utils.img_to_array(img)\n", "img_array = tf.expand_dims(img_array, 0) # Crea el lote, de una imagen en este caso" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TensorShape([1, 180, 180, 3])" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img_array.shape" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img_array" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Esta imagen pertence al grupo de sunflowers con una confianza del 96.67 por ciento.\n" ] } ], "source": [ "predictions = model.predict(img_array)\n", "score = tf.nn.softmax(predictions[0])\n", "\n", "print(\n", " \"Esta imagen pertence al grupo de {} con una confianza del {:.2f} por ciento.\"\n", " .format(class_names[np.argmax(score)], 100 * np.max(score))\n", ")" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Clasificación usando capas personalizadas" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "0trJmd6DjqBZ", "tags": [] }, "outputs": [], "source": [ "import tensorflow as tf\n", "\n", "from tensorflow.keras.layers import Dense, Flatten, Conv2D\n", "from tensorflow.keras import Model" ] }, { "cell_type": "markdown", "metadata": { "id": "7NAbSZiaoJ4z" }, "source": [ "Cargamos y preparamos el conjunto de datos [MNIST](http://yann.lecun.com/exdb/mnist/)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "JqFRS6K07jJs", "tags": [] }, "outputs": [], "source": [ "mnist = tf.keras.datasets.mnist\n", "\n", "(x_train, y_train), (x_test, y_test) = mnist.load_data()\n", "x_train, x_test = x_train / 255.0, x_test / 255.0\n", "\n", "# Agregamos la dimension de canales (de color)\n", "x_train = x_train[..., tf.newaxis]\n", "x_test = x_test[..., tf.newaxis]" ] }, { "cell_type": "markdown", "metadata": { "id": "k1Evqx0S22r_" }, "source": [ "Utilizamos `tf.data` para separar por lotes y mezclar el conjunto de datos:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "8Iu_quO024c2", "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-05-05 12:48:16.698094: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 12:48:16.737415: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 12:48:16.737731: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 12:48:16.738700: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2022-05-05 12:48:16.739396: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 12:48:16.739681: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 12:48:16.739888: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 12:48:17.257067: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 12:48:17.257329: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 12:48:17.257504: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 12:48:17.257650: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 2904 MB memory: -> device: 0, name: NVIDIA GeForce GTX 1050, pci bus id: 0000:01:00.0, compute capability: 6.1\n" ] } ], "source": [ "train_ds = tf.data.Dataset.from_tensor_slices(\n", " (x_train, y_train)).shuffle(10000).batch(32)\n", "\n", "test_ds = tf.data.Dataset.from_tensor_slices((x_test, y_test)).batch(32)" ] }, { "cell_type": "markdown", "metadata": { "id": "BPZ68wASog_I" }, "source": [ "Construimos el modelo `tf.keras` utilizando la API de Keras [model subclassing API](https://www.tensorflow.org/guide/keras#model_subclassing):" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "h3IKyzTCDNGo", "tags": [] }, "outputs": [], "source": [ "class MyModel(Model):\n", " def __init__(self):\n", " super(MyModel, self).__init__()\n", " self.conv1 = Conv2D(32, 3, activation='relu')\n", " self.flatten = Flatten()\n", " self.d1 = Dense(128, activation='relu')\n", " self.d2 = Dense(10, activation='softmax')\n", "\n", " def call(self, x):\n", " x = self.conv1(x)\n", " x = self.flatten(x)\n", " x = self.d1(x)\n", " return self.d2(x)\n", "\n", "# Crea una instancia del modelo\n", "model = MyModel()" ] }, { "cell_type": "markdown", "metadata": { "id": "uGih-c2LgbJu" }, "source": [ "Escogemos un optimizador y una funcion de perdida para el entrenamiento del modelo:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "u48C9WQ774n4", "tags": [] }, "outputs": [], "source": [ "loss_object = tf.keras.losses.SparseCategoricalCrossentropy()\n", "\n", "optimizer = tf.keras.optimizers.Adam()" ] }, { "cell_type": "markdown", "metadata": { "id": "JB6A1vcigsIe" }, "source": [ "Escogemos las metricas para medir la perdida y exactitud del modelo.\n", "Estas metricas acumulan los valores cada epoch y despues imprimen el resultado total." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "N0MqHFb4F_qn", "tags": [] }, "outputs": [], "source": [ "train_loss = tf.keras.metrics.Mean(name='train_loss')\n", "train_accuracy = tf.keras.metrics.SparseCategoricalAccuracy(name='train_accuracy')\n", "\n", "test_loss = tf.keras.metrics.Mean(name='test_loss')\n", "test_accuracy = tf.keras.metrics.SparseCategoricalAccuracy(name='test_accuracy')" ] }, { "cell_type": "markdown", "metadata": { "id": "ix4mEL65on-w" }, "source": [ "Utilizamos `tf.GradientTape` para entrenar el modelo. A través de GradientTape podemos registrar operaciones para diferenciación automática. Con esta función obtenemos más rendimiento ya que sólo tenemos el cuenta el gradiente en las operaciones que queramos, no sobre todo el proceso de de entrenamiento." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "primera derivada: tf.Tensor(48.0, shape=(), dtype=float32)\n", "segunda derivada: tf.Tensor(24.0, shape=(), dtype=float32)\n" ] } ], "source": [ "# Ejemplo\n", "prueba = tf.constant(4.0) \n", " \n", "with tf.GradientTape() as gfg: \n", " gfg.watch(prueba) \n", " \n", " \n", "with tf.GradientTape() as gg: \n", " gg.watch(prueba) \n", " y = prueba * prueba * prueba \n", "\n", " primera_derivada = gg.gradient(y, prueba) \n", " \n", "segunda_derivada = gfg.gradient(primera_derivada, prueba) \n", " \n", "print(\"primera derivada: \",primera_derivada) \n", "print(\"segunda derivada: \",segunda_derivada) \n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "OZACiVqA8KQV", "tags": [] }, "outputs": [], "source": [ "@tf.function\n", "def train_step(images, labels):\n", " with tf.GradientTape() as tape:\n", " predictions = model(images)\n", " loss = loss_object(labels, predictions)\n", " gradients = tape.gradient(loss, model.trainable_variables)\n", " optimizer.apply_gradients(zip(gradients, model.trainable_variables))\n", "\n", " train_loss(loss)\n", " train_accuracy(labels, predictions)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "xIKdEzHAJGt7", "tags": [] }, "outputs": [], "source": [ "@tf.function\n", "def test_step(images, labels):\n", " predictions = model(images)\n", " t_loss = loss_object(labels, predictions)\n", "\n", " test_loss(t_loss)\n", " test_accuracy(labels, predictions)" ] }, { "cell_type": "markdown", "metadata": { "id": "Z8YT7UmFgpjV" }, "source": [ "Probamos el modelo:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "i-2pkctU_Ci7", "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-05-05 12:51:34.779545: I tensorflow/stream_executor/cuda/cuda_dnn.cc:366] Loaded cuDNN version 8400\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1, Perdida: 0.13815267384052277, Exactitud: 95.85499572753906, Perdida de prueba: 0.062388721853494644, Exactitud de prueba: 97.98999786376953\n", "Epoch 2, Perdida: 0.041369009763002396, Exactitud: 98.72333526611328, Perdida de prueba: 0.05774429067969322, Exactitud de prueba: 98.08999633789062\n", "Epoch 3, Perdida: 0.02179248072206974, Exactitud: 99.2683334350586, Perdida de prueba: 0.05084887146949768, Exactitud de prueba: 98.48999786376953\n", "Epoch 4, Perdida: 0.013182108290493488, Exactitud: 99.55833435058594, Perdida de prueba: 0.05504097416996956, Exactitud de prueba: 98.56999969482422\n", "Epoch 5, Perdida: 0.009825024753808975, Exactitud: 99.65333557128906, Perdida de prueba: 0.061438485980033875, Exactitud de prueba: 98.25999450683594\n" ] } ], "source": [ "for epoch in range(EPOCHS):\n", " for images, labels in train_ds:\n", " train_step(images, labels)\n", "\n", " for test_images, test_labels in test_ds:\n", " test_step(test_images, test_labels)\n", "\n", " template = 'Epoch {}, Perdida: {}, Exactitud: {}, Perdida de prueba: {}, Exactitud de prueba: {}'\n", " print(template.format(epoch+1,\n", " train_loss.result(),\n", " train_accuracy.result()*100,\n", " test_loss.result(),\n", " test_accuracy.result()*100))\n", "\n", " # Reinicia las metricas para el siguiente epoch.\n", " train_loss.reset_states()\n", " train_accuracy.reset_states()\n", " test_loss.reset_states()\n", " test_accuracy.reset_states()" ] }, { "cell_type": "markdown", "metadata": { "id": "T4JfEh7kvx6m" }, "source": [ "El modelo de clasificacion de images una vez entrenado ha alcanzado una exactitud de ~98% en este conjunto de datos." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Carga de datos (CSV)... del mismo tipo" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "# Permite leer los datos numpy más fácil.\n", "np.set_printoptions(precision=3, suppress=True)\n", "\n", "import tensorflow as tf\n", "from tensorflow.keras import layers" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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LongitudDiámetroAlturaPeso BrutoPeso víscerasPeso descascarilladoPeso CarcasaEdad
00.4350.3350.1100.3340.13550.07750.09657
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" ], "text/plain": [ " Longitud Diámetro Altura Peso Bruto Peso vísceras \\\n", "0 0.435 0.335 0.110 0.334 0.1355 \n", "1 0.585 0.450 0.125 0.874 0.3545 \n", "2 0.655 0.510 0.160 1.092 0.3960 \n", "3 0.545 0.425 0.125 0.768 0.2940 \n", "4 0.545 0.420 0.130 0.879 0.3740 \n", "\n", " Peso descascarillado Peso Carcasa Edad \n", "0 0.0775 0.0965 7 \n", "1 0.2075 0.2250 6 \n", "2 0.2825 0.3700 14 \n", "3 0.1495 0.2600 16 \n", "4 0.1695 0.2300 13 " ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\n", " \"https://storage.googleapis.com/download.tensorflow.org/data/abalone_train.csv\",\n", " names=[\"Longitud\", \"Diámetro\", \"Altura\", \"Peso Bruto\", \"Peso vísceras\",\n", " \"Peso descascarillado\", \"Peso Carcasa\", \"Edad\"])\n", "\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Datos relativos a un tipo de caracól marino. Usaremos tensorflow para predecir la edad en base al resto de variables." ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3320, 8)" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [], "source": [ "X = df.copy()\n", "y = X.pop('Edad')" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.435, 0.335, 0.11 , ..., 0.136, 0.077, 0.097],\n", " [0.585, 0.45 , 0.125, ..., 0.354, 0.207, 0.225],\n", " [0.655, 0.51 , 0.16 , ..., 0.396, 0.282, 0.37 ],\n", " ...,\n", " [0.53 , 0.42 , 0.13 , ..., 0.374, 0.167, 0.249],\n", " [0.395, 0.315, 0.105, ..., 0.118, 0.091, 0.119],\n", " [0.45 , 0.355, 0.12 , ..., 0.115, 0.067, 0.16 ]])" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = np.array(X)\n", "X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Definimos un modelo de regresión lineal para predecir la edad. Como sólo tenemos un tensor de entrada único, el modelo keras.Sequential es suficiente (en este caso).\n", "De momento no aplicamos normalización" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [], "source": [ "modelo = tf.keras.Sequential([\n", " layers.Dense(64),\n", " layers.Dense(1)\n", "])\n", "\n", "modelo.compile(loss = tf.losses.MeanSquaredError(),\n", " optimizer = tf.optimizers.Adam(),\n", " metrics = [tf.metrics.RootMeanSquaredError()])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Entrenamos..." ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 66.4616 - root_mean_squared_error: 8.1524\n", "Epoch 2/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 12.4034 - root_mean_squared_error: 3.5218\n", "Epoch 3/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 8.3787 - root_mean_squared_error: 2.8946\n", "Epoch 4/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 7.9248 - root_mean_squared_error: 2.8151\n", "Epoch 5/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 7.5403 - root_mean_squared_error: 2.7460\n", "Epoch 6/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 7.2214 - root_mean_squared_error: 2.6873\n", "Epoch 7/10\n", "104/104 [==============================] - 0s 3ms/step - loss: 6.9811 - root_mean_squared_error: 2.6422\n", "Epoch 8/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 6.8034 - root_mean_squared_error: 2.6083\n", "Epoch 9/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 6.6736 - root_mean_squared_error: 2.5833\n", "Epoch 10/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 6.5680 - root_mean_squared_error: 2.5628\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "modelo.fit(X, y, epochs=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Aplicamos un preprocesamiento" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [], "source": [ "normalizado = layers.Normalization()" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [], "source": [ "normalizado.adapt(X)" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "104/104 [==============================] - 1s 2ms/step - loss: 92.6933 - root_mean_squared_error: 9.6277\n", "Epoch 2/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 52.5190 - root_mean_squared_error: 7.2470\n", "Epoch 3/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 15.7438 - root_mean_squared_error: 3.9678\n", "Epoch 4/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 5.7771 - root_mean_squared_error: 2.4036\n", "Epoch 5/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 5.0672 - root_mean_squared_error: 2.2510\n", "Epoch 6/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 5.0052 - root_mean_squared_error: 2.2372\n", "Epoch 7/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 4.9970 - root_mean_squared_error: 2.2354\n", "Epoch 8/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 4.9587 - root_mean_squared_error: 2.2268\n", "Epoch 9/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 4.9663 - root_mean_squared_error: 2.2285\n", "Epoch 10/10\n", "104/104 [==============================] - 0s 2ms/step - loss: 4.9508 - root_mean_squared_error: 2.2250\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "modelo_normalizado = tf.keras.Sequential([\n", " normalizado,\n", " layers.Dense(64),\n", " layers.Dense(1)\n", "])\n", "\n", "modelo_normalizado.compile(loss = tf.losses.MeanSquaredError(),\n", " optimizer = tf.optimizers.Adam(),\n", " metrics = [tf.metrics.RootMeanSquaredError()])\n", "\n", "modelo_normalizado.fit(X, y, epochs=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Carga de datos (CSV) de diferente tipo" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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survivedsexagen_siblings_spousesparchfareclassdeckembark_townalone
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11female38.01071.2833FirstCCherbourgn
21female26.0007.9250ThirdunknownSouthamptony
31female35.01053.1000FirstCSouthamptonn
40male28.0008.4583ThirdunknownQueenstowny
\n", "
" ], "text/plain": [ " survived sex age n_siblings_spouses parch fare class deck \\\n", "0 0 male 22.0 1 0 7.2500 Third unknown \n", "1 1 female 38.0 1 0 71.2833 First C \n", "2 1 female 26.0 0 0 7.9250 Third unknown \n", "3 1 female 35.0 1 0 53.1000 First C \n", "4 0 male 28.0 0 0 8.4583 Third unknown \n", "\n", " embark_town alone \n", "0 Southampton n \n", "1 Cherbourg n \n", "2 Southampton y \n", "3 Southampton n \n", "4 Queenstown y " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic = pd.read_csv(\"https://storage.googleapis.com/tf-datasets/titanic/train.csv\")\n", "titanic.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "X = titanic.copy()\n", "y = X.pop('survived')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 627 entries, 0 to 626\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 sex 627 non-null object \n", " 1 age 627 non-null float64\n", " 2 n_siblings_spouses 627 non-null int64 \n", " 3 parch 627 non-null int64 \n", " 4 fare 627 non-null float64\n", " 5 class 627 non-null object \n", " 6 deck 627 non-null object \n", " 7 embark_town 627 non-null object \n", " 8 alone 627 non-null object \n", "dtypes: float64(2), int64(2), object(5)\n", "memory usage: 44.2+ KB\n" ] } ], "source": [ "X.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Como tenemos diferentes tipos de variables, debemos manejar cada columna individualmente, antes de 'apilar' las funciones en Keras. Podemos usar el enfoque 'clásico' (preprocesar la info y luego pasarla al modelo) ó este enfoque..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Aplicación de la etapa de preprocesamiento con la API funcional de Keras. Enfoque similar a las tuberías de SKLearn" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'sex': ,\n", " 'age': ,\n", " 'n_siblings_spouses': ,\n", " 'parch': ,\n", " 'fare': ,\n", " 'class': ,\n", " 'deck': ,\n", " 'embark_town': ,\n", " 'alone': }" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Extraemos los tipos de cada columna.\n", "inputs = {}\n", "\n", "for name, column in X.items():\n", " dtype = column.dtype\n", " if dtype == object:\n", " dtype = tf.string\n", " else:\n", " dtype = tf.float32\n", "\n", " inputs[name] = tf.keras.Input(shape=(1,), name=name, dtype=dtype)\n", "\n", "inputs" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-05-05 20:03:34.172542: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 20:03:34.238923: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 20:03:34.239133: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 20:03:34.240237: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2022-05-05 20:03:34.241171: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 20:03:34.241385: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 20:03:34.241546: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 20:03:35.028296: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 20:03:35.028518: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 20:03:35.028688: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-05-05 20:03:35.028826: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 2799 MB memory: -> device: 0, name: NVIDIA GeForce GTX 1050, pci bus id: 0000:01:00.0, compute capability: 6.1\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Procesamos las entradas numéricas\n", "numericas = {name:input for name,input in inputs.items()\n", " if input.dtype==tf.float32}\n", "\n", "x = layers.Concatenate()(list(numericas.values()))\n", "norm = layers.Normalization()\n", "norm.adapt(np.array(titanic[numericas.keys()]))\n", "numericas = norm(x)\n", "\n", "numericas" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "datos_preprocesados = [numericas]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Procesamos entradas de texto\n", "for name, input in inputs.items():\n", " if input.dtype == tf.float32:\n", " continue\n", "\n", " lookup = layers.StringLookup(vocabulary=np.unique(X[name])) # Asignamos índices a cadenas\n", " one_hot = layers.CategoryEncoding(num_tokens=lookup.vocabulary_size()) # Aplicamos OneHot Encoding al paso previo\n", " \n", " x = lookup(input)\n", " x = one_hot(x)\n", " datos_preprocesados.append(x)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datos_preprocesados" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ahora concatenamos los datos preprocesados..." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "preprocesado = layers.Concatenate()(datos_preprocesados)\n", "\n", "titanic_preprocesado = tf.keras.Model(inputs, preprocesado)\n", "\n", "tf.keras.utils.plot_model(model = titanic_preprocesado , rankdir=\"LR\", dpi=72, show_shapes=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "De momento sólo tenemos \"la tubería\". Hay que \"enchufar\" los datos...\n", "Los modelos de Keras no convierten automáticamente Pandas DataFrames porque no saben si deben convertir a un tensor o a un diccionario de tensores. Así que lo convertimos en un diccionario de tensores" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "X_dict = {name: np.array(value)\n", " for name, value in X.items()}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos ver lo hecho con un registro..." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "registro1_dict = {name:values[:1] for name, values in X_dict.items()}\n", "titanic_preprocesado(registro1_dict)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Construimos el modelo" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def titanic_model(preprocessing_head, inputs):\n", " body = tf.keras.Sequential([\n", " layers.Dense(64),\n", " layers.Dense(1)\n", " ])\n", "\n", " preprocessed_inputs = preprocessing_head(inputs)\n", " result = body(preprocessed_inputs)\n", " model = tf.keras.Model(inputs, result)\n", "\n", " model.compile(loss=tf.losses.BinaryCrossentropy(from_logits=True),\n", " optimizer=tf.optimizers.Adam(),\n", " metrics = [\"accuracy\"])\n", " return model\n", "\n", "modelo_titanic = titanic_model(titanic_preprocesado, inputs)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "20/20 [==============================] - 1s 5ms/step - loss: 0.5915 - accuracy: 0.6300\n", "Epoch 2/10\n", "20/20 [==============================] - 0s 5ms/step - loss: 0.5106 - accuracy: 0.7081\n", "Epoch 3/10\n", "20/20 [==============================] - 0s 5ms/step - loss: 0.4748 - accuracy: 0.7448\n", "Epoch 4/10\n", "20/20 [==============================] - 0s 5ms/step - loss: 0.4519 - accuracy: 0.7783\n", "Epoch 5/10\n", "20/20 [==============================] - 0s 5ms/step - loss: 0.4392 - accuracy: 0.7895\n", "Epoch 6/10\n", "20/20 [==============================] - 0s 5ms/step - loss: 0.4322 - accuracy: 0.8070\n", "Epoch 7/10\n", "20/20 [==============================] - 0s 5ms/step - loss: 0.4285 - accuracy: 0.8070\n", "Epoch 8/10\n", "20/20 [==============================] - 0s 5ms/step - loss: 0.4231 - accuracy: 0.8278\n", "Epoch 9/10\n", "20/20 [==============================] - 0s 5ms/step - loss: 0.4232 - accuracy: 0.8293\n", "Epoch 10/10\n", "20/20 [==============================] - 0s 5ms/step - loss: 0.4213 - accuracy: 0.8262\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "modelo_titanic.fit(x=X_dict, y=y, epochs=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Ahora guardamos el modelo, para su uso posterior..." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-05-05 20:26:17.259840: W tensorflow/python/util/util.cc:368] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Assets written to: modelo-keras-titanic/assets\n" ] } ], "source": [ "modelo_titanic.save('modelo-keras-titanic')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Cargamos los datos previamente guardados" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "modelo_cargado = tf.keras.models.load_model('modelo-keras-titanic')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modelo clasificación con datos Fashion_MNIST" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# TensorFlow y tf.keras\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "from keras import datasets\n", "fashion_mnist = datasets.fashion_mnist\n", "(train_images, train_labels), (test_images, test_labels) = fashion_mnist.load_data()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array([[[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]],\n", "\n", " ...,\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]]], dtype=uint8)" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No tenemos las clases etiquetadas." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([9, 0, 0, ..., 3, 0, 5], dtype=uint8)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_labels" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "class_names = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat', 'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Los datos que tenemos..." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(60000, 28, 28)\n", "(60000,)\n", "(10000, 28, 28)\n", "(10000,)\n" ] } ], "source": [ "print(train_images.shape)\n", "print(train_labels.shape)\n", "print(test_images.shape)\n", "print(test_labels.shape)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Preprocesado" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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W0X45aWYzq768EliT9lwRKZiCfTqZWSdmZj8GLgammdlW4FvAxWY2j0ou3gxcX4/ORHVgtRoz86Qw3nPajDC+56zxqbGDJ8XVzfO+tD6Mf33G/wrju0oTw3ibpb9vW3pOCNueO35zGP/Z3rlhfPeYCWE8qjO7sDN9Ti2A98vp7znAyWPeC+O3bPxqamzG+LgW6wcfjT9w7/H4L/j1nnjoZG85fT6yv577XNj2MaaH8bpokrOsPDKTmLtfM8ju+4ehLyLSBIzmGbTPo6kq9kWkSSiJiUhhNVH5RB611ImJyGhVzrllSLltcaqZPWNmG5J/p1TFvmlmG83sdTO7NE9XlcREZIA6Frv+kIG3Ld4KLHf3OcDy5GvMbC5wNXB20uYeM4tXZEFJTEQGU6c6sZTbFhcAS5LHS4ArqvY/7O6H3X0TsJEcNahNNSZ2+PLPhPET/8ubqbF5E7eGbeeOeyGMd5fjJd+iaWHWHTolbHuw3B7GNxyJyz/29salBq1Bwc7OI/FUPHduipcHW37e/wzjf7ttsLkBPtQyLv03/d1SXJ7xlQnxkmwQ/8yu/8jzqbHT23eGbZ84MDOMb8uYqmdG294wPrttV2rsT7t+F7Yd9hKL4S9kneHu2wHcfbuZnZjsPwV4sep5W5N9oaZKYiLSHI5hYH+ama2o+nqxuy8e6mEH2ZfZEyUxERkofxLb7e7zj/HVd5jZzOQsbCbQd1q8FZhV9bxTgW1ZL6YxMREZYJhvO1oGLEweLwQer9p/tZl1mNlpwBwgfdrihM7ERKS/Oo6Jpdy2+G1gqZldB7wFXAXg7mvNbCmwDugFbnD3eG52lMRE5CjG4INTQ5Fy2yLAJSnPvwO441iOoSQmIgMVqGJfSUxEBijSbUcjm8QsXpbt/P/+ctj8kq61qbGDHk99klUHllX3E5k0Jl6e63BP/Dbv7Imn2slyZsc7qbErJ64K2z7//fPD+B90/+cw/sYX4mmElh9KL7je1Rt/31dv+kIYX/nWrDB+wexNqbFPdb0dts2qzetq7Q7j0fRIAAfK6b+vL3bH9XMjQklMRArLm2fCwzyUxERkIJ2JiUiRaUxMRIpNSUxEikxnYiJSXE6uCQ+bhZKYiPSjhUICPSd2su3a9DnObp/0D2H7h/ZckBqbNfboedf6+2j77jB+zrjfh/FIV0tcM/TxiXHN0BMHTg3jP3//E2F8Ztv7qbFfHjwjbPvw7f8jjH/9b24O45998j+E8X2z0+cY6O2M/1ImnvNuGP/bc/81jLdb+m1375fiOrCpHQfC+OTWuDYwS1TX2NWSvswdQOvHP5Yas83xvHm5KYmJSJGZFyeLKYmJSH/DP7NrXSmJicgAGhMTkULTbUciUmw6ExORwirYCuBKYiIykJLY4Fp6YPyO9IvtJ/bNC9ufPi59rb7dPfH6ik998Kkwfuq498L4pNb02p2PBfN5AazqnhzGf7rr7DB+8rh4/cUdPZNSY+/2dIZtDwbzWgHcf/ddYfzOHfG6lVdOXZkaO6c9rgN7vxyvY7MuY73O/eWxqbFuj+eX25tRR9YV/D4A9Hj8p9Xq6X8Hk1viGrR9nzohNVbaUfufdNGKXTNXOzKzWWb2nJmtN7O1ZvaNZP9UM3vGzDYk/w59VkERaSpW9lxbM8izZFsvcLO7nwVcANxgZnOBW4Hl7j4HWJ58LSJF58ewNYHMJObu2919ZfJ4P7CeytLiC4AlydOWAFcMUx9FZIQN87qTdXVMF9BmNhs4F3gJmOHu26GS6MzsxJQ2i4BFAO2duuIUKYQmOcvKI/cK4GY2AXgEuMnd45HmKu6+2N3nu/v8MR3xILOINAfzfFszyJXEzKyNSgJ70N0fTXbvMLOZSXwmsHN4uigiI8oB93xbE8i8nDQzA+4H1rt79efty4CFVJYkXwg8nvVarUfKdG05nBove7zu8M92p09JM2Ps/rDtvK4tYfz1g/HH9asPnZwaWznmI2Hbca09YXxSezyVT+eY9PcMYFpb+vd+Wkf8/5ZouhqAl7vj7+0/Tv95GH+rN30I4V8OnBm2XXcw/T0HmJKxVN7qfentD/a2h20Pl+I/je7euGRnUkf8M/3M1PSpn15nZth21znB9Ea/Cpvm1izjXXnkGRO7CLgWWG1mq5J9t1FJXkvN7DrgLeCqYemhiIyootWJZSYxd3+Byvc1mEvq2x0RabgmulTMQ7cdicgAo+pMTESOQ0piIlJkOhMTkeJyoFScLKYkJiID6EwszQeHaPnFq6nhf376orD5f13wz6mxX2Qsa/bEO3Fdz74j8ZQ008enL+E1MajTApjaFi//NSmj3mmsxUu+vdebfifE4ZZ4yplS6gfPFe8cTp/mB+BX5TlhvKfcmho7HMQgu75uz5FpYfzkcXtTY/t706fpAdi8f2oY3713QhjvHh//ab1QSl9K77KT1oZtx+1M/5m1xL8q+enTSREpsnqeiZnZZmA/UAJ63X2+mU0F/jcwG9gMfM3d40n9UuS+d1JEjhPDMxXP5919nrvPT76u21ReSmIi0o8BVvJcWw3qNpWXkpiIDGDuuTZgmpmtqNoWDfJyDjxtZq9UxftN5QUMOpVXHhoTE5H+ju1ScXfVJWKai9x9WzLn4DNm9n9r6d7RdCYmIkfJOQ1Pzk8w3X1b8u9O4DHgPOo4lZeSmIgMUK9JEc2s08y6+h4DXwTW8OFUXpBzKq80TXU5efot/xbG73ntq+lt/9PrYdvLT1oTxlfui+fNeiuoG/ptMNcYQFtLPDnT+LYjYXxsRr1Ue2v6nGAtGdcF5Yw6sc7WuG9Zc51N7UivketqjefcaqlxUqvW4Hv/zd7ZYdsZ4+Pav49N3B3Gez0+P/jspDdSYw9sujBsO+Mffp0a2+xxTWJu9asTmwE8VpmWkDHAQ+7+UzN7mTpN5dVUSUxEmoBT6yePH76U+5vAOYPsf5c6TeWlJCYiAxWnYF9JTEQGMt12JCKFpiQmIoXlwChbKEREjiOG63JSRAquXJxTsZFPYi3BHFLleA3ESQ++mBp798H4sD/5yqVh/PzbXg7jX57929TYJ9p3hG3bMs7Nx2bUQ3W2xLVc3cH/NbOqmV84NCuMlzJe4WfvnRXG3+8ZlxrbcXBi2LYtqH/LI1rH9FBvPM/a3kPxfGOtLfGZSvfP47nONq1Ln/9u0pPx7+Kw0+WkiBSdLidFpNiUxESkuLR4rogUmVY7EpGi05iYiBSbkpiIFJYD5VGUxMxsFvAj4CQq1SOL3f17ZnY78FfAruSpt7n7k5lHzKgFGy6dj7wUxtc8Erdfw2mpMfvMn4RtD52UXisF0PFuPCfX/o/G7Se+kT6HVMvheCHC8m/Xh/FsH9TQdl8YjWdRq017Rnx6zUf4Xc2v0Dijb2C/F7jZ3VcmMzS+YmbPJLG73f27w9c9EWmI0ZTEkpVI+lYl2W9m64FThrtjItIgDpSKU7J/THPsm9ls4Fyg79rsRjN7zcweMLMpKW0W9S3n1EN82SQizcDBy/m2JpA7iZnZBOAR4CZ33wfcC5wBzKNypnbnYO3cfbG7z3f3+W101N5jERl+dVztaLjl+nTSzNqoJLAH3f1RAHffURW/D3hiWHooIiOrYJ9OZp6JWWWZkvuB9e5+V9X+mVVPu5LKMkwiMhqMsjOxi4BrgdVmtirZdxtwjZnNo5K3NwPXD0P/CsFfXh3G40ldsk1MX6ErU3OMWkjhNEmCyiPPp5MvwKCLE2bXhIlI8bhDqTH1nEOhin0RGWg0nYmJyHFISUxEissL9emkkpiI9OfgTVLImoeSmIgMVKDbjpTERKQ/dy3ZJiIFp4F9ESky15mYiBRX89xSlIeSmIj0V7AbwJXERKQfB7xAtx0d06SIInIc8PpOimhml5nZ62a20cxurXd3dSYmIgN4nS4nzawV+Efgj4GtwMtmtszd19XlAOhMTEQGU78zsfOAje7+prsfAR4GFtSzqyN6Jraf93Y/6z/5fdWuacDukezDMWjWvjVrv0B9G6p69u2jtb7Aft576ln/ybScTx9rZiuqvl7s7ourvj4F2FL19Vbg/Fr7WG1Ek5i791vOz8xWuPv8kexDXs3at2btF6hvQ9VsfXP3y+r4coPNRVjXjz51OSkiw2krMKvq61OBbfU8gJKYiAynl4E5ZnaambUDVwPL6nmARn86uTj7KQ3TrH1r1n6B+jZUzdy3mrh7r5ndCDwFtAIPuPvaeh7DvEC3F4iIHE2XkyJSaEpiIlJoDUliw30bQi3MbLOZrTazVUfVvzSiLw+Y2U4zW1O1b6qZPWNmG5J/pzRR3243s7eT926VmX2pQX2bZWbPmdl6M1trZt9I9jf0vQv61RTvW1GN+JhYchvC76i6DQG4pp63IdTCzDYD89294YWRZvY54APgR+7+yWTfd4A97v7t5H8AU9z9libp2+3AB+7+3ZHuz1F9mwnMdPeVZtYFvAJcAXydBr53Qb++RhO8b0XViDOxYb8NYbRw9+eBPUftXgAsSR4vofJHMOJS+tYU3H27u69MHu8H1lOpHG/oexf0S2rQiCQ22G0IzfSDdOBpM3vFzBY1ujODmOHu26HyRwGc2OD+HO1GM3studxsyKVuNTObDZwLvEQTvXdH9Qua7H0rkkYksWG/DaFGF7n7p4HLgRuSyybJ517gDGAesB24s5GdMbMJwCPATe6+r5F9qTZIv5rqfSuaRiSxYb8NoRbuvi35dyfwGJXL32ayIxlb6Rtj2dng/vx/7r7D3UteWbTwPhr43plZG5VE8aC7P5rsbvh7N1i/mul9K6JGJLFhvw1hqMysMxlwxcw6gS8Ca+JWI24ZsDB5vBB4vIF96acvQSSupEHvnZkZcD+w3t3vqgo19L1L61ezvG9F1ZCK/eQj5L/nw9sQ7hjxTgzCzE6ncvYFlVuyHmpk38zsx8DFVKZq2QF8C/g/wFLgI8BbwFXuPuID7Cl9u5jKJZEDm4Hr+8agRrhvfwD8ElgN9E16dRuV8aeGvXdBv66hCd63otJtRyJSaKrYF5FCUxITkUJTEhORQlMSE5FCUxITkUJTEhORQlMSE5FC+39h7iNBKqtK7gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.imshow(train_images[0])\n", "plt.colorbar()\n", "plt.grid(False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "for i in range(25):\n", " plt.subplot(5,5,i+1)\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.grid(False)\n", " plt.imshow(train_images[i])\n", " plt.xlabel(class_names[train_labels[i]])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normalizamos los datos..." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "train_images = train_images / 255.0\n", "test_images = test_images / 255.0" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "for i in range(25):\n", " plt.subplot(5,5,i+1)\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.grid(False)\n", " plt.imshow(train_images[i], cmap=plt.cm.binary)\n", " plt.xlabel(class_names[train_labels[i]])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Las etiquetas de imagen en el notebook con fondo oscuro no se ven." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Construimos el modelo" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "model = keras.Sequential([\n", " keras.layers.Flatten(input_shape=(28, 28)), # Creamos la primera capa\n", " keras.layers.Dense(128, activation='relu'), # Función de activación ReLU en una capa 'DENSAMENTE' conectada con 128 neuronas -> layers.Dense\n", " keras.layers.Dense(10, activation='softmax') # Función de activación SoftMax en una capa 'DENSAMENTE' conectada con 10 neuronas\n", " # Esta capa devolverá un array con 10 probabilidades que sumen 1 (tenemos 10 clases)\n", "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Compilamos el modelo" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "model.compile(optimizer='adam',\n", " loss='sparse_categorical_crossentropy',\n", " metrics=['accuracy'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Entrenamos el modelo" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "1875/1875 [==============================] - 4s 2ms/step - loss: 2.5187 - accuracy: 0.6825\n", "Epoch 2/10\n", "1875/1875 [==============================] - 3s 2ms/step - loss: 0.7005 - accuracy: 0.7389\n", "Epoch 3/10\n", "1875/1875 [==============================] - 3s 2ms/step - loss: 0.6044 - accuracy: 0.7711\n", "Epoch 4/10\n", "1875/1875 [==============================] - 3s 2ms/step - loss: 0.5667 - accuracy: 0.7861\n", "Epoch 5/10\n", "1875/1875 [==============================] - 3s 2ms/step - loss: 0.5402 - accuracy: 0.8097\n", "Epoch 6/10\n", "1875/1875 [==============================] - 3s 2ms/step - loss: 0.5063 - accuracy: 0.8224\n", "Epoch 7/10\n", "1875/1875 [==============================] - 3s 2ms/step - loss: 0.4867 - accuracy: 0.8291\n", "Epoch 8/10\n", "1875/1875 [==============================] - 3s 2ms/step - loss: 0.4851 - accuracy: 0.8297\n", "Epoch 9/10\n", "1875/1875 [==============================] - 3s 2ms/step - loss: 0.4768 - accuracy: 0.8334\n", "Epoch 10/10\n", "1875/1875 [==============================] - 3s 2ms/step - loss: 0.4738 - accuracy: 0.8342\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(train_images, train_labels, epochs=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Evaluación de la exactitud" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "313/313 - 0s - loss: 0.5159 - accuracy: 0.8298 - 498ms/epoch - 2ms/step\n", "\n", "Exactitud Test: 0.829800009727478\n" ] } ], "source": [ "test_loss, test_acc = model.evaluate(test_images, test_labels, verbose=2)\n", "\n", "print('\\nExactitud Test:', test_acc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Predicciones" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "predictions = model.predict(test_images)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0. 0. 0. 0. 0. 0.003 0. 0.067 0. 0.93 ]\n", "9\n", "Ankle boot\n" ] } ], "source": [ "# Primera imagen test\n", "print(predictions[0])\n", "print(np.argmax(predictions[0]))\n", "print(class_names[np.argmax(predictions[0])])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Construimos una función para automatizar el proceso" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "def plot_image(i, predictions_array, true_label, img):\n", " predictions_array, true_label, img = predictions_array, true_label[i], img[i]\n", " plt.grid(False)\n", " plt.xticks([])\n", " plt.yticks([])\n", "\n", " plt.imshow(img, cmap=plt.cm.binary)\n", "\n", " predicted_label = np.argmax(predictions_array)\n", " if predicted_label == true_label:\n", " color = 'blue'\n", " else:\n", " color = 'red'\n", "\n", " plt.xlabel(\"{} {:2.0f}% ({})\".format(class_names[predicted_label],\n", " 100*np.max(predictions_array),\n", " class_names[true_label]),\n", " color=color)\n", "\n", "def plot_value_array(i, predictions_array, true_label):\n", " predictions_array, true_label = predictions_array, true_label[i]\n", " plt.grid(False)\n", " plt.xticks(range(10))\n", " plt.yticks([])\n", " thisplot = plt.bar(range(10), predictions_array, color=\"#777777\")\n", " plt.ylim([0, 1])\n", " predicted_label = np.argmax(predictions_array)\n", "\n", " thisplot[predicted_label].set_color('red')\n", " thisplot[true_label].set_color('blue')" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "i = 0\n", "plt.figure(figsize=(6,3))\n", "plt.subplot(1,2,1)\n", "plot_image(i, predictions[i], test_labels, test_images)\n", "plt.subplot(1,2,2)\n", "plot_value_array(i, predictions[i], test_labels)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "i = 1\n", "plt.figure(figsize=(6,3))\n", "plt.subplot(1,2,1)\n", "plot_image(i, predictions[i], test_labels, test_images)\n", "plt.subplot(1,2,2)\n", "plot_value_array(i, predictions[i], test_labels)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "num_rows = 8\n", "num_cols = 3\n", "num_images = num_rows*num_cols\n", "plt.figure(figsize=(2*2*num_cols, 2*num_rows))\n", "for i in range(num_images):\n", " plt.subplot(num_rows, 2*num_cols, 2*i+1)\n", " plot_image(i, predictions[i], test_labels, test_images)\n", " plt.subplot(num_rows, 2*num_cols, 2*i+2)\n", " plot_value_array(i, predictions[i], test_labels)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Las predicciones incorrectas se muestran en rojo.\n", "Usamos ahora el modelo para hacer una predicción sobre una única imagen." ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(28, 28)\n" ] } ], "source": [ "img = test_images[80]\n", "print(img.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Añadimos esta imagen al 'lote'. Los modelos tf.keras, se optimizan en bloques (o colecciones). Ello implica que para agregar una sola imagen debemos agregarla a una lista." ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 28, 28)\n" ] } ], "source": [ "img = (np.expand_dims(img,0)) # El 0 añade la dimensión correspondiente a la posición en la colección.\n", "print(img.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "¿Qué tenemos en img?" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.imshow(test_images[80])\n", "plt.colorbar()\n", "plt.grid(False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.005 0.864 0.05 0.003 0.077 0. 0. 0. 0. 0. ]]\n", "Trouser\n" ] } ], "source": [ "prediccion_sencilla = model.predict(img)\n", "print(prediccion_sencilla)\n", "print(class_names[np.argmax(prediccion_sencilla [0])])" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "advanced.ipynb", "toc_visible": true }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 4 }