diff --git a/.gitignore b/.gitignore index 5df98bd1..8aa0cb9b 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,6 @@ +# Ch13 data files +ch13/iris-classifier.h5 + # Ch12 data files ch12/mnist_scaled.npz ch12/t10k-images-idx3-ubyte.gz diff --git a/ch13/ch13-notebook.ipynb b/ch13/ch13-notebook.ipynb deleted file mode 100644 index bf661ed7..00000000 --- a/ch13/ch13-notebook.ipynb +++ /dev/null @@ -1,3400 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*Python Machine Learning 3rd Edition* by [Sebastian Raschka](https://sebastianraschka.com) & [Vahid Mirjalili](http://vahidmirjalili.com), Packt Publishing Ltd. 2019\n", - "\n", - "Code Repository: https://github.com/rasbt/python-machine-learning-book-3rd-edition\n", - "\n", - "Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Chapter 13: Parallelizing Neural Network Training with TensorFlow\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## TensorFlow and training performance" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Performance challenges" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### What is TensorFlow?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### How we will learn TensorFlow" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## First steps with TensorFlow" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Installing TensorFlow" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#! pip install tensorflow" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "TensorFlow version: 2.0.0\n" - ] - } - ], - "source": [ - "import tensorflow as tf\n", - "print('TensorFlow version: ', tf.__version__)\n", - "import numpy as np\n", - "\n", - "np.set_printoptions(precision=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2.0.0\n" - ] - } - ], - "source": [ - "! python -c 'import tensorflow as tf; print(tf.__version__)'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Creating tensors in TensorFlow" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "tf.Tensor([1 2 3], shape=(3,), dtype=int32)\n", - "tf.Tensor([4 5 6], shape=(3,), dtype=int32)\n" - ] - } - ], - "source": [ - "a = np.array([1, 2, 3], dtype=np.int32)\n", - "b = [4, 5, 6]\n", - "\n", - "t_a = tf.convert_to_tensor(a)\n", - "t_b = tf.convert_to_tensor(b)\n", - "\n", - "print(t_a)\n", - "print(t_b)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(False, True)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tf.is_tensor(a), tf.is_tensor(t_a)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "TensorShape([2, 3])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "t_ones = tf.ones((2, 3))\n", - "\n", - "t_ones.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1., 1., 1.],\n", - " [1., 1., 1.]], dtype=float32)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "t_ones.numpy()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "tf.Tensor([1.2 5. 3.142], shape=(3,), dtype=float32)\n" - ] - } - ], - "source": [ - "const_tensor = tf.constant([1.2, 5, np.pi], dtype=tf.float32)\n", - "\n", - "print(const_tensor)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Manipulating the data type and shape of a tensor" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "t_a_new = tf.cast(t_a, tf.int64)\n", - "\n", - "print(t_a_new.dtype)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(3, 5) --> (5, 3)\n" - ] - } - ], - "source": [ - "t = tf.random.uniform(shape=(3, 5))\n", - "\n", - "t_tr = tf.transpose(t)\n", - "print(t.shape, ' --> ', t_tr.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(5, 6)\n" - ] - } - ], - "source": [ - "t = tf.zeros((30,))\n", - "\n", - "t_reshape = tf.reshape(t, shape=(5, 6))\n", - "\n", - "print(t_reshape.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1, 2, 1, 4, 1) --> (1, 2, 4)\n" - ] - } - ], - "source": [ - "t = tf.zeros((1, 2, 1, 4, 1))\n", - "\n", - "t_sqz = tf.squeeze(t, axis=(2, 4))\n", - "\n", - "print(t.shape, ' --> ', t_sqz.shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Applying mathematical operations to tensors" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "tf.random.set_seed(1)\n", - "\n", - "t1 = tf.random.uniform(shape=(5, 2), \n", - " minval=-1.0, maxval=1.0)\n", - "\n", - "t2 = tf.random.normal(shape=(5, 2), \n", - " mean=0.0, stddev=1.0)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[-0.27 -0.874]\n", - " [-0.017 -0.175]\n", - " [-0.296 -0.139]\n", - " [-0.727 0.135]\n", - " [-0.401 0.004]]\n" - ] - } - ], - "source": [ - "t3 = tf.multiply(t1, t2).numpy()\n", - "print(t3)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "tf.Tensor([0.09 0.207], shape=(2,), dtype=float32)\n" - ] - } - ], - "source": [ - "t4 = tf.math.reduce_mean(t1, axis=0)\n", - "\n", - "print(t4)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[-1.144 1.115 -0.87 -0.321 0.856]\n", - " [ 0.248 -0.191 0.25 -0.064 -0.331]\n", - " [-0.478 0.407 -0.436 0.022 0.527]\n", - " [ 0.525 -0.234 0.741 -0.593 -1.194]\n", - " [-0.099 0.26 0.125 -0.462 -0.396]]\n" - ] - } - ], - "source": [ - "t5 = tf.linalg.matmul(t1, t2, transpose_b=True)\n", - "\n", - "print(t5.numpy())" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[-1.711 0.302]\n", - " [ 0.371 -1.049]]\n" - ] - } - ], - "source": [ - "t6 = tf.linalg.matmul(t1, t2, transpose_a=True)\n", - "\n", - "print(t6.numpy())" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1.046 0.293 0.504 0.96 0.383]\n" - ] - } - ], - "source": [ - "norm_t1 = tf.norm(t1, ord=2, axis=1).numpy()\n", - "\n", - "print(norm_t1)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1.046, 0.293, 0.504, 0.96 , 0.383], dtype=float32)" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.sqrt(np.sum(np.square(t1), axis=1))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Split, stack, and concatenate tensors" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.165 0.901 0.631 0.435 0.292 0.643]\n" - ] - }, - { - "data": { - "text/plain": [ - "[array([0.165, 0.901], dtype=float32),\n", - " array([0.631, 0.435], dtype=float32),\n", - " array([0.292, 0.643], dtype=float32)]" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tf.random.set_seed(1)\n", - "\n", - "t = tf.random.uniform((6,))\n", - "\n", - "print(t.numpy())\n", - "\n", - "t_splits = tf.split(t, 3)\n", - "\n", - "[item.numpy() for item in t_splits]" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.165 0.901 0.631 0.435 0.292]\n" - ] - }, - { - "data": { - "text/plain": [ - "[array([0.165, 0.901, 0.631], dtype=float32),\n", - " array([0.435, 0.292], dtype=float32)]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tf.random.set_seed(1)\n", - "t = tf.random.uniform((5,))\n", - "\n", - "print(t.numpy())\n", - "\n", - "t_splits = tf.split(t, [3, 2])\n", - "\n", - "[item.numpy() for item in t_splits]" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1. 1. 1. 0. 0.]\n" - ] - } - ], - "source": [ - "A = tf.ones((3,))\n", - "B = tf.zeros((2,))\n", - "\n", - "C = tf.concat([A, B], axis=0)\n", - "print(C.numpy())" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1. 0.]\n", - " [1. 0.]\n", - " [1. 0.]]\n" - ] - } - ], - "source": [ - "A = tf.ones((3,))\n", - "B = tf.zeros((3,))\n", - "\n", - "S = tf.stack([A, B], axis=1)\n", - "print(S.numpy())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Building input pipelines using tf.data: The TensorFlow Dataset API" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Creating a TensorFlow Dataset from existing tensors " - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "a = [1.2, 3.4, 7.5, 4.1, 5.0, 1.0]\n", - "\n", - "ds = tf.data.Dataset.from_tensor_slices(a)\n", - "\n", - "print(ds)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "tf.Tensor(1.2, shape=(), dtype=float32)\n", - "tf.Tensor(3.4, shape=(), dtype=float32)\n", - "tf.Tensor(7.5, shape=(), dtype=float32)\n", - "tf.Tensor(4.1, shape=(), dtype=float32)\n", - "tf.Tensor(5.0, shape=(), dtype=float32)\n", - "tf.Tensor(1.0, shape=(), dtype=float32)\n" - ] - } - ], - "source": [ - "for item in ds:\n", - " print(item)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "batch 1: [1.2 3.4 7.5]\n", - "batch 2: [4.1 5. 1. ]\n" - ] - } - ], - "source": [ - "ds_batch = ds.batch(3)\n", - "\n", - "for i, elem in enumerate(ds_batch, 1):\n", - " print('batch {}: '.format(i), elem.numpy())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Combining two tensors into a joint dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "tf.random.set_seed(1)\n", - "\n", - "t_x = tf.random.uniform([4, 3], dtype=tf.float32)\n", - "t_y = tf.range(4)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " x: [0.165 0.901 0.631] y: 0\n", - " x: [0.435 0.292 0.643] y: 1\n", - " x: [0.976 0.435 0.66 ] y: 2\n", - " x: [0.605 0.637 0.614] y: 3\n" - ] - } - ], - "source": [ - "ds_x = tf.data.Dataset.from_tensor_slices(t_x)\n", - "ds_y = tf.data.Dataset.from_tensor_slices(t_y)\n", - " \n", - "ds_joint = tf.data.Dataset.zip((ds_x, ds_y))\n", - "\n", - "for example in ds_joint:\n", - " print(' x: ', example[0].numpy(), \n", - " ' y: ', example[1].numpy())" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " x: [0.165 0.901 0.631] y: 0\n", - " x: [0.435 0.292 0.643] y: 1\n", - " x: [0.976 0.435 0.66 ] y: 2\n", - " x: [0.605 0.637 0.614] y: 3\n" - ] - } - ], - "source": [ - "## method 2:\n", - "ds_joint = tf.data.Dataset.from_tensor_slices((t_x, t_y))\n", - "\n", - "for example in ds_joint:\n", - " print(' x: ', example[0].numpy(), \n", - " ' y: ', example[1].numpy())" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " x: [-0.67 0.803 0.262] y: 0\n", - " x: [-0.131 -0.416 0.285] y: 1\n", - " x: [ 0.952 -0.13 0.32 ] y: 2\n", - " x: [0.21 0.273 0.229] y: 3\n" - ] - } - ], - "source": [ - "ds_trans = ds_joint.map(lambda x, y: (x*2-1.0, y))\n", - "\n", - "for example in ds_trans:\n", - " print(' x: ', example[0].numpy(), \n", - " ' y: ', example[1].numpy())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Shuffle, batch, and repeat" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " x: [0.976 0.435 0.66 ] y: 2\n", - " x: [0.435 0.292 0.643] y: 1\n", - " x: [0.165 0.901 0.631] y: 0\n", - " x: [0.605 0.637 0.614] y: 3\n" - ] - } - ], - "source": [ - "tf.random.set_seed(1)\n", - "ds = ds_joint.shuffle(buffer_size=len(t_x))\n", - "\n", - "for example in ds:\n", - " print(' x: ', example[0].numpy(), \n", - " ' y: ', example[1].numpy())" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Batch-x : \n", - " [[0.165 0.901 0.631]\n", - " [0.435 0.292 0.643]\n", - " [0.976 0.435 0.66 ]]\n", - "Batch-y : [0 1 2]\n" - ] - } - ], - "source": [ - "ds = ds_joint.batch(batch_size=3,\n", - " drop_remainder=False)\n", - "\n", - "batch_x, batch_y = next(iter(ds))\n", - "\n", - "print('Batch-x : \\n', batch_x.numpy())\n", - "\n", - "print('Batch-y : ', batch_y.numpy())" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 (3, 3) [0 1 2]\n", - "1 (1, 3) [3]\n", - "2 (3, 3) [0 1 2]\n", - "3 (1, 3) [3]\n" - ] - } - ], - "source": [ - "ds = ds_joint.batch(3).repeat(count=2)\n", - "\n", - "for i,(batch_x, batch_y) in enumerate(ds):\n", - " print(i, batch_x.shape, batch_y.numpy())\n" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 (3, 3) [0 1 2]\n", - "1 (3, 3) [3 0 1]\n", - "2 (2, 3) [2 3]\n" - ] - } - ], - "source": [ - "ds = ds_joint.repeat(count=2).batch(3)\n", - "\n", - "for i,(batch_x, batch_y) in enumerate(ds):\n", - " print(i, batch_x.shape, batch_y.numpy())\n" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 (2, 3) [2 1]\n", - "1 (2, 3) [0 3]\n", - "2 (2, 3) [0 3]\n", - "3 (2, 3) [1 2]\n", - "4 (2, 3) [3 0]\n", - "5 (2, 3) [1 2]\n", - "6 (2, 3) [1 3]\n", - "7 (2, 3) [2 0]\n", - "8 (2, 3) [1 2]\n", - "9 (2, 3) [3 0]\n", - "10 (2, 3) [3 0]\n", - "11 (2, 3) [2 1]\n", - "12 (2, 3) [3 0]\n", - "13 (2, 3) [1 2]\n", - "14 (2, 3) [3 0]\n", - "15 (2, 3) [2 1]\n", - "16 (2, 3) [2 3]\n", - "17 (2, 3) [0 1]\n", - "18 (2, 3) [1 2]\n", - "19 (2, 3) [0 3]\n", - "20 (2, 3) [0 1]\n", - "21 (2, 3) [2 3]\n", - "22 (2, 3) [3 2]\n", - "23 (2, 3) [0 1]\n", - "24 (2, 3) [3 0]\n", - "25 (2, 3) [1 2]\n", - "26 (2, 3) [1 3]\n", - "27 (2, 3) [2 0]\n", - "28 (2, 3) [2 1]\n", - "29 (2, 3) [0 3]\n", - "30 (2, 3) [2 3]\n", - "31 (2, 3) [0 1]\n", - "32 (2, 3) [3 1]\n", - "33 (2, 3) [2 0]\n", - "34 (2, 3) [3 2]\n", - "35 (2, 3) [1 0]\n", - "36 (2, 3) [3 0]\n", - "37 (2, 3) [2 1]\n", - "38 (2, 3) [0 2]\n", - "39 (2, 3) [3 1]\n" - ] - } - ], - "source": [ - "tf.random.set_seed(1)\n", - "\n", - "## Order 1: shuffle -> batch -> repeat\n", - "ds = ds_joint.shuffle(4).batch(2).repeat(20)\n", - "\n", - "for i,(batch_x, batch_y) in enumerate(ds):\n", - " print(i, batch_x.shape, batch_y.numpy())" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 (2, 3) [0 1]\n", - "1 (2, 3) [2 3]\n", - "2 (2, 3) [0 1]\n", - "3 (2, 3) [2 3]\n", - "4 (2, 3) [2 3]\n", - "5 (2, 3) [0 1]\n", - "6 (2, 3) [2 3]\n", - "7 (2, 3) [0 1]\n", - "8 (2, 3) [2 3]\n", - "9 (2, 3) [0 1]\n", - "10 (2, 3) [2 3]\n", - "11 (2, 3) [0 1]\n", - "12 (2, 3) [2 3]\n", - "13 (2, 3) [0 1]\n", - "14 (2, 3) [2 3]\n", - "15 (2, 3) [0 1]\n", - "16 (2, 3) [0 1]\n", - "17 (2, 3) [2 3]\n", - "18 (2, 3) [2 3]\n", - "19 (2, 3) [0 1]\n", - "20 (2, 3) [0 1]\n", - "21 (2, 3) [2 3]\n", - "22 (2, 3) [2 3]\n", - "23 (2, 3) [0 1]\n", - "24 (2, 3) [2 3]\n", - "25 (2, 3) [0 1]\n", - "26 (2, 3) [2 3]\n", - "27 (2, 3) [0 1]\n", - "28 (2, 3) [0 1]\n", - "29 (2, 3) [2 3]\n", - "30 (2, 3) [0 1]\n", - "31 (2, 3) [2 3]\n", - "32 (2, 3) [2 3]\n", - "33 (2, 3) [0 1]\n", - "34 (2, 3) [2 3]\n", - "35 (2, 3) [0 1]\n", - "36 (2, 3) [2 3]\n", - "37 (2, 3) [0 1]\n", - "38 (2, 3) [0 1]\n", - "39 (2, 3) [2 3]\n" - ] - } - ], - "source": [ - "tf.random.set_seed(1)\n", - "\n", - "## Order 2: batch -> shuffle -> repeat\n", - "ds = ds_joint.batch(2).shuffle(4).repeat(20)\n", - "\n", - "for i,(batch_x, batch_y) in enumerate(ds):\n", - " print(i, batch_x.shape, batch_y.numpy())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Creating a dataset from files on your local storage disk" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['images/dog-03.jpg', 'images/cat-01.jpg', 'images/cat-02.jpg', 'images/cat-03.jpg', 'images/dog-01.jpg', 'images/dog-02.jpg']\n" - ] - } - ], - "source": [ - "import pathlib\n", - "\n", - "imgdir_path = pathlib.Path('images/')\n", - "\n", - "file_list = [str(path) for path in imgdir_path.glob('*.jpg')]\n", - "\n", - "print(file_list)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Image shape: (900, 1200, 3)\n", - "Image shape: (900, 1200, 3)\n", - "Image shape: (900, 1200, 3)\n", - "Image shape: (900, 742, 3)\n", - "Image shape: (800, 1200, 3)\n", - "Image shape: (800, 1200, 3)\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import tensorflow as tf\n", - "\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "fig = plt.figure(figsize=(10, 5))\n", - "for i,file in enumerate(file_list):\n", - " img_raw = tf.io.read_file(file)\n", - " img = tf.image.decode_image(img_raw)\n", - " print('Image shape: ', img.shape)\n", - " ax = fig.add_subplot(2, 3, i+1)\n", - " ax.set_xticks([]); ax.set_yticks([])\n", - " ax.imshow(img)\n", - " ax.set_title(file, size=15)\n", - " \n", - "plt.savefig('ch13-catdot-examples.pdf')\n", - "plt.tight_layout()\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 0, 0, 0, 1, 1]\n" - ] - } - ], - "source": [ - "labels = [1 if 'dog' in file else 0\n", - " for file in file_list]\n", - "print(labels)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "b'images/dog-03.jpg' 1\n", - "b'images/cat-01.jpg' 0\n", - "b'images/cat-02.jpg' 0\n", - "b'images/cat-03.jpg' 0\n", - "b'images/dog-01.jpg' 1\n", - "b'images/dog-02.jpg' 1\n" - ] - } - ], - "source": [ - "ds_files_labels = tf.data.Dataset.from_tensor_slices(\n", - " (file_list, labels))\n", - "\n", - "for item in ds_files_labels:\n", - " print(item[0].numpy(), item[1].numpy())" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(80, 120, 3) 1\n", - "(80, 120, 3) 0\n", - "(80, 120, 3) 0\n", - "(80, 120, 3) 0\n", - "(80, 120, 3) 1\n", - "(80, 120, 3) 1\n" - ] - }, - { - "data": { - "image/png": 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] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting tensorflow-datasets\n", - "\u001b[?25l Downloading https://files.pythonhosted.org/packages/6c/34/ff424223ed4331006aaa929efc8360b6459d427063dc59fc7b75d7e4bab3/tensorflow_datasets-1.2.0-py3-none-any.whl (2.3MB)\n", - "\u001b[K |████████████████████████████████| 2.3MB 3.1MB/s eta 0:00:01\n", - "\u001b[?25hRequirement already satisfied: numpy in /home/vahid/anaconda3/envs/tf2/lib/python3.7/site-packages (from tensorflow-datasets) (1.17.2)\n", - "Collecting tqdm (from tensorflow-datasets)\n", - "\u001b[?25l Downloading https://files.pythonhosted.org/packages/e1/c1/bc1dba38b48f4ae3c4428aea669c5e27bd5a7642a74c8348451e0bd8ff86/tqdm-4.36.1-py2.py3-none-any.whl (52kB)\n", - "\u001b[K |████████████████████████████████| 61kB 20.9MB/s eta 0:00:01\n", - 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"\u001b[?25h Created wheel for dill: filename=dill-0.3.1.1-cp37-none-any.whl size=78533 sha256=7b4e5cf164d15a12b099d0ba8927cf166b65dff39609235976041c27c6c024d1\n", - " Stored in directory: /home/vahid/.cache/pip/wheels/59/b1/91/f02e76c732915c4015ab4010f3015469866c1eb9b14058d8e7\n", - "Successfully built psutil dill\n", - "Installing collected packages: tqdm, promise, future, idna, urllib3, chardet, requests, psutil, googleapis-common-protos, tensorflow-metadata, dill, tensorflow-datasets\n", - "Successfully installed chardet-3.0.4 dill-0.3.1.1 future-0.17.1 googleapis-common-protos-1.6.0 idna-2.8 promise-2.2.1 psutil-5.6.3 requests-2.22.0 tensorflow-datasets-1.2.0 tensorflow-metadata-0.14.0 tqdm-4.36.1 urllib3-1.25.6\n" - ] - } - ], - "source": [ - "! pip install tensorflow-datasets" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "101\n", - "['abstract_reasoning', 'aflw2k3d', 'amazon_us_reviews', 'bair_robot_pushing_small', 'bigearthnet']\n" - ] - } - ], - "source": [ - "import tensorflow_datasets as tfds\n", - "\n", - "print(len(tfds.list_builders()))\n", - "print(tfds.list_builders()[:5])" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['abstract_reasoning',\n", - " 'aflw2k3d',\n", - " 'amazon_us_reviews',\n", - " 'bair_robot_pushing_small',\n", - " 'bigearthnet',\n", - " 'binarized_mnist',\n", - " 'binary_alpha_digits',\n", - " 'caltech101',\n", - " 'caltech_birds2010',\n", - " 'caltech_birds2011',\n", - " 'cats_vs_dogs',\n", - " 'celeb_a',\n", - " 'celeb_a_hq',\n", - " 'chexpert',\n", - " 'cifar10',\n", - " 'cifar100',\n", - " 'cifar10_corrupted',\n", - " 'clevr',\n", - " 'cnn_dailymail',\n", - " 'coco',\n", - " 'coco2014',\n", - " 'coil100',\n", - " 'colorectal_histology',\n", - " 'colorectal_histology_large',\n", - " 'curated_breast_imaging_ddsm',\n", - " 'cycle_gan',\n", - " 'deep_weeds',\n", - " 'definite_pronoun_resolution',\n", - " 'diabetic_retinopathy_detection',\n", - " 'downsampled_imagenet',\n", - " 'dsprites',\n", - " 'dtd',\n", - " 'dummy_dataset_shared_generator',\n", - " 'dummy_mnist',\n", - " 'emnist',\n", - " 'eurosat',\n", - " 'fashion_mnist',\n", - " 'flores',\n", - " 'food101',\n", - " 'gap',\n", - " 'glue',\n", - " 'groove',\n", - " 'higgs',\n", - " 'horses_or_humans',\n", - " 'image_label_folder',\n", - " 'imagenet2012',\n", - " 'imagenet2012_corrupted',\n", - " 'imdb_reviews',\n", - " 'iris',\n", - " 'kitti',\n", - " 'kmnist',\n", - " 'lfw',\n", - " 'lm1b',\n", - " 'lsun',\n", - " 'mnist',\n", - " 'mnist_corrupted',\n", - " 'moving_mnist',\n", - " 'multi_nli',\n", - " 'nsynth',\n", - " 'omniglot',\n", - " 'open_images_v4',\n", - " 'oxford_flowers102',\n", - " 'oxford_iiit_pet',\n", - " 'para_crawl',\n", - " 'patch_camelyon',\n", - " 'pet_finder',\n", - " 'quickdraw_bitmap',\n", - " 'resisc45',\n", - " 'rock_paper_scissors',\n", - " 'rock_you',\n", - " 'scene_parse150',\n", - " 'shapes3d',\n", - " 'smallnorb',\n", - " 'snli',\n", - " 'so2sat',\n", - " 'squad',\n", - " 'stanford_dogs',\n", - " 'stanford_online_products',\n", - " 'starcraft_video',\n", - " 'sun397',\n", - " 'super_glue',\n", - " 'svhn_cropped',\n", - " 'ted_hrlr_translate',\n", - " 'ted_multi_translate',\n", - " 'tf_flowers',\n", - " 'titanic',\n", - " 'trivia_qa',\n", - " 'uc_merced',\n", - " 'ucf101',\n", - " 'visual_domain_decathlon',\n", - " 'voc2007',\n", - " 'wikipedia',\n", - " 'wmt14_translate',\n", - " 'wmt15_translate',\n", - " 'wmt16_translate',\n", - " 'wmt17_translate',\n", - " 'wmt18_translate',\n", - " 'wmt19_translate',\n", - " 'wmt_t2t_translate',\n", - " 'wmt_translate',\n", - " 'xnli']" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "## Run this to see the full list:\n", - "tfds.list_builders()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Fetching CelebA dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "FeaturesDict({\n", - " 'attributes': FeaturesDict({\n", - " '5_o_Clock_Shadow': Tensor(shape=(), dtype=tf.bool),\n", - " 'Arched_Eyebrows': Tensor(shape=(), dtype=tf.bool),\n", - " 'Attractive': Tensor(shape=(), dtype=tf.bool),\n", - " 'Bags_Under_Eyes': Tensor(shape=(), dtype=tf.bool),\n", - " 'Bald': Tensor(shape=(), dtype=tf.bool),\n", - " 'Bangs': Tensor(shape=(), dtype=tf.bool),\n", - " 'Big_Lips': Tensor(shape=(), dtype=tf.bool),\n", - " 'Big_Nose': Tensor(shape=(), dtype=tf.bool),\n", - " 'Black_Hair': Tensor(shape=(), dtype=tf.bool),\n", - " 'Blond_Hair': Tensor(shape=(), dtype=tf.bool),\n", - " 'Blurry': Tensor(shape=(), dtype=tf.bool),\n", - " 'Brown_Hair': Tensor(shape=(), dtype=tf.bool),\n", - " 'Bushy_Eyebrows': Tensor(shape=(), dtype=tf.bool),\n", - " 'Chubby': Tensor(shape=(), dtype=tf.bool),\n", - " 'Double_Chin': Tensor(shape=(), dtype=tf.bool),\n", - " 'Eyeglasses': Tensor(shape=(), dtype=tf.bool),\n", - " 'Goatee': Tensor(shape=(), dtype=tf.bool),\n", - " 'Gray_Hair': Tensor(shape=(), dtype=tf.bool),\n", - " 'Heavy_Makeup': Tensor(shape=(), dtype=tf.bool),\n", - " 'High_Cheekbones': Tensor(shape=(), dtype=tf.bool),\n", - " 'Male': Tensor(shape=(), dtype=tf.bool),\n", - " 'Mouth_Slightly_Open': Tensor(shape=(), dtype=tf.bool),\n", - " 'Mustache': Tensor(shape=(), dtype=tf.bool),\n", - " 'Narrow_Eyes': Tensor(shape=(), dtype=tf.bool),\n", - " 'No_Beard': Tensor(shape=(), dtype=tf.bool),\n", - " 'Oval_Face': Tensor(shape=(), dtype=tf.bool),\n", - " 'Pale_Skin': Tensor(shape=(), dtype=tf.bool),\n", - " 'Pointy_Nose': Tensor(shape=(), dtype=tf.bool),\n", - " 'Receding_Hairline': Tensor(shape=(), dtype=tf.bool),\n", - " 'Rosy_Cheeks': Tensor(shape=(), dtype=tf.bool),\n", - " 'Sideburns': Tensor(shape=(), dtype=tf.bool),\n", - " 'Smiling': Tensor(shape=(), dtype=tf.bool),\n", - " 'Straight_Hair': Tensor(shape=(), dtype=tf.bool),\n", - " 'Wavy_Hair': Tensor(shape=(), dtype=tf.bool),\n", - " 'Wearing_Earrings': Tensor(shape=(), dtype=tf.bool),\n", - " 'Wearing_Hat': Tensor(shape=(), dtype=tf.bool),\n", - " 'Wearing_Lipstick': Tensor(shape=(), dtype=tf.bool),\n", - " 'Wearing_Necklace': Tensor(shape=(), dtype=tf.bool),\n", - " 'Wearing_Necktie': Tensor(shape=(), dtype=tf.bool),\n", - " 'Young': Tensor(shape=(), dtype=tf.bool),\n", - " }),\n", - " 'image': Image(shape=(218, 178, 3), dtype=tf.uint8),\n", - " 'landmarks': FeaturesDict({\n", - " 'lefteye_x': Tensor(shape=(), dtype=tf.int64),\n", - " 'lefteye_y': Tensor(shape=(), dtype=tf.int64),\n", - " 'leftmouth_x': Tensor(shape=(), dtype=tf.int64),\n", - " 'leftmouth_y': Tensor(shape=(), dtype=tf.int64),\n", - " 'nose_x': Tensor(shape=(), dtype=tf.int64),\n", - " 'nose_y': Tensor(shape=(), dtype=tf.int64),\n", - " 'righteye_x': Tensor(shape=(), dtype=tf.int64),\n", - " 'righteye_y': Tensor(shape=(), dtype=tf.int64),\n", - " 'rightmouth_x': Tensor(shape=(), dtype=tf.int64),\n", - " 'rightmouth_y': Tensor(shape=(), dtype=tf.int64),\n", - " }),\n", - "})\n", - "\n", - "dict_keys(['image', 'landmarks', 'attributes'])\n", - "\n", - "Image(shape=(218, 178, 3), dtype=tf.uint8)\n", - "\n", - "dict_keys(['5_o_Clock_Shadow', 'Arched_Eyebrows', 'Attractive', 'Bags_Under_Eyes', 'Bald', 'Bangs', 'Big_Lips', 'Big_Nose', 'Black_Hair', 'Blond_Hair', 'Blurry', 'Brown_Hair', 'Bushy_Eyebrows', 'Chubby', 'Double_Chin', 'Eyeglasses', 'Goatee', 'Gray_Hair', 'Heavy_Makeup', 'High_Cheekbones', 'Male', 'Mouth_Slightly_Open', 'Mustache', 'Narrow_Eyes', 'No_Beard', 'Oval_Face', 'Pale_Skin', 'Pointy_Nose', 'Receding_Hairline', 'Rosy_Cheeks', 'Sideburns', 'Smiling', 'Straight_Hair', 'Wavy_Hair', 'Wearing_Earrings', 'Wearing_Hat', 'Wearing_Lipstick', 'Wearing_Necklace', 'Wearing_Necktie', 'Young'])\n", - "\n", - "@inproceedings{conf/iccv/LiuLWT15,\n", - " added-at = {2018-10-09T00:00:00.000+0200},\n", - " author = {Liu, Ziwei and Luo, Ping and Wang, Xiaogang and Tang, Xiaoou},\n", - " biburl = {https://www.bibsonomy.org/bibtex/250e4959be61db325d2f02c1d8cd7bfbb/dblp},\n", - " booktitle = {ICCV},\n", - " crossref = {conf/iccv/2015},\n", - " ee = {http://doi.ieeecomputersociety.org/10.1109/ICCV.2015.425},\n", - " interhash = {3f735aaa11957e73914bbe2ca9d5e702},\n", - " intrahash = {50e4959be61db325d2f02c1d8cd7bfbb},\n", - " isbn = {978-1-4673-8391-2},\n", - " keywords = {dblp},\n", - " pages = {3730-3738},\n", - " publisher = {IEEE Computer Society},\n", - " timestamp = {2018-10-11T11:43:28.000+0200},\n", - " title = {Deep Learning Face Attributes in the Wild.},\n", - " url = {http://dblp.uni-trier.de/db/conf/iccv/iccv2015.html#LiuLWT15},\n", - " year = 2015\n", - "}\n", - "\n" - ] - } - ], - "source": [ - "celeba_bldr = tfds.builder('celeb_a')\n", - "\n", - "print(celeba_bldr.info.features)\n", - "print()\n", - "print(celeba_bldr.info.features.keys())\n", - "print()\n", - "print(celeba_bldr.info.features['image'])\n", - "print()\n", - "print(celeba_bldr.info.features['attributes'].keys())\n", - "print()\n", - "print(celeba_bldr.info.citation)" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [], - "source": [ - "# Download the data, prepare it, and write it to disk\n", - "celeba_bldr.download_and_prepare()" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:absl:Warning: Setting shuffle_files=True because split=TRAIN and shuffle_files=None. This behavior will be deprecated on 2019-08-06, at which point shuffle_files=False will be the default for all splits.\n" - ] - }, - { - "data": { - "text/plain": [ - "dict_keys(['test', 'train', 'validation'])" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Load data from disk as tf.data.Datasets\n", - "datasets = celeba_bldr.as_dataset()\n", - "\n", - "datasets.keys()" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "dict_keys(['attributes', 'image', 'landmarks'])\n" - ] - } - ], - "source": [ - "#import tensorflow as tf\n", - "ds_train = datasets['train']\n", - "assert isinstance(ds_train, tf.data.Dataset)\n", - "\n", - "example = next(iter(ds_train))\n", - "print(type(example))\n", - "print(example.keys())" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "ds_train = ds_train.map(lambda item: \n", - " (item['image'], tf.cast(item['attributes']['Male'], tf.int32)))" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(18, 218, 178, 3) tf.Tensor([1 1 1 1 1 0 1 0 0 0 0 1 0 0 1 0 1 0], shape=(18,), dtype=int32)\n" - ] - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "\n", - "ds_train = ds_train.batch(18)\n", - "images, labels = next(iter(ds_train))\n", - "\n", - "print(images.shape, labels)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "fig = plt.figure(figsize=(12, 8))\n", - "for i,(image,label) in enumerate(zip(images, labels)):\n", - " ax = fig.add_subplot(3, 6, i+1)\n", - " ax.set_xticks([]); ax.set_yticks([])\n", - " ax.imshow(image)\n", - " ax.set_title('{}'.format(label), size=15)\n", - " \n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alternative ways for loading a dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:absl:Warning: Setting shuffle_files=True because split=TRAIN and shuffle_files=None. This behavior will be deprecated on 2019-08-06, at which point shuffle_files=False will be the default for all splits.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "tfds.core.DatasetInfo(\n", - " name='mnist',\n", - " version=1.0.0,\n", - " description='The MNIST database of handwritten digits.',\n", - " urls=['https://storage.googleapis.com/cvdf-datasets/mnist/'],\n", - " features=FeaturesDict({\n", - " 'image': Image(shape=(28, 28, 1), dtype=tf.uint8),\n", - " 'label': ClassLabel(shape=(), dtype=tf.int64, num_classes=10),\n", - " }),\n", - " total_num_examples=70000,\n", - " splits={\n", - " 'test': 10000,\n", - " 'train': 60000,\n", - " },\n", - " supervised_keys=('image', 'label'),\n", - " citation=\"\"\"@article{lecun2010mnist,\n", - " title={MNIST handwritten digit database},\n", - " author={LeCun, Yann and Cortes, Corinna and Burges, CJ},\n", - " journal={ATT Labs [Online]. Available: http://yann. lecun. com/exdb/mnist},\n", - " volume={2},\n", - " year={2010}\n", - " }\"\"\",\n", - " redistribution_info=,\n", - ")\n", - "\n", - "dict_keys(['test', 'train'])\n" - ] - } - ], - "source": [ - "mnist, mnist_info = tfds.load('mnist', with_info=True)\n", - "\n", - "print(mnist_info)\n", - "\n", - "print(mnist.keys())" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(10, 28, 28, 1) tf.Tensor([3 9 2 9 8 6 0 2 3 4], shape=(10,), dtype=int64)\n" - ] - }, - { - "data": { - "image/png": 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vupA8ypUrp7KLLroogkpyLV++3MyfeeYZlR06dKiwy0ERdPjwYZVZ55L1vWGJ9drAGkQ1ZcqUUGtbA4ZSeUhFLNyxAgAAAABPNFYAAAAA4InGCgAAAAA80VgBAAAAgCcaKwAAAADwxFTAEyxZskRl7777bqh933rrrXzlJ8rMzFTZypUrVValSpVQx0O0LrzwQpU98sgjKrvjjjvM/ZctW6aypk2bqqxy5coqO+uss1R25MgRlU2ePNlcG8XT3LlzVdaxY0eV5eTkJKIc0+bNm+N+zOzsbJW1aNEi7usg/mrXrq0yayLZhx9+aO4fa8pkQX3yyScqGz16tLmtc05l1vTC1atX+xeGlHPSSSeZeffu3VVmTe21prcePHhQZbt27VLZl19+aa69c+dOlVlTrjMyMlTWsGFD85hFDXesAAAAAMATjRUAAAAAeKKxAgAAAABPNFYAAAAA4InhFSfo0aOHyoIgCLWvNaxARKR///4qmzFjhspmzZqlsvvuu09l1gAEpIabbrpJZWvXrjW3nTBhgso2btwYap2lS5fmrzAUO7t371ZZv379VOY7qMIauFKjRg2VvffeeyrbsmWL19phWUOLXnzxRXPbP/7xj4VdDvKhWbNmobazHvgXEVm4cKHKmjRpojLrYfzZs2erbNy4cSpr0KCBufaUKVNU1rdvX5VZwysuuOAC85goOkqVsl+iW8NQ3n//fZVZ55fl5JNPVln79u3NbXv37q2yevXqqey6665T2cCBA1VWFF/PcscKAAAAADzRWAEAAACAJxorAAAAAPBEYwUAAAAAnor18IpnnnlGZZs3b1aZ9enof/rTn1RmDZoQEalWrZrKLr/8cpUtWLBAZdOmTVNZUXzYrzgbPny4mQ8ZMkRlPXv2VJn10H96errKrCEZsQazpKWlqWzo0KGh6rEeULU+FV5EpGvXrir74IMPVHbuueea+6Pghg0bprLPPvss1L4VKlQw88mTJ6vs6quvVlnp0qVV9tZbb6msZcuWoerxZV33b731VnPb5cuXq6xDhw4qswbItG7dWmVnn322yipWrGiuDc0aNPH444+r7J577jH3Hzt2bKj9LdZ1dsCAASr761//au5vDQ1o3LixymbOnKky63pet25dcx0ULSVK6HsiZcqUUVlWVpbKnnjiCZVdddVVoY6XHw888IDKrEFGd911l7n/aaed5rV+lLhjBQAAAACeaKwAAAAAwBONFQAAAAB4orECAAAAAE/FenjF/fffr7Iff/xRZbfffrvKxowZ47W29cDytddeq7JXXnlFZUuWLDGPaT3Ei+RnDYqIlf/f//2fyqyBA9b5NWvWLJUdPnzYXDszM1NljRo1MrcNs12s4RUHDhxQmTW8wnoo23qAF+EdOXKkwPu2adPGzNu2bRtqf+s6O2HChALXE4v18LY1qMJi1ShiDzYIO+zAup7XqlVLZbNnzw51PNjDpfr06RMqE7GHjLzzzjsqy8jIUJl1vp966qnmOkB+5eTkmHn//v1VtnHjRpUNHjxYZbGu3fHWoEEDlVk/c55//nlz/7vvvjvuNSUKr0wAAAAAwBONFQAAAAB4orECAAAAAE80VgAAAADgqVgPr5gyZYrKNm3apDLr06ILwymnnKIy62G/PXv2JKIcpAhrUIUlOzu7kCvJZdVTqpR9qTl69KjKbr75ZpXdcMMNKmN4hZ+VK1cWeN9YwxX++9//qqxkyZIqswYJvPTSSwWuJ5awAzFGjhypsvnz58e7HDl06JDKHnvssbivg/AaN24cKks21jANFC2rVq0yc+u61rFjR5UNGjQo7jXFm/UzI9XxygQAAAAAPNFYAQAAAIAnGisAAAAA8ERjBQAAAACeaKwAAAAAwFOxngrYsGHDUBmA8K688kqVlSlTxtzWmgqIxKhcuXKB983JyTHzW265RWUrVqxQ2ddffx1qHeecyk4//XRz2379+qmsSZMmKrOmSc6cOVNlffv2NdfZunWrytauXauyTp06qWzgwIEqy8zMNNdB8TRnzhyVWdfPVJhcCD9jx441c+u6GOt6FZUdO3ao7Pjx4yqrXr16IspJKO5YAQAAAIAnGisAAAAA8ERjBQAAAACeaKwAAAAAwFOxHl6RbI4cORJ1CUCh+P3vf2/mU6ZMSXAl+EndunVVNm/ePK9jvvbaa177n6hbt24qu++++8xt09PTVWYNqrBUqFBBZc8991yofUXsYRxVq1ZVWenSpUMfE8WT9YB/vXr1VFaqVPiXb9u3b1fZSSedpLJKlSqFPiYK37Fjx8y8du3aKrMG9SSK9drVunaffPLJKrMGHqU67lgBAAAAgCcaKwAAAADwRGMFAAAAAJ5orAAAAADAE8Mrksgrr7yisrS0NJXVqlUrEeUAcXPNNdeYOcMrojN8+HCVWQ8Xv/766ypbvXq119o1a9ZUWePGjVX28MMPqywZH7CvXr161CWgiGjRooXKrEEq1pCLtWvXmsds3bq1yp588kmVdejQIUyJSJBzzjnHzCdPnqyy3r17q2zUqFEqs4bq5Me6detUNmTIEJUtXbpUZStXrlRZ5cqVvepJRtyxAgAAAABPNFYAAAAA4InGCgAAAAA80VgBAAAAgCeGV0TEegDwwIEDKrM+Ybt+/fqFUhNQWLKzs838iiuuUNm7776rsm3btqnM+t5AeFWqVFHZyJEjVda3b1+Vde3a1TzmkiVLVDZ48GCV3XLLLSpjAARgDyzYunWryvr376+yWMMr0tPTVZaZmVmA6pBIt99+u5lPnz5dZU8//bTKrOFQzZs3V1lGRobK1qxZY65t5WXLllXZ7NmzVVanTh3zmEUNd6wAAAAAwBONFQAAAAB4orECAAAAAE80VgAAAADgieEVCfD999+rrG3btirLyclR2VNPPaWykiVLxqcwIEEqVqxo5sOHD1fZ7373O5Wdf/75Klu0aJHKLrnkkgJUh19y6qmnqmzu3LkRVAIUfY0aNVJZWlqaysaNG6eyunXrmsd86aWXVHbRRRcVoDokkjVgSETko48+SnAlyA/uWAEAAACAJxorAAAAAPBEYwUAAAAAnmisAAAAAMATwysSYPTo0Srbvn27ynr16qWyCy+8sFBqApJBzZo1VWZ9MnyPHj1UVq9evcIoCQAiU6dOHZVNmDBBZWPHjlXZiy++aB4zMzPTvzAAoXDHCgAAAAA80VgBAAAAgCcaKwAAAADwRGMFAAAAAJ5orAAAAADAE1MBE+DBBx8MlQHFTd26dVW2cOHCCCoBgOT0hz/8IVQGIHrcsQIAAAAATzRWAAAAAOCJxgoAAAAAPNFYAQAAAIAnGisAAAAA8ERjBQAAAACeaKwAAAAAwBONFQAAAAB4orECAAAAAE8uCILwGzv3nYhsKbxyUMRlBkGQkcgFOWfhiXMWqYZzFqkooect5yziwDxn89VYAQAAAAA03goIAAAAAJ5orAAAAADAE40VAAAAAHiisQIAAAAATzRWAAAAAOCJxgoAAAAAPNFYAQAAAIAnGisAAAAA8ERjBQAAAACeaKwAAAAAwBONFQAAAAB4orECAAAAAE80VgAAAADgicYKAAAAADzRWHlyzpVyzt3tnPvMOXfYObfNOfePqOsCYnHO1XPOLXDOHXTO7XDOjXDOlYy6LiAW59x1zrlXnXPbnXP7nXMrnXM3Rl0XEItzrrNz7j3n3PfOuRzn3Ebn3BDnXJmoawN+jXOuRt61NnDOnRR1PamkVNQFFAEviEgLERkuIhtEpJaI1IuyICAW51xlEZkvIutFJFtEzhSRRyT3lyxDIiwN+CV3iMiXIvJXEdklIm1FZKJzrmoQBI9HWhlgO0VEForIQyKyR0QuFZFhIlJNRPpEVxYQykMisl9EKkRdSKpxQRBEXUPKcs61FpHXRKRBEATro64H+DXOuUEicpeIZAZBsC8vu0vyfuD/lAHJJK+B2nVCNlFELguCoHZEZQH54py7T0R6i0jlgBdfSFLOuaYiMlNERklug1UxCIL90VaVOngroJ9bRWQhTRVSSBsRefOEBmqSiJQTkWbRlAT8shObqjyrReT0RNcCePheRHgrIJJW3mMBj4vICMl9dwDyicbKTyMR+dQ5N9Y5ty/vmZXpzjl+2CNZnSu5b1n9/4Ig+EpEDuZ9DUgVl4nIp1EXAfwS51xJ51x551wTEeknIuO4W4Uk9hcRSRORf0VdSKriGSs/1UTkFhFZIyI3iEhFEXlQRGY45xpz8UQSqiy57/c/0e68rwFJzzl3lYh0kNx3DQDJ7IDkvlAVEfm3iAyIsBYgJufcKSIyUkT+GATBj865qEtKSTRWflzef9lBEHwvIuKc+1pEFkvuQIsFEdYGAEWOcy5LRCaKyKwgCF6ItBjg110uIuUld3jFUBEZKyK9Iq0IsN0nIkuDIHgj6kJSGY2Vn90isumnpirPEhE5IrmTAWmskGx2i0glI6+c9zUgaTnnqojIHBHZIiJdIi4H+FVBEKzK+59LnHO7RGSCc+6RIAi+iLIu4Oecc7+R3HcANHXOnZwXl8/7s5Jz7lgQBIeiqS610Fj5+UREyhq5E5HjCa4FCGODnPAslXOuluReQDeYewBJwDlXXkRmS+7D/+2CIDgYcUlAfv3UZNUWERorJJOzRaS0iLxvfG2biDwrIn9OaEUpisbKz2wRGX7CKOCmkntyromuLCCmOSIywDlXMQiCH/KyP4jIIcl9CyuQdJxzpURkiuT+8L88CIKdEZcEFMQVeX9+GWkVgLZERH57QtZaRAZK7ucGbkp4RSmKz7Hy4JxLF5GPRGS75M77rygio0VkQxAEV0dZG2DJ+4Dg9ZJ73o4WkToiMkZEHg2CgA8IRlJyzj0lIt1FpL+ILD/hy6uDIDic+KqA2JxzcyX3w9g/FpFjkttU3Skis4MguCHK2oAwnHO3iMjzwudY5Qt3rDwEQbDPOddCRB6T3M8COiIis0Tkr5EWBsQQBMHuvIlqYyX3w633iMg/JPcDgoFk1TLvz38aX6stIpsTVwoQygeSOzU4S0SOSu5v/AeJyPjoSgJQ2LhjBQAAAACe+IBgAAAAAPBEYwUAAAAAnmisAAAAAMATjRUAAAAAeKKxAgAAAABP+Rq3XrVq1SArK6uQSkFRt3nzZtm1a5dL5Jqcs/DBOYtUwzmLVLRy5cpdQRBkJGo9zln4inXO5quxysrKkhUrVsSvKhQrF198ccLX5JyFD85ZpBrOWaQi59yWRK7HOQtfsc5Z3goIAAAAAJ5orAAAAADAE40VAAAAAHiisQIAAAAATzRWAAAAAOCJxgoAAAAAPNFYAQAAAIAnGisAAAAA8ERjBQAAAACeaKwAAAAAwBONFQAAAAB4orECAAAAAE80VgAAAADgqVTUBRQHR48eVdmSJUtUdv3116vsu+++U9n06dPNdTp27FiA6gAAAAD44o4VAAAAAHiisQIAAAAATzRWAAAAAOCJxgoAAAAAPDG8IgGef/55lfXo0SPUvs65eJcDACnhxhtvVNmKFSvMbe+++26VdevWLe41oehbsGCByp555plQ+27btk1l1rCqWDp06KCySy65RGV9+vRRWXp6euh1ABQO7lgBAAAAgCcaKwAAAADwRGMFAAAAAJ5orAAAAADAE8Mr4uijjz4y86lTp6qsRo0aKrvhhhtUdv7556vsrLPOKkB1SDXDhg1T2fDhw0PtGwRBnKsBEm/SpEkqizXQp2fPnirbuHGjykaOHKmytLS0AlSHomDVqlUqa9mypcqOHz8e6njVqlVTWUZGhrltuXLlVDZz5sxQmXUejx071lyHIS5A4nDHCgAAAAA80VgBAAAAgCcaKwAAAADwRGMFAAAAAJ4YXlFABw8eVFmXLl3MbdetW6ey7OxslT300EP+hSHlWEMqRMIPqrDEesDfR/PmzVXWrFkzlcX6+wCF6ejRoyp7+OGHVfbnP/9ZZXXr1i2UmpD8ateurbL+/furzBpO9corr6isTJkyKos1+KJkyZIqO3z4sMpeeukllQ0aNEhlt912m7lOvXr1VHbZZZeZ2yK+du7cqbKbb75ZZfPmzVPZsWPHCqUmFC7uWAEAAACAJxorAAAAAPBEYwUAAAAAnmisAAAAAMATwytCOEb/tK4AAA6WSURBVHLkiMqsh0StIRUiImlpaSq78847/QtDUrOGOCxevFhlb7/9duEXEwdWnVZmDd1YtGiReUxrIAbwk9atW6vszTff9DqmNTho9uzZKjvzzDO91kFqqFy5ssrGjBkTQSW5ypcvr7KmTZuqrFq1airbunWrecyyZcv6F4YCGTdunMoWLFigMmuQSaxrXatWrfwLQ6HhjhUAAAAAeKKxAgAAAABPNFYAAAAA4InGCgAAAAA8MbwihIULF6ps4sSJofcfMGCAypo0aeJVE5KLNajCGuLgyxr20KxZs7ivY/H5+/z2t781c+vvE2vQBYqfvn37quyHH34wtz106JDKDh48qLKNGzeqrHPnzipbvXp1mBKBAjtw4IDKpk+frrL+/furbPfu3Sp7/PHHzXUuuuiiAlSHqFmvHUWiHV5hDayyhnL16tVLZRkZGYVRUtLhjhUAAAAAeKKxAgAAAABPNFYAAAAA4InGCgAAAAA80VgBAAAAgCemAp7AmrRz0003hdo3OzvbzIcMGeJVE1KTNd3OmqiTn2l71gRAayJhYbAm+Fm1W3/HWKxtrQmCTAosntq2bauyxo0bm9vm5OSobMKECSobPHiwynbt2qWyvXv3mutUqlTJzAERkW+++UZlzz//vLntv//9b5Vt2LBBZQ0aNFDZv/71L5V16NAhTIlIEQ8//HBka7///vtm3q9fP5VZ5+yyZctU9sYbb/gXlgK4YwUAAAAAnmisAAAAAMATjRUAAAAAeKKxAgAAAABPDK84wbx581S2Z8+eUPsOGjTIzMuUKeNVE5Jf2AES1mCGVGENr7Ay698iPwM6GGiBX1KlSpW4H3P79u0qGz9+vLntwIED474+kt+3336rsvvvv19l1kCKQ4cOmcesWrWqyu655x6V/e///q/KypYtax4T0XnzzTdVFus6EkbLli19ygmtfv36Ktu/f7+57Y4dO0Idc/78+V41pTLuWAEAAACAJxorAAAAAPBEYwUAAAAAnmisAAAAAMBTsR5esWXLFpWFHUJw2mmnqax8+fLmtjk5OSrjwVMURNjzM0r5qTHsUAtroIW1Tir8+6BwWA9LjxgxIoJKkOr27dunsvPOO09lu3fvDnW8Nm3amHm7du1UZg1nOXz4sMp4DREt63Xd+vXrVbZz584Cr3H22Webea9evVT2t7/9rcDrHD9+XGUlSsT/vov194k1hKpmzZpxXz9RuGMFAAAAAJ5orAAAAADAE40VAAAAAHiisQIAAAAAT8VmeMXy5ctV1qVLF5V98cUXoY5nfQr7BRdcYG7boEEDlVmfqH3ttdeq7OKLL1ZZyZIlw5SIiFkDF4qrWEMlFi9erLKw/27W4AuGVxR9n376qZk/+uijKrMe+reUKVNGZRkZGfkrDEWG9TP2wgsvVNnSpUtVFgSByubOnWuuM2fOnFD1VKxYUWVjxoxR2a233mruXxiDCIq7cePGqWzgwIEq83m9tmnTJjOP9zqWwnidaf197rrrLnPbiRMnxn39ROG7DQAAAAA80VgBAAAAgCcaKwAAAADwRGMFAAAAAJ5SenjFnj17VGY9wCwi8sADD6jsyJEjBV67atWqKjvnnHPMbd99912VrVmzRmUPPfSQyu6++26VjRo1KkyJiBjDK36d9anrzrkIKkEysoabdO7c2dz2+++/L/A61atXV1msQQAo+ipUqKCyhQsXFvh4s2fPNvNjx46pbNasWSqbOnWqyrp3766y6dOnm+tMmDBBZQxn8fO3v/1NZYkaLFavXj2VderUqcDHswauxPo5bL2ueeeddwq8dlHEHSsAAAAA8ERjBQAAAACeaKwAAAAAwBONFQAAAAB4SunhFdu2bVPZiBEjvI6ZlpamsvXr16vMevCzTJky5jGtB/StB1StT5oePXq0ymI9IDly5EgzR2q69957oy4h5QwbNixUBj+xHsb/6quvVFa3bl2V/e53v1OZNahi/PjxKtu1a1eYEmPKyspS2WuvveZ1TOCXtGvXLvS22dnZKhszZozKrOEV1pALEfu1wWOPPRa6JmiPPPKIyu666664rlGrVi0zf/LJJ1XWqFGjuK4dizUko0ePHipbtmxZqOO9//77Zm6dy7EGFyUb7lgBAAAAgCcaKwAAAADwRGMFAAAAAJ5orAAAAADAE40VAAAAAHhK6amAX3/9ddyP2aFDB5XVrl3b65itWrUKlQ0YMEBlV111lcqeeeYZc51rrrlGZZdeemmYEoGkYU1DHD58eKh9rcly8PPcc8+p7I477jC33bdvn8oqVaqksjPOOENlO3bsUJk1AdA5Z65tsaZqzZgxQ2X169cPfUwg0U4++WSVvfLKKyqLNRluwoQJKhs6dKjKqlatWoDqiqeePXuqzHpd58OaUi0iUqdOnbiukx/16tVTWY0aNQp8vO3bt5v5J598UuBjRo07VgAAAADgicYKAAAAADzRWAEAAACAJxorAAAAAPCU0sMrSpcuHXUJcWUNyZg7d67KYj0g+cILL6iM4RUAwpo1a5bK+vfvr7IDBw6EPubevXtVtm7duvwVFkKFChVU9uqrr6qsQYMGcV8bSLQSJfTvxWMNdrGGyqxatUplLVu29C+smLAGS5x33nkRVBK9SZMmqcwaCPTxxx+HPmYQBF41RYk7VgAAAADgicYKAAAAADzRWAEAAACAJxorAAAAAPCU0sMrfvOb36js/vvvN7e1cuuBzgsuuMC/sDiqW7euyi666KIIKkGiLV68OOoSIjF8+PAC79usWbM4VlK05eTkqGz8+PEqy8+giigdO3ZMZbt3746gEqDwWd+/+/fvj6ASQLOGq1hZyZIlzf03bNigsm3btqmsZs2aBaiucHHHCgAAAAA80VgBAAAAgCcaKwAAAADwRGMFAAAAAJ5SenhFRkaGygYOHGhuO3bsWJVZwyvWrl3rX1gcrVmzRmXLly83t23fvn1hl4N8GDZsmMryM5jh7bffjl8xxYT1bw6bNexh8+bNiS8kTqyH+Tt06KCy9evXq+z0008vlJqAwvLxxx+r7JNPPjG3bdCggcqaNGkS95qAn/Ts2VNlffr0Cb3/1KlTVdapUyeVMbwCAAAAAIogGisAAAAA8ERjBQAAAACeaKwAAAAAwFNKD6/Ij/r166ts+/btKvviiy9UdujQIZWVK1cuPoX9jPWwXt++fVX27bffmvvfeOONca8JycUazpAKAxtiDeLIzzAPxFeFChVUNnv2bJV17txZZZs2bTKPWaVKFZVZ16Xq1aur7MwzzzSPeaLPP//czAcPHqwya0DRQw89pLJRo0aprDCu8QjP+ln88ssvq6xbt24qs86vVGZ9v3Xp0kVl6enp5v4zZ85UWfny5f0LA2LwHV5hefTRR1XWuHFjldWoUcNrHV/csQIAAAAATzRWAAAAAOCJxgoAAAAAPNFYAQAAAIAnGisAAAAA8FRspgJaE6PefPNNla1YsUJlV199tcrat2+vsiAIzLWtKX7ffPONyiZNmmTuf6J77rnHzJs0aRJqf0Tn3nvvVVl+JuMtXrxYZdbEvebNm+enrLiyphRadYvEnhYYxqJFiwq8L2zWZL7Vq1erzLp2ioi0atUq7jWFtXz5cpVNnDhRZf/85z9VZl3j27ZtG5/CUCBbt25V2ejRo1U2bdq0UFmdOnXiU1ghW79+vco6duyosk8//VRlDzzwgHnMrKws77qAqC1btkxl1uRXpgICAAAAQIqjsQIAAAAATzRWAAAAAOCJxgoAAAAAPBWb4RWNGzdW2e23366yF154QWXvvfdeqKwwDB06VGV/+ctfzG2dc4VdDjz5DnYIm8UapOLDqj0/gzd8WIMqohzQUdxFOaQiluPHjxd43zvvvFNlDK+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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ds_train = mnist['train']\n", - "\n", - "assert isinstance(ds_train, tf.data.Dataset)\n", - "\n", - "ds_train = ds_train.map(lambda item: \n", - " (item['image'], item['label']))\n", - "\n", - "ds_train = ds_train.batch(10)\n", - "batch = next(iter(ds_train))\n", - "print(batch[0].shape, batch[1])\n", - "\n", - "fig = plt.figure(figsize=(15, 6))\n", - "for i,(image,label) in enumerate(zip(batch[0], batch[1])):\n", - " ax = fig.add_subplot(2, 5, i+1)\n", - " ax.set_xticks([]); ax.set_yticks([])\n", - " ax.imshow(image[:, :, 0], cmap='gray_r')\n", - " ax.set_title('{}'.format(label), size=15)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Building a neural network model in TensorFlow" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The TensorFlow Keras API (tf.keras)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Building a linear regression model" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import tensorflow as tf\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "X_train = np.arange(10).reshape((10, 1))\n", - "y_train = np.array([1.0, 1.3, 3.1,\n", - " 2.0, 5.0, 6.3,\n", - " 6.6, 7.4, 8.0,\n", - " 9.0])\n", - "\n", - "\n", - "plt.plot(X_train, y_train, 'o', markersize=10)\n", - "plt.xlabel('x')\n", - "plt.ylabel('y')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "X_train_norm = (X_train - np.mean(X_train))/np.std(X_train)\n", - "\n", - "ds_train_orig = tf.data.Dataset.from_tensor_slices(\n", - " (tf.cast(X_train_norm, tf.float32),\n", - " tf.cast(y_train, tf.float32)))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"my_model_5\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "Total params: 2\n", - "Trainable params: 2\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], - "source": [ - "class MyModel(tf.keras.Model):\n", - " def __init__(self):\n", - " super(MyModel, self).__init__()\n", - " self.w = tf.Variable(0.0, name='weight')\n", - " self.b = tf.Variable(0.0, name='bias')\n", - "\n", - " def call(self, x):\n", - " return self.w*x + self.b\n", - "\n", - "\n", - "model = MyModel()\n", - "\n", - "model.build(input_shape=(None, 1))\n", - "model.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def loss_fn(y_true, y_pred):\n", - " return tf.reduce_mean(tf.square(y_true - y_pred))\n", - "\n", - "## testing the function:\n", - "yt = tf.convert_to_tensor([1.0])\n", - "yp = tf.convert_to_tensor([1.5])\n", - "\n", - "loss_fn(yt, yp)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "def train(model, inputs, outputs, learning_rate):\n", - " with tf.GradientTape() as tape:\n", - " current_loss = loss_fn(model(inputs), outputs)\n", - " dW, db = tape.gradient(current_loss, [model.w, model.b])\n", - " model.w.assign_sub(learning_rate * dW)\n", - " model.b.assign_sub(learning_rate * db)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 0 Step 0 Loss 43.5600\n", - "Epoch 10 Step 100 Loss 0.7530\n", - "Epoch 20 Step 200 Loss 20.1759\n", - "Epoch 30 Step 300 Loss 23.3976\n", - "Epoch 40 Step 400 Loss 6.3481\n", - "Epoch 50 Step 500 Loss 4.6356\n", - "Epoch 60 Step 600 Loss 0.2411\n", - "Epoch 70 Step 700 Loss 0.2036\n", - "Epoch 80 Step 800 Loss 3.8177\n", - "Epoch 90 Step 900 Loss 0.9416\n", - "Epoch 100 Step 1000 Loss 0.7035\n", - "Epoch 110 Step 1100 Loss 0.0348\n", - "Epoch 120 Step 1200 Loss 0.5404\n", - "Epoch 130 Step 1300 Loss 0.1170\n", - "Epoch 140 Step 1400 Loss 0.1195\n", - "Epoch 150 Step 1500 Loss 0.0944\n", - "Epoch 160 Step 1600 Loss 0.4670\n", - "Epoch 170 Step 1700 Loss 2.0695\n", - "Epoch 180 Step 1800 Loss 0.0020\n", - "Epoch 190 Step 1900 Loss 0.3612\n" - ] - } - ], - "source": [ - "tf.random.set_seed(1)\n", - "\n", - "num_epochs = 200\n", - "log_steps = 100\n", - "learning_rate = 0.001\n", - "batch_size = 1\n", - "steps_per_epoch = int(np.ceil(len(y_train) / batch_size))\n", - "\n", - "\n", - "ds_train = ds_train_orig.shuffle(buffer_size=len(y_train))\n", - "ds_train = ds_train.repeat(count=None)\n", - "ds_train = ds_train.batch(1)\n", - "\n", - "Ws, bs = [], []\n", - "\n", - "for i, batch in enumerate(ds_train):\n", - " if i >= steps_per_epoch * num_epochs:\n", - " break\n", - " Ws.append(model.w.numpy())\n", - " bs.append(model.b.numpy())\n", - "\n", - " bx, by = batch\n", - " loss_val = loss_fn(model(bx), by)\n", - "\n", - " train(model, bx, by, learning_rate=learning_rate)\n", - " if i%log_steps==0:\n", - " print('Epoch {:4d} Step {:2d} Loss {:6.4f}'.format(\n", - " int(i/steps_per_epoch), i, loss_val))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Final Parameters: 2.6576622 4.8798566\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "print('Final Parameters: ', model.w.numpy(), model.b.numpy())\n", - "\n", - "\n", - "X_test = np.linspace(0, 9, num=100).reshape(-1, 1)\n", - "X_test_norm = (X_test - np.mean(X_train)) / np.std(X_train)\n", - "\n", - "y_pred = model(tf.cast(X_test_norm, dtype=tf.float32))\n", - "\n", - "\n", - "fig = plt.figure(figsize=(13, 5))\n", - "ax = fig.add_subplot(1, 2, 1)\n", - "plt.plot(X_train_norm, y_train, 'o', markersize=10)\n", - "plt.plot(X_test_norm, y_pred, '--', lw=3)\n", - "plt.legend(['Training examples', 'Linear Reg.'], fontsize=15)\n", - "ax.set_xlabel('x', size=15)\n", - "ax.set_ylabel('y', size=15)\n", - "ax.tick_params(axis='both', which='major', labelsize=15)\n", - "\n", - "ax = fig.add_subplot(1, 2, 2)\n", - "plt.plot(Ws, lw=3)\n", - "plt.plot(bs, lw=3)\n", - "plt.legend(['Weight w', 'Bias unit b'], fontsize=15)\n", - "ax.set_xlabel('Iteration', size=15)\n", - "ax.set_ylabel('Value', size=15)\n", - "ax.tick_params(axis='both', which='major', labelsize=15)\n", - "plt.savefig('ch13-linreg-1.pdf')\n", - "\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Model training via the .compile() and .fit() methods" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [], - "source": [ - "tf.random.set_seed(1)\n", - "model = MyModel()\n", - "#model.build((None, 1))\n", - "\n", - "model.compile(optimizer='sgd', \n", - " loss=loss_fn,\n", - " metrics=['mae', 'mse'])" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Train on 10 samples\n", - "Epoch 1/200\n", - "10/10 [==============================] - 0s 46ms/sample - loss: 27.8562 - mae: 4.5967 - mse: 27.8562\n", - "Epoch 2/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 18.6235 - mae: 3.7249 - mse: 18.6235\n", - "Epoch 3/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 12.5081 - mae: 3.0572 - mse: 12.5081\n", - "Epoch 4/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 8.4484 - mae: 2.4816 - mse: 8.4484\n", - "Epoch 5/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 5.7520 - mae: 2.0644 - mse: 5.7520\n", - "Epoch 6/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 3.9580 - mae: 1.7283 - mse: 3.9580\n", - "Epoch 7/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 2.7617 - mae: 1.4792 - mse: 2.7617\n", - "Epoch 8/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 1.9714 - mae: 1.2577 - mse: 1.9714\n", - "Epoch 9/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 1.4485 - mae: 1.0911 - mse: 1.4485\n", - "Epoch 10/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 1.1002 - mae: 0.9636 - mse: 1.1002\n", - "Epoch 11/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.8714 - mae: 0.8620 - mse: 0.8714\n", - "Epoch 12/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.7190 - mae: 0.7764 - mse: 0.7190\n", - "Epoch 13/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.6173 - mae: 0.7089 - mse: 0.6173\n", - "Epoch 14/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.5492 - mae: 0.6419 - mse: 0.5492\n", - "Epoch 15/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.5042 - mae: 0.6007 - mse: 0.5042\n", - "Epoch 16/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4740 - mae: 0.5553 - mse: 0.4740\n", - "Epoch 17/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4546 - mae: 0.5334 - mse: 0.4546\n", - "Epoch 18/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4402 - mae: 0.5155 - mse: 0.4402 \n", - "Epoch 19/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4310 - mae: 0.5022 - mse: 0.4310\n", - "Epoch 20/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4248 - mae: 0.5025 - mse: 0.4248\n", - "Epoch 21/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4211 - mae: 0.4927 - mse: 0.4211\n", - "Epoch 22/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4175 - mae: 0.5016 - mse: 0.4175\n", - "Epoch 23/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4166 - mae: 0.4911 - mse: 0.4166\n", - "Epoch 24/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4155 - mae: 0.4918 - mse: 0.4155\n", - "Epoch 25/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4147 - mae: 0.4931 - mse: 0.4147\n", - "Epoch 26/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4144 - mae: 0.4922 - mse: 0.4144\n", - "Epoch 27/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4141 - mae: 0.4902 - mse: 0.4141\n", - "Epoch 28/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4141 - mae: 0.4900 - mse: 0.4141\n", - "Epoch 29/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4923 - mse: 0.4139\n", - "Epoch 30/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4917 - mse: 0.4138\n", - "Epoch 31/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4893 - mse: 0.4137\n", - "Epoch 32/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4854 - mse: 0.4139\n", - "Epoch 33/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4882 - mse: 0.4139\n", - "Epoch 34/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4898 - mse: 0.4139\n", - "Epoch 35/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4816 - mse: 0.4137\n", - "Epoch 36/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4933 - mse: 0.4137\n", - "Epoch 37/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4883 - mse: 0.4137\n", - "Epoch 38/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4132 - mae: 0.4801 - mse: 0.4132\n", - "Epoch 39/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4855 - mse: 0.4137\n", - "Epoch 40/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4975 - mse: 0.4135\n", - "Epoch 41/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4905 - mse: 0.4137\n", - "Epoch 42/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4851 - mse: 0.4138\n", - "Epoch 43/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4132 - mae: 0.4889 - mse: 0.4132\n", - "Epoch 44/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4928 - mse: 0.4137\n", - "Epoch 45/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4864 - mse: 0.4136\n", - "Epoch 46/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4923 - mse: 0.4140\n", - "Epoch 47/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4837 - mse: 0.4138\n", - "Epoch 48/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4909 - mse: 0.4138\n", - "Epoch 49/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4855 - mse: 0.4137\n", - "Epoch 50/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4883 - mse: 0.4138\n", - "Epoch 51/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4890 - mse: 0.4139\n", - "Epoch 52/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4979 - mse: 0.4138\n", - "Epoch 53/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4861 - mse: 0.4136\n", - "Epoch 54/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4830 - mse: 0.4132\n", - "Epoch 55/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4130 - mae: 0.4840 - mse: 0.4130\n", - "Epoch 56/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4892 - mse: 0.4135\n", - "Epoch 57/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4133 - mae: 0.4945 - mse: 0.4133\n", - "Epoch 58/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4131 - mae: 0.4946 - mse: 0.4131\n", - "Epoch 59/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4834 - mse: 0.4135\n", - "Epoch 60/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4922 - mse: 0.4139\n", - "Epoch 61/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4860 - mse: 0.4138\n", - "Epoch 62/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4134 - mae: 0.4980 - mse: 0.4134\n", - "Epoch 63/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4926 - mse: 0.4137\n", - "Epoch 64/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4892 - mse: 0.4140\n", - "Epoch 65/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4129 - mae: 0.4811 - mse: 0.4129\n", - "Epoch 66/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4914 - mse: 0.4138\n", - "Epoch 67/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4957 - mse: 0.4137\n", - "Epoch 68/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4915 - mse: 0.4138\n", - "Epoch 69/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4129 - mae: 0.4910 - mse: 0.4129\n", - "Epoch 70/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4919 - mse: 0.4138\n", - "Epoch 71/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4926 - mse: 0.4137\n", - "Epoch 72/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4884 - mse: 0.4138\n", - "Epoch 73/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4141 - mae: 0.4875 - mse: 0.4141\n", - "Epoch 74/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4875 - mse: 0.4136\n", - "Epoch 75/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4810 - mse: 0.4136\n", - "Epoch 76/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4874 - mse: 0.4140\n", - "Epoch 77/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4874 - mse: 0.4140\n", - "Epoch 78/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4810 - mse: 0.4135\n", - "Epoch 79/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4840 - mse: 0.4137\n", - "Epoch 80/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4855 - mse: 0.4138\n", - "Epoch 81/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4132 - mae: 0.4876 - mse: 0.4132\n", - "Epoch 82/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4899 - mse: 0.4138\n", - "Epoch 83/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4850 - mse: 0.4136\n", - "Epoch 84/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4958 - mse: 0.4137\n", - "Epoch 85/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4924 - mse: 0.4138\n", - "Epoch 86/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4956 - mse: 0.4135\n", - "Epoch 87/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4132 - mae: 0.4832 - mse: 0.4132\n", - "Epoch 88/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4920 - mse: 0.4139\n", - "Epoch 89/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4900 - mse: 0.4136\n", - "Epoch 90/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4911 - mse: 0.4139\n", - "Epoch 91/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4846 - mse: 0.4137\n", - "Epoch 92/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4901 - mse: 0.4140\n", - "Epoch 93/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4845 - mse: 0.4137\n", - "Epoch 94/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4134 - mae: 0.4819 - mse: 0.4134\n", - "Epoch 95/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4921 - mse: 0.4139\n", - "Epoch 96/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4903 - mse: 0.4139\n", - "Epoch 97/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4885 - mse: 0.4135\n", - "Epoch 98/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4818 - mse: 0.4137\n", - "Epoch 99/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4875 - mse: 0.4138\n", - "Epoch 100/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4857 - mse: 0.4137\n", - "Epoch 101/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4911 - mse: 0.4139\n", - "Epoch 102/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4904 - mse: 0.4139\n", - "Epoch 103/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4911 - mse: 0.4138\n", - "Epoch 104/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4912 - mse: 0.4140\n", - "Epoch 105/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4946 - mse: 0.4139\n", - "Epoch 106/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4861 - mse: 0.4139\n", - "Epoch 107/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4843 - mse: 0.4135\n", - "Epoch 108/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4863 - mse: 0.4136\n", - "Epoch 109/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4938 - mse: 0.4139\n", - "Epoch 110/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4134 - mae: 0.4853 - mse: 0.4134\n", - "Epoch 111/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4918 - mse: 0.4138\n", - "Epoch 112/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4904 - mse: 0.4139\n", - "Epoch 113/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4854 - mse: 0.4135\n", - "Epoch 114/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4937 - mse: 0.4139\n", - "Epoch 115/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4901 - mse: 0.4140\n", - "Epoch 116/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4897 - mse: 0.4138\n", - "Epoch 117/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4881 - mse: 0.4139\n", - "Epoch 118/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4906 - mse: 0.4140\n", - "Epoch 119/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4877 - mse: 0.4139\n", - "Epoch 120/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4859 - mse: 0.4136\n", - "Epoch 121/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4972 - mse: 0.4136\n", - "Epoch 122/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4900 - mse: 0.4139\n", - "Epoch 123/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4132 - mae: 0.4932 - mse: 0.4132\n", - "Epoch 124/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4805 - mse: 0.4135\n", - "Epoch 125/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4132 - mae: 0.4915 - mse: 0.4132\n", - "Epoch 126/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4916 - mse: 0.4139\n", - "Epoch 127/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4923 - mse: 0.4138\n", - "Epoch 128/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4930 - mse: 0.4138\n", - "Epoch 129/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4863 - mse: 0.4139\n", - "Epoch 130/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4908 - mse: 0.4140\n", - "Epoch 131/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4875 - mse: 0.4138\n", - "Epoch 132/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4131 - mae: 0.4763 - mse: 0.4131\n", - "Epoch 133/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4887 - mse: 0.4139\n", - "Epoch 134/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4131 - mae: 0.4830 - mse: 0.4131\n", - "Epoch 135/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4861 - mse: 0.4137\n", - "Epoch 136/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4861 - mse: 0.4135\n", - "Epoch 137/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4842 - mse: 0.4137\n", - "Epoch 138/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4141 - mae: 0.4924 - mse: 0.4141\n", - "Epoch 139/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4948 - mse: 0.4138\n", - "Epoch 140/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4842 - mse: 0.4136\n", - "Epoch 141/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4956 - mse: 0.4137\n", - "Epoch 142/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4872 - mse: 0.4137\n", - "Epoch 143/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4895 - mse: 0.4139\n", - "Epoch 144/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4865 - mse: 0.4136\n", - "Epoch 145/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4940 - mse: 0.4137\n", - "Epoch 146/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4884 - mse: 0.4139\n", - "Epoch 147/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4130 - mae: 0.4828 - mse: 0.4130\n", - "Epoch 148/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4875 - mse: 0.4140\n", - "Epoch 149/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4133 - mae: 0.4924 - mse: 0.4133\n", - "Epoch 150/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4875 - mse: 0.4137\n", - "Epoch 151/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4866 - mse: 0.4138\n", - "Epoch 152/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4133 - mae: 0.4924 - mse: 0.4133\n", - "Epoch 153/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4889 - mse: 0.4140\n", - "Epoch 154/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4895 - mse: 0.4140\n", - "Epoch 155/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4835 - mse: 0.4138\n", - "Epoch 156/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4862 - mse: 0.4139\n", - "Epoch 157/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4868 - mse: 0.4138\n", - "Epoch 158/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4910 - mse: 0.4138\n", - "Epoch 159/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4858 - mse: 0.4138\n", - "Epoch 160/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4881 - mse: 0.4139\n", - "Epoch 161/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4895 - mse: 0.4140\n", - "Epoch 162/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4131 - mae: 0.4949 - mse: 0.4131\n", - "Epoch 163/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4830 - mse: 0.4138\n", - "Epoch 164/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4943 - mse: 0.4135\n", - "Epoch 165/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4824 - mse: 0.4138\n", - "Epoch 166/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4889 - mse: 0.4140\n", - "Epoch 167/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4134 - mae: 0.4799 - mse: 0.4134\n", - "Epoch 168/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4864 - mse: 0.4137\n", - "Epoch 169/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4134 - mae: 0.4937 - mse: 0.4134\n", - "Epoch 170/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4894 - mse: 0.4140\n", - "Epoch 171/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4887 - mse: 0.4137\n", - "Epoch 172/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4906 - mse: 0.4139\n", - "Epoch 173/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4860 - mse: 0.4135\n", - "Epoch 174/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4947 - mse: 0.4135\n", - "Epoch 175/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4869 - mse: 0.4139\n", - "Epoch 176/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4864 - mse: 0.4135\n", - "Epoch 177/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4841 - mse: 0.4138\n", - "Epoch 178/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4133 - mae: 0.4857 - mse: 0.4133\n", - "Epoch 179/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4915 - mse: 0.4140\n", - "Epoch 180/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4901 - mse: 0.4139\n", - "Epoch 181/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4932 - mse: 0.4137\n", - "Epoch 182/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4887 - mse: 0.4138\n", - "Epoch 183/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4905 - mse: 0.4137\n", - "Epoch 184/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4861 - mse: 0.4138\n", - "Epoch 185/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4954 - mse: 0.4136\n", - "Epoch 186/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4933 - mse: 0.4139\n", - "Epoch 187/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4905 - mse: 0.4139\n", - "Epoch 188/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4797 - mse: 0.4135\n", - "Epoch 189/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4899 - mse: 0.4140\n", - "Epoch 190/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4942 - mse: 0.4138\n", - "Epoch 191/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4856 - mse: 0.4139\n", - "Epoch 192/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4908 - mse: 0.4137\n", - "Epoch 193/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4914 - mse: 0.4139\n", - "Epoch 194/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4909 - mse: 0.4139\n", - "Epoch 195/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4894 - mse: 0.4139\n", - "Epoch 196/200\n", - "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4965 - mse: 0.4135\n", - "Epoch 197/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4930 - mse: 0.4138\n", - "Epoch 198/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4804 - mse: 0.4136\n", - "Epoch 199/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4902 - mse: 0.4137\n", - "Epoch 200/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4925 - mse: 0.4139\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "model.fit(X_train_norm, y_train, \n", - " epochs=num_epochs, batch_size=batch_size,\n", - " verbose=1)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2.706] 4.971019\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "print(model.w.numpy(), model.b.numpy())\n", - "\n", - "\n", - "X_test = np.linspace(0, 9, num=100).reshape(-1, 1)\n", - "X_test_norm = (X_test - np.mean(X_train)) / np.std(X_train)\n", - "\n", - "y_pred = model(tf.cast(X_test_norm, dtype=tf.float32))\n", - "\n", - "\n", - "fig = plt.figure(figsize=(13, 5))\n", - "ax = fig.add_subplot(1, 2, 1)\n", - "plt.plot(X_train_norm, y_train, 'o', markersize=10)\n", - "plt.plot(X_test_norm, y_pred, '--', lw=3)\n", - "plt.legend(['Training Samples', 'Linear Reg.'], fontsize=15)\n", - "\n", - "ax = fig.add_subplot(1, 2, 2)\n", - "plt.plot(Ws, lw=3)\n", - "plt.plot(bs, lw=3)\n", - "plt.legend(['W', 'bias'], fontsize=15)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Building a multilayer perceptron for classifying flowers in the Iris dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:absl:Warning: Setting shuffle_files=True because split=TRAIN and shuffle_files=None. This behavior will be deprecated on 2019-08-06, at which point shuffle_files=False will be the default for all splits.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "tfds.core.DatasetInfo(\n", - " name='iris',\n", - " version=1.0.0,\n", - " description='This is perhaps the best known database to be found in the pattern recognition\n", - "literature. Fisher's paper is a classic in the field and is referenced\n", - "frequently to this day. (See Duda & Hart, for example.) The data set contains\n", - "3 classes of 50 instances each, where each class refers to a type of iris\n", - "plant. One class is linearly separable from the other 2; the latter are NOT\n", - "linearly separable from each other.\n", - "',\n", - " urls=['https://archive.ics.uci.edu/ml/datasets/iris'],\n", - " features=FeaturesDict({\n", - " 'features': Tensor(shape=(4,), dtype=tf.float32),\n", - " 'label': ClassLabel(shape=(), dtype=tf.int64, num_classes=3),\n", - " }),\n", - " total_num_examples=150,\n", - " splits={\n", - " 'train': 150,\n", - " },\n", - " supervised_keys=('features', 'label'),\n", - " citation=\"\"\"@misc{Dua:2019 ,\n", - " author = \"Dua, Dheeru and Graff, Casey\",\n", - " year = \"2017\",\n", - " title = \"{UCI} Machine Learning Repository\",\n", - " url = \"http://archive.ics.uci.edu/ml\",\n", - " institution = \"University of California, Irvine, School of Information and Computer Sciences\"\n", - " }\"\"\",\n", - " redistribution_info=,\n", - ")\n", - "\n" - ] - } - ], - "source": [ - "import tensorflow as tf\n", - "import tensorflow_datasets as tfds\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "\n", - "iris, iris_info = tfds.load('iris', with_info=True)\n", - "\n", - "print(iris_info)" - ] - }, - { - "cell_type": "raw", - "metadata": {}, - "source": [] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'features': , 'label': }\n" - ] - } - ], - "source": [ - "tf.random.set_seed(1)\n", - "\n", - "ds_orig = iris['train']\n", - "ds_orig = ds_orig.shuffle(150, reshuffle_each_iteration=False)\n", - "\n", - "print(next(iter(ds_orig)))\n", - "\n", - "ds_train_orig = ds_orig.take(100)\n", - "ds_test = ds_orig.skip(100)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "100\n", - "50\n" - ] - } - ], - "source": [ - "## checking the number of examples:\n", - "\n", - "n = 0\n", - "for example in ds_train_orig:\n", - " n += 1\n", - "print(n)\n", - "\n", - "\n", - "n = 0\n", - "for example in ds_test:\n", - " n += 1\n", - "print(n)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(,\n", - " )" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ds_train_orig = ds_train_orig.map(\n", - " lambda x: (x['features'], x['label']))\n", - "\n", - "ds_test = ds_test.map(\n", - " lambda x: (x['features'], x['label']))\n", - "\n", - "next(iter(ds_train_orig))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "fc1 (Dense) (None, 16) 80 \n", - "_________________________________________________________________\n", - "fc2 (Dense) (None, 3) 51 \n", - "=================================================================\n", - "Total params: 131\n", - "Trainable params: 131\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], - "source": [ - "model = tf.keras.Sequential([\n", - " tf.keras.layers.Dense(16, activation='sigmoid', \n", - " name='fc1', input_shape=(4,)),\n", - " tf.keras.layers.Dense(3, name='fc2', activation='softmax')])\n", - "\n", - "model.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "model.compile(optimizer='adam',\n", - " loss='sparse_categorical_crossentropy',\n", - " metrics=['accuracy'])" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "num_epochs = 100\n", - "training_size = 100\n", - "batch_size = 2\n", - "steps_per_epoch = np.ceil(training_size / batch_size)\n", - "\n", - "ds_train = ds_train_orig.shuffle(buffer_size=training_size)\n", - "ds_train = ds_train.repeat()\n", - "ds_train = ds_train.batch(batch_size=batch_size)\n", - "ds_train = ds_train.prefetch(buffer_size=1000)\n", - "\n", - "\n", - "history = model.fit(ds_train, epochs=num_epochs,\n", - " steps_per_epoch=steps_per_epoch, \n", - " verbose=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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vcfePuPvY8Lz93P2uhGv/zt0/4O7V7j7J3b/o7p1697r7enf/nLuPdveR7v5pd1+dlwcsIiJdao5kqVr66xwrMxsD3E+wrseJwKXANwi+IezKUOBcggUbn8ji91QTfOO4srtj8+XY3aakbj+4YBUNza1dHC0iIiIiIv1Beilg/81YnQfUACe7+1x3v4YgqPq6mY3MdJK7rwfGuvsxwF+y+D3fBJYRlF4Uxa5TRrDduKEAbG5s4bG39MWjiIiIiEh/l14K2E8zVsCxwJzohGDgVoJg69CuTnT3rB6VmW0L/CfwtWyOzxczS8tatZcDNjS3snxDPVk+HBERERERKaDmtoGxjlWnNTncfQlBiV/SGh698XPgNnd/vo+u12vReVZz56/ggttfYtYP7ufAHz3IJXfPL+LIREREREQkSVrGqh93BRwDrE/Yvi7clxMzOwL4CPCdHpwz28zmmdm82tq+7d63x9aj2Gp0DQAbG1r483NL2dwYtF6/8Yl3WbhqU5/+PhERERERyU20E2B/zljljZlVAP8H/DBcqDEr7n6tu89y91kTJkzo6zHx0UjWKu7aRxb16e8TEREREZHctAyEroAEmalRCdvHhPty8YXw2jea2WgzGw1UAeXh/cocr98r5xy0PTtMGMbEEUM468Dt+NHJu6f2/eWFZazY0FCMYYmIiIiISIJoxqqpSBmriiyOWUBsLpWZbUPQTn1B4hnZ+wCwNckt1tcBnwF+n+Pv6LGpo2t48BuHpW2747mlzFu8juZW54bH3+HCj+1a6GGJiIiIiEiCaJaqP2es7gWOMbMRkW2nAfUEK87n4irg8NjPHODN8PbcHK/fZ7546I6p2394egkbG5qLOBoREREREWnXPEDWsboGaATuNLOjzGw2cDFwebQFu5ktNLProiea2bFmdiqwV3j/1PBnOwB3X+juD0V/gBXApvB+0RYLjjtyl4lMnzgcCNa4+sNTS4o8IhERERERgfQ5Vv12HSt3XwccCZQDdxMsDnwFcFHs0IrwmKirgduBc8L7t4c/h/d+yMVRVmbMPmSH1P3rH3+HxpbWIo5IRERERESgf2SsspljhbvPB47o5php2WzL4ned3dNzCuXEvaby8/veYOXGRmo3NXLvKys4ae+tij0sEREREZGSNlDmWEloSEU5nz1wWur+rc+qHFBEREREpNiiWarmUlzHaiA6dd+tKS8zAJ5atJZ3Vm8p8ohEREREREqXu6fNq4rOtyokBVY9NGlkNYd/YGLqvrJWIiIiIiLF0xoLpFQKOICcvv82qdt3PLe0aOlGEREREZFSF89QqRRwADl05wlMGjkEgNWbm3jg9aArfFub897aOtqKlH4UERERESk1TbFASoHVAFJRXsa/zerIWt3yzHs88PpKjr7iYQ7+yb+YffO8Io5ORERERKR0xEv/VAo4wPzbrG2woIcFD79Zyzm/m8fbtUEji/tfX8WKDQ1FHJ2IiIiISGloiWesirSOlQKrXtpm7FAOmj4+4/6Xlq4v4GhEREREREpTs5pXDHxnHLBd6nZ5mTFt3NDU/ZcVWImIiIiI5F08Y9XS5rgXPriqKPhvHESOmTmJ7398BkvW1nHmB7fl9eWb+MotLwDw8tINRR6diIiIiMjg15yQoWppcyrLraDjUGCVAzPj8wdtn7pfVV6euv3y0g24O2aF/QsVERERESklLQlzqlpancryhIPzSKWAfWibsTWMGVoJwIb6ZhavqSvyiEREREREBrekOVXFaGChwKoPmRm7bz06dV8NLERERERE8itp3apiNLBQYNXH9tx6VOq25lmJiIiIiORXS1tCxqoIiwQrsOpje0QyVuoMKCIiIiKSX80tnYMoBVaDQDRj9eqyjZ3aP4qIiIiISN+Jr2MFKgUcFCaOrGbyyGoA6ptbWVi7ucgjEhEREREZvJISGUmdAvNNgVUe7BGdZ/VeMM+qvqmVhas2FWWxMhGRwcbMZpjZA2ZWZ2bvm9mlZtZtY10zm2lm94XnrTazq81seOyYKjP7vpktNLP68M9LzGxI5JhpZuYJP7fm4/GKiEhmSetYJW3LN61jlQd7bjOa++avBILOgDO3GslZ1z/L6s2NfOPonfnKkTsVeYQiIgOXmY0B7gfmAycCOwI/J/iy8L+6OG8U8CDwJnAaMA74CTAFOCly6I+B88JrvQDsA/wAGA18LXbZC4DHI/dX9/JhiYhIL2Vax6rQFFjlwZ6RBhYPvVHLPS8vZ0N9MwA3PPEuXz58OuVlWjhYRKSXzgNqgJPdfSMw18xGAheb2U/CbUm+HJ53vLuvBzCzNcDfzGyWu88Lj/s0cLW7Xx7e/5eZbQWcQefA6g13f6rvHpqIiPSU1rEaxHaPlAIuW1+fCqoA1m5p4oUl64oxLBGRweJYYE4sgLqVIGg6tIvz9gLmtQdVobmAA8dFtlUC8fUy1gP6RkxEpB/SOlaD2KiaSrYfPyzj/rmvryzgaEREBp1dgAXRDe6+BKgL92VSDTTFtrUAbcCukW2/Bb5oZh82s+FmdjDwJeCqhGveYGatZrbczC43s5oePhYREclR0jpWxejMrcAqT6Jt10cPreQbR++cun//fAVWIiI5GEOQQYpbF+7LZCGwp5lVRrbtC5QDYyPbvg3cATwGbAIeAe5090sjxzQCvwTOAY4Efk0QfGVsXmFms81snpnNq62t7WKYIiLSE0lBVFIL9nxTYJUn5x68A+OGVbHD+GH84dwD+MIhO1BTGTSsert2C4vUhl1EpNB+A0wArjSzyWY2E/gV0EqQtWr3TeBM4CsEpYVfBc4ws1Rg5e7L3f18d/+buz/k7hcDXwdOMLM9k365u1/r7rPcfdaECRPy8fhEREpSYlfAhEWD802BVZ7sttUonvnuUdz/9UOZOXUU1ZXlHLzT+NT++1UOKCLSW+uAUQnbx4T7Ern7AmA2cDqwHHgZeAZ4EVgBYGbjCToAfsvdr3L3R9z9SuBbwIVmNrGLcf05/HPfnj0cERHJReIcKzWvGFzKy4yySPe/o2ZMSt2+f/6qYgxJRGQwWEBsLpWZbQMMJTb3Ks7drwcmAXsAU4HzgelAe2e/HQiaV7wYO/UFgk6623V1+difIiJSAElzrIqxjpUCqwI6YpeJWBhnzVu8lrVb4nOoRUQkC/cCx5jZiMi204B64OHuTnb3Bnd/xd1XEpT8lQG3hbsXh3/uEzutPQv1bheXPjX887nuxiAiIn1nQGWserPCfbhy/U/N7NFw5frEsDFczf4VM9toZpvCib2n9ebB9Hfjhw9hn22DedVtDv9aoKyViEgvXEPQPOJOMzvKzGYDFwOXR1uwm9lCM7sucn+kmV1mZseZ2TFm9mOCDoBfdfe1AGGwdRdwmZl9zcwON7P/IFg0+HZ3rw2vdbGZ/dzMTg7HcClwBUGTi5cL8iyIiAiQYR2r/pixiqxw7wQr3F8KfAO4pJtThwLnErS/faKL40YCNxJ823gK8Dxwq5md2sU5A9ZRu0bKATXPSkSkx9x9HUEnvnLgboL3oyuAi2KHVoTHtGsF9gZuJgiejgQ+6e43xs47izDgAv4B/D+Crn/nRI5ZQNDY4obwmE8DPw3/FBGRAkpaDLgY61hVZHFMr1a4d/f1ZjbW3d3MzgeOyHDcf8Q23Rd2avosHROBB42jZ0zksn8GUwAefrOWhuZWqiu7TP6JiEiMu88nw/tK5JhpsftbgI9kce2NwAXhT6ZjbqWL1uoiIlI4SUFUfy0F7O0K97h7b0PFNUBVL8/t13acMDy1eHBdUyv/eGV52v43V27it48uYuXGhmIMT0RERERkQElcx6o/lgLS+xXue8TMKsxstJmdQfCN4jV9de3+xMw4dd+tU/dvfmpx6vaqjQ2c8qsn+MHfX+eLNz9H7+NSEREREZHSkLQYcFKwlW/ZBFa9XeE+a2b2QaA5vOaNwNfc/a6+uHZ/dNp+21BVHjz1LyxZz6vLNgBw5YML2dTYAsCL763nzZVaRFhEREREpCtJQVRSC/Z86y/t1l8B9gOOBq4CrjKz0zMdbGazw+6B82praws1xj4zfvgQPrb75NT9m59czHtr67j12SVpx93z8vuFHpqIiIiIyICSNMeqqaV/Zqx6tcJ9T7j7Fnef5+73h80sbgYu6+L4a919lrvPmjBhQl8MoeA+c2DHGpN/fWkZ/33P/E61oH9/ebnKAUVEREREutA0gNax6vUK9zl4HtjGzLLpWjgg7bPtGGZMGQlAQ3Mb983vaL1eWR6sIrxo9RbmL09suigiIiIiImToCthPm1fktMJ9L30YWOruLXm6ftGZWVrWqt0hO0/guN2npO7//eXlnY4REREREZFAUnaqv3YF7NUK9+G2Y8OFfvcK758a/mwX3t/OzB4wsy+Y2RFmdoKZ3QB8CvhhnzzCfuzEvaYyojo9KffNj3yA4/aYmrp/j8oBRUREREQySgqiilEK2G2pnbuvM7MjCZpK3E3QIfAKguAqfq34SrdXA9G0zO3hn58j6P63Hngf+A4wJbw/HzjO3f/Rg8cxIA2tquDUfbfmhsffBeCjMyez+9aj2LllOCOGVLCpsYUla+t4ddlGdt86aZqbiIiIiEhp6y8Zq6zmMPVmhftM22L7NwCfyWYMg9W/H7UzS9bU0dTaxqUnzgRgSEU5R8+cxJ3PLwOC7oAKrEREREREOkvMWPXTdawkj0bVVHLd2ftx8zkHMHFkdWr7x/fomGelckARERERkWRax0q6dND0CYwM518tW1/PnNdWdnOGiIiIiEjpSQqimpWxknZVFWWcsFdHE4vv/uUVajc1FnFEIiIiIiL9T3IpoDJWEnHBRz7ApJFDAFizpYlv3/GySgJFRERERCKSSgGVsZI0o4dW8bNP7pm6/8CCVdzyzHtFHJGIiIiISP+SFEQ1a46VxB280wTO/tC01P3/vmc+i2o3F29AIiIiIiL9iLoCSta+fewu7DRxOAD1za2cfcOzrNzYUORRiYiIiIgUX9I6VppjJYmqK8u54rS9qKoI/rqWrK3jjN8+zdotTUUemYiIiIhIcSUFUc0JwVa+KbAaIHbbahRXn7EPFWUGwMJVm/ns9U+zsaG5yCMTERERESmepDlWylhJl47cdRJXnLYXFsRWvLpsI1/+/fPqFCgiIiIiJUvrWEmvHL/nVH588u6p+48tXM2Tb68p4ohERERERIonKTuVFGzlmwKrAei0/bbl0wdsm7p/zSOLijgaEREREZHiSZpPpa6AkrXZB+9AON2KR96sZf77G4s7IBERERGRAmttc5JmxSS1YM83BVYD1LTxwzh2tymp+9c+8nYRRyMiIiIiUniZ5lJpjpX0yOxDdkjdvvvl5SxdV1fE0YiIiIiIFFamuVSaYyU9suc2ozlwh3FAkAa97rF3ijwiEREREZHCaW7pyEy1d84GZaykF754aEfW6tZn3uPBBStpK0KELiIiIiJSaNHGFTWV5anbWsdKeuzQnSewy+QRANQ3t/L5G+dx1OUPc/NTi4vSDUVEREREpFCiAVRaYJXQKTDfFFgNcGbGRcfPZEhFx1/lotVb+N5dr/Kfd7xcxJGJiIiIiORXNLCqjgRWza2OJ7ULzCMFVoPAgTuO4/6vH8oXDt6eEUMqUtvvfH4ZDy5YWcSRiYiIiIjkT7QUsKqiLLUcEQQ9CApJgdUgsc3YoXz3uBk8+Z0j+djuk1Pb/+svr7K5saWIIxMR6XtmNsPMHjCzOjN738wuNbPyLM6baWb3heetNrOrzWx47JgqM/u+mS00s/rwz0vMbEjsuFFmdoOZrTOzDWb2BzMb19ePVUREMotmrCrKjIryjvCm0J0BFVgNMsOHVPCDk3Zn7LAqAN7f0MDP5rxR5FGJiPQdMxsD3A84cCJwKfAN4JJuzhsFPAjUAKcBFwCnAL+PHfpj4NvAr4CPAVcD/wn8JHbcbcBhwLnA2cB+wF29elAiItIr0e5/FeVlVEZSVoXuDFjR/SEy0IwdVsX3Pz6Df//TiwD87sl3OWGvqeyz7ZjiDkxEpG+cRxAcnezuG4G5ZjYSuNjMfhJuS/Ll8Lzj3X09gJmtAf5mZrPcfV543KeBq9398vD+v8xsK+AM4GvheQcCHwEOdfdHwpkNo4EAACAASURBVG3LgKfN7Ch3v7+vH7SIiHQWzUpVlrdnrFqBYJ5VISljNUiduNdUDtl5AgDucOEdrxSln7+ISB4cC8yJBVC3EgRNh3Zx3l7AvPagKjSXIPN1XGRbJbAhdu56IFK5z7HAyvagCsDdnwHeCfeJFNzzS9bx9T+9yL8WrOqT663Y0MCFd77Cbx9d1CfXk+z95YWlXHD7SyxctanYQym65RvqufDOVzKu1xrtgl1ZXkZltBQw3HfhnS/zqWuf5PM3PsvCVZvzNlYFVoOUmfHDk3ZLtZ18Y+UmbnpycZFHJSLSJ3YBFkQ3uPsSoC7cl0k10BTb1gK0AbtGtv0W+KKZfdjMhpvZwcCXgKu6GkPo9W7GIJI3F97xCne+sIz/uO1Fmlpy/zL16ocWcsszS/jB31/nlaXx7xokX1ZtbOCC21/mz88t5Uf/SPpvprRc/dDb3PLMEv77nvmJr8Pm2ByryvJIKWCYzXrpvQ08tWgtDy5YRUNza97GqsBqENtm7FC+dtROqfu/mPsmtZsaizgiEZE+MYYggxS3LtyXyUJgTzOrjGzbFygHxka2fRu4A3gM2AQ8Atzp7pfmMgYzm21m88xsXm1tbRfDFOmdd9ZsAWB9XXOfNK56Z01d6vZ76+q6OFL60nvr6lPd7N4N/05L2ZK1Ha+9pOejOZaxqogEVu0Zq2gwVVPVbZ+jXlNgNch9/sPbs8P4YQBsamzhp3P0zYeIlKzfABOAK81sspnNJGhQ0UqQtWr3TeBM4CsEpYVfBc4ws0vJgbtf6+6z3H3WhAkTcrmUSCetbZ6WpWrpg/L/hqaOD6OaTlA40SCgoVnPe7TrX31Ctim6EHBFuVFZ1hHetGezoudFFxHuawqsBrmqijK+f/yM1P3b5i3lxfeSvmQVERkw1gGjEraPCfclcvcFwGzgdGA58DLwDPAisALAzMYDPwC+5e5Xufsj7n4l8C3gQjObmMsYRPIlXt7U3AdtpqMfRlsK3ASglNVHAtqkQKLURIP6pDK+9FLAWMYqDLr6VWDVm/VCwnVAfmpmj4brgHT6F2lm5Wb2rfCYNeHPfWa2X28fkHR22AcmctSuk1L3L/rba7QVuK+/iEgfWkBsHpOZbQMMJXneU4q7Xw9MAvYApgLnA9OBp8JDdiBoXvFi7NQXCDrpbpdpDKFMc69E8ir+AbwvMlZpgVWbMieFEn3eo0FWqYp2/Ut6PqJBf2W5UVFW1mlfXVM/KQXs7XohBG9w5xJMJn4iwzE1BLXszwKfISi9aAYeM7N9sxi/ZOl7H9+Vqorgr/ul99bzq4cWFnlEIiK9di9wjJmNiGw7DagHHu7uZHdvcPdX3H0lwftOGcGaVADtXX72iZ3W/p70bmQMk83soPYDzGwWQWB2b/YPRaRvxD9w9kWb6fq0UkB9IVsoaYFVc2vJfxke/ZKg+1LAsvTmFa1taWWyZjCkIn8Fe9msY9Wr9ULcfb2ZjXV3N7PzgSMSDqsHdnD3VNmEmT0AvEnwLeLnevh4JIPtxg1j9sE7cNW/goDqZ/e9yciaSj574LTiDkxEpOeuIZj3dKeZXUYQzFwMXB59TzKzhcDD7n5OeH8k8F2CZhQtwOEEXxR+wd3XArj7SjO7C7jMzKoJygX3Cq9/u7vXhsc9aWb3ATeZ2QUEc7QuAx7TGlZSDJ0yVn2QYUovBVTGqlDiQXJjS1tesyz9XTSoT8pYRfdXlrWvYxVoafP0xhWV5ZgZ+ZJNYJVpvZDLCCb13p3pRHfvMsR291Ziteju3mRmrxGUaEgfOv+I6Ty/ZB1PvL0GgO//9TWGVlVw4I7jeGLhauYv38g+247h+D311ItI/+Xu68zsSIL253cTdOe7giD4iaog6PjXrhXYG/gCwReGrwKfdPe7YuedBXyfIHibCiwDfg38d+y408Lfez1B1uue8ByRgot/4OyLOVHRa7aUeNakkOJBcn1za0kHVtEvCRIzVq3pzSsqytIzVoWaXwXZBVa7AA9GN7j7EjNrXy8kY2DVG2Y2hKAE4899eV2B6spyfvPZWZx53dO8sCRoYHHB7S+lHXPjE+8ybdwwdt86aU62iEj/4O7zSa6EiB4zLXZ/C/CRLK69Ebgg/OnquPUElRWqrpCii3/gbMoxw+TuadfM9XqSvXiQXOoNLLrNWEWC/orYAsHNrZ52TnWeA6tsigx7u15Ib32XYD2RqzIdoLVAem/YkApuPHt/dp0yMnG/O8x9fWWBRyUiIiK56Ny8IrcMU2NsgWF1BSyceOe7Um9g0dzdHKvI/qrYHKuWeMYqz5m/ftVu3cyOIwisvuXub2Q6TmuB5GbU0EpuPmd/dpkczPuurixL3QZ47C0FqyIiIgNJ51LA3DJMdX18Pclep1LAEg+sokF9Urv1lrR26+lzrOIZq/5QCliQtTrCFut/Aq5x91/01XUl2fjhQ/jr+R9myZo6th03lC2Nrezz33MBeGnpBjY2NDOyurLIoxQREZFsdOoKmOOcqPiH+75YF0uyEw9qS70UMDrHKv7cQHqZarwrYEtb/8tY9Xq9kGyZ2c7A34EH0MTfghlSUc5Ok0YwpKKcscOqmDk1KA9sbXOeXrS2yKMTERGRbPX1OlZ9nQGT7CU1ryhlaXOsuslYJa1jVcjmFdkEVjmtF9IdM5sCzAHeBk4POwVKERw0fXzq9uMLVxdxJCIiItIT8RKpXNed6uvrSfYa4hmrki8FjMyxSlogOLqOVVkZFbF1rApZCphNYHUN0EiwXshRZjabDOuFmNl10RPN7FgzO5VgDRDM7NTwZ7vwfg1B4DYG+AGwh5l9MPzZuw8en/TAhyOB1WMKrERERAaMThmmHNexyse6WJKd+HOfNK+olETLUJOei2jQX1FuVJalr2OVFljluRSw2zlWOawXAnA1sF3k/u3hn58DbgQmAXuG2+6JnbsYmNbd+KTv7DdtLFXlZTS1trFw1WZWbGhg8qjqYg9LREREulHXx10BOzevUMaqUOLPfdK8olISzVglPRfR/ZXllpaxamltozUSmOW73Xo2zSt6tV5Ipm2x/e8C+Vv+WHqkpqqcfbcbw5OLggWEH1+4mlP23brIoxIREZHudGpe0cdzrFQKWDid2q2XcMaqrc2J9k1JnGMVXceqrPM6Vm3e8W9haD9oXiEl5KCdNM9KRERkoIl/GG/JsYtf5+upFLBQVArYoTn2uksuBYxlrMpiXQH72RwrKSHxeVbu+oZKRESkv+vUHj3XjFUfX0+yF88WlnLzinimtLnVO70W09axKi/rtI5VXT9rty4lZPetRjGyOqgQXbWpkYWrNhd5RCIiItKdvi7dUylg8cSD2lKeY5XU5r9Tx8q2aMaqjKouugLme46VAitJU15mfGjHjqzVQ2/UFnE0IiIiko0+X8eqj68n2euUsSrlUsCEgL7zGmuxdazK09exauhn61hJiflwZJ7Vz+e+wVNhMwuApevquOTu17jygbdo0yrsIiIi/ULndut9m7HK9XqSnebWtk7PdSnPsUqa29dVmWqndaza2tKOz3fziqy6AkppOXGvqVzz0NssW19PQ3Mb59z4LDedsz/zl2/ix/94nS3hf7bbjB3KSXtvVeTRioiIiOZYDQ5J2alSnmOV1Oa/82uzi3WsWj2tlFKlgFJwI6sr+cO5BzBxxBAAtjS1cuo1T/K9u15NBVUA97y8vFhDFBERkYjOpXs5Zqz6+HqSnYaEIKq0SwETMlZdLIadtI5Vg5pXSLFNGz+MP37hAMYNqwIgqTngYwtrS/pbFBERkf4i/oE83qY69+spsCoEZazSJZWgdhX0B6WAka6Aba5269I/TJ84gpvPOYBRNZUAlBl86bAd2XHCMAAamtt45C01txARESm2uj7OMMU70al5RWEkdQBUxipdV4thB6WA6Rmr+gI2r9AcK+nSjKkj+ftXD+Kfr67gw9PHs+uUkZQZ/PJfbwMwd/5Kjpk5uctruDu/eXQR9766gq8cMZ0jdplUiKGLiIiUjM6d0vq6K6AyVoWQmLEq4cAqmzlW0axWZWwdq5ZWTw+sVAooxbb1mKGce/AO7DplJABHz+gIpB54fWW3/3lf99g7/M8/FvDCkvVc9LfX8jpWERGRUtPW5jS2pL8X51q616lBQI6lhZKdxDlWJV0KmMUcq7SugEZlWlfAWCmgAivpb/bYahSTRgaNLdbVNTNv8bqMxz78Zi3/84/XU/ffW1vP5saWvI9RRESkVDS0dP7g3dyS4xwrdQUsiqTsVCm3W29q6fwFQefXZixjFekK2NxS2FJABVbSY2VlxtEzOsr55s5fmXjc27WbOf+PzxP/0uzd1VvyOTwREZGSkpTR6PN1rFQKWBBJgVXSvKtSkc06VuldAcvSMlYtbW1qXiH9X7Qc8L75K/BY28C1W5r4wu/msamhc3bq3TUKrERERPpK0gfvXDNM8Ws2K7AqiEzNK+Kfs0pFUkDfubFKbB2ryByrxpa2tDLZIRX5DX0UWEmvHLjDOEYMCXqfvLe2ngUrNqX2vbe2jlOvfoJFYWaqurKMg6aPT+1XxkpERKTvJJWK5Zphil8zKXMgfS9T2V98Dl2pSOwKGHuOmiLHVJaVpa1jFZ1+UlNZTlmkY2A+KLCSXqmqKOOwXSam7v/i/jd5ZekG5r+/kZMjQZUZ/OyTe3LMbh0ZrndW1xV8vCIiIoNVUvlYroGQugIWR6ZGFaXawCKppDXe4COesYrOsYpWTuW7cQWo3brk4CMzJnH3S+8DMOe1lcx5bSVmHYsJV5WX8b+f2otjd5/CY2+tTp2nUkAREZG+k/ShO5fSPXfv3BVQzSsKIlNr9brmVsYUeCz9QTYZq+iXCEEpYEdWamN9c+p2vudXgTJWkoOjdp3EThOHp21rD6pGDKngpnP259jdpwCwfbioMKgUUEREpC/1dcaqsaWN+JSeXJthSHYyBVYlm7FKXMcqtrRAtCtgWfo6VtGMVXVl/sMeBVbSazVV5dzz1YP4zWdncfLeW6XmXE0eWc1t5x3IB3cYlzp2ysjq1ITBNVua2BD5BkFERER6r68zVknXa23zkm2gUEiZAqhSbbmevI5VemO0tHWsyo2KyDyqQi4ODCoFlBwNqSjn6BmTOHrGJBpbWnljxSamTxzO0Kr0l1ZZmbHduKG8uXIzEGSt9txmdDGGLCIiMqgkZqxyKN3LlDVpbnWqKvI7+b/UZZxjVaKBVdIXBJ0Xr05fxyraFTBqaGX+wx5lrKTPDKkoZ4+tR3cKqtpNGxcpB9Q8KxERkT6R9KE7p4xVxsBK86zyTaWA6RLnWHVqXhHJWJVZWlfAqOoCZKwUWEnBbD++I7B6R/OsRCQHZjbDzB4wszoze9/MLjWzbt81zWymmd0XnrfazK42s+GxYzzDT2PkmGkZjrk1H49XpCvJpYA5ZKwyfIhXZ8D8i5b8RTuDl+oiwd3NsWprc6LT/8rLjMqy5PCmpgBzrFQKKAUzbbwaWIhI7sxsDHA/MB84EdgR+DnBl4X/1cV5o4AHgTeB04BxwE+AKcBJkUMPTDj9buDxhO0XxLavTjhGJK8S17HKodlEpvk8zVrLKu+iGasxQ6tYs6UJKN05VkmvuehzEd1fVV6GmVGZoVy1EF0BFVhJwURLAd9Zo7WsRKTXzgNqgJPdfSMw18xGAheb2U/CbUm+HJ53vLuvBzCzNcDfzGyWu88DcPenoieZ2X7AeOCWhGu+ET9epNCSshm5zLHKlB1Rxir/os/92GEdgVWpzrFKes3VRZpXxNewAtLWsYoqRPMKlQJKwWyvjJWI9I1jgTmxAOpWgqDp0C7O2wuY1x5UheYCDhzXxXmnA1sIslYi/Y7mWA0e0TLMMcOqEreXkqQvCKLPRXNsfhWQto5VVI2aV8hgMmnkkFQadkN9M+vCb2FERHpoF2BBdIO7LwHqwn2ZVAPx/3hagDZg16QTzMyAfwP+6u5JqfYbzKzVzJab2eVmVpPlYxDpM8mlgL0PgjKVnWktq/yLPvdjh0YCqxLNWDUnvOYaInOs0tawCrsBVmToClhTpXWsZBAxC1qut3tHnQFFpHfGAOsTtq8L92WyENjTzCoj2/YFyoGxGc45GNiKICMW1Qj8EjgHOBL4NfClhONSzGy2mc0zs3m1tbVdDFOkZ5KyGbmU7WVuXqGMVb6lzbFSxirxNdfU2pbaHv0CoaMUsHhzrLIKrHrTfcnMqszsp2b2qJnVm1niv3AzO9rMbjGzd8OOShf34nHIAJHWGbBWgZWIFNRvgAnAlWY22cxmAr8CWgmyVklOJwjY5kQ3uvtydz/f3f/m7g+5+8XA14ETzGzPpAu5+7XuPsvdZ02YMKGPHpJIplLA/KxjJfkVDaDGDVPGKtNrrqElDKyic6zCuVWZ1rGq7g+BVaT7khN0X7oU+AZwSTenDgXOJSjNeKKL4z4K7AE8EB4rg1haZ0BlrESkd9YBoxK2jwn3JXL3BcBsgmBpOfAy8AzwIrAifryZVQCnAHe4eza1y38O/9w3i2NF+kxi84ocyvYyNq9QV8C8iwZQYxVYZXzNtTewiH6B0D63qrzMsISkVX9pXhHtvjTX3a8hCKq+HnZhShRODh7r7scAf+ni+t9095nufg5Q34OxywCktaxEpA8sIDaXysy2IfhCb0HiGSF3vx6YRPCF3lTgfGA6kNTZ70iCDFdSN8DEy8f+FCmIxDlWOWSXMrZbV8Yqr5pb21LPcZnByJqOquWGki0FzJCxamovBYx2BewIa5LWshraTwKr3nZfwt27/Rfo7vr6o4RsH8tY1Te1csPj73D5fW+wpbEl43lbGlu49Zkl/GzOG6za2FCIoYpI/3UvcIyZjYhsO43gy7mHuzvZ3Rvc/RV3XwmcSfBeeFvCoe2ZrYeyHNep4Z/PZXm8SJ9IymY0tbaRxcew5Otl+BCvroD5FQ1oayrL0wKBUl0guCnDa679NZ/UFRA65ltF9Zd1rHYhWFAxxd2XmFl79yW1n5WsRdeyWrhqM0df8TBL1wWJypeXbeCGs/fDIvnbxWu2cNOTi7lt3ntsaggCr7dWbeLXn5lV2IGLSH9yDfBV4E4zuwzYAbgYuDz6JaCZLQQeDisiCKssvgs8QtAN8HCC0vYvuPva6C8wsyEEiwbfmPQFYDgfeATB4sAbgUOAbwJ3uvvLfflgRbqTKRBqbfPED5jdXi9TV0BlrPIq+rzXVJWnBQIlWwqY4TXX/ny0JHQFhOQGFoWYY5VNYNXb7kt5Y2azCerk2XbbbYsxBOml8cOrGD6kgs2NLTQ0t6WCKoCH3qjlnpeXc/yeUwG464VlXHD7S53qxB96o5aG5taC/AMRkf7H3deZ2ZHAVQRf7q0HriAIrqIqCDr+tWsF9ga+QFB18SrwSXe/K+HXHEswjytTl78FwAUEc4lrgCXAT4Ef9vwRieQmYxe/NqeiF2+VGTNWmmOVV+3lbRAEVtUKrDLOsWp/jUb3R9evqqroXJTXXzJW/Y67XwtcCzBr1ix9fTKAmBnTxg/l1WUdlaVlBu2x0yV3z+eQnSbw6vsbEoMqgMaWNp59dy0H76SuWiKlyt3nA0d0c8y02P0twEeyvP5dQMav+t39VrporS5SSF0t6NubLyGVsSqOuuaOKRHxUsBM894Gu0zz+uqbWzrtr0jLWCUEVv1kjlWvui+JZHLYzhNTt0+btQ0Pf/NwJo0cAsDqzY18/bYXOe/m51JB1fSJw7nxc/tx1oHbpc575E2tASMiIgLpgVD0m/reBkKZr6eMVT5FM4U1leVpgYDWsUp/LdaH2b2kroCQPMeqEM0rsslY9br7kkiSfz9qJ/bedjRbjxnKByYHc88vOWEm5/3+eQAeWLAqdeykkUO4+Zz9mTKqhjZ3fvfkYgAefWt14QcuIiLSz7S1OQ3NHR8uRwypYE1LsDpAb0v3oh/iR1ZXsHpz+/WUscqnaEBbXZk+x6pUm1dEK5eir8WkOVbRLFXSWlb9Yh0rcuy+JBJXUV7GkbtOSgVVAMfMnMxRu05KO25YVTnXn70fU0bVAPDBHcalvo1YsGITK9UdUERESlxjS0fwNKSirE8yVtGysxHVHS2/lbHKr4ZY84poIFC6pYAdr7mRkddiUlfAtIxVQvOKQsyxyiawugZoJOi+dFTYOOJiErovmdl10RPN7FgzOxXYK7x/avizXeSY7dq3A1XAjPD+sTk/OhkwzIxLT5zJsDBNW15m/OrMfZk5taMKdWhVBbO2G5u6n03WqqW1jUffqmXJGq09LSIig0/7QqkQlDpFS6B6G1jVxTJWuV5PslMfaV4xtCpWCliigVX0NTci8lpsSDWvSM5YVSRkrAoxx6rbUsAcui8BXA1sF7l/e/jn54Abw9uHAzdEjvlk+LMYmNbd+GTwmDq6ht99fn9ueeY9Ttp7amJzikN2nsCTi9YA8OhbtZy679ZdXvP/HniL/3twIcOHVHDv1w5mm7FD8zJ2ERGRYqiPrX0UXRi116WAGTJW6gqYX9EgOV4KWN/cirunLUlTCqLlp9HXYnvwn7aOVeRLhcqEOVbVvWmR2UNZdQXsTfelTNsSjrmRjiBLStysaWOZNW1sxv0H7zSey/4Z3H70rdW0tTllCeleAHfn9ueWArC5sYWbn1rMdz62a5+PWUREpFiiJWLVVeVpJVB9UwqojFWhxBcILi8zqirKaGppwz0o+yy1pWai5afR12JP17GqrizL+HmxL2VTCijSb8yYMpJxw6oAWLulifnLN2Y89q1Vm1m+oWMe1p+fW0pjS2mm0kVEZHCKlo/VVJanlUM193JOVLR5RfTDbG+vJ9mJZx+jf0JpdgZszhBYtQeh0XWsosFUvBSwEPOrQIGVDDBlZcbBO41P3X/krcxt1x9+I33f2i1NzHltZd7GJiIiUmidSgEjJVC9CYTcPXMpoDJWeRWfYwV0KgcsNdGMVFrzilQpYCRjFWncUqXASiQ70blXXa1nlRR0/fHpxXkZk4iISDFE5+XUVJWnlUO19KI9emNLG+2nVZWXUV2pdawKpT5W1gmUfAOL6Ly+kTWduwJGX5OVZZnXsaouQOMKUGAlA1A0Y/Xc4nW8v76+0zF1TS08vWht6n77v7WnFq3l7drNeR+jiIhIIcTn5VTkmLGKt/xOKy3UOlZ5VR8NklUKCGTuCliX1BUwbY6VMlYiWZk4sprdtwrasDe3Ov/vj8/T1JL+5vH0orU0hW8oO08anrZG1i1PL0m87jurt1C7qTFPoxYREel79bFAKC1j1YvSva5KC5Wxyq/EOVZVpb2WVXNrclfA9ueiKcuugEOVsRLJ7Hsfn0F5mIZ6Ycl6fvD3+Wn7H46UCB6y0wROP2Db1P0/P7+0039O976ynMN/9hAfvuxBFq5SRktERAaGzs0rIoFQL9qjR7MiNVXlaVmA3pQWSvbqmyN/lwlzrOpKMWMVLQXsritgF+tYFaqbogIrGZD2334sFx67S+r+TU8u5q4XlqXuR+deHfqBCRyy0wS2Gl0DwPq6Zua8tiLtejc9Gcy9ampp4/bn3svn0EVERPpMPGMV/UDZm2YTafN8YoGaugLmV1pQGwYC1Wpekbo9IqF5RUumjFWstbpKAUW6cc5B2/Ox3Sen7l945ys8tWgNS9bUsWj1FiBYt2C/aWMpLzNO33+b1LF3PN8RhG1qaObZdzvmYz3y5uoCjF5ERCR38Xk56aV7vQis0j7cl+VcWijZi89vi/4Z318qumu3Hp33l7aOVawUsEalgCJdMzMuO2UPdpgwDAi+yTnjt0/znb+8kjrmgzuMS33b84l9tk5tf2LhajbUNQPw+MLVaeUNry/fyKpNHetfiYiI9FfxeTnRSfu9KgWMXG9oVUXaB9TeXE+yV5fQvGJoqTevaEtut16XlLHSOlYiuRlRXcmvz9w3tWhwa5vz2MKOjNOhO3e0Zt9qdA17bjMaCP6h3v96sKbVvxZ0bsv+2FvKWomISP+XNseqKt4VMLeMVXVledq8Fa1jlV/ROVbVCc0rSm2OVVub0xoJrIYnzLGKviajwVSnUkBlrESys9OkEdz9lYNSQVNUNLACOHa3jtLBe19djrvzrzdWdTqvq/WxRERE+ov4nKj0QCi3jFXnQE0Zq3xqSMsWao5VdA2rijJL6+yXal4ROSZaBquMlUgOpo6u4bYvfpBPR7r/TZ84nO3HD0s7LhpYPfLWap59dx2rwhbr0RTyo2+tpk3dj0REpJ+LfxivrMitPXr6uliaY1VI8Y6MkB4QlNocq7SOf+VlDKkow8KXd1NLG61t3umYpNugwEqkx4ZUlPM/n9ida87ch08fsC1Xnr43Zump4O3GDWPXKSOB4B/lxX97LbXvo7tNTpUUrtnSxPzlGws3eBERkV6Iz8upyLF0ry7Wma5SGauCSV7HquPvs9TmWLWklfkZZtYp0EwrBSzLvI6VSgFFeumju03hfz6xeyqAivtYJGsVDZ6O3HUiB+00PnX/YZUDiohIP5c2L6cq1hUwx+YVNVUVsWYYyljlU3x+GwR/B6n9JZaxak4r8wteh/F1vVoSjgHSXregdaxE8ubYSIv2dmbBQsKH7NQxJ0vzrEREpL9riGWYcl3HqvP1lLEqhJbWNprC59cMhlR0DiRKOmMVZqOqO2WsktexirdbH6qMlUh+TJ84gukTh6dt23Pr0YwbPoSDIxmr5xavY3NjS/x0ERGRfqM+PseqLMd1rNIyVppjVSgNLR0BwtDK8tRUhppSbl7R2jkbFW9gkV4KGJ1jpQWCRQomWg4IcPgHJgIwcWQ1u0weAQQlD0+9vabgYxMREclWp3WsyvtuHatgzpbWsSqEpMYVwe3IHKsSC6yipaftGajoc1Pf1JrWoCWtK2C8FFAZK5H8+ehuU9LuH75LRwlgtEX7I2+pHFBERPqv+LycXNexqut0Pa1jVQgNzZ3nV8Vvl14pYOfFf+Pt59ODL2Ws/aKjugAAIABJREFURIpi1ykj2HvbYN2rXSaPYLepo1L7DokEVnNeW5G2OJ2IiEh/El93KrqOVa7t1odWVeTcDEOyE+/GmHS71NqtNye0Uo/POUsrFywr/jpWFd0fIjL4mBk3nL0fTy1aw/7bj6Ms8o9x/+3HMn54Fas3N7FyYyOPvlXLYWGpoIiISH9S38fNJtJL0srS27e36IvGfIkHyO2GRroC1pVYxiqpMUV8zll6S/ZoV0A1rxApqNFDq/joblMYG65d1a6yvIwT99oqdf+O55cVemgiIiLdcvcu51g196Lioj5Wkpa2jpUyVnkTD5CTbpfeHKtoKWBC84qm1rTXePRLhfgCwWq3LlJEp+yzder2fa+tYEN9cxFHIyIi0lljpJPckIoyysqMqmjpXm8yVpF1sYIFgtUVsBAaMmSsqiPNK0q5FLAqfB1WV8UzVm2djoHOgZUWCBYpohlTRzIjXGC4saWNv7+8PPG4tjZXS3YRESmKuoROcmkL+vam3XpTx3taTVV6aWFvAjXJTjzzmHS79JpXJHQFjM05Szomfjt+Xj4psBLJ4JR9O7JWdzy/tNP+xpZWzrrhGXa7aA4/m/NGIYcmUvLMbIaZPWBmdWb2vpldambdvnOa2Uwzuy88b7WZXW1mw2PHeIafxthxo8zsBjNbZ2YbzOwPZjaurx+rSCZJH8bT5ljlWAo4tLIi7Zv/3lxPspNN84q65lbcS+fvIFp6WpHQvKKuqTX9mC7WsVIpoEiRnbjX1NTkx+cWr+Od1VvS9l9+35s8+tZqAK55+G1WbWwo+BhFSpGZjQHuBxw4EbgU+AZwSTfnjQIeBGqA04ALgFOA38cOPTDhZzVwb+y424DDgHOBs4H9gLt69aBEeiFp7aP00r3eNK/oOKe6qix9HStlrPImU/OKivKyVImbe3r552AXzUa1d/yr6bRAcPfrWA2pKKM81swiXxRYiWQwfviQtG6AdzzXkbV64u3VXPvootT9ljbn9uc6Z7VEJC/OIwiOTnb3ue5+DUFQ9XUzG9nFeV8Ozzve3e929xuBc4ATzWxW+0Hu/lT0B2gFxgO3tB9jZgcCHwHOcvc73P0vwJnAQWZ2VJ8+WpEMGpIyVmW5rWMVv2aF5lgVREOGjBVAdWVpzrNq6a4rYFMXXQEjQVah5leB2q2LdOnUfbfi/tdXAnDrs++x3/Zj2Wvr0XzjtpeIZ+P/9Ox7fOnQHdNat4tIXhwLzHH3jZFttwKXAYcCd2c4by9gnruvj2ybS5D5Og6Yl+G804EtseseC6x090faN7j7M2b2Trjv/uwfTm5a25wyC5aRSNqXzTe1za1t1DVGSsCGlHea/J3pdydd393ZWN8xV2dIZVnGUpwN9c3B3wDBh6FhQ3r20ST+u9IYjKqp7NHY4xpbWmloyiJL0MXviv/ezQ3J4y0rgxHV2Y83qRQwLWMV6+LX3WOOdxmsrixPywjEuwJm+xzGf0e2r41sr7+poZlMDQuHV1ckXiP+mu8LmX5XV4+jobmVxuY21tU1pbbFA4GaqnI2hq+ZlRsbMbJ/zrP9txx9Drt6HW5pbMk5wK6uKmNIRee/c3enzUk9V80Ji/9Gn5uN9c0Z17GKPuZCza8CBVYiXTpil0mMGVrJurpmVm9u5Kzrn2H00ErW1wVdAscMraS1zdnY0MKStXU88fYaDtppPABNLW20uResrlekhOxCUNKX4u5LzKwu3JcpsKoGmmLbWoA2YNekEyyIVv4N+Ku718XGsCDhlNfDfQXx1spNnHX9M9RUlfOnLx7I+OFDUvv++uIy/usvr/Kh6eO45sx9EwMvgCffXsP/++PzrN3S8dSMHVbFVafvzYemj088x9358h+e59G3VvPDT+yWtkTFms2N/Nuvn+Tt2o7y6aryMi44ZmdmH7JjaltTSxun/+Ypnlu8LrWtzOCsD03jouNnZvX4k35X3D7bjubW2QdSVdHxQes3jyzi8rlv8qn9t+nyd/31xWV89y+vZt2kKOl3RbX/fb2/IXPp+DEzJ3X6+7r07vnc8swS/uPondKew8TmFWnNJoIPpu7Ol37/PI8t7Pz3FdXU2kZr+GG2styoLC9L+xIx+oH62kfe5oq5b3H6/tvy/eNnZHw8UT15bXzq2id5d00dV336/7N35nFyFOX//zxz7M5uzs19J+QigYQQEgKEW25QQRQRVL6KiIiCX9Gv10/5IngfqF9EAQGRW1REUZAz3GcSjkAOcocQcm/O3dmdnanfHz3TU11dVV0zO7PZ43m/Xnllp7u6qrq6Z7qefj7PUzMxd4L5PvzinQvxn7c3Gtsc0S+FP104B5OG9vG3vbByK75892uBe74S2NoaN7A+dG/c9MxK/OKRd9CqSCzVeYNsGJzy62dQCgN61USO4SV3LsAjb28KbD9t2jD87pOHBO7D7z/4Nv70whq0N9Sud20CPzp7Oj48Y4S/beueFpx744tobs3i9s/NwcQhfQIeK18KKI3F/a8Fl8MxrWPVkYaVkxSwnCBhIqohop8T0bNE1ExExstARGcS0SIiShPRYiI6t9QTYZhqUJOI4UcfmR7Q7RaMKgD48dnTcbaUmv2eV9cBAJa8vwvH/+IpTPvfRzBv6eZAndv3tuK/730NVz+4mPXqDFMeDQB2aLY35veZWAFgBhHJr2JnAYgDGGA45mgAI+F5xNrVByK6mIjmE9H8LVu2WLrpzl8XrseGnWms3LIXDy0KZi+99fk12N3Shkfe3oTlm/cY67jz5bWhCeb2va248+W1xmNWbtmDh9/aiD0tbbjludWBfQ8tej9k6LRmc7jh6VWBbc+v2BowqgAgJ4A/vbAGu9NuS1zo2lJZuG4HnlsRHO8bnl6J5kw2sq1bn1tdUubXhet24PkVW437/7pgvdWoAoBH3t6EFdL12tPShtteWI3mTBY3KmMox1ilfCmglGwi/4xZsXkP/vO2d71uVa6XjOyZS/keMMlQywk/ecKNT69CcyaL215wHyPTvaGe13MrtmDhuh3YvrcVd720zljf8vx52diwM42/KlL9O18K3/OVwNaW7t644elVIaMKAAZLL0gAYHCf2lAZV7bvbcVdL9vHUDWqAODhtzZi5Zbifbg7ncFtFTCqAFh/NzbsTPuhFTqZn2ksahOxwBpX8hqlg3qXP36lEumxkoKEF8MLEp4A4JfwjLLvWg6thxfQ+wqAFwB8wFD/UQD+BuB3AC4HcDqAe4ioUQjxqPOZMEyVOG36cDw9uj9ueHol7n3lXf9H8OOzR+HUacOx36DeuO2FNQC8Na9eXrUNl961ENvyP9o//c9SHLf/YP+tzw//vQQPvL4BADB5aG98Ys6Yjj8phumZ/AHAVwBcR0RXARgI79mThee10nEePGPpkfY2LoS4CcBNADB79uyKBKvsktbY29mUMe+zrMUnl6tJxNCaD463HbPTUvdOS31CCP+3UC6XjFN+0u4ZV3ta2oxSJFtbKckb4AW2C2sfo9qSj+tdm4BJlWZry1RfKhkLrLuztzXre4vkcnvSbf5kVq1bjreprwkbQgXDyna91PNQ6yMixGPk9y2TFahJUHAM023o7SDhtN0bpnKu4xmPEXpJE+vWbA7pTHT99TXxgHejHFzbkv8WQgQ+90klQABmjW3AGQcND9Rx+QmTcNU/38aW3YHEpFbacsL3aO4qYQwB6O/Dljbfe0kE9ClRsgsUv2+6Psm/X4V9rZrEFIePH4izDh6Becu2+EZ+XU0cFx8zIeDpGzuwFy4+ZjyeeWcLLj9hUsl9LReXUZGDhHcBeCwfHHwVEf1M0bj7CCF2ENEAIYQgoi/DYFgB+B6AZ4QQl+c/zyOiAwFcCYANK6ZTMKJ/Ha4+cxouPW4i/vzqu0jECRcdvR8AYP9hfXDImP5YuG4HMlmB8/7wUuCNztKNu/HauztwyJgGbN/bigff3ODv+9eb77NhxTCl0wign2Z7Q36fFiHEUiK6GMCvAHwBnjF1E7wIn9BrbyJKwMsa+DchhPp6uxHA4FL7UGlkj0WzEtQe2GdZ/0be99UTJ+On/1nqcExO+ltpV+rHZcdPxG+eWI62nEA2J/xJuVru7Jmj8PLqbVizrSmybVtbl0kTqG/97U3c++q7of5msjm0ST/S1vOU6n/simMwvF+dtlygLUtyAXnfj8+ejo/MLCoePnXzy3gu79GQy8l/t+UEMtmcHz+iT7ceC5S31WfrnyyfSkiGVVsuB8oiOIaOCRXU6/XrJ5YjmxPh85LvL1t/pWt3xPiBuPOiw/zPf39tPb765ze0dcjH3X7hHMweZ3JYu+HalrwvkxX+mCZihEVXnWKs/+hJg/HE144rqU+vrtmOc254MdQHFXUMc0LghZXb8vv03/NxA3th3tdL6w8AbNjRjLk/eVLbp8A9mt8XSF6R98TGY4Rff2KmU3vfOX0qvnO6VuVdNVykgKYg4Tp4QcJGRESyfSKqBXA8vJS1MvcCOCKfGpdhOg3D+qXwlRMn4UvHTwwEXp4nGUc6N/k9eTf8ffPf9d/QAcCLq7ahsQpyBIbp5iyFEsdERKPhKSV0cU8+QohbAQwFcBCAEQC+DGAigJc0xU+AZzzdo9kX6kMeU+xVVWiyGFZN0kKvtsmpXMdAST7TnDFLlW11y5Oxupp4MIuXZvJUKJcylLOhtiVjqi/UX8eJuy1OI6WsrVNOfaY61AmoaZ9OulfwotnqC9ZdvK5yf2TPWiYrQufoagirMWHGe8Nwn6ioiTZkbAvryvd2JeKgXdsyGVnViAFS13syoY6h6Zo0ae619vQp/HsVHhvZeHdJwNEZcOll6CEhhFgHoBAk3B4mAEiq9cML/o0BmNzO+hmmQzjjoOEBt3gqGcO3Tyt+PR58cwN2NLXizpeCMQvZnMBji8PaZoZhrDwM4BQi6iNtOxdAM4Cnow4WQqSFEIuEEJvgpUiPIfyCD/BkgO8DeMrQh2F5OTsAIJ+yfTzC611VDdsENG2Y0KnIcjI5LqG51Rw3Y2u3OVM8rq4mHlx3xjSxrIkH4iPcPVbBtmSC9UmGYAlGgWltIRW5LVs67GB9QdGQqQ75HMP73NaxMh2jkjacbzAhRi50jmofXeqvr0mY7w3HlwLyMfWhTHrF8Q0b/8X61ePKwbUt24uFSlPnek8qYygfJxvaOtlpe/oU/r0KG3HycgHqgr+dFRfDqtwgYRcKx6v1Nyr7A1QjAJhh2kN9TQIXHuVJA2sTMfzhgtm4+JjxmDLMm/elMzlccd8bWN/YHDr2obfeD21jGMbKDQBaANxPRCfm5X1XAbhWVlcQ0QoiukX63JeIfkpEZxDRKUT0EwA3A7hcCLFdbiCvqDgLwH1CiJDrRgjxIjy5+u1EdDYRnQXgLgDPCSE6LNW6acLcls0F4hNc5V8NAY+V2wS8IOPyj1O8MuqCnqWWs2HzALl4ymxtZbI5f2IXo6DXRsXmsSirvwEjI3j7mSSe9Zp1rHwpoFQukw1er2Ddxe31AcMqKC8MG6duiZiCxkTMfM5leKxcxzN0XCUMK8e2bC8WKo3NOySjjqF8nNGIL9NjVZuIoZBksDWbC0j95PoL7erWsersdA2/moIQ4iYhxGwhxOzBg3USd4bpeL5ywiTce/HheOp/jsPRk7xkFecfVpQIPillB5QDU59fsdUanMswTBAhRCM8mV4cXmr178OLm/pfpWgiX6ZAFsBMAHcAeCBfxzn5hYJVToMXx6VmA5Q5F56H7FYAtwNYAOAjpZ1N+zBN2tJt5sm4rY6gx8rNQAj1wzJRs0mhXI0TU7uhiXXg7bjZyDS1pS6Ua0pXH2qrjBgmWx026WKUx6pgQKl1mDwYpv4lY8GEGKXIKW31m43f0mOsQms/WQwLV4mnK65t2V4sVBpnw0qVZxq9iO2XAhJR0HBrs8skA+tYxbqGyeKSvKKsIGFHCser9Tco+xmm0xOLEQ4fPzCw7cyDR+JHDy0JSHKIgG+eMgXvbm/Cm+t3IpMVeGLJpkDadhO70xmnTFkM090RQiyGOSlSocw45fNeACc71v8AYF+FM7/Q8Gfz//YJrm/5XSdWA+qLhlXaEmOlxl+lW7Pom/9tCsSvWGKnArEd5cZYKW3JtDfGqhSPgmvfg3UGJ4rl9FcXY6Rbx0pXh+5ZYopZCnissqIdhlUwtinlYEy6jmcoxqompi0HBO/tisRYObYVde0qiU12J6P2Q06P0Gzoe3s8bHXJuC/1a27N+tkko5JXdCcpYNlBwg6sBJBR689/zgF4p531M8w+pV9dEmdMHxHYdtzkwRgzsB6nTSt6rR5a5CUk29mUwT/f2IB3tzcFjhFC4KI/vYrpVz2KXz3GXwuGYTwCXiprvJV+YpXNCbTk3xoT5VM+G6Q6wXaDMTUBGY8q8TNIi1zL2VDrkHFp19aWbk0nE67etrTlrb+pDrW/pn1+VsCYLNvLafuUNkj35OsayAoYWMsqp6nP0bBS6q9LFvuaNtzLrW3FRYtVVK+ijDy+ct2yTJbIk6e1F5e21H22vlcCWXbXUsIYGg38wL1W/pilDN/L4G+ZN2Zy8opEN0pe0a4gYRtCiBYA8wCco+w6F8CLQoid7amfYToD5x82OvD5giPGAfBWNS/wzPIt+OPzq3HcL+bh8ntew1nXP49d0qKVb67ficeXeFLCm55ZZdTHMwzTszBl7bJl3JJRJ1WxGPmxOrp6XOpvygQTA9QHguH1/bWVs6G2JVNvCMJX6za1ZatbxTXxRpOSvMGljibViDWMYVEKGM4KGMosaEg2YZLWJWPBrIDhTIVuySualfOXx6DJds6G+1C9h2QCdRs8RfUREk9XXNpS+2vreyUIye4cx9CY9MVy75aC6Xse/C3z2s0E0q13H49VWUHC+W2nEdHHAByc//yx/L+xUrFrABxHRL8mouOI6GfwFgm+ul1nxjCdhEPGNODoSYMAALPHNuCYyV5c4LhBvTB1eF8A3hu57z+4GI35BfK27W3Fk0uKMVlyfFZzJosl72uXj2MYpofhKp9ykrvlJ2Eu8UJWeZriRXGRe9nK2bCmLw/UZ4mxMp1jCTEwrn137688Tkq8XESMVUKTFdA1rkxuy5wVUCcFrEDyCts5G/sreQBtMVZVThrh0pb62db3SuESZ6X2wyXWrz3SRZf6C3+3ZbteuvVIk1MI0UhEJwD4Lbwg4R3wgoSv0tSljvTvAchG1F/y/38WwG35+p/LG18/APBFAKsBnC+E4MWBmW4BEeGmT8/G4vd3YcqwPv7K5gBw+rRhRiPp0cUbcdbMkQCAecs2B/bNX9OIg0b1r16nGYbp9ORyIhC/IcuMXKVauoD0oKwpOnucWr8av1JnkEmpEzVTORu2WBmXdm1tlTKRdJnA5iTZJRCWoLms6WTbV5QCajxW7TC0gaCx1tqO5BXq9TLJztzlmmZDVR7flrYccjmBWIxKkni64tIWYJfMVoOUweCTUfuRk2OsWvW/L+3pr6lP6m9ITsk22q2yAgohFgshPiCEqBNCDBdCfE8IkVXKjBNCfEazjTT/blPKPSCEmCaEqBVCTBFC2LIwMUyXo64mjlljG9CrNvgu40MzRviyjVQyhguOKL6HeGrZFqQzWWzelcab64Oq2PlrA5mhGYbpgbSomf8CE243KZVu3SIXIyG8jpHZI2CqT23bNYuZqV3XrHC2vsuY1nTS4SK5SrfJhloMMUXaZIyxsnibdHE6gayAphgrl3M2ZAVsy2pirMq5Xsl4IOmDba2tUg1BwEsolZJjuPLjbzumXFzaAiqfvjwKl7WsbJkadWtLefWW7z0y1q/0r6UtF1zHqhtlBWQYpkqMG9QLf7pwDt54dyc+fPAIjOiXwnPLt2LV1r1oas3i+RVbsW1Pa+i4+WsaIYTQasO37WnBI29vwjGTB2FUQ31HnAbDMPsAWxxKaO0jh/iKwoSn3kHWZm9bnTy7BMNXYR0rh3ZtbcljGDXxrTPEjZj6qotRMWWWc10XqdCHeIwQIyAnACG8BCVhKaDeEylf10CMlbqOlaO0MKp+Zwmdg1dRN9mvS8Z9L1lzaxb1NYmqSAFd2ips1/W9GjFWhT4VMN6XSj8CHqsqGIKm3xfdfV5IvgIAyUTX8FixYcUw+5i5EwZh7oRB/ueTDhyKG59eBQB49O1N2jWuNu9uwbvbmzFmYNBw2rK7BR+67jls3JXGhMG98OhXjw1IDxmG6T7o0joXJEiuySt0k8xUYDJmSHJgqD+nTLrVN+C24H2XSaCMri0Z06TdOXmFwcjQ4ZIVUGfEBusoTsls/TUmr1Cke615j2ZG42EyXleDTC4RV9axchxDGVW6mkrEUWdIXuFaf/D8w1Pa+pqEH7vc1JrFQCjXtYKeoqi21P7Kf1cj3TrgFi+p9kNOt95kSF5R147kFbrvuSqTLbQtx1h1lXWsukYvGaYHcfIBxWyBjy3ZhGeXb/E/j5UMKVUOmM0JXH7Pa9i4Kw0AWLllLxZv4CQXDNNd0Ul7XCRIMlHJK8zHKTFW+XJqDFEsRsb65L9TisfKRVqma0vGNKlU6y5VFqfDpe/B89V4VxzGybYvmMVPTo8uyjrnepPHKuten4x8vQpSSJMszPX+jZJrBuR5+bKlSDxLIaot9XO1+iFTqqy3rkZNIpPTl2tPjJXmeynLZOX2Mt10HSuGYTqQmaP7Y3CfWgDA9r2t2Jt/ozNmQD3OnllcRHj+2uD62dc+tgwvrtoW2PbCyq1V7i3DMPsKnZyr8KbftvaRjC4gPeh90UvGTPXrPGCu2dlc14IyHa9SUZlZBZJXlNTfdiSvAMKZAdudvCKmrGNVRvIKrRGfLF3+GNge5QXUTOJLkXiWQlRb8nZvX2UMFWufHBLChCS5pqQv1YixKvxuaPrW3JoLrmPFHiuGYcohFiOcdMDQ0PYPTBmCQ8c1+J/nryl6rJ5YsgnXz1sZOuaFldtC2xiG6R7o5FyFiVtIPuYSY1VC8gp1HSR/IqmdPIfrEyIo40slzKm3TUQZPmrGuYLEqawYqwiPgqmtYH1RUkC9FNIkiwuNoZxsQlnLKiwndIixCtQXXMfKJk80oas7YIwYzstWf9Q9oDOuq5U0Iqqtwmf/Puzg5BVOcuCkOYlMpaSLuvp1fWtWPFbdKisgwzAdy8kGw+rgMf39mKl3Nu3BzqYM3t3ehCvue8MvN2NUP//vV9ds93X2DMN0L3QGQVpj4MjbbXWkdJNdB6NDLqczHnTSn5a2HAq2R008hkQ8ZpQgmYgyVOIxQo2SBlt3Tqa2Skm3LrclRDhjo1qfLkYlVWKGvMAYJmKBeFr57X5bLuecCVEeC/l6BNaxKtNjFZBCauL55PMK98tBXqnxoujqb9b0oxJEtQUE741qJdGI6pOKKgU0JZeolBRQ9/ui+31qzmS75DpWXaOXDNPDmDthEPpIqdnra+I4bPwA1NckcOCIvv72l1Zvw2X3vOYnuBjeL4U/fnYORg+oA+C9BXpz/Y6O7TzDMB2CbjJSePOr7jO9rdbF1ATfvOuTHJhSgOuy1NXr3uTrytVEt6trU65DpV7zxj7ksTImcihud8naVq/xvhj7q4mxkjMFNls8Vjr5lDrRDS3o63jOprWKZEMtkxXOUtNgmaLBVO9f8/A5a70XDskrdJkWddckcF0rmrzC3lZ4X/U9VnKfTC9XVK91ynAfB7MHViZ5hcmz5+1rC2QFTHSRRFxsWDFMJ6QmEcNxU4b4n4+cOAi1Ce/HaPbYAf72//f3RXj9Xc9wSsQIvz3/EAzoVYO544tZBlkOyDDdE/1kxGA8lCBPC8qzwt4Dm1QrKhmGtVyFpYCmOiuxRpJrW6XUl0oE4410kjH5sy1dd7LMBX1NdSZVQ61iMVbR18e0TScnVdHWX4LEsxSi2grvq77HKipu0UWSW2npovb3wCgFlGKs2GPFMEx7+NRhY1BYpur8w8b422dLcVZbpTWuvnHq/pg11ts3d+JAfzsnsGCY7olt0qYutukmTzPLs2QyWYFsLmikaWOsLPVFJ7lwkAI6SKmc4l4MbcmyOJeJb0mGlaa+RDyGmvzkMWeQjAGS580y0ZXf7je1ZKFcLif5YzAZRjDdumsMn6lMUXYaTl5hmmSr6OSkKtqEEiVIPEshqq2O6kdUn2R0Y5iMx/z7J5sTvnEjXxed7NK5T7oYK+1LolyXzArI61gxTCflsPED8dhXj0U2J7D/sD7+9tljG0JlPzBlCC46arz/+YjxRcNq4dodSGeyVfvhZhhm36BLXpG2TE51vwO6gHRTCuwCprrVfbb6dOVSDrIlUz9Mv2+piLZtbbnUb2orSgpo7m8MrfnJZOF6qbI72xgWkD1Wu9LhtRCNySACk2dT8opwzJYp41yw7nDyCt2YlXrPefXoJ/pR9VdSglfquVSrH6Y+6SSWpjGsS8axu8W7Xs2ZLGoSsYpJF3UvWnT3D8dYMQxTcSYO6R0wqgBgSN8Uxgwormc1vF8KvzxnRmANlyF9U5g4pDcATwayQEnNzjBM18cU8G3aFzWxKkyWgnFJ5syDUe1qpYDacrFA+UK7OulisM3ohV5dAuVNbbnUH9VWoL5APJB7f02yO9s6SPLb/d06wyoTvq6qLMyUFbAtF5YCNhmkprp+y/3VGt2OhpUuo6VKlFFfLSlg1AsOwC7lrGafZEwxauqaarZ7o1R0cV+mRDyZXNfzWLFhxTBdkLNmjgTgue6vO28mGnrVhMrMncByQIbpzugmIzqZmK28bnIXnNy7ZWgrtNukMR50CSR0E7pkPOZPnnICvufGhC4ZgkpU27a2XAwhU1tRcjbTxFRN5tDaFlzLR667yeJBSAQ8VuYECjKyxDMRo4AxFVjHKpsLHS9LxkxEJa8wXR/A5d7VC7C0179KBk1UW6F9HRBjZcrwp9sm90FN096azflyUpPs0hVdCnj9b0pbwGPVVdaxYikgw3RBLvvARMwc3R/jBvXCfoMIXGeEAAAgAElEQVR6acvMnTAQt7+4FkB0AotsTuC2F9ZgT7oNZx8yEqMljxjDMJ0T2wLBUVI03baURZ7lWo8ubiQgx7OUK/ydybbly+b8pD06XGJUdOeifTuuaSuQerxUKWDEJNapv5msc4yOOjGXDaHdOsMqwmAO1aesY2XqV40mgYSufp1MtNQYq1KloLr6KymRj2pL3ZeuUj+MfSpBnqrGJqZb5e9C+wwcbdyjtm85tHXBdazYsGKYLkgyHsPxUtZAHYftNxBEXtD6m+t3Ync6gz6ppLbs/z2xHL95Yrn395PL8cGDhuOSYydg6vC+2vIMw+x7TPKZqH2mOmzyLNd2dfI03eTZJGOrS8Z9Q6A5k0U/6H+zbHXI6M7FdE5qWy71R7VVen+lZA6t2bJjdGRvk04KGNk/tb6Yso6VQeLWr87xevlxdeG1u6L6pq9PP9lXJW2mflSCqLbUfZWS1rn2Keo3QR5D1UiUFwRvr3fNJe6x0G4mxzFWDMN0Ehp61eCAvGGUzQm8aPBarW9swg1Pr/Q/Z3MC/3h9A077zbP47ZPLO6SvDMOUjnaNnHa89dfFWLnGu2hTSOfrS8bJX7y2LSeQUaRk8oTOZXFiW99VVKMuk81pJWuuY2MjGCNmr881xko31voxVD1MRUNoV7ObFNAmTZM9Vs2tYXmiqc5g/eGYtZp4DAWbLZPNn1eJ95yuv2o7ch0ux5WD+/pM3n3YJskubZ6+Svcp0BeDnFKNg6rkmlu63xeT0RfwWPE6VgzD7GuOnjTY//svC9Zry/z44aV+Wt9eykPmhqdXhdIqMwzTOdBP2vQpuoHo2BVdpjbneBdLCnAiChk4prf1agILG7YYI3+7EvdkXiQ13JbOELChW5+n5P4qE2HbelN2KaDdY6VNSmLpX1QyDK/OKEM4nL5evTfUSbyt7pLH02L8V4JSZI0d4a0y9UlGlxU0dJxyH7ZXtui8dllrMCsgr2PFMMw+55zZo/y/n1iyCRt2NAf2v7xqG/795vv+59sunIN/fOlIDMwnw9jT0oalG3d1TGcZhikJfZxMUUan4iwFjEh7bov7MXk9VKMjWM6cjcyGk8fCwQNkaitd6jpWJSQKME1O5bFozmSNxkpaGcNwunV7jFU6IsZKrS8qZks9Pmp/8N4IJuxwvXeD0kp9ZEtUooSKeqyckzIE78NUBftg61OkFFAqK/epKRN8IdHehB+6cdJmLMxwVkCGYToZEwb39rMD5gRwzyvr/H3ZnMD3H1zsf/7QjBE4dNwAzBjdH0dIGQXnr+FU7QzTGdGu/dKaRTYn0KpbDFgXF6MxhKLkQ7p2CzIuU/xKKBjeqZw9K6BLrIyzB0hpqy2b8zMFEgG1DlKtkmKsjP2NjrECvAmpbbKbiFjHqjUbTAyg9q/U+tTjo/YHrrmySHB5MlZDjFVUuvUqeayi0q1Xqw+hPskvKiLkqXXKOlbycZXMYCh/l1rbcsjmhH4pCNVj1UWyAnaNXjIMUzafPnys//e9r77rr2R+76vrsPh9zxuVSsbwrdOm+OUOHTfA//uVNds7qKcMw5SCyStik4/ZtvnrTpWQ3U4mNGGsMRhMoXL6CV1JMVYuMTYljE1aMkzrknEQRb8tLyWexbm/Bo9VaAwtySaMhpBifLtKAU31RcVYmep3uUau965K1Lpg1UpeESVx6yxSQBdJbtS9VirO8s9MWyCWjz1WDMN0Ck48YCiG9KkFAGzZ3YJH396EF1Zsxff/WfRWXXLsBIzsX+d/nj2uwf97/prtkQs/MgzT8egX79VnbPP2ucWpRMmHTPI0W+xISpXkOZaz4TI5DbXrODblTCRV+VSoDYfkFbZxUvsbkO6FFgiWY6wM0j1lLJraW1/E9TLV7+JVjDJUTXK6Tpm8IiI+rpJEJlQxyCnVBBOVjLGKqr+AfJ8lYuT0cqMzwOnWGaabk4zH8Ik5Y/B/+XTqv378Hby3o9mXuYwf1AtfOGZC4Jgpw/qid20Ce1rasGlXC9Y3NhvXtlq2cTeWbtyF5Zv2YPW2vZg6rA++dPzELvMjyDBdFV2cTNoiH1Mnp7mc8BPXAEWJTm0i5i/VUJDqxCUPiNFj1ZozTsBkmVHaEgwfnJzak1e4rEekSprMUsA25XPpE0m1rWr2V91nywroalilLcZkogxDTddnXf1qam/d2LXo7kMH4zeY2jsXkMm6SjxdsbUlo55jNT1W8vm1tOWQywnEHMZQXf+q0inqbfUXCBhWXcRbBbBhxTA9gvPmjMb181YgmxNYvnmPv31Y3xT+dOGc0BuzeIxwyNgGPPPOFgDAq2u2hwyrtmwOX/nz64HkFwDw7zffx5iBvfDhGSOqdDYMwwAGb1KmzWI8qHK34GSpMOEqSHXkAPzetcXpgjHuJ9Nm9MrIqZzV4H1TmudIaZlDQH29Eihv9Fgp213qtrVVrnQt9Ca/XClgxDpWuj7a+peMRWcFLMXDGLw3zIlNZNKZLHrVBhNd6OqQCV7/ttA5VvIFoK0tmXDyluoZVrGY910u9CXdlg1834ySXMt92N7kFdr6tYZV8T5LdpH4KoClgAzTIxjerw4nKAsKN9QncedFc4yeqEPHFuWAr2rirH740JKQUVXgySWb2tFbhmFc0MqjLBNTq9xNmSzZ4oVsxokx85st3boxxsqevKKsmCWjtE6JNypDqlVSPItDf5ssHit1XyjZhGQI6dbt0vXRWp9kqLnWZ9sfTF5RXhxcOTFW1Uwa4ZqBsiPTrYf6ZXmBYEs2Y5OJltUntX5DQpwCXcljxYYVw/QQLjhinP9379oEbr/wMEwc0sdY/tD9igksXlUyA/751XX44/Nr/M9HjB+ITxw62v/8/MptHJfFMFUklxOG9MnuMVa2dYCCsibzcWr9TtIipVzKUs5GqVKwcmOsXKWAtvW/cjkRkG6mEu3vr62PLmv+hGKsrPVFT2xLSV5hvOZWuabZKDBdI3mc05lcIC6xErFCrm3JVHpdqChscVZOktwqSBdt9evoKmtYASwFZJgew5ETB+Ibp+6PBWsacdkJkzB9VD9r+Rmj+iMZJ2SyAis278H2va0Y0KsGr67Zju8+8JZf7rRpw3D9+YdAAHho0fvYlW7Dlt0tWLF5DyYNNRtuDMOUT4smdgPIT1IsWftMn1NKumqbrM1Wf9o0UZO8Umo5k/eilPTd5nWhgvWVMzauE0lb3+XrlUrGAnEu5fbXtAYR4JZBzXrOan0OUqxy1x1TM8SVdY0MXpRYjFCbiPnjv6MpE3lMudjaklHPsRLSOhvyd9s2hvWG9eSq4WFz9VIWSBq+L52RrmMCMgzTLogIlx43Ebd85lAcPLp/ZPm6mjimjSwaXwvWNmLVlj245I4Fvot+6vC++OXHZyAWI8RjhLkTBvnln1+xtfInwTB5iOgAInqCiJqIaAMRXU1EkU98IjqQiB7NH7eViH5PRL015QYS0Y1EtJGImoloKRFdIO0fR0RC8+/eSp+rDnkiUiMFqKtvw+V9trfVISmgZhHP6LZzTpNnV8mg6Y2/rl9OUkDr2ATbsnnzTNjkk3L9tvpc+xuVstu05o/1frAmr9BPbG31qTinW291u39dr5F8b2xvanU6plxMbQWunerZrbJhZcvyGfwOmdexqnQWQ1v9NZqEIl3JY9V1esowTIcjr2d1/8L1+MRNL2HbXu9hMbBXDf5wwazAW64jJxYXFn5+5baO6yjToyCiBgCPAxAAzgRwNYCvAfh+xHH9ADwJoA7AuQC+DuCjAO5UyvUF8AyAgwFcBuB0ANcBqNFU+3UAR0j/vlvmaZWEPBEZUF8T2L63pTiJH9hL2meZSNcngwIWVZ5lOk6uf68mOYD/t5K8osnQdjAexBxjJYRweouuJq9oMvRdbavSyStc3/irk2Bjf5V9roaQWodrH00eMFt9Mrbr5XyNSogRlKmX2tq+RzKsqmDQmNqSz0M9x2pLAeXvl+27nDJ4jr2kL8F13dqLXP/e1mxAJttQnwyV73YxVu14M9iPiP5IRI1EtJOI7iKigUoZIqL/R0TriChNRAuJ6JRyT4hhmMoxW0pg8fBbG7F5dwsA74f1pgtmYVRDMPHF3IlFj9VLq7ahLWsPPmeYMrkEnnF0thDiMSHEDfCMqivyRpGJS/PHfUgI8aAQ4jYAnwNwJhHNlsp9B0AtgOOEEH8RQswTQlwvhLhZU+cyIcRL0r8VlTjBKAJGUW08kFZZliA1SEaXKgOyrQOkyrNMx8n172zKoBBaWZOIBVJj2+ReKdObcstEXZbWqW3JqLFipr6XMjYmbHFpacf6bB4rub+hFNiOUsCGekfDKpQMQz9dtNUno6b1l6WQ6tpdadM5lynXlOvfvre6HitTW+q9Vun05a59ch3DUKxfRvK4VsAgletvlMYplYyhV004SqlbZQUs981gnvsAHAfgIgCfAXAogAeUMt8CcCWA6/P1vw3gQSI61OUEGIapHrMlj1WBumQct332UMwaG943flAvDOubAuCtQbHovZ1V7yPTIzkNwCNCiF3StnvhGU3HWo47GMB8IcQOadtj8J5vZ0jbPgvgFiFEc4X6W3FUWZVJgjTA9Y2/EmNly3AnHyfXb5NZyfXbklxEZdbT993dA5Q29D004SxHCmiTTzq+8S+lvzaPjckQkutQEwaUIwW01Sdjk23aZGHW/jrK0+T6qy4FNLQ1QPEcB7131TUaAt89xzFUX3BUOpui7ZroPHjdzWNV1ptBIjoCwMkA/ksI8TchxN8BfArAUUR0Yr5MDYBvA/iZEOKnQohHhBCfBrAIwP+268wYhmk3A3rVYOKQYvhJwag6bPxAbXkiwlxJDviCJAdcvXVvZHAzwzgyBcBSeYMQYh2Apvw+EykArcq2NgA5AFMBgIj2AzAEwA4ieoiIWoloCxFdm39mqfyRiLJE9H6+TF2Z51QSqqyqzvAG2GpYWd6a29aTMk18Gy3egJC0yJjkwtyua99lUkpsS5PJUHFMQ21DbUvOjOoqLbSlhx+gyMkCY6jEpSQNC986G9pKH2sMMS62+gJ1W8bTlmK+ocz711R/4B6tghTQ1JZ6HgEprMZDU60+WVPsJw3ryVUheYVcv/q7obsuyW4WY1Xum8HTAGwSQjxT2CCEeAXA6vw+AJgAoA+8N4YyjwI4yfAQYximAymkUe9dm7AaVQWOVBJYtLblcOldC3D8L57CET9+Arc+t1q7Gr3Ka+sacdb1z2Puj5/A6+/uiCzP9CgaAOhuisb8PhMrAMwgIlnEPwtAHEDBBTss///PALwH4FQAPwLwRQA/kI5rgae0+ByAEwDcmC9jTF5BRBcT0Xwimr9lyxZLN6NR3zTXGSRIzsaDMpmR5UNNlslYwGNlmbTKxtOu5gxyeZsjGafApCmQstwyUXddYDURj/lGgRDAzuaiTDJgqFiD+t0mkmpbsvzNNc13UAqYM461PIY18VgouN+URU01zmRsKcBNyQNs9QXqtng85PHd2RyUk8oLU5eSbMNU//aA7KzKySuktvqkEv69kRPe9fP7sQ+TVwRirEwLBLdmA+u8VWQdK5M8syauffHgkuWys+BiJk+BF+zrI4RYR0SFN4MPWo5bqtm+BMU3iqn8/+obxFZ4QcLjDXUwDNNBfO6o/XDkxEEY0a8O/TRBpSpHSnFW89c24tK7FuLx/ILBjU0ZXP2vxbjthTX49mlTcNr04aHj05ksfvX4O/jDM6v8icPP/rMUd3/+8MqcENOT+QOArwC4joiuAjAQwO8AZOF5rQCg8AR/Wwjx+fzfTxJRHwDfIaKrhBBNQoj3AXxZqvspItoE4HdENEMI8YbauBDiJgA3AcDs2bPbtdBbSAqYLMOwCtQRnA6o8iwZkzzNFr8iv5W3lzO3G+hDCW/Q62riaG3Ohdq2yczKjYGR20pnsv7k3bW+4IS2zSy7VOJSVFwMoVJSzCccDDWbIsEWD2a6d9X7OhQH52j8muqvRppz27mkkjG0ZsP3YdUXCHZMXmGMsWrNoll6MVCJcUuZxqnGIAXsTjFWKP/NoMtxq+Bp29V4qjn5/8NBHKjsWz+GYewQEaYO7+tkVAHAsH4pjB/cCwDQ2pbzjSqZddub8MW7FuJvC9YHtq/euhcfvO453Ph00agCgBdXbcOmXenyT4LpbjQC0C3E1pDfp0UIsRTAxQDOA/A+gDcBvALgdQAbpboBYJ5y+JPwElpMsPTrr/n/Z1nKVAR1omqa0MkZtlR5WrCOEmKsDFItm8fKOOG0lHOWlkVM9IxjU4GMc7a25Dpd+6smDZC9NKax1knJzMkrpPvB4rFSJ88mKZZtDE112zxWIcOqRh8fpGYZtHoBOzB5hf1cOq4fwT7p17GyZWq0SVIrHmNlMaYLdLcYq6ohhNgJ4B4A/4+IjieiAUR0GYAT80W0eiEhxE1CiNlCiNmDBw/uqO4yDOOILAcs8Pmj98N3z5iKfnXFB/tP/rPUl8i0ZXP44p0LsGLzHn+/LKt58I0NVe4104VYCiWWiohGA6hHhMpBCHErgKEADgIwAp7XaSKAl/JFVsJTTahP8sJnm45VKP9XDTXVtil5RZ9U0p9k5wT8N+a6OmRM8qHWthza8m89EjFC35TkibIlr5Amd/ZylU1eodYZSCjgmiGvRI9VAXl85eQVtjf+yXgscL12pSXpotTfwBhq6tO94U/GCX1SQUNbxiZ/NCavqDd7RF3rNiYyUF4YBO7DbM4oJ1Wx1V9pXM+l2v0w9Um+DvIYqnLSmkTM91K25QR2p93WYXOl3vCdTBkMq+4WY1XWm8ESjvtvAIvhvQ3cBuB/UNSxbwTDMF0OeT0rALj4mPH4zulTcdHR4/H0/xyHoX1rAQBbdrfglmdXAwBuf3Etlm7cDcBLx/uDs6bhmrMO9Ov4x+vuhlVTaxtyuarPbZl9x8MATsnL8wqcC6AZwNNRBwsh0kKIRUKITfCSKsXgZbGFEKIVXtzv8cphJ8BLjmFLp/6x/P8LXE6iPahv6+XJiJxuXd2Xlib4tjf+psVubUkz1HZlUmWUs0kBXb0VtrZdM86VEotjWv+r0v21jSGgN4RSigFuy4So1mlKd+2cvMJSt+3eUD14xb7mAuVsuN57lcD1XOR9VU+37jSG4etr/G5XWAqojoX+RUH38liV+2YwdFyeQOyVEGKLEOIDAEYDmAYvrmovgI1CiDUO/WMYppNx3P5DMG1kXyRihC8fPxHfPm0KiLwfxv71NbjipMl+2RufWYXFG3bh2sfe8bd95cRJ+NThY3HqtOG+12rRezuxcsseRHH9vBU44MpH8KlbXnZKksF0SW6AlzzifiI6kYguBnAVgGvlREtEtIKIbpE+9yWinxLRGUR0ChH9BMDNAC4XQmyX6r8awMz8OownE9HX4S0N8iMhREu+rquI6JdEdHa+D1cD+BWA+4UQb1b5/MNSQMNkp17Z1yStR2ONezFk53Nt1+aVcC3XpEgXZUqR6pnSWQ/sHUxeEcjiV7YUUC+7kmNUIj1shv1yf01tFtBJAetVD1AJmRCNCw73dvNY2eK3bPeuLHOU65fv41I8loHtVZYCytQbkjLYjqkUcv3ydWiKWJvKZEBVeoFgGfX3qkB381iV+2bwYQDDiOiowob8Aozj8/sCCCHWCyHehpdQ40IAtzr0jWGYTkgqGceDXz4KC688CV8/ZX/fqCrw0UNGYVI+jfueljZ8/MYXsafF+5GfMLgXLjpqPACgX10Sx08pyn2jvFZvvbcTv3h0GQAv1fuf579bsXNiOg9CiEZ4HqQ4vARK34dn1KjLdCTyZQpkAcwEcAe8NRVPAHBOfqFguf5XAHwIwIx8/V8B8EMAP5aKLYWXGfePAB4CcD6An+f/rzqBBYIN8hlAI6cKyNPMMTXGWCHF4DC1W29JXhHcHiwnS5CyOYFM1mBYZYLnb8PUdp9UwtiWa3p0W1vGGKvI/ob3x2OEPinTGIa366SAqjdA7lMmG5R41ijp2k2GVZ9Uwl+cuS0nkDEsCm8bT6PBocZYGe7DqOtjuj+qkbzC1JbJE1PYV01MSydEyWn1kjy77NIV19+rAt0txqqsN4NCiBfhpU2/Pf9G7ywAdwF4TgjxuHTcp4noQiI6joguAPAivIef/ABjGKaLQUTom9InvEjEY/jmqUWHdsGoAoBrzpwWeKifdfBI/+9/vv6e8Q12Lidw5T/egrz7uieW89pZ3RQhxGIhxAeEEHVCiOFCiO8JIbJKmXFCiM9In/cKIU4WQgzIH3eoEEJdtL5Q9hEhxCFCiFohxGghxDVCiJy0/958rG8/IUSNEGKiEOLKgker2qgxKyZZk7rgpjw5tcVYuR5jbNfVYxUxoTPJy0rxKNnGxsmALFMKaIqxKqe/dcl4YJ2hqPJGKaDByLbdC4BZClifTDhdryaLFNA0vrb+liKtNI13tdOtq22V8h2oJKYYq6gx1PWrUmPmes0LdKusgO14Mwh4nq2n4XmfboenO/+Ipg/fBPAfeG/7XgFwnBAiWvPDMEyX5YSpQzBnv2Dizw/PGIG5E4OJL46fMgR98muZrNnWhDfW79TWd/9r72HhumAi0s27W3D7i2sq1meG6SyEYqxsEzqDFMg2sap3PMZ10pqq0U83dBO1lKFtmUpNrE1tpUuo39SWadwipYs6WVYybhxDV+mUaoAbz1dTXyxG0IW5pGpiTnFxNtmpzTg3xgeVMJ6uxn8lcD2XavdDxmUMdd47Xb8qZQTavHe6+68rrWPlZAKW82Ywv22HEOKzQoj+Qoi+QojzhRBblTJ/EkLsL4RICSGGCiG+IITY1u4zYximU0NE+PZpRa9V79oEvnvG1FC5VDKOU6YN8z//4/X3QmV2Nmfwk4eX+J8nD+3t//37p1Zit5RZi2G6A2rMilGCpMR2yJ4T17gXY4xV0hI3otRXE49pJ+aRHiuXiXpkzFJ4qkPkJclxStJRZoyVbdzsdYT319fELWOoi7HSSwED90KJHjq1zhh519VUp4yt/tpEDGQ4L9M6VgEPYJkxa1WJsXL0jhaIx6jqRoPTGDoaUZUyAm2Gle63rLvFWDEMw1SFmWMa8OOzp+PoSYNw0wWzMKRvSlsuKAfcEEhBDAC/fvwdbN3jpWwd3i+Fv3xhLkY11AHwFiW+9bk11TkBhtlHhGKdTMHgyoSuSUqiYDMejPIhJbbFHCsRnF4QkfNEzdS2TFAKaZ/KaA2VZBxEFDAKmkqQxrm0FZRQti95RZ3f37AcUC+dik5eYZKFuRpW9TWJ0HU1XS9b/aZ7o74mETjf4PXpHskrCte1mpji6qLGsKoeK1uMlS4rYHfzWDEMw1SL8+aMwR2fOwxzNWtfFThiwkAM7+cZXdv2tuIXjyzz9726Zjtuf3Gt//m7ZxyAfvVJfOWESf62m59dhUZpEUKG6eqoRlE5cipbAgCTZKxZkYyZ29UYANpt9gmd0QMSOH997JFLu8axKTN5RZ0xeYWU2rocKaCmv7o2C+je8NvSrbt46NTJbaEvqZKvl94jp++vIXlFO6WVLseVg6vsVN5ebYzJK8qIsaqYx6rE5BXssWIYhqkg8RjhO6cXZYJ3vLQWC9Y2YvPuNL5010Jk89ms5k4YiNOne7LBj8wciQmDewEAdre04Y6X1oYrNvDk0k248LZXcf/C9RU8C4apHKq0yjRRUeVuaYNhFUoo4CgZM8u4dJMy+1o5um2mGKt0CR4lWxC+rq1sTgSWaqhNuE+VTNLC9va3IPdzHUPdG/7C9SrQ2pbzfztdpIBqAoFCXwIp5k0eq4j6TRN7U/xWe6WVQJUMqxINhihvayUwra0WNYauxlY5mL5TpoQ43W0dK4ZhmH3OBw8ajuP391KvCwF8+/43cdndr2Hzbi8JW0N9Er84Z4Yvq0jEY7jsA0Wv1d8WrjdmFJTZvCuNS+9aiCeXbsYV972Bn/5nqdNxDNORhBbqtciMTPFSNnmWHOdgSxtulPi1Z5uhvzKlpC+3GSO6ttQJZylSrYCHxTDWUR4wmwTLdXKuy+JXVxO+XoVzdcmyqMYC6fpUbhZH03m5pv230ZljrEyZHiuJyxjq7kmTdLESxGLm3w29FLDrmCtdp6cMw/RoiAjXnDXN/zF+Z9MevLx6e34f8H/nzcSI/nWBY06dNsxf+2XttiYsWNsY2c5v561AWpLt/P6plfjaX94wrs/CMPsCVQplk9QFvU856W9LjJWLMZYvo88o5uidipi8uUnLSo+x8sdG01a5iStM9YXqLCt5RcK4rxSPlVdXxDmbPFYGw8q0dpdMVP2m+8AsXSwheUUniLEyGQxRstBK4DKGun5Uu7+m+nW/J0n2WDEMw1SeUQ31+NrJk0PbrzhxMo6eNDi0PZWM44MHDfc//21hMaPg2xt24twbX8SV/3gLLW3ew+bd7U2455V1oXruX/gePven+X45htnXuEgBtR6FfMB6LicCLxBSieDxslSnJUIypk2ZXqFtJo+VbV0klzZsHqty17BS2zJ5B8rpb0rTX1t5rWGliytrDRtWpv6pXjBdfS7JK1zvg7qaROC+TGdyyPn3YZv12EA9FplspTG1lVIyHBbLd4AU0GEMO1oKaKrLtNg5e6wYhmGqxGfmjsP0kf38z8fvPxhfOn6isfxHDxnl//2vNzcgncmiqbUNX7hjAV5e7SW++PLdryGTzeFXj7+DTNZ76Mwe24Dz5oz2j33mnS245bnVVTgjhikddR2fUr0yLVIMUSoZQ0x5I2ySjOnWD7J5WILb3ORGLum7g2vw2OVU2kx6VfJYyW2Vu46VzQPoOtZaKaDOmNRcV5NU0eSxkj2Gxpi4iPpNsrNYjJCSY7jawteoXGmles9XAldJrryv2qhjWPjuR3oRtfda5fqb0hiVpkQ83W4dK4ZhmM5CIh7DdefNxOHjB+D06cPw63NnWh+Qs8Y2YOzAegDA7nQbHl+yCb95fDnWNzb7ZR5b7CWr+B58gdwAACAASURBVPtrRY/WN06dgh99ZDouOXaCv+2Gp1ZiZxOvicXse9R04Na4HM1E2iVdtc7A0aUhb88aOJExVmWsixSurzQjoz0eK7ktW5p6ex1u11LXZgGbx0qXYKPJIWYpnLzCXJ9KVP222DFd/SVlBXS8FyuB6wuOAlEvBSpFMCW+992PMk6rGWPl1a9fOkAbY8VSQIZhmOoxblAv3HvxEfjdJ2ehX33SWpaIcPbMotfquidW4GaN5+nZ5VtRyFFx7OTBmLPfABARvnbyZOw3yMsuuCvdhhueWekf88w7W/DpW17Gbx5fHsgixjDVRAgRkla5SwHd3lYX6i0eZ47FcX3b7SotcpEClhKzZGvX9Rxd0dUXul6JMvqbn4S6yuhM6da9uuzGpFEKaEi3bkoxLxNlrLpmbiz2NxcqZ6LakjbXtly/E9WgnDGsdn9N9bMUkGEYppNz9iHFBYaXbdrtx4scPn4A/uuIsaHy/3PK/v7fyXgsENf1x+dXY/OuNB59eyMuvO1VPLt8K371+Dv42A0vYO22ve3u6xvv7sCqLXvaXQ/TfZFlfDWJGOIxvcyoEGgu79NJ+kwB6brj1HWs1HLFfW7JK7RB8xoJokqw/6Unr0hpvAi2c3RFV1+Lkro9SoLmaiTbyusMK1sWP5f05WqdpWQFTGfshpvtPkhF3L9RRlI8RqhR4ql0MrRKYGtLnyCiY6bhkWPomKiikp4+U/26Maxhw4phGKbzMHpAPebsNyCwrSYRw48+Mh3/+6EDce7sYizVGdOHY5oUwwUAp08bjgNH9AXgBf9++e7X8KW7F6ItV0zD/ub6nfjg/z2Hf7/5ftn9vPnZVTjz+udx6m+exdsbdgb2pTNZzFu6GZt3pcuun+ke6N7+mwLB1X2+DKg1Oqta8Lj8ZEyWtJU42XffppfTyegkiSa0C9Lmj5HlTk3a5BWlTZP0ssvSYrZsY6KPvwpvi8cotL5YvcaY1Hvp9OesyguL9elTzMtESfdsMjndNXKRstrqr5YUUNeW7jxMZTuiT4XvftQYum4rv0/h+0x3jwJ6aWtnhQ0rhmF6BB+TklgAwGXHT8T4wb0RixF+dPZ0XPnBA3DxMePx449ODx0bixG+ceoU//Mra7b7SS6G9U35EpndLW340t0LcfOzq0ru34rNu/Gz/ywD4C3cee8r7wb2f/Nvb+Kzt72KD//2eextadNVwfQQmjSxEXr5mNmjIE+qTDE/+uPckle4Br7rt9mlZaq0Lmqyp1sryJq8IhAPVVoMjNxWU5nSQpvxpDeg9X0MZfHTSQE1MVamczZ6rCLWHXO5XjajI8oQdEmooJap5vpRalulehur3SddjJWzYVXJdOs6z2XCZFh1HXOl6/SUYRimHZw2fRgG96kFAEwZ1gdfkJJSxGOEC4/aD985fSr6pvQxW8dMGoTDFK/XmAH1+PuX5uKvl8zF6AHFNbR+8O8l2rTtJrI5gW/89U20SmtlPbZ4k78w8dY9LXjwjQ0AgI270nh2+Rbnupnuh85jpZcghaVUhbVrXNJra2NxNMepkp6aeEw7EYqS/enK6QyrlracHw9paitYnzneSNeWy9i4tFXK4rvBOjRjYhhrtU0Z9S1/SmOEa8/ZmLzCvT6ZwPXKS1dD56C9D2KW/trXYFJR77Nqrh9laktvqHRM8oqoMbStgxfYVkmPlXLuskxWbZvXsWIYhulk9Ekl8eeLD8ePz56O+y45IjQJjYKI8M3TpvjympH963D35w/D8H51mDG6P/59+dE4dFyDX/47f1+Ef7z+nqG2IHe8uAYL1+0IbNu4K41F73lywIcXvQ9JdYh5S9mw6smY4lVMb8rl7QUpn0uMSiBeyHJcvTqRNEjJyoqx0nhAgucf/T12jVkqZWxc2mousz6bLK4Ur4dqCGnvh0K8jYO0UjVgi/XpU8wXcMmy6HyNSuivjGq4VXP9KFNb+nu9Y6bhkWPomqmxiskr5D6wx4phGKYLMH5wb5w3Z4zRKxXFIWMacPMFs3H5Bybi/kvnYlRDvb+vbyqJWz5zqL/GlhDAFfe9gccXb7LW+e72JvzskWX+5z61xUnKY/ljH1TituYt2+x7s0rhludW48ifPInr560o+Vim82CKVwlPVDTpqktYqynKY+XL01SDzkFa6LpN5wEpdZ2pUmWSQQ9TadMk1TNQqmzRVKaczHJOySZKkCuqWQFdk1e41G1b+DjyPnQZU8NLh2pgaqva0jrXPrmOoasXq/w+6e9PXTscY8UwDNNNOWHqUFxx8v4Y2jcV2tc3lcSfLpyDSUN6A/Akfv/959exeqs+W2AuJ/Dt+xf58Q2ThvTGDz4yzd//6NubsHFnGq+u2R44bvPuFix+f1dJ/V6wdjuu+ddivLejGT9/ZBmWbizteKbzYPIAhAwrbfKKcKpl0yQzpT0u3Hb4Db3b5DkRI332OsNaULptLhPkZDxmNgo0bTW1w2Mlt5UTQGs2V3ryCtsCwapEKq4fQ0CzoK/GEG7SGsyG+kzrWEVcLycjPmk+L939296EIB2ZvKLQVjIeC8sp92nyivJT4Fe6T+rn0P2gWfC6s9J1esowDNMFGNCrBndddJgfc7WnpQ1fumuhViLz+6dX4rkVWwEARMBPP3YQTpw61JcpLtu0Gzc8vRI659S8pZud+9SWzeG7D7wdbPuplc7HM50L06QyZOAU1j7SSL8CGcEcJru2eKHwRFIfN+I6ua1LliAtc4xRMbWta6uc+k1tNbdmndaI0vVNRremk+6zjMkQ0q7dFZhk6885ZKhpDGtd8gonKaDFo6RLjhGVKjy6/urFNtna6kjPmalPhe9+1JILrklGyiX8e2X+LWOPFcMwTA9mSN8Ufv/JWf7aG4vf34Uf/ntJoMyra7bj2sfe8T9/4ZgJOGRMA3rVJnD0xEH+9j+9uMb/W06eMW+Ze5zVHS+txRLFw/XgGxuwbluTcx1M58EUs+OSjawgT3OJ+6nXTGh18qFwu4YYK8dJpU62JBPsu9s0xijP0rTVnhgrXZ1yfS4TU2uMlaPsEjBL93QxVi5epVCWwZpCfRGGcBkeK5PENV0heWU114+ytaXuKzXrZCX65DqG1U5eoZ677bdMvZc7M2xYMQzDVIFpI/vhex+c6n++46W1uH/heuRyAtv3tuKyu1/zFyqeNbYhsAjxSQcM9f8ueKsS+bTwheQZr61rROPe1sh+bN6VxrWPFg24XvkHVk4ANz7DXquuiGlCFJ50e494WZ6WzQlksm4TU9VAyGRz/tpt8Rj5dZYbY+VSTusBKdFbYWs7Mt6ojAl4yGNVohGgk4yZ4nRs9ckSQVl2GRlXZoqxSpQZY9Vej1VSvQ+F/9tpkpOG6i9h3NqLVeJm+I5WG9sYmuSkyTiFMjhWNcbKEi/qco07C12npwzDMF2MTx0+FmdMH+5/vuK+NzDtqkdw2m+ewcb8Qr/965O47ryZgQfHCVOHhhb3PGrSIEwY3BsHj+4PwDOMnnFIu/6jh5Zgd37dq/GDe+G3nzzE3/eXBet5weEuiCl9ty3WSU2qEIixMkyWQscoBgLlb1LXGCvnWKwKTNRd2y7XyHBtyxvr0tO3mybn6vG2+uRMasZ7oYTkFaq0UCdPjDKEjan9LecVlALmSjZU1Tps/agEtrZs51lNbGNo6gMRVbW/rtccCN97nZmu01OGYZguBhHhxx+djjEDitkDm1qz2LSrxf/8y3NmYET/usBxg/vUYtaYhsC2Dx00AgBw/P5D/G1RcVYPvPYeHnh9g//5mjOn4bjJgzEjb5y1tuVwy3OrSzwrZl9jmhRZJyoWL4rLZLe5NRtIz1zOZNF1ciuvy1TuRN21bV1b7VnHSm0rrRqkjm/81ZiXlCF5hasUUK4vSv5oWhcrJC2s0YxhlHTTwYhXywUN1bagoeo6nh2YvKKU2KGOirGyGfu2PlSzv64vggCWAjIMwzB5+qaSuPNzh+HUA4dhUO+awL5Ljp2AE6YO1R4nywFr4jGcdKD3+QNTiobV0+9s8eUcKo8v3oSv/eUN//MHDxqOIycOAhHh0uMm+NvvfGktdjRFSwqZzoNrVkA5hkGdTDdLyStMcT/1yjFy0ox6w0TdtT5buZp4cRHZtpxARlo4Gwiev2swvaltXVvB+kuPgZHbalKSV6hrfrnUESP48ZquYwgE17EKXC/FYM5kc8hkixLPGmOWweB2eQwLTWWy4evV5HD+tvNSY/1k4629178auJ6L97ljYqyCY9jmPIbyvoRmEfL29SmhfDb/lnWldaw65ooyDMP0YMYMrMcNn54FANiyuwVLN+5CIhbD4eMHGI8546DhuPaxd9DSlsMHDxrur711wPC+GNynFlt2t6CxKYN/vvEezpwx0l+xHgBeXLkNl9690De69h/aBz88a7q//6SpQzFpSG8s37wHe1uz+MG/l+AX58wItL+zKYO+dQlf7sV0HkyTIuc4Fce4H1UyZoztKkPiZytXkCDtyUtYmzPZgFS2LCmYoW1dW+XUb2orNG5lxITV1xS/hyVlBTRIAVWD2STxVEka4r6ICPU1CX8M0+r1ckiN7pp6uxRvi2v9laaUNOIdlhWwTHmqre+V7JPaD9XYU2MOOzNsWDEMw3Qgg/vUYnCfwZHlRjXU474vHIG3NuzEh2eM8LfHYoTjJg/GXxasBwB89c9v4DePL8dZM0cik83hvcZmPLZ4E1rbvLfGYwbU447PzUG/+mSgjq+dPBmX3LkQAPDXBetx4tQhOHXacLRlc/jeP97CPa+8iznjBuCuzx8WmCRd98RybG9qxcXHjMfwfkEJI9MxBKRqNsNKzkYWmkwXvQomOVX4GLd2TfWF4oMsRkZKMnbSrdnAot6mftiIkmfJbbU3eYUtNs1VWiiXM/0dVV9ACmiJtzNJPFVUr4Fap2yc9jFdrzJkoqnAfegWH6QSklZW0aCxtWWSeFYb2xjajH35ONfvmiu25BVqW10peQUbVgzDMJ2UGaP7+/FQMuceOhp/f+09P0Pbmm1N+PXjy0PlhvSpxV0XHYYhmsWMT502HGcePAL/yMdgffv+RThwRD98/8HFeHzJJgDAK2u246FF7+PMg0cCAHY2Z3DTM6uwu6UNd760Fn+/9EhMG9mvYufLuJF2lAKa4qDSymTaxcMUPsacQtpUX20iBqJipkvbG/A6S9yOS99D9SnlahOy0Rlsy9XQcGnLdaxtdcj9K2UM5YB/U2a6UgxJeS0hIvMYpluDUkCX9PW1isTMdF+nW7NlpcPvjB4rWeJZbcodQ9v3vL3YYqzCUsCu47HqOiYgwzAMAwCYPW4A/vPfx+Azc8ehT0r/fmxo31rc8bnDMFpKnKFy9ZnTMLyfZ3Q1NmVw0q+e9o2qAn98fo3/9+0vrPEzDI4ZUI8Dhvdt55kw5dDkaFiZ9jW1ZtGUaTMeZzymjHZl1Cxj9gldsG0ZUz9sqKmcZblbeGwqt45VaNxcpYCGeJPQGDomrzDV15QxX9dQfYqhZhxD6d4C1AWt9dNO23mpdZc1nhaPZaWxtaXe/x0ltbaOYSeRAtraUtdQ68ywx4phGKYLMnFIb1z14QPxzVOn4ME3N2DR+p1o6FWDUf3rMLKhDrPGNkS+be9Xl8Qvz5mB829+GQCQluRhhbfir7+7AwvXNWLKsD649fliBsFLj5sYiOtiOg6ThyGcRMKWvCI6eN0mBTTVbauvsK8wqbOVq5PqVz1W5SQvkPsYWtBYaau9ySts41aWYaUJ8i+Moa2+gMfKMRmE2lagvrg+GYZ6nJrJ0bX++pq4X9a9v27j2RmTV9jGopp9KmUMbd/z9vdJWSDY8h3tdh4rIjqAiJ4goiYi2kBEVxNR5AgTUT8i+iMRNRLRTiK6i4gGKmVqiOhKIlpBRM35/79PRLXlnhTDMExPoa4mjo/PHo1rzpqGK06ajI8fOhpHThzkLGGaO3EQLjpqv8C2b546BR89ZJT/+Y/Pr8HdL69DY1MGADCqoQ4fPngE9iXteC4dSESP5o/bSkS/J6LemnIDiehGItqYfzYtJaILlDKRz7hqEEw2IE18bHK3kBRIirFyiHtRJWPyMQV5WlR96j570LwsLTNP1MtZFyosQSq21dSSRUtbcWxUiVqpbYWkduVIAZPm2CZ78gq9R0k+p5a2HJpa9BLPcH3FfbYxLFe6aToveXs6kytLWllKbFp7sbUVXKup47ww5Y6h671WDjb5pzqGXcmwijSXiagBwOMAFgM4E8AEAL+EZ5R9N+Lw+wBMBnARgByAnwJ4AMDRUpmfALgkX9drAA4B8AMA/QF8xf1UGIZhmHL4+in7Y932Jrz+7g58/eT98fFDR+PtDTvx13yCjIcWvY8XV271y3/h2An7NJi43OcSEfUD8CSAdwCcC2AggJ8BGA7gLKlcXwDPANgD4DIAWwEcAKBGqdLlGVdxTOsCBRMyxAIexXK8KGomsbTBU1aQcbl4UVxlbGrbMi7rIpXSrryvUVp6QB1DV6zjVpZh5S6ZkqkxZAUsXK/CuMrnbK9Pb6ipn9MWD6M9rs4gmYvIYuiC7ZpXGmt2TktK8WpSrhfV5hFvL7EYIZWM+S95TL9lQPeTAl4CoA7A2UKIXQAeyz90riKin+W3hSCiIwCcDOBYIcQz+W3vAXiZiE4UQjyeL3o+gN8LIa7Nf55HRCMBfBJsWDEMw1SdVDKOmy6YHdh24Ih+OGy/AXh59XZkcwJb93iTryF9anHOrFG6ajqSsp5LAC7NH/chIcQOACCibQD+SUSzhRDz8+W+A6AWwGwhRHN+2zy5ohKecRXHZR0r28TXNWV1KccEDKsyJs+2ciEpYAVirEz7XI0M17ZC41aWFNDcX6sU0BBjVfisNazKkBaqn5uV5BWuyTFcDJBKpK8v5bhyKCXGqqOwjuE+irEq1OkbVoa24jHqUrJzF8PqNACPKA+qe+G9mTsWwIOW4zYVHjgAIIR4hYhW5/cVHjpJADuVY3cA6DqjyDAM0w357JH74eXV2wPbPn/0+KrKaBwp97l0MID5BaMqz2MABIAzABQMq88C+LVkVJn64PKMqzimwHObbEfe9+rq7U5yOlmqk87k8Oqa4r3gmoFQpZxyTy3bgl3NxYQIa7c3OdXh2q6875l3thrLuSLXt3jDLmzbW7qx5ppi3TU9ui0Dm3zO9vr06dvVz/OWbcbO5oz/ed22JuNxpj7Z0sPPl+7DcqSgAJBKdJxhJbdlk7tVk3LHsNr9rUvG0YhMqH653a60hhXgZlhNgSed8BFCrCOipvw+0wNsCoClmu1L8vsK3AzgC0T0BIA3AMwE8EUAv3XoG8MwDFMlTjpgKEY11GF9o2df9K9P4vzDxuzjXgEo/7mUAtCqbGuDJ+ObCgBEtB+AIQB2ENFDAE6E9/LvDgDfEkIUjnd9xlUcWWolr4NjWyxY3vfE0s3+37WJGOKGiUssFpSMPb6keJwuoYKp7faW++uC9b4sVaWc5AW2sZGzYpbr1ZDrW7huR2BfOf11TYagIi/oG042oT9na31x/b2mfrZdL1syEFPygniMUJuI+bFv8n1YTvKSciWerrhKcquZQEOl3DGUv+fV6K9pPOTtXWkNK8AteUUDPA+SSmN+X3uP+xaAvwF4DsBueLr2+4UQVzv0jWEYhqkS8Rjh4mPG+58/f/R49KrtFMlky30urQAwg4iS0rZZAOIABuQ/D8v//zMA7wE4FcCP4L3w+0F7+kBEFxPRfCKav2XLFks37Ziy840b2AupfBKBKUoq/KmG1Pim7cX9fZy2F+pJJWMYN7CXpb5ie1OG6et26ZdLWzJThhXrU+sud2xc2pIZ1jeF/nVJ7T5b22p9rmO4f4XPefLQPsZy7tfLvPyD7bzae40a6pMYll/Pr9zr6oqtLfl7o35Hq43pvG39CPbXfK+1t091yTjGSveGPIaTh4ZyC3VqOsMT8n8AfApegPCbAGYAuIaItgkhrtQdQEQXA7gYAMaM6RRvTxmGYbolnz58LGriMWRyAp+c0+V/b/8AL3b3OiK6Cl7yit8ByMLzWgFFGfrbQojP5/9+koj6APgOEV0lhGhCGQghbgJwEwDMnj1blHcKwPlzxmBvfpHPlCTX61efxG2fnYNXVm/HJw4dHTjm6EmD8ItzZmDB2qIEqG8qifMirum1Hz8Y97yyDrvSRWnXIWMacOzkwYFy3z1jKiYO6Y05+w1AQy81x0eRLx43Af3qkhg/qBcmDTVP1D42axTasgJLN+rD5RKxGM44aLi1LZmJQ3rjpk/Pwqqte0PnrGtrcO9afOrwsU51m9qat2wLPJUpUJuI42OzRgXkeTaOyV+vPekMPqbENMpjOHGIeQzPPmQkMtkc6mviOGbSoMC+750xFfsNrMeWPS3+tv2H9gm1pTsv3Rh+9JBRyLTlsGzTbu2xhevVv958vS49fgL61+vP69fn6u9D9bxMJOIx3Pxfs/HY4k34yMyRTseUi62tiUP6+GPY0d7/csbwmEmD8fOPHYSm1qz13iiXKz94ACYP7YM5+w0I3BvyGJ59SHWvV6UhIey/7US0GcD1QojvK9v3ArhKCPFzw3H3ARgshDhe2f5vABBCnEFEgwBsAPAlIcQfpDJfgCcFHCmE2AwLs2fPFvPnz7cVYRiGYToZRLRACDE7uqT22LKeS/kyFwL4FYC+8IypmwAcCuAtIcRniGgqvGyDPxFCfFs67igAzwI4SAixyOUZZzsHfnYxDMN0PaKeXS6vTpZC0YsT0WgA9dDry43H5ZF16ePhJa94XSnzGjxvWnmvixiGYZjuTLnPJQghbgUwFMBBAEYA+DKAiQBeyhdZCS8OSw3CKHwueLZcnnEMwzBMD8LFsHoYwCl5GUSBcwE0A3g64rhh+bd8AAAimg3PmHo4v2lt/v9DlGNn5f9f49A/hmEYpmdR7nMJACCESAshFgkhNsGTosfgrUmFfHKKxwAcrxx2AoAmeHFahT5EPeMYhmGYHoRLjNUNAC4HcD8R/RTeQ+MqANfKqW6JaAWAp4UQnwMAIcSLRPQogNuJ6OsoLp74XGF9DyHEJiJ6AMBPiSgFL8bq4Hz9fxFClB/dyzAMw3RXynou5de6+n/wkiS1wTOevgbg80IIOa/81QCeI6I/ArgHnnfrWwCuEUK0AG7POIZhGKZnEWlYCSEaiegEeDFPD8LLgvQreA8xtS41F+O5+bK3wnsj+C94D0OZ/wJwZX77CHhZmG4EcE0J58EwDMP0ENrxXMrCW9Lj8/AWCn4LwDlCiAeU+l8hog8B+DG8Rew3A/hh/rOMyzOOYRiG6SFEJq/o7HAAMMMwTNejPckrugP87GIYhul6VCJ5BcMwDMMwDMMwDGOBDSuGYRiGYRiGYZh2woYVwzAMwzAMwzBMO2HDimEYhmEYhmEYpp2wYcUwDMMwDMMwDNNOunxWQCLaguJCw+UwCMDWCnWnO8DjUYTHIgiPRxEeiyDljMdYIcTganSmK1CBZxfA96EMj0UQHo8iPBZBeDyKVPzZ1eUNq/ZCRPN7cspfFR6PIjwWQXg8ivBYBOHx2DfwuBfhsQjC41GExyIIj0eRaowFSwEZhmEYhmEYhmHaCRtWDMMwDMMwDMMw7YQNK+Cmfd2BTgaPRxEeiyA8HkV4LILweOwbeNyL8FgE4fEowmMRhMejSMXHosfHWDEMwzAMwzAMw7QX9lgxDMMwDMMwDMO0EzasGIZhGIZhGIZh2kmPNayI6AAieoKImohoAxFdTUTxfd2vakJE5xDRP4noPSLaQ0QLiOg8TbnPE9FyIkrny5ywL/rbkRDRyPyYCCLqLW0nIvoOEb1LRM1E9AwRHbwv+1otiChBRN/KX/sWIlpPRL9SyvSk8fgEES3M3xfvEdHtRDRCKdPtxoOIJhLRjUT0JhFliegpTRmn8+6Jv7PVpqeOKT+/zPDzi59fMvzs2rfPrh5pWBFRA4DHAQgAZwK4GsDXAHx/X/arA7gCwB4AXwXwYQDzANxNRJcVCuQfVDcAuB3AaQDeBvAvIprW8d3tUH4Ob2xUvgXgewB+CuBD+TKPE9GwDuxbR3EbgMsB/ALAyfDOvVkp0yPGg4g+DOAeAC/A+434JoBjAPybiOTfze44HgcCOB3AMgDvGMpEnncP/p2tGj18TPn5ZYafX/z8AsDPLnSGZ5cQosf9A/BtAI0A+krbvgGgSd7W3f4BGKTZdjeA1dLnZQBulT7HACwCcOe+7n8Vx+UYANsBfD3/Reqd354CsBPAlVLZXgC2APjBvu53hcfgVAAZAAdYyvSk8bgXwAJl24fz98fU7jweAGLS338F8FQ590FP/Z2t8rXpsWPKzy/juPDzi59f8nnys0vs22dXj/RYwXuT9YgQYpe07V4AdQCO3Tddqj5CiK2aza8BGAEARDQewGQA90nH5AD8Bd6YdTvyrt3r4L2RUMdnLoC+CI7HXgAPovuNx4UAnhRCLLaU6UnjkYT3AyyzI/8/5f/vluOR/87bcD3vHvk7W2V67Jjy8ysMP798+PlVhJ9dZjrk2dVTDaspAJbKG4QQ6+BZo1P2SY/2HUeg6DItnPtSpcwSAAOIaHCH9arjuARALYDrNfumAMgCWK5sX4Lud58cBuAdIvotEe3K64rvV3TZPWk8bgVwNBFdQER9iWgygB8g+PDuSeMh43re/DtbeXhMg/Dzi59fAD+/ZPjZZaZDnl091bBqQNGCl2nM7+sR5IN6zwLwy/ymwrmrY9Oo7O8WENFAANcAuEIIkdEUaQCwRwiRVbY3Aqgnoppq97EDGQbgMwAOBvAJAJ8FMAvA34mo8Jarx4yHEOLf8MbjJnhv/5YBiAP4qFSsx4yHgut58+9s5eExzcPPL35+SfDzKw8/u6x0yLMr0a4uMl0WIhoHT5/+DyHEbfu0M/uOHwJ4SQjx0L7uSCeA8v/OFEJsAwAieh/A0wA+AOCJfdi3DoeIjocXBP8bpv9kwgAABn1JREFUAA8DGArgKngP6hM1P8wMw3QQ/PwCwM8vGX5+5eFn176npxpWjQD6abY3oPh2q9tCRAPgfeHWAviktKtw7v0QtNYblP1dHiI6EJ4u+xgi6p/fXJ//vx8RZeGdb28iiis/Rg0AmoQQrR3X46rTCGBV4aGU5zkArQAOgPdg6knj8UsA/xRCfLOwgYhehycPOBPA/ehZ4yHjet49+ne2SvT4MeXnFz+/NPDzqwg/u8x0yLOrp0oBl0LRSRLRaHg/TKo+u1tBRPUA/gWgBsAHhRBN0u7Cuasa0ikAtgshtnRAFzuKSfCCPF+E90VpRFGnvh5eQPBSeC70icqxIf1tN2AJioGtMgSgEBDak8ZjCoDX5Q1CiGXw0vdOyG/qSeMh43rePfZ3tor06DHl55cPP7+C8POrCD+7/n979xciVRUHcPz7ywXLyijD/pCwiUVlCRqFRCykUSb5YFmR+RBERRgZBFFUaH+wLHpLxXqRCsqH0gfLakkKpU2IrKBIkPxXLVpGGpGFenq4Z+k67rJjc3dGd74fuMycc8/dOefM7P1xZs49d2BNiV3tOrBaB9wYEaeX8u6g+OB92poqDb2I6KBYIekiYEZKaU95f0rpB4oLgW8rHXNSTq9rYlWbYSNwXc22JO+bSXFfkM+A/RzZH6Mo7n0w3PpjLXBFRJxdyuuiCN5f53Q79ccOYEo5IyIupVgVaHvOaqf+KKu33W15nh1ibdunxq8jGL+OZPz6j7FrYM2JXa1ed74VG8XPeb1AN3A9cB/FTcJO2PX762z3qxT3MngImFqzjcxl7qRYNeVJipP1yvxhurzV9W9C/9xN6T4gOe9xipVg5gPTgfcolrU9p9X1rbjto4GdFN+AzgLmAruA7ppy7dIfCyi+6Xw5nyPuorgIeBtw6nDuD4pv5ebkrYfiJqt96VH1trtdz7ND/N60bZ8avwbtH+OX8cvYdRzErpZ3RAvfgMuA9fmk20uxus6IVtdriNu8PZ94+9s6S+XuBbYCfwNfAtNbXfcm9U9/gSmAJyimV/wFbAAmt7quQ9T+CcD7wJ8UU0tWAmfWlGmL/sjtfAD4JvfHT8AqYPxw7w+gc7DzRL3tbsfzbBPen7bsU+PXoP1j/DJ+GbuOg9gV+Q9IkiRJkv6ndr3GSpIkSZIq48BKkiRJkhrkwEqSJEmSGuTASpIkSZIa5MBKkiRJkhrkwEqSJEmSGuTASqpARCyKiDTANq8F9UkR8WCzX1eSdOIwdknV6mh1BaRhZB8wo5/8rc2uiCRJdTJ2SRVxYCVV52BK6fNWV0KSpGNg7JIq4lRAqQkiojNPcZgbEW9ExB8RsSciFvZTdlpEbIqIAxGxOyKWRcRpNWXGRMSKiOjN5bZExMM1f2pERCyOiF/yay2NiJFD2lBJ0rBh7JKOjb9YSRWKiKP+p1JKB0vJl4C1wBygC1gYEb+mlJbm4ycCHwDdwK3AOOAFYDx5qkZEnAJ8AowFnga+BybkrewRYD0wD5gEPA/sAF5svKWSpOHC2CVVI1JKra6DdMKLiEXAUd/gZRfmx21Ad0rphtJxrwEzgXEppcMR8TZwJXBJSulQLnM7sAq4JqXUExH3A8uBKSmlrwaoTwI2pJS6SnlrgHNTSlMbaKokaZgwdknVciqgVJ19wFX9bD+XyqyuOeZd4Hzggpy+GljdF5iyd4CDwLU5PQ3YPFBgKvmoJv1d6XUkSQJjl1QZpwJK1TmYUvqivx0R0fd0T82uvvR5wM78uLtcIKV0KCL2AmflrDFAbx31+b0m/Q9wch3HSZLah7FLqoi/WEnNNXaAdG/p8YgyETGCIiD9lrP2UgQxSZKawdgl1cGBldRcs2vSt1AEpB9zehMwOwekcpkOYGNOfwxMjohJQ1lRSZIyY5dUB6cCStXpiIj+Lq7dVXo+MSJWUMw97wLuARaklA7n/c8Bm4E1EbGcYl75EuDDlFJPLvM6MB/4KF94vIXiIuOLU0qPVdwmSdLwZuySKuLASqrOGUBPP/lPAW/m548CN1MEpwPAs8ArfQVTSt9GxE3AYoqLg/cDb+Xj+sociIhpFEvZPgOMBrYDy6ptjiSpDRi7pIq43LrUBBHRSbFk7ayU0trW1kaSpMEZu6Rj4zVWkiRJktQgB1aSJEmS1CCnAkqSJElSg/zFSpIkSZIa5MBKkiRJkhrkwEqSJEmSGuTASpIkSZIa5MBKkiRJkhr0L5axsxYXYR6TAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/home/vahid/github/pyml-book-3rd-edition/ch13/ch13-cls-learning-curve.pdf\n" - ] - } - ], - "source": [ - "hist = history.history\n", - "\n", - "fig = plt.figure(figsize=(12, 5))\n", - "ax = fig.add_subplot(1, 2, 1)\n", - "ax.plot(hist['loss'], lw=3)\n", - "ax.set_title('Training loss', size=15)\n", - "ax.set_xlabel('Epoch', size=15)\n", - "ax.tick_params(axis='both', which='major', labelsize=15)\n", - "\n", - "ax = fig.add_subplot(1, 2, 2)\n", - "ax.plot(hist['accuracy'], lw=3)\n", - "ax.set_title('Training accuracy', size=15)\n", - "ax.set_xlabel('Epoch', size=15)\n", - "ax.tick_params(axis='both', which='major', labelsize=15)\n", - "plt.tight_layout()\n", - "plt.savefig('ch13-cls-learning-curve.pdf')\n", - "\n", - "plt.show()\n", - "\n", - "! echo $PWD/ch13-cls-learning-curve.pdf" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Evaluating the trained model on the test dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test loss: 0.0692 Test Acc.: 0.9800\n" - ] - } - ], - "source": [ - "results = model.evaluate(ds_test.batch(50), verbose=0)\n", - "print('Test loss: {:.4f} Test Acc.: {:.4f}'.format(*results))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Saving and reloading the trained model" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "model.save('iris-classifier.h5', \n", - " overwrite=True,\n", - " include_optimizer=True,\n", - " save_format='h5')" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "fc1 (Dense) (None, 16) 80 \n", - "_________________________________________________________________\n", - "fc2 (Dense) (None, 3) 51 \n", - "=================================================================\n", - "Total params: 131\n", - "Trainable params: 131\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], - "source": [ - "model_new = tf.keras.models.load_model('iris-classifier.h5')\n", - "\n", - "model_new.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test loss: 0.0692 Test Acc.: 0.9800\n" - ] - } - ], - "source": [ - "results = model_new.evaluate(ds_test.batch(50), verbose=0)\n", - "print('Test loss: {:.4f} Test Acc.: {:.4f}'.format(*results))" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Training Set: 100 Test Set: 50\n" - ] - } - ], - "source": [ - "labels_train = []\n", - "for i,item in enumerate(ds_train_orig):\n", - " labels_train.append(item[1].numpy())\n", - " \n", - "labels_test = []\n", - "for i,item in enumerate(ds_test):\n", - " labels_test.append(item[1].numpy())\n", - "print('Training Set: ',len(labels_train), 'Test Set: ', len(labels_test))" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'{\"class_name\": \"Sequential\", \"config\": {\"name\": \"sequential\", \"layers\": [{\"class_name\": \"Dense\", \"config\": {\"name\": \"fc1\", \"trainable\": true, \"batch_input_shape\": [null, 4], \"dtype\": \"float32\", \"units\": 16, \"activation\": \"sigmoid\", \"use_bias\": true, \"kernel_initializer\": {\"class_name\": \"GlorotUniform\", \"config\": {\"seed\": null}}, \"bias_initializer\": {\"class_name\": \"Zeros\", \"config\": {}}, \"kernel_regularizer\": null, \"bias_regularizer\": null, \"activity_regularizer\": null, \"kernel_constraint\": null, \"bias_constraint\": null}}, {\"class_name\": \"Dense\", \"config\": {\"name\": \"fc2\", \"trainable\": true, \"dtype\": \"float32\", \"units\": 3, \"activation\": \"softmax\", \"use_bias\": true, \"kernel_initializer\": {\"class_name\": \"GlorotUniform\", \"config\": {\"seed\": null}}, \"bias_initializer\": {\"class_name\": \"Zeros\", \"config\": {}}, \"kernel_regularizer\": null, \"bias_regularizer\": null, \"activity_regularizer\": null, \"kernel_constraint\": null, \"bias_constraint\": null}}]}, \"keras_version\": \"2.2.4-tf\", \"backend\": \"tensorflow\"}'" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "model.to_json()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Choosing activation functions for multilayer neural networks\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Logistic function recap" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "P(y=1|x) = 0.888\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "\n", - "X = np.array([1, 1.4, 2.5]) ## first value must be 1\n", - "w = np.array([0.4, 0.3, 0.5])\n", - "\n", - "def net_input(X, w):\n", - " return np.dot(X, w)\n", - "\n", - "def logistic(z):\n", - " return 1.0 / (1.0 + np.exp(-z))\n", - "\n", - "def logistic_activation(X, w):\n", - " z = net_input(X, w)\n", - " return logistic(z)\n", - "\n", - "print('P(y=1|x) = %.3f' % logistic_activation(X, w)) " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Net Input: \n", - " [1.78 0.76 1.65]\n", - "Output Units:\n", - " [0.85569687 0.68135373 0.83889105]\n" - ] - } - ], - "source": [ - "# W : array with shape = (n_output_units, n_hidden_units+1)\n", - "# note that the first column are the bias units\n", - "\n", - "W = np.array([[1.1, 1.2, 0.8, 0.4],\n", - " [0.2, 0.4, 1.0, 0.2],\n", - " [0.6, 1.5, 1.2, 0.7]])\n", - "\n", - "# A : data array with shape = (n_hidden_units + 1, n_samples)\n", - "# note that the first column of this array must be 1\n", - "\n", - "A = np.array([[1, 0.1, 0.4, 0.6]])\n", - "Z = np.dot(W, A[0])\n", - "y_probas = logistic(Z)\n", - "print('Net Input: \\n', Z)\n", - "\n", - "print('Output Units:\\n', y_probas) " - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted class label: 0\n" - ] - } - ], - "source": [ - "y_class = np.argmax(Z, axis=0)\n", - "print('Predicted class label: %d' % y_class) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Estimating class probabilities in multiclass classification via the softmax function" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Probabilities:\n", - " [0.44668973 0.16107406 0.39223621]\n" - ] - }, - { - "data": { - "text/plain": [ - "1.0" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def softmax(z):\n", - " return np.exp(z) / np.sum(np.exp(z))\n", - "\n", - "y_probas = softmax(Z)\n", - "print('Probabilities:\\n', y_probas)\n", - "\n", - "np.sum(y_probas)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Broadening the output spectrum using a hyperbolic tangent" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "def tanh(z):\n", - " e_p = np.exp(z)\n", - " e_m = np.exp(-z)\n", - " return (e_p - e_m) / (e_p + e_m)\n", - "\n", - "z = np.arange(-5, 5, 0.005)\n", - "log_act = logistic(z)\n", - "tanh_act = tanh(z)\n", - "plt.ylim([-1.5, 1.5])\n", - "plt.xlabel('Net input $z$')\n", - "plt.ylabel('Activation $\\phi(z)$')\n", - "plt.axhline(1, color='black', linestyle=':')\n", - "plt.axhline(0.5, color='black', linestyle=':')\n", - "plt.axhline(0, color='black', linestyle=':')\n", - "plt.axhline(-0.5, color='black', linestyle=':')\n", - "plt.axhline(-1, color='black', linestyle=':')\n", - "plt.plot(z, tanh_act,\n", - " linewidth=3, linestyle='--',\n", - " label='Tanh')\n", - "plt.plot(z, log_act,\n", - " linewidth=3,\n", - " label='Logistic')\n", - "plt.legend(loc='lower right')\n", - "plt.tight_layout()\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([-0.9999092 , -0.99990829, -0.99990737, ..., 0.99990644,\n", - " 0.99990737, 0.99990829])" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.tanh(z)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "from scipy.special import expit\n", - "log_act = expit(z)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Rectified linear unit activation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Summary" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Appendix\n", - "\n", - "## Splitting a dataset: danger of mixing train/test examples" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{0, 1, 2, 3, 6, 7, 9, 10, 11, 13} {4, 5, 8, 12, 14}\n" - ] - } - ], - "source": [ - "## the correct way:\n", - "ds = tf.data.Dataset.range(15)\n", - "ds = ds.shuffle(15, reshuffle_each_iteration=False)\n", - "\n", - "\n", - "ds_train = ds.take(10)\n", - "ds_test = ds.skip(10)\n", - "\n", - "ds_train = ds_train.shuffle(10).repeat(10)\n", - "ds_test = ds_test.shuffle(5)\n", - "ds_test = ds_test.repeat(10)\n", - "\n", - "set_train = set()\n", - "for i,item in enumerate(ds_train):\n", - " set_train.add(item.numpy())\n", - "\n", - "set_test = set()\n", - "for i,item in enumerate(ds_test):\n", - " set_test.add(item.numpy())\n", - "\n", - "print(set_train, set_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14} {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}\n" - ] - } - ], - "source": [ - "## The wrong way:\n", - "ds = tf.data.Dataset.range(15)\n", - "ds = ds.shuffle(15, reshuffle_each_iteration=True)\n", - "\n", - "\n", - "ds_train = ds.take(10)\n", - "ds_test = ds.skip(10)\n", - "\n", - "ds_train = ds_train.shuffle(10).repeat(10)\n", - "ds_test = ds_test.shuffle(5)\n", - "ds_test = ds_test.repeat(10)\n", - "\n", - "set_train = set()\n", - "for i,item in enumerate(ds_train):\n", - " set_train.add(item.numpy())\n", - "\n", - "set_test = set()\n", - "for i,item in enumerate(ds_test):\n", - " set_test.add(item.numpy())\n", - "\n", - "print(set_train, set_test)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Splitting a dataset using `tfds.Split`" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'features': , 'label': }\n", - "\n", - "{'features': , 'label': }\n", - "(, )\n", - "Training Set: 116 Test Set: 34\n", - "10 12 12\n", - "Training Set: 116 Test Set: 34\n", - "10 12 12\n", - "Training Set: 116 Test Set: 34\n", - "10 12 12\n", - "Training Set: 116 Test Set: 34\n", - "10 12 12\n", - "Training Set: 116 Test Set: 34\n", - "10 12 12\n" - ] - } - ], - "source": [ - "\n", - "##--------------------------- Attention ------------------------##\n", - "## ##\n", - "## Note: currently, tfds.Split has a bug in TF 2.0.0 ##\n", - "## ##\n", - "## I.e., splitting [2, 1] is expected to result in ##\n", - "## 100 train and 50 test examples ##\n", - "## ##\n", - "## but instead, it results in 116 train and 34 test examples ##\n", - "## ##\n", - "##--------------------------------------------------------------##\n", - "\n", - "import tensorflow as tf\n", - "import tensorflow_datasets as tfds\n", - "import numpy as np\n", - "\n", - "## method 1: specifying percentage:\n", - "#first_67_percent = tfds.Split.TRAIN.subsplit(tfds.percent[:67])\n", - "#last_33_percent = tfds.Split.TRAIN.subsplit(tfds.percent[-33:])\n", - "\n", - "#ds_train_orig = tfds.load('iris', split=first_67_percent)\n", - "#ds_test = tfds.load('iris', split=last_33_percent)\n", - "\n", - "\n", - "## method 2: specifying the weights\n", - "split_train, split_test = tfds.Split.TRAIN.subsplit([2, 1])\n", - "\n", - "ds_train_orig = tfds.load('iris', split=split_train)\n", - "ds_test = tfds.load('iris', split=split_test)\n", - "\n", - "print(next(iter(ds_train_orig)))\n", - "print()\n", - "print(next(iter(ds_test)))\n", - "\n", - "\n", - "ds_train_orig = ds_train_orig.shuffle(100, reshuffle_each_iteration=True)\n", - "ds_test = ds_test.shuffle(50, reshuffle_each_iteration=False)\n", - "\n", - "ds_train_orig = ds_train_orig.map(\n", - " lambda x: (x['features'], x['label']))\n", - "\n", - "ds_test = ds_test.map(\n", - " lambda x: (x['features'], x['label']))\n", - "\n", - "print(next(iter(ds_train_orig)))\n", - "\n", - "\n", - "for j in range(5):\n", - " labels_train = []\n", - " for i,item in enumerate(ds_train_orig):\n", - " labels_train.append(item[1].numpy())\n", - "\n", - " labels_test = []\n", - " for i,item in enumerate(ds_test):\n", - " labels_test.append(item[1].numpy())\n", - " print('Training Set: ',len(labels_train), 'Test Set: ', len(labels_test))\n", - "\n", - " labels_test = np.array(labels_test)\n", - "\n", - " print(np.sum(labels_test == 0), np.sum(labels_test == 1), np.sum(labels_test == 2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "
\n", - "
\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "---\n", - "\n", - "Readers may ignore the next cell." - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[NbConvertApp] Converting notebook ch12.ipynb to script\n", - "[NbConvertApp] Writing 19212 bytes to ch12.py\n" - ] - } - ], - "source": [ - "! python ../.convert_notebook_to_script.py --input ch13.ipynb --output ch13.py" - ] - } - ], - "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": "3.7.4" - }, - "toc-showmarkdowntxt": false, - "toc-showtags": false - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/ch13/ch13_part1.ipynb b/ch13/ch13_part1.ipynb new file mode 100644 index 00000000..932530cc --- /dev/null +++ b/ch13/ch13_part1.ipynb @@ -0,0 +1,2964 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Python Machine Learning 3rd Edition* by [Sebastian Raschka](https://sebastianraschka.com) & [Vahid Mirjalili](http://vahidmirjalili.com), Packt Publishing Ltd. 2019\n", + "\n", + "Code Repository: https://github.com/rasbt/python-machine-learning-book-3rd-edition\n", + "\n", + "Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Chapter 13: Parallelizing Neural Network Training with TensorFlow (Part 1/2)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sebastian Raschka & Vahid Mirjalili \n", + "last updated: 2019-10-26 \n", + "\n", + "numpy 1.16.4\n", + "scipy 1.2.1\n", + "matplotlib 3.1.0\n", + "tensorflow 2.0.0\n" + ] + } + ], + "source": [ + "%load_ext watermark\n", + "%watermark -a \"Sebastian Raschka & Vahid Mirjalili\" -u -d -p numpy,scipy,matplotlib,tensorflow" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## TensorFlow and training performance" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Performance challenges" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### What is TensorFlow?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### How we will learn TensorFlow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## First steps with TensorFlow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Installing TensorFlow" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#! pip install tensorflow" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TensorFlow version: 2.0.0\n" + ] + } + ], + "source": [ + "import tensorflow as tf\n", + "print('TensorFlow version:', tf.__version__)\n", + "import numpy as np\n", + "\n", + "np.set_printoptions(precision=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.0.0\r\n" + ] + } + ], + "source": [ + "! python -c 'import tensorflow as tf; print(tf.__version__)'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating tensors in TensorFlow" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor([1 2 3], shape=(3,), dtype=int32)\n", + "tf.Tensor([4 5 6], shape=(3,), dtype=int32)\n" + ] + } + ], + "source": [ + "a = np.array([1, 2, 3], dtype=np.int32)\n", + "b = [4, 5, 6]\n", + "\n", + "t_a = tf.convert_to_tensor(a)\n", + "t_b = tf.convert_to_tensor(b)\n", + "\n", + "print(t_a)\n", + "print(t_b)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(False, True)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tf.is_tensor(a), tf.is_tensor(t_a)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TensorShape([2, 3])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t_ones = tf.ones((2, 3))\n", + "\n", + "t_ones.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 1., 1.],\n", + " [1., 1., 1.]], dtype=float32)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t_ones.numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor([1.2 5. 3.142], shape=(3,), dtype=float32)\n" + ] + } + ], + "source": [ + "const_tensor = tf.constant([1.2, 5, np.pi], dtype=tf.float32)\n", + "\n", + "print(const_tensor)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Manipulating the data type and shape of a tensor" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "t_a_new = tf.cast(t_a, tf.int64)\n", + "\n", + "print(t_a_new.dtype)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3, 5) --> (5, 3)\n" + ] + } + ], + "source": [ + "t = tf.random.uniform(shape=(3, 5))\n", + "\n", + "t_tr = tf.transpose(t)\n", + "print(t.shape, ' --> ', t_tr.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(5, 6)\n" + ] + } + ], + "source": [ + "t = tf.zeros((30,))\n", + "\n", + "t_reshape = tf.reshape(t, shape=(5, 6))\n", + "\n", + "print(t_reshape.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1, 2, 1, 4, 1) --> (1, 2, 4)\n" + ] + } + ], + "source": [ + "t = tf.zeros((1, 2, 1, 4, 1))\n", + "\n", + "t_sqz = tf.squeeze(t, axis=(2, 4))\n", + "\n", + "print(t.shape, ' --> ', t_sqz.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Applying mathematical operations to tensors" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "tf.random.set_seed(1)\n", + "\n", + "t1 = tf.random.uniform(shape=(5, 2), \n", + " minval=-1.0,\n", + " maxval=1.0)\n", + "\n", + "t2 = tf.random.normal(shape=(5, 2), \n", + " mean=0.0,\n", + " stddev=1.0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-0.27 -0.874]\n", + " [-0.017 -0.175]\n", + " [-0.296 -0.139]\n", + " [-0.727 0.135]\n", + " [-0.401 0.004]]\n" + ] + } + ], + "source": [ + "t3 = tf.multiply(t1, t2).numpy()\n", + "print(t3)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor([0.09 0.207], shape=(2,), dtype=float32)\n" + ] + } + ], + "source": [ + "t4 = tf.math.reduce_mean(t1, axis=0)\n", + "\n", + "print(t4)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-1.144 1.115 -0.87 -0.321 0.856]\n", + " [ 0.248 -0.191 0.25 -0.064 -0.331]\n", + " [-0.478 0.407 -0.436 0.022 0.527]\n", + " [ 0.525 -0.234 0.741 -0.593 -1.194]\n", + " [-0.099 0.26 0.125 -0.462 -0.396]]\n" + ] + } + ], + "source": [ + "t5 = tf.linalg.matmul(t1, t2, transpose_b=True)\n", + "\n", + "print(t5.numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-1.711 0.302]\n", + " [ 0.371 -1.049]]\n" + ] + } + ], + "source": [ + "t6 = tf.linalg.matmul(t1, t2, transpose_a=True)\n", + "\n", + "print(t6.numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1.046 0.293 0.504 0.96 0.383]\n" + ] + } + ], + "source": [ + "norm_t1 = tf.norm(t1, ord=2, axis=1).numpy()\n", + "\n", + "print(norm_t1)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.046, 0.293, 0.504, 0.96 , 0.383], dtype=float32)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sqrt(np.sum(np.square(t1), axis=1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Split, stack, and concatenate tensors" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.165 0.901 0.631 0.435 0.292 0.643]\n" + ] + }, + { + "data": { + "text/plain": [ + "[array([0.165, 0.901], dtype=float32),\n", + " array([0.631, 0.435], dtype=float32),\n", + " array([0.292, 0.643], dtype=float32)]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tf.random.set_seed(1)\n", + "\n", + "t = tf.random.uniform((6,))\n", + "\n", + "print(t.numpy())\n", + "\n", + "t_splits = tf.split(t, 3)\n", + "\n", + "[item.numpy() for item in t_splits]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.165 0.901 0.631 0.435 0.292]\n" + ] + }, + { + "data": { + "text/plain": [ + "[array([0.165, 0.901, 0.631], dtype=float32),\n", + " array([0.435, 0.292], dtype=float32)]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tf.random.set_seed(1)\n", + "t = tf.random.uniform((5,))\n", + "\n", + "print(t.numpy())\n", + "\n", + "t_splits = tf.split(t, [3, 2])\n", + "\n", + "[item.numpy() for item in t_splits]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1. 1. 1. 0. 0.]\n" + ] + } + ], + "source": [ + "A = tf.ones((3,))\n", + "B = tf.zeros((2,))\n", + "\n", + "C = tf.concat([A, B], axis=0)\n", + "print(C.numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1. 0.]\n", + " [1. 0.]\n", + " [1. 0.]]\n" + ] + } + ], + "source": [ + "A = tf.ones((3,))\n", + "B = tf.zeros((3,))\n", + "\n", + "S = tf.stack([A, B], axis=1)\n", + "print(S.numpy())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Building input pipelines using tf.data: The TensorFlow Dataset API" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating a TensorFlow Dataset from existing tensors " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "a = [1.2, 3.4, 7.5, 4.1, 5.0, 1.0]\n", + "\n", + "ds = tf.data.Dataset.from_tensor_slices(a)\n", + "\n", + "print(ds)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(1.2, shape=(), dtype=float32)\n", + "tf.Tensor(3.4, shape=(), dtype=float32)\n", + "tf.Tensor(7.5, shape=(), dtype=float32)\n", + "tf.Tensor(4.1, shape=(), dtype=float32)\n", + "tf.Tensor(5.0, shape=(), dtype=float32)\n", + "tf.Tensor(1.0, shape=(), dtype=float32)\n" + ] + } + ], + "source": [ + "for item in ds:\n", + " print(item)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "batch 1: [1.2 3.4 7.5]\n", + "batch 2: [4.1 5. 1. ]\n" + ] + } + ], + "source": [ + "ds_batch = ds.batch(3)\n", + "\n", + "for i, elem in enumerate(ds_batch, 1):\n", + " print('batch {}:'.format(i), elem.numpy())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Combining two tensors into a joint dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "tf.random.set_seed(1)\n", + "\n", + "t_x = tf.random.uniform([4, 3], dtype=tf.float32)\n", + "t_y = tf.range(4)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " x: [0.165 0.901 0.631] y: 0\n", + " x: [0.435 0.292 0.643] y: 1\n", + " x: [0.976 0.435 0.66 ] y: 2\n", + " x: [0.605 0.637 0.614] y: 3\n" + ] + } + ], + "source": [ + "ds_x = tf.data.Dataset.from_tensor_slices(t_x)\n", + "ds_y = tf.data.Dataset.from_tensor_slices(t_y)\n", + " \n", + "ds_joint = tf.data.Dataset.zip((ds_x, ds_y))\n", + "\n", + "for example in ds_joint:\n", + " print(' x: ', example[0].numpy(), \n", + " ' y: ', example[1].numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " x: [0.165 0.901 0.631] y: 0\n", + " x: [0.435 0.292 0.643] y: 1\n", + " x: [0.976 0.435 0.66 ] y: 2\n", + " x: [0.605 0.637 0.614] y: 3\n" + ] + } + ], + "source": [ + "## method 2:\n", + "ds_joint = tf.data.Dataset.from_tensor_slices((t_x, t_y))\n", + "\n", + "for example in ds_joint:\n", + " print(' x: ', example[0].numpy(), \n", + " ' y: ', example[1].numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " x: [-0.67 0.803 0.262] y: 0\n", + " x: [-0.131 -0.416 0.285] y: 1\n", + " x: [ 0.952 -0.13 0.32 ] y: 2\n", + " x: [0.21 0.273 0.229] y: 3\n" + ] + } + ], + "source": [ + "ds_trans = ds_joint.map(lambda x, y: (x*2-1.0, y))\n", + "\n", + "for example in ds_trans:\n", + " print(' x: ', example[0].numpy(), \n", + " ' y: ', example[1].numpy())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Shuffle, batch, and repeat" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " x: [0.976 0.435 0.66 ] y: 2\n", + " x: [0.435 0.292 0.643] y: 1\n", + " x: [0.165 0.901 0.631] y: 0\n", + " x: [0.605 0.637 0.614] y: 3\n" + ] + } + ], + "source": [ + "tf.random.set_seed(1)\n", + "ds = ds_joint.shuffle(buffer_size=len(t_x))\n", + "\n", + "for example in ds:\n", + " print(' x: ', example[0].numpy(), \n", + " ' y: ', example[1].numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Batch-x: \n", + " [[0.165 0.901 0.631]\n", + " [0.435 0.292 0.643]\n", + " [0.976 0.435 0.66 ]]\n", + "Batch-y: [0 1 2]\n" + ] + } + ], + "source": [ + "ds = ds_joint.batch(batch_size=3,\n", + " drop_remainder=False)\n", + "\n", + "batch_x, batch_y = next(iter(ds))\n", + "\n", + "print('Batch-x: \\n', batch_x.numpy())\n", + "\n", + "print('Batch-y: ', batch_y.numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 (3, 3) [0 1 2]\n", + "1 (1, 3) [3]\n", + "2 (3, 3) [0 1 2]\n", + "3 (1, 3) [3]\n" + ] + } + ], + "source": [ + "ds = ds_joint.batch(3).repeat(count=2)\n", + "\n", + "for i,(batch_x, batch_y) in enumerate(ds):\n", + " print(i, batch_x.shape, batch_y.numpy())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 (3, 3) [0 1 2]\n", + "1 (3, 3) [3 0 1]\n", + "2 (2, 3) [2 3]\n" + ] + } + ], + "source": [ + "ds = ds_joint.repeat(count=2).batch(3)\n", + "\n", + "for i,(batch_x, batch_y) in enumerate(ds):\n", + " print(i, batch_x.shape, batch_y.numpy())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 (2, 3) [2 1]\n", + "1 (2, 3) [0 3]\n", + "2 (2, 3) [0 3]\n", + "3 (2, 3) [1 2]\n", + "4 (2, 3) [3 0]\n", + "5 (2, 3) [1 2]\n", + "6 (2, 3) [1 3]\n", + "7 (2, 3) [2 0]\n", + "8 (2, 3) [1 2]\n", + "9 (2, 3) [3 0]\n", + "10 (2, 3) [3 0]\n", + "11 (2, 3) [2 1]\n", + "12 (2, 3) [3 0]\n", + "13 (2, 3) [1 2]\n", + "14 (2, 3) [3 0]\n", + "15 (2, 3) [2 1]\n", + "16 (2, 3) [2 3]\n", + "17 (2, 3) [0 1]\n", + "18 (2, 3) [1 2]\n", + "19 (2, 3) [0 3]\n", + "20 (2, 3) [0 1]\n", + "21 (2, 3) [2 3]\n", + "22 (2, 3) [3 2]\n", + "23 (2, 3) [0 1]\n", + "24 (2, 3) [3 0]\n", + "25 (2, 3) [1 2]\n", + "26 (2, 3) [1 3]\n", + "27 (2, 3) [2 0]\n", + "28 (2, 3) [2 1]\n", + "29 (2, 3) [0 3]\n", + "30 (2, 3) [2 3]\n", + "31 (2, 3) [0 1]\n", + "32 (2, 3) [3 1]\n", + "33 (2, 3) [2 0]\n", + "34 (2, 3) [3 2]\n", + "35 (2, 3) [1 0]\n", + "36 (2, 3) [3 0]\n", + "37 (2, 3) [2 1]\n", + "38 (2, 3) [0 2]\n", + "39 (2, 3) [3 1]\n" + ] + } + ], + "source": [ + "tf.random.set_seed(1)\n", + "\n", + "## Order 1: shuffle -> batch -> repeat\n", + "ds = ds_joint.shuffle(4).batch(2).repeat(20)\n", + "\n", + "for i,(batch_x, batch_y) in enumerate(ds):\n", + " print(i, batch_x.shape, batch_y.numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 (2, 3) [0 1]\n", + "1 (2, 3) [2 3]\n", + "2 (2, 3) [0 1]\n", + "3 (2, 3) [2 3]\n", + "4 (2, 3) [2 3]\n", + "5 (2, 3) [0 1]\n", + "6 (2, 3) [2 3]\n", + "7 (2, 3) [0 1]\n", + "8 (2, 3) [2 3]\n", + "9 (2, 3) [0 1]\n", + "10 (2, 3) [2 3]\n", + "11 (2, 3) [0 1]\n", + "12 (2, 3) [2 3]\n", + "13 (2, 3) [0 1]\n", + "14 (2, 3) [2 3]\n", + "15 (2, 3) [0 1]\n", + "16 (2, 3) [0 1]\n", + "17 (2, 3) [2 3]\n", + "18 (2, 3) [2 3]\n", + "19 (2, 3) [0 1]\n", + "20 (2, 3) [0 1]\n", + "21 (2, 3) [2 3]\n", + "22 (2, 3) [2 3]\n", + "23 (2, 3) [0 1]\n", + "24 (2, 3) [2 3]\n", + "25 (2, 3) [0 1]\n", + "26 (2, 3) [2 3]\n", + "27 (2, 3) [0 1]\n", + "28 (2, 3) [0 1]\n", + "29 (2, 3) [2 3]\n", + "30 (2, 3) [0 1]\n", + "31 (2, 3) [2 3]\n", + "32 (2, 3) [2 3]\n", + "33 (2, 3) [0 1]\n", + "34 (2, 3) [2 3]\n", + "35 (2, 3) [0 1]\n", + "36 (2, 3) [2 3]\n", + "37 (2, 3) [0 1]\n", + "38 (2, 3) [0 1]\n", + "39 (2, 3) [2 3]\n" + ] + } + ], + "source": [ + "tf.random.set_seed(1)\n", + "\n", + "## Order 2: batch -> shuffle -> repeat\n", + "ds = ds_joint.batch(2).shuffle(4).repeat(20)\n", + "\n", + "for i,(batch_x, batch_y) in enumerate(ds):\n", + " print(i, batch_x.shape, batch_y.numpy())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating a dataset from files on your local storage disk" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['images/cat-03.jpg', 'images/cat-01.jpg', 'images/cat-02.jpg', 'images/dog-02.jpg', 'images/dog-01.jpg', 'images/dog-03.jpg']\n" + ] + } + ], + "source": [ + "import pathlib\n", + "\n", + "imgdir_path = pathlib.Path('images')\n", + "\n", + "file_list = [str(path) for path in imgdir_path.glob('*.jpg')]\n", + "\n", + "print(file_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Image shape: (900, 742, 3)\n", + "Image shape: (900, 1200, 3)\n", + "Image shape: (900, 1200, 3)\n", + "Image shape: (800, 1200, 3)\n", + "Image shape: (800, 1200, 3)\n", + "Image shape: (900, 1200, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "fig = plt.figure(figsize=(10, 5))\n", + "for i,file in enumerate(file_list):\n", + " img_raw = tf.io.read_file(file)\n", + " img = tf.image.decode_image(img_raw)\n", + " print('Image shape: ', img.shape)\n", + " ax = fig.add_subplot(2, 3, i+1)\n", + " ax.set_xticks([]); ax.set_yticks([])\n", + " ax.imshow(img)\n", + " ax.set_title(file, size=15)\n", + " \n", + "# plt.savefig('ch13-catdot-examples.pdf')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0, 0, 0, 1, 1, 1]\n" + ] + } + ], + "source": [ + "labels = [1 if 'dog' in file else 0\n", + " for file in file_list]\n", + "print(labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "b'images/cat-03.jpg' 0\n", + "b'images/cat-01.jpg' 0\n", + "b'images/cat-02.jpg' 0\n", + "b'images/dog-02.jpg' 1\n", + "b'images/dog-01.jpg' 1\n", + "b'images/dog-03.jpg' 1\n" + ] + } + ], + "source": [ + "ds_files_labels = tf.data.Dataset.from_tensor_slices(\n", + " (file_list, labels))\n", + "\n", + "for item in ds_files_labels:\n", + " print(item[0].numpy(), item[1].numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(80, 120, 3) 0\n", + "(80, 120, 3) 0\n", + "(80, 120, 3) 0\n", + "(80, 120, 3) 1\n", + "(80, 120, 3) 1\n", + "(80, 120, 3) 1\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def load_and_preprocess(path, label):\n", + " image = tf.io.read_file(path)\n", + " image = tf.image.decode_jpeg(image, channels=3)\n", + " image = tf.image.resize(image, [img_height, img_width])\n", + " image /= 255.0\n", + "\n", + " return image, label\n", + "\n", + "img_width, img_height = 120, 80\n", + "\n", + "ds_images_labels = ds_files_labels.map(load_and_preprocess)\n", + "\n", + "fig = plt.figure(figsize=(10, 5))\n", + "for i,example in enumerate(ds_images_labels):\n", + " print(example[0].shape, example[1].numpy())\n", + " ax = fig.add_subplot(2, 3, i+1)\n", + " ax.set_xticks([]); ax.set_yticks([])\n", + " ax.imshow(example[0])\n", + " ax.set_title('{}'.format(example[1].numpy()), \n", + " size=15)\n", + " \n", + "plt.tight_layout()\n", + "#plt.savefig('ch13-catdog-dataset.pdf')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fetching available datasets from the tensorflow_datasets library" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: tensorflow-datasets in /home/raschka/miniconda3/lib/python3.7/site-packages (1.3.0)\n", + "Requirement already satisfied: tqdm in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (4.32.1)\n", + "Requirement already satisfied: protobuf>=3.6.1 in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (3.8.0)\n", + "Requirement already satisfied: numpy in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (1.16.4)\n", + "Requirement already satisfied: future in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (0.18.1)\n", + "Requirement already satisfied: attrs in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (19.1.0)\n", + "Requirement already satisfied: dill in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (0.3.1.1)\n", + "Requirement already satisfied: absl-py in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (0.7.1)\n", + "Requirement already satisfied: promise in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (2.2.1)\n", + "Requirement already satisfied: requests>=2.19.0 in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (2.21.0)\n", + "Requirement already satisfied: wrapt in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (1.11.2)\n", + "Requirement already satisfied: termcolor in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (1.1.0)\n", + "Requirement already satisfied: six in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (1.12.0)\n", + "Requirement already satisfied: tensorflow-metadata in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-datasets) (0.15.0)\n", + "Requirement already satisfied: setuptools in /home/raschka/miniconda3/lib/python3.7/site-packages (from protobuf>=3.6.1->tensorflow-datasets) (41.0.0)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /home/raschka/miniconda3/lib/python3.7/site-packages (from requests>=2.19.0->tensorflow-datasets) (2019.9.11)\n", + "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /home/raschka/miniconda3/lib/python3.7/site-packages (from requests>=2.19.0->tensorflow-datasets) (3.0.4)\n", + "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /home/raschka/miniconda3/lib/python3.7/site-packages (from requests>=2.19.0->tensorflow-datasets) (1.24.1)\n", + "Requirement already satisfied: idna<2.9,>=2.5 in /home/raschka/miniconda3/lib/python3.7/site-packages (from requests>=2.19.0->tensorflow-datasets) (2.8)\n", + "Requirement already satisfied: googleapis-common-protos in /home/raschka/miniconda3/lib/python3.7/site-packages (from tensorflow-metadata->tensorflow-datasets) (1.6.0)\n" + ] + } + ], + "source": [ + "! pip install tensorflow-datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "122\n", + "['abstract_reasoning', 'aeslc', 'aflw2k3d', 'amazon_us_reviews', 'bair_robot_pushing_small']\n" + ] + } + ], + "source": [ + "import tensorflow_datasets as tfds\n", + "\n", + "print(len(tfds.list_builders()))\n", + "print(tfds.list_builders()[:5])" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['abstract_reasoning',\n", + " 'aeslc',\n", + " 'aflw2k3d',\n", + " 'amazon_us_reviews',\n", + " 'bair_robot_pushing_small',\n", + " 'big_patent',\n", + " 'bigearthnet',\n", + " 'billsum',\n", + " 'binarized_mnist',\n", + " 'binary_alpha_digits',\n", + " 'c4',\n", + " 'caltech101',\n", + " 'caltech_birds2010',\n", + " 'caltech_birds2011',\n", + " 'cars196',\n", + " 'cassava',\n", + " 'cats_vs_dogs',\n", + " 'celeb_a',\n", + " 'celeb_a_hq',\n", + " 'chexpert',\n", + " 'cifar10',\n", + " 'cifar100',\n", + " 'cifar10_1',\n", + " 'cifar10_corrupted',\n", + " 'clevr',\n", + " 'cmaterdb',\n", + " 'cnn_dailymail',\n", + " 'coco',\n", + " 'coco2014',\n", + " 'coil100',\n", + " 'colorectal_histology',\n", + " 'colorectal_histology_large',\n", + " 'curated_breast_imaging_ddsm',\n", + " 'cycle_gan',\n", + " 'deep_weeds',\n", + " 'definite_pronoun_resolution',\n", + " 'diabetic_retinopathy_detection',\n", + " 'downsampled_imagenet',\n", + " 'dsprites',\n", + " 'dtd',\n", + " 'dummy_dataset_shared_generator',\n", + " 'dummy_mnist',\n", + " 'emnist',\n", + " 'eurosat',\n", + " 'fashion_mnist',\n", + " 'flores',\n", + " 'food101',\n", + " 'gap',\n", + " 'gigaword',\n", + " 'glue',\n", + " 'groove',\n", + " 'higgs',\n", + " 'horses_or_humans',\n", + " 'image_label_folder',\n", + " 'imagenet2012',\n", + " 'imagenet2012_corrupted',\n", + " 'imagenet_resized',\n", + " 'imdb_reviews',\n", + " 'iris',\n", + " 'kitti',\n", + " 'kmnist',\n", + " 'lfw',\n", + " 'lm1b',\n", + " 'lsun',\n", + " 'malaria',\n", + " 'mnist',\n", + " 'mnist_corrupted',\n", + " 'moving_mnist',\n", + " 'multi_news',\n", + " 'multi_nli',\n", + " 'multi_nli_mismatch',\n", + " 'newsroom',\n", + " 'nsynth',\n", + " 'omniglot',\n", + " 'open_images_v4',\n", + " 'oxford_flowers102',\n", + " 'oxford_iiit_pet',\n", + " 'para_crawl',\n", + " 'patch_camelyon',\n", + " 'pet_finder',\n", + " 'places365_small',\n", + " 'quickdraw_bitmap',\n", + " 'reddit_tifu',\n", + " 'resisc45',\n", + " 'rock_paper_scissors',\n", + " 'rock_you',\n", + " 'scene_parse150',\n", + " 'scientific_papers',\n", + " 'shapes3d',\n", + " 'smallnorb',\n", + " 'snli',\n", + " 'so2sat',\n", + " 'squad',\n", + " 'stanford_dogs',\n", + " 'stanford_online_products',\n", + " 'starcraft_video',\n", + " 'sun397',\n", + " 'super_glue',\n", + " 'svhn_cropped',\n", + " 'ted_hrlr_translate',\n", + " 'ted_multi_translate',\n", + " 'tf_flowers',\n", + " 'the300w_lp',\n", + " 'titanic',\n", + " 'trivia_qa',\n", + " 'uc_merced',\n", + " 'ucf101',\n", + " 'visual_domain_decathlon',\n", + " 'voc',\n", + " 'wider_face',\n", + " 'wikihow',\n", + " 'wikipedia',\n", + " 'wmt14_translate',\n", + " 'wmt15_translate',\n", + " 'wmt16_translate',\n", + " 'wmt17_translate',\n", + " 'wmt18_translate',\n", + " 'wmt19_translate',\n", + " 'wmt_t2t_translate',\n", + " 'wmt_translate',\n", + " 'xnli',\n", + " 'xsum']" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "## Run this to see the full list:\n", + "tfds.list_builders()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Fetching CelebA dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "FeaturesDict({\n", + " 'attributes': FeaturesDict({\n", + " '5_o_Clock_Shadow': Tensor(shape=(), dtype=tf.bool),\n", + " 'Arched_Eyebrows': Tensor(shape=(), dtype=tf.bool),\n", + " 'Attractive': Tensor(shape=(), dtype=tf.bool),\n", + " 'Bags_Under_Eyes': Tensor(shape=(), dtype=tf.bool),\n", + " 'Bald': Tensor(shape=(), dtype=tf.bool),\n", + " 'Bangs': Tensor(shape=(), dtype=tf.bool),\n", + " 'Big_Lips': Tensor(shape=(), dtype=tf.bool),\n", + " 'Big_Nose': Tensor(shape=(), dtype=tf.bool),\n", + " 'Black_Hair': Tensor(shape=(), dtype=tf.bool),\n", + " 'Blond_Hair': Tensor(shape=(), dtype=tf.bool),\n", + " 'Blurry': Tensor(shape=(), dtype=tf.bool),\n", + " 'Brown_Hair': Tensor(shape=(), dtype=tf.bool),\n", + " 'Bushy_Eyebrows': Tensor(shape=(), dtype=tf.bool),\n", + " 'Chubby': Tensor(shape=(), dtype=tf.bool),\n", + " 'Double_Chin': Tensor(shape=(), dtype=tf.bool),\n", + " 'Eyeglasses': Tensor(shape=(), dtype=tf.bool),\n", + " 'Goatee': Tensor(shape=(), dtype=tf.bool),\n", + " 'Gray_Hair': Tensor(shape=(), dtype=tf.bool),\n", + " 'Heavy_Makeup': Tensor(shape=(), dtype=tf.bool),\n", + " 'High_Cheekbones': Tensor(shape=(), dtype=tf.bool),\n", + " 'Male': Tensor(shape=(), dtype=tf.bool),\n", + " 'Mouth_Slightly_Open': Tensor(shape=(), dtype=tf.bool),\n", + " 'Mustache': Tensor(shape=(), dtype=tf.bool),\n", + " 'Narrow_Eyes': Tensor(shape=(), dtype=tf.bool),\n", + " 'No_Beard': Tensor(shape=(), dtype=tf.bool),\n", + " 'Oval_Face': Tensor(shape=(), dtype=tf.bool),\n", + " 'Pale_Skin': Tensor(shape=(), dtype=tf.bool),\n", + " 'Pointy_Nose': Tensor(shape=(), dtype=tf.bool),\n", + " 'Receding_Hairline': Tensor(shape=(), dtype=tf.bool),\n", + " 'Rosy_Cheeks': Tensor(shape=(), dtype=tf.bool),\n", + " 'Sideburns': Tensor(shape=(), dtype=tf.bool),\n", + " 'Smiling': Tensor(shape=(), dtype=tf.bool),\n", + " 'Straight_Hair': Tensor(shape=(), dtype=tf.bool),\n", + " 'Wavy_Hair': Tensor(shape=(), dtype=tf.bool),\n", + " 'Wearing_Earrings': Tensor(shape=(), dtype=tf.bool),\n", + " 'Wearing_Hat': Tensor(shape=(), dtype=tf.bool),\n", + " 'Wearing_Lipstick': Tensor(shape=(), dtype=tf.bool),\n", + " 'Wearing_Necklace': Tensor(shape=(), dtype=tf.bool),\n", + " 'Wearing_Necktie': Tensor(shape=(), dtype=tf.bool),\n", + " 'Young': Tensor(shape=(), dtype=tf.bool),\n", + " }),\n", + " 'image': Image(shape=(218, 178, 3), dtype=tf.uint8),\n", + " 'landmarks': FeaturesDict({\n", + " 'lefteye_x': Tensor(shape=(), dtype=tf.int64),\n", + " 'lefteye_y': Tensor(shape=(), dtype=tf.int64),\n", + " 'leftmouth_x': Tensor(shape=(), dtype=tf.int64),\n", + " 'leftmouth_y': Tensor(shape=(), dtype=tf.int64),\n", + " 'nose_x': Tensor(shape=(), dtype=tf.int64),\n", + " 'nose_y': Tensor(shape=(), dtype=tf.int64),\n", + " 'righteye_x': Tensor(shape=(), dtype=tf.int64),\n", + " 'righteye_y': Tensor(shape=(), dtype=tf.int64),\n", + " 'rightmouth_x': Tensor(shape=(), dtype=tf.int64),\n", + " 'rightmouth_y': Tensor(shape=(), dtype=tf.int64),\n", + " }),\n", + "})\n", + "\n", + " ============================== \n", + "\n", + "dict_keys(['image', 'landmarks', 'attributes'])\n", + "\n", + " ============================== \n", + "\n", + "Image(shape=(218, 178, 3), dtype=tf.uint8)\n", + "\n", + " ============================== \n", + "\n", + "dict_keys(['5_o_Clock_Shadow', 'Arched_Eyebrows', 'Attractive', 'Bags_Under_Eyes', 'Bald', 'Bangs', 'Big_Lips', 'Big_Nose', 'Black_Hair', 'Blond_Hair', 'Blurry', 'Brown_Hair', 'Bushy_Eyebrows', 'Chubby', 'Double_Chin', 'Eyeglasses', 'Goatee', 'Gray_Hair', 'Heavy_Makeup', 'High_Cheekbones', 'Male', 'Mouth_Slightly_Open', 'Mustache', 'Narrow_Eyes', 'No_Beard', 'Oval_Face', 'Pale_Skin', 'Pointy_Nose', 'Receding_Hairline', 'Rosy_Cheeks', 'Sideburns', 'Smiling', 'Straight_Hair', 'Wavy_Hair', 'Wearing_Earrings', 'Wearing_Hat', 'Wearing_Lipstick', 'Wearing_Necklace', 'Wearing_Necktie', 'Young'])\n", + "\n", + " ============================== \n", + "\n", + "@inproceedings{conf/iccv/LiuLWT15,\n", + " added-at = {2018-10-09T00:00:00.000+0200},\n", + " author = {Liu, Ziwei and Luo, Ping and Wang, Xiaogang and Tang, Xiaoou},\n", + " biburl = {https://www.bibsonomy.org/bibtex/250e4959be61db325d2f02c1d8cd7bfbb/dblp},\n", + " booktitle = {ICCV},\n", + " crossref = {conf/iccv/2015},\n", + " ee = {http://doi.ieeecomputersociety.org/10.1109/ICCV.2015.425},\n", + " interhash = {3f735aaa11957e73914bbe2ca9d5e702},\n", + " intrahash = {50e4959be61db325d2f02c1d8cd7bfbb},\n", + " isbn = {978-1-4673-8391-2},\n", + " keywords = {dblp},\n", + " pages = {3730-3738},\n", + " publisher = {IEEE Computer Society},\n", + " timestamp = {2018-10-11T11:43:28.000+0200},\n", + " title = {Deep Learning Face Attributes in the Wild.},\n", + " url = {http://dblp.uni-trier.de/db/conf/iccv/iccv2015.html#LiuLWT15},\n", + " year = 2015\n", + "}\n", + "\n" + ] + } + ], + "source": [ + "celeba_bldr = tfds.builder('celeb_a')\n", + "\n", + "print(celeba_bldr.info.features)\n", + "print('\\n', 30*\"=\", '\\n')\n", + "print(celeba_bldr.info.features.keys())\n", + "print('\\n', 30*\"=\", '\\n')\n", + "print(celeba_bldr.info.features['image'])\n", + "print('\\n', 30*\"=\", '\\n')\n", + "print(celeba_bldr.info.features['attributes'].keys())\n", + "print('\\n', 30*\"=\", '\\n')\n", + "print(celeba_bldr.info.citation)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1mDownloading and preparing dataset celeb_a (1.38 GiB) to /home/raschka/tensorflow_datasets/celeb_a/0.3.0...\u001b[0m\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": 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}, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Shuffling...', max=10, style=ProgressStyle(description_width=…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Logging before flag parsing goes to stderr.\n", + "W1026 11:46:06.001411 140500853634880 deprecation.py:323] From /home/raschka/miniconda3/lib/python3.7/site-packages/tensorflow_datasets/core/file_format_adapter.py:209: tf_record_iterator (from tensorflow.python.lib.io.tf_record) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use eager execution and: \n", + "`tf.data.TFRecordDataset(path)`\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=1, bar_style='info', description='Reading...', max=1, style=ProgressStyle(des…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Writing...', max=16277, style=ProgressStyle(description_width…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { 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[ + "HBox(children=(IntProgress(value=1, bar_style='info', description='Reading...', max=1, style=ProgressStyle(des…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Writing...', max=4991, style=ProgressStyle(description_width=…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=1, bar_style='info', description='Reading...', max=1, style=ProgressStyle(des…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Writing...', max=4990, style=ProgressStyle(description_width=…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=1, bar_style='info', description='Reading...', max=1, style=ProgressStyle(des…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Writing...', max=4990, style=ProgressStyle(description_width=…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + "\u001b[1mDataset celeb_a downloaded and prepared to /home/raschka/tensorflow_datasets/celeb_a/0.3.0. Subsequent calls will reuse this data.\u001b[0m\n" + ] + } + ], + "source": [ + "# Download the data, prepare it, and write it to disk\n", + "celeba_bldr.download_and_prepare()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['test', 'train', 'validation'])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load data from disk as tf.data.Datasets\n", + "datasets = celeba_bldr.as_dataset()\n", + "\n", + "datasets.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "dict_keys(['attributes', 'image', 'landmarks'])\n" + ] + } + ], + "source": [ + "#import tensorflow as tf\n", + "ds_train = datasets['train']\n", + "assert isinstance(ds_train, tf.data.Dataset)\n", + "\n", + "example = next(iter(ds_train))\n", + "print(type(example))\n", + "print(example.keys())" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "ds_train = ds_train.map(lambda item: \n", + " (item['image'], tf.cast(item['attributes']['Male'], tf.int32)))" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(18, 218, 178, 3) tf.Tensor([1 1 0 1 1 1 0 0 0 1 1 0 1 0 1 0 0 0], shape=(18,), dtype=int32)\n" + ] + } + ], + "source": [ + "ds_train = ds_train.batch(18)\n", + "images, labels = next(iter(ds_train))\n", + "\n", + "print(images.shape, labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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"display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Shuffling...', max=1, style=ProgressStyle(description_width='…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=1, bar_style='info', description='Reading...', max=1, style=ProgressStyle(des…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Writing...', max=10000, style=ProgressStyle(description_width…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1mDataset mnist downloaded and prepared to /home/raschka/tensorflow_datasets/mnist/1.0.0. Subsequent calls will reuse this data.\u001b[0m\n", + "tfds.core.DatasetInfo(\n", + " name='mnist',\n", + " version=1.0.0,\n", + " description='The MNIST database of handwritten digits.',\n", + " urls=['https://storage.googleapis.com/cvdf-datasets/mnist/'],\n", + " features=FeaturesDict({\n", + " 'image': Image(shape=(28, 28, 1), dtype=tf.uint8),\n", + " 'label': ClassLabel(shape=(), dtype=tf.int64, num_classes=10),\n", + " }),\n", + " total_num_examples=70000,\n", + " splits={\n", + " 'test': 10000,\n", + " 'train': 60000,\n", + " },\n", + " supervised_keys=('image', 'label'),\n", + " citation=\"\"\"@article{lecun2010mnist,\n", + " title={MNIST handwritten digit database},\n", + " author={LeCun, Yann and Cortes, Corinna and Burges, CJ},\n", + " journal={ATT Labs [Online]. Available: http://yann. lecun. com/exdb/mnist},\n", + " volume={2},\n", + " year={2010}\n", + " }\"\"\",\n", + " redistribution_info=,\n", + ")\n", + "\n", + "dict_keys(['test', 'train'])\n" + ] + } + ], + "source": [ + "mnist, mnist_info = tfds.load('mnist', with_info=True)\n", + "\n", + "print(mnist_info)\n", + "\n", + "print(mnist.keys())" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(10, 28, 28, 1) tf.Tensor([3 4 7 1 9 0 8 8 9 7], shape=(10,), dtype=int64)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_train = mnist['train']\n", + "\n", + "assert isinstance(ds_train, tf.data.Dataset)\n", + "\n", + "ds_train = ds_train.map(lambda item: \n", + " (item['image'], item['label']))\n", + "\n", + "ds_train = ds_train.batch(10)\n", + "batch = next(iter(ds_train))\n", + "print(batch[0].shape, batch[1])\n", + "\n", + "fig = plt.figure(figsize=(15, 6))\n", + "for i,(image,label) in enumerate(zip(batch[0], batch[1])):\n", + " ax = fig.add_subplot(2, 5, i+1)\n", + " ax.set_xticks([]); ax.set_yticks([])\n", + " ax.imshow(image[:, :, 0], cmap='gray_r')\n", + " ax.set_title('{}'.format(label), size=15)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Readers may ignore the next cell." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[NbConvertApp] Converting notebook ch13_part1.ipynb to script\n", + "[NbConvertApp] Writing 9946 bytes to ch13_part1.py\n" + ] + } + ], + "source": [ + "! python ../.convert_notebook_to_script.py --input ch13_part1.ipynb --output ch13_part1.py" + ] + } + ], + "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": "3.7.3" + }, + "toc-showmarkdowntxt": false, + "toc-showtags": false + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ch13/ch13_part1.py b/ch13/ch13_part1.py new file mode 100644 index 00000000..10b27f0f --- /dev/null +++ b/ch13/ch13_part1.py @@ -0,0 +1,560 @@ +# coding: utf-8 + + +import tensorflow as tf +import numpy as np +import pathlib +import matplotlib.pyplot as plt +import tensorflow_datasets as tfds + +# *Python Machine Learning 3rd Edition* by [Sebastian Raschka](https://sebastianraschka.com) & [Vahid Mirjalili](http://vahidmirjalili.com), Packt Publishing Ltd. 2019 +# +# Code Repository: https://github.com/rasbt/python-machine-learning-book-3rd-edition +# +# Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt) + +# # Chapter 13: Parallelizing Neural Network Training with TensorFlow (Part 1/2) +# + +# Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s). + + + + + + + + + +# ## TensorFlow and training performance + +# ### Performance challenges + +# ### What is TensorFlow? + +# ### How we will learn TensorFlow + +# ## First steps with TensorFlow + +# ### Installing TensorFlow + + + +#! pip install tensorflow + + + + +print('TensorFlow version:', tf.__version__) + +np.set_printoptions(precision=3) + + + + + + +# ### Creating tensors in TensorFlow + + + +a = np.array([1, 2, 3], dtype=np.int32) +b = [4, 5, 6] + +t_a = tf.convert_to_tensor(a) +t_b = tf.convert_to_tensor(b) + +print(t_a) +print(t_b) + + + + +tf.is_tensor(a), tf.is_tensor(t_a) + + + + +t_ones = tf.ones((2, 3)) + +t_ones.shape + + + + +t_ones.numpy() + + + + +const_tensor = tf.constant([1.2, 5, np.pi], dtype=tf.float32) + +print(const_tensor) + + +# ### Manipulating the data type and shape of a tensor + + + +t_a_new = tf.cast(t_a, tf.int64) + +print(t_a_new.dtype) + + + + +t = tf.random.uniform(shape=(3, 5)) + +t_tr = tf.transpose(t) +print(t.shape, ' --> ', t_tr.shape) + + + + +t = tf.zeros((30,)) + +t_reshape = tf.reshape(t, shape=(5, 6)) + +print(t_reshape.shape) + + + + +t = tf.zeros((1, 2, 1, 4, 1)) + +t_sqz = tf.squeeze(t, axis=(2, 4)) + +print(t.shape, ' --> ', t_sqz.shape) + + +# ### Applying mathematical operations to tensors + + + +tf.random.set_seed(1) + +t1 = tf.random.uniform(shape=(5, 2), + minval=-1.0, + maxval=1.0) + +t2 = tf.random.normal(shape=(5, 2), + mean=0.0, + stddev=1.0) + + + + +t3 = tf.multiply(t1, t2).numpy() +print(t3) + + + + +t4 = tf.math.reduce_mean(t1, axis=0) + +print(t4) + + + + +t5 = tf.linalg.matmul(t1, t2, transpose_b=True) + +print(t5.numpy()) + + + + +t6 = tf.linalg.matmul(t1, t2, transpose_a=True) + +print(t6.numpy()) + + + + +norm_t1 = tf.norm(t1, ord=2, axis=1).numpy() + +print(norm_t1) + + + + +np.sqrt(np.sum(np.square(t1), axis=1)) + + +# ### Split, stack, and concatenate tensors + + + +tf.random.set_seed(1) + +t = tf.random.uniform((6,)) + +print(t.numpy()) + +t_splits = tf.split(t, 3) + +[item.numpy() for item in t_splits] + + + + +tf.random.set_seed(1) +t = tf.random.uniform((5,)) + +print(t.numpy()) + +t_splits = tf.split(t, [3, 2]) + +[item.numpy() for item in t_splits] + + + + +A = tf.ones((3,)) +B = tf.zeros((2,)) + +C = tf.concat([A, B], axis=0) +print(C.numpy()) + + + + +A = tf.ones((3,)) +B = tf.zeros((3,)) + +S = tf.stack([A, B], axis=1) +print(S.numpy()) + + +# ## Building input pipelines using tf.data: The TensorFlow Dataset API + +# ### Creating a TensorFlow Dataset from existing tensors + + + +a = [1.2, 3.4, 7.5, 4.1, 5.0, 1.0] + +ds = tf.data.Dataset.from_tensor_slices(a) + +print(ds) + + + + +for item in ds: + print(item) + + + + +ds_batch = ds.batch(3) + +for i, elem in enumerate(ds_batch, 1): + print('batch {}:'.format(i), elem.numpy()) + + +# ### Combining two tensors into a joint dataset + + + +tf.random.set_seed(1) + +t_x = tf.random.uniform([4, 3], dtype=tf.float32) +t_y = tf.range(4) + + + + +ds_x = tf.data.Dataset.from_tensor_slices(t_x) +ds_y = tf.data.Dataset.from_tensor_slices(t_y) + +ds_joint = tf.data.Dataset.zip((ds_x, ds_y)) + +for example in ds_joint: + print(' x: ', example[0].numpy(), + ' y: ', example[1].numpy()) + + + + +## method 2: +ds_joint = tf.data.Dataset.from_tensor_slices((t_x, t_y)) + +for example in ds_joint: + print(' x: ', example[0].numpy(), + ' y: ', example[1].numpy()) + + + + +ds_trans = ds_joint.map(lambda x, y: (x*2-1.0, y)) + +for example in ds_trans: + print(' x: ', example[0].numpy(), + ' y: ', example[1].numpy()) + + +# ### Shuffle, batch, and repeat + + + +tf.random.set_seed(1) +ds = ds_joint.shuffle(buffer_size=len(t_x)) + +for example in ds: + print(' x: ', example[0].numpy(), + ' y: ', example[1].numpy()) + + + + +ds = ds_joint.batch(batch_size=3, + drop_remainder=False) + +batch_x, batch_y = next(iter(ds)) + +print('Batch-x: \n', batch_x.numpy()) + +print('Batch-y: ', batch_y.numpy()) + + + + +ds = ds_joint.batch(3).repeat(count=2) + +for i,(batch_x, batch_y) in enumerate(ds): + print(i, batch_x.shape, batch_y.numpy()) + + + + +ds = ds_joint.repeat(count=2).batch(3) + +for i,(batch_x, batch_y) in enumerate(ds): + print(i, batch_x.shape, batch_y.numpy()) + + + + +tf.random.set_seed(1) + +## Order 1: shuffle -> batch -> repeat +ds = ds_joint.shuffle(4).batch(2).repeat(20) + +for i,(batch_x, batch_y) in enumerate(ds): + print(i, batch_x.shape, batch_y.numpy()) + + + + +tf.random.set_seed(1) + +## Order 2: batch -> shuffle -> repeat +ds = ds_joint.batch(2).shuffle(4).repeat(20) + +for i,(batch_x, batch_y) in enumerate(ds): + print(i, batch_x.shape, batch_y.numpy()) + + +# ### Creating a dataset from files on your local storage disk + + + + +imgdir_path = pathlib.Path('images') + +file_list = [str(path) for path in imgdir_path.glob('*.jpg')] + +print(file_list) + + + + + + +fig = plt.figure(figsize=(10, 5)) +for i,file in enumerate(file_list): + img_raw = tf.io.read_file(file) + img = tf.image.decode_image(img_raw) + print('Image shape: ', img.shape) + ax = fig.add_subplot(2, 3, i+1) + ax.set_xticks([]); ax.set_yticks([]) + ax.imshow(img) + ax.set_title(file, size=15) + +# plt.savefig('ch13-catdot-examples.pdf') +plt.tight_layout() +plt.show() + + + + +labels = [1 if 'dog' in file else 0 + for file in file_list] +print(labels) + + + + +ds_files_labels = tf.data.Dataset.from_tensor_slices( + (file_list, labels)) + +for item in ds_files_labels: + print(item[0].numpy(), item[1].numpy()) + + + + +def load_and_preprocess(path, label): + image = tf.io.read_file(path) + image = tf.image.decode_jpeg(image, channels=3) + image = tf.image.resize(image, [img_height, img_width]) + image /= 255.0 + + return image, label + +img_width, img_height = 120, 80 + +ds_images_labels = ds_files_labels.map(load_and_preprocess) + +fig = plt.figure(figsize=(10, 5)) +for i,example in enumerate(ds_images_labels): + print(example[0].shape, example[1].numpy()) + ax = fig.add_subplot(2, 3, i+1) + ax.set_xticks([]); ax.set_yticks([]) + ax.imshow(example[0]) + ax.set_title('{}'.format(example[1].numpy()), + size=15) + +plt.tight_layout() +#plt.savefig('ch13-catdog-dataset.pdf') +plt.show() + + +# ### Fetching available datasets from the tensorflow_datasets library + + + + + + + + +print(len(tfds.list_builders())) +print(tfds.list_builders()[:5]) + + + + +## Run this to see the full list: +tfds.list_builders() + + +# Fetching CelebA dataset + + + +celeba_bldr = tfds.builder('celeb_a') + +print(celeba_bldr.info.features) +print('\n', 30*"=", '\n') +print(celeba_bldr.info.features.keys()) +print('\n', 30*"=", '\n') +print(celeba_bldr.info.features['image']) +print('\n', 30*"=", '\n') +print(celeba_bldr.info.features['attributes'].keys()) +print('\n', 30*"=", '\n') +print(celeba_bldr.info.citation) + + + + +# Download the data, prepare it, and write it to disk +celeba_bldr.download_and_prepare() + + + + +# Load data from disk as tf.data.Datasets +datasets = celeba_bldr.as_dataset() + +datasets.keys() + + + + +#import tensorflow as tf +ds_train = datasets['train'] +assert isinstance(ds_train, tf.data.Dataset) + +example = next(iter(ds_train)) +print(type(example)) +print(example.keys()) + + + + +ds_train = ds_train.map(lambda item: + (item['image'], tf.cast(item['attributes']['Male'], tf.int32))) + + + + +ds_train = ds_train.batch(18) +images, labels = next(iter(ds_train)) + +print(images.shape, labels) + + + + +fig = plt.figure(figsize=(12, 8)) +for i,(image,label) in enumerate(zip(images, labels)): + ax = fig.add_subplot(3, 6, i+1) + ax.set_xticks([]); ax.set_yticks([]) + ax.imshow(image) + ax.set_title('{}'.format(label), size=15) + +plt.show() + + +# Alternative ways for loading a dataset + + + +mnist, mnist_info = tfds.load('mnist', with_info=True) + +print(mnist_info) + +print(mnist.keys()) + + + + +ds_train = mnist['train'] + +assert isinstance(ds_train, tf.data.Dataset) + +ds_train = ds_train.map(lambda item: + (item['image'], item['label'])) + +ds_train = ds_train.batch(10) +batch = next(iter(ds_train)) +print(batch[0].shape, batch[1]) + +fig = plt.figure(figsize=(15, 6)) +for i,(image,label) in enumerate(zip(batch[0], batch[1])): + ax = fig.add_subplot(2, 5, i+1) + ax.set_xticks([]); ax.set_yticks([]) + ax.imshow(image[:, :, 0], cmap='gray_r') + ax.set_title('{}'.format(label), size=15) + + + +# --- +# +# Readers may ignore the next cell. + + + + diff --git a/ch13/ch13_part2.ipynb b/ch13/ch13_part2.ipynb new file mode 100644 index 00000000..55e902e1 --- /dev/null +++ b/ch13/ch13_part2.ipynb @@ -0,0 +1,1697 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Python Machine Learning 3rd Edition* by [Sebastian Raschka](https://sebastianraschka.com) & [Vahid Mirjalili](http://vahidmirjalili.com), Packt Publishing Ltd. 2019\n", + "\n", + "Code Repository: https://github.com/rasbt/python-machine-learning-book-3rd-edition\n", + "\n", + "Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Chapter 13: Parallelizing Neural Network Training with TensorFlow (Part 2/2)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sebastian Raschka & Vahid Mirjalili \n", + "last updated: 2019-10-26 \n", + "\n", + "numpy 1.16.4\n", + "scipy 1.2.1\n", + "matplotlib 3.1.0\n", + "tensorflow 2.0.0\n" + ] + } + ], + "source": [ + "%load_ext watermark\n", + "%watermark -a \"Sebastian Raschka & Vahid Mirjalili\" -u -d -p numpy,scipy,matplotlib,tensorflow" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Building a neural network model in TensorFlow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The TensorFlow Keras API (tf.keras)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Building a linear regression model" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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r1WZDR8cmmlQRgKasorG9SXPnsz62yGN7bVdsVyYnJ5tRDhKoTtUaa3elsXYAli55wNteI+kRSfsj4ufXPh4RByOiHBHl3t7e1OUgkZ7uxq7X96ziuj7QLEkD3naX5sL98xHxaMq+UKwdfetV6nDdNqUOa2cfs3RAs6RcRWNJD0o6FRGfStUPWsOegS3q6qz/7dTV2aHdA5ubVBGAlCP4OyW9R9Jdth+f/3hbwv5QoI1re3RgsF+ruzoXjORLHdbqrk4dGOznZiegiZJNiEbENyXV/50dWdm+dZ2O7x/Q4eGzOjo2oeqVmnpWlbSzb4N2D2wm3IEmc0T9pW3NVC6Xo1KpFF0GAKwYtkciorzYY2w2BgCZIuABIFMEPABkioAHgEwR8ACQKQIeADLFxiDLgFOMALQiAn6JOMUIQKtiimYJOMUIQCsj4JeAU4wAtDICfgk4xQhAKyPgl4BTjAC0MgJ+CTjFCEArW9HJU/TyxB1963Xk5Lm60zScYgSgKCt2BH/i9AXd88Cwjpw8p0tTNYVeWJ54zwPDOnH6QvIaOMUIQCtLeWTfZ21fsP3kcr92qyxP5BQjAK0s5Qj+7yXdk+KFW2l54nOnGO3adrvWdJdkS2u6S9q17XYd3z/ATU4ACpP0RCfbmyR9OSLuaKR9oyc63fGxr+hSAytY1nSX9OTH39JI1wCwIrX0iU6299qu2K5MTk429ByWJwLAjRUe8BFxMCLKEVHu7e1t6DksTwSAGys84H8VO/rWL7ioeS2WJwJodysy4FmeCAA3lnKZ5EOS/lPSVtvP2P7T5XptlicCwI0lm6SOiF2pXlt6YXni4eGzOjo2oeqVmnpWlbSzb4N2D2wm3AG0vaTLJF+qRpdJAgDmtPQySQBAGgQ8AGSKgAeATLXUHLztSUnjv+LTb5H0k2UsZyXjvbga78fVeD9ekMN7sTEiFr1LtKUCfilsV653oaHd8F5cjffjarwfL8j9vWCKBgAyRcADQKZyCviDRRfQQngvrsb7cTXejxdk/V5kMwcPALhaTiN4AMCLEPAAkKkVH/C277F92vYPbX+k6HqKZPs22ydsn7L9lO37i66paLY7bY/Z/nLRtRTN9sttP2z7+/PfI28ouqYi2f7g/M/Jk7Yfsn1T0TUttxUd8LY7Jf2dpLdKeo2kXbZfU2xVhapJ+lBEvFrS6yXd1+bvhyTdL+lU0UW0iE9LOh4Rr5L0WrXx+2J7g6QPSCrPnxndKendxVa1/FZ0wEvaJumHEXEmIq5IOiLpnQXXVJiIeDYiRuc//4XmfoDb9lgr27dKerukw0XXUjTbvybpTZIelKSIuBIRPy22qsKVJK22XZJ0s6TzBdez7FZ6wG+QdO5FXz+jNg60F7O9SVKfpMeKraRQD0j6sKTZogtpAVskTUr63PyU1WHbbXtoQkRMSPqkpKclPSvpZxHx1WKrWn4rPeAXO5i17dd92l4j6RFJ+yPi50XXUwTb90q6EBEjRdfSIkqS+iV9JiL6JFUlte01K9uv0Nxv+5slrZfUY3uw2KqW30oP+Gck3fair29Vhr9mvRS2uzQX7p+PiEeLrqdAd0p6h+0faW7q7i7bQ8WWVKhnJD0TEc/9Rvew5gK/Xb1Z0tmImIyIaUmPSnpjwTUtu5Ue8N+W9Erbm22v0txFki8VXFNhbFtzc6ynIuJTRddTpIj4aETcGhGbNPd98fWIyG6E1qiI+LGkc7a3zv/V3ZK+V2BJRXta0utt3zz/c3O3MrzonOxM1maIiJrt90n6iuaugn82Ip4quKwi3SnpPZK+a/vx+b/784j4lwJrQut4v6TPzw+Gzkh6b8H1FCYiHrP9sKRRza0+G1OG2xawVQEAZGqlT9EAAK6DgAeATBHwAJApAh4AMkXAA0CmCHgAyBQBDwCZIuCB67D9+7a/Y/sm2z3ze4ffUXRdQKO40Qmow/ZfSbpJ0mrN7eXyNwWXBDSMgAfqmL+t/9uS/k/SGyNipuCSgIYxRQPU9+uS1kh6meZG8sCKwQgeqMP2lzS33fBmSb8VEe8ruCSgYSt6N0kgJdt/LKkWEf84f/7vf9i+KyK+XnRtQCMYwQNAppiDB4BMEfAAkCkCHgAyRcADQKYIeADIFAEPAJki4AEgU/8Pk+lECzo6D78AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "X_train = np.arange(10).reshape((10, 1))\n", + "y_train = np.array([1.0, 1.3, 3.1,\n", + " 2.0, 5.0, 6.3,\n", + " 6.6, 7.4, 8.0,\n", + " 9.0])\n", + "\n", + "\n", + "plt.plot(X_train, y_train, 'o', markersize=10)\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "X_train_norm = (X_train - np.mean(X_train))/np.std(X_train)\n", + "\n", + "ds_train_orig = tf.data.Dataset.from_tensor_slices(\n", + " (tf.cast(X_train_norm, tf.float32),\n", + " tf.cast(y_train, tf.float32)))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"my_model\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "Total params: 2\n", + "Trainable params: 2\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "class MyModel(tf.keras.Model):\n", + " def __init__(self):\n", + " super(MyModel, self).__init__()\n", + " self.w = tf.Variable(0.0, name='weight')\n", + " self.b = tf.Variable(0.0, name='bias')\n", + "\n", + " def call(self, x):\n", + " return self.w*x + self.b\n", + "\n", + "\n", + "model = MyModel()\n", + "\n", + "model.build(input_shape=(None, 1))\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def loss_fn(y_true, y_pred):\n", + " return tf.reduce_mean(tf.square(y_true - y_pred))\n", + "\n", + "\n", + "## testing the function:\n", + "yt = tf.convert_to_tensor([1.0])\n", + "yp = tf.convert_to_tensor([1.5])\n", + "\n", + "loss_fn(yt, yp)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def train(model, inputs, outputs, learning_rate):\n", + " with tf.GradientTape() as tape:\n", + " current_loss = loss_fn(model(inputs), outputs)\n", + " dW, db = tape.gradient(current_loss, [model.w, model.b])\n", + " model.w.assign_sub(learning_rate * dW)\n", + " model.b.assign_sub(learning_rate * db)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0 Step 0 Loss 43.5600\n", + "Epoch 10 Step 100 Loss 0.7530\n", + "Epoch 20 Step 200 Loss 20.1759\n", + "Epoch 30 Step 300 Loss 23.3976\n", + "Epoch 40 Step 400 Loss 6.3481\n", + "Epoch 50 Step 500 Loss 4.6356\n", + "Epoch 60 Step 600 Loss 0.2411\n", + "Epoch 70 Step 700 Loss 0.2036\n", + "Epoch 80 Step 800 Loss 3.8177\n", + "Epoch 90 Step 900 Loss 0.9416\n", + "Epoch 100 Step 1000 Loss 0.7035\n", + "Epoch 110 Step 1100 Loss 0.0348\n", + "Epoch 120 Step 1200 Loss 0.5404\n", + "Epoch 130 Step 1300 Loss 0.1170\n", + "Epoch 140 Step 1400 Loss 0.1195\n", + "Epoch 150 Step 1500 Loss 0.0944\n", + "Epoch 160 Step 1600 Loss 0.4670\n", + "Epoch 170 Step 1700 Loss 2.0695\n", + "Epoch 180 Step 1800 Loss 0.0020\n", + "Epoch 190 Step 1900 Loss 0.3612\n" + ] + } + ], + "source": [ + "tf.random.set_seed(1)\n", + "\n", + "num_epochs = 200\n", + "log_steps = 100\n", + "learning_rate = 0.001\n", + "batch_size = 1\n", + "steps_per_epoch = int(np.ceil(len(y_train) / batch_size))\n", + "\n", + "\n", + "ds_train = ds_train_orig.shuffle(buffer_size=len(y_train))\n", + "ds_train = ds_train.repeat(count=None)\n", + "ds_train = ds_train.batch(1)\n", + "\n", + "Ws, bs = [], []\n", + "\n", + "for i, batch in enumerate(ds_train):\n", + " if i >= steps_per_epoch * num_epochs:\n", + " break\n", + " Ws.append(model.w.numpy())\n", + " bs.append(model.b.numpy())\n", + "\n", + " bx, by = batch\n", + " loss_val = loss_fn(model(bx), by)\n", + "\n", + " train(model, bx, by, learning_rate=learning_rate)\n", + " if i%log_steps==0:\n", + " print('Epoch {:4d} Step {:2d} Loss {:6.4f}'.format(\n", + " int(i/steps_per_epoch), i, loss_val))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final Parameters: 2.6576622 4.8798566\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print('Final Parameters:', model.w.numpy(), model.b.numpy())\n", + "\n", + "\n", + "X_test = np.linspace(0, 9, num=100).reshape(-1, 1)\n", + "X_test_norm = (X_test - np.mean(X_train)) / np.std(X_train)\n", + "\n", + "y_pred = model(tf.cast(X_test_norm, dtype=tf.float32))\n", + "\n", + "\n", + "fig = plt.figure(figsize=(13, 5))\n", + "ax = fig.add_subplot(1, 2, 1)\n", + "plt.plot(X_train_norm, y_train, 'o', markersize=10)\n", + "plt.plot(X_test_norm, y_pred, '--', lw=3)\n", + "plt.legend(['Training examples', 'Linear Reg.'], fontsize=15)\n", + "ax.set_xlabel('x', size=15)\n", + "ax.set_ylabel('y', size=15)\n", + "ax.tick_params(axis='both', which='major', labelsize=15)\n", + "\n", + "ax = fig.add_subplot(1, 2, 2)\n", + "plt.plot(Ws, lw=3)\n", + "plt.plot(bs, lw=3)\n", + "plt.legend(['Weight w', 'Bias unit b'], fontsize=15)\n", + "ax.set_xlabel('Iteration', size=15)\n", + "ax.set_ylabel('Value', size=15)\n", + "ax.tick_params(axis='both', which='major', labelsize=15)\n", + "#plt.savefig('ch13-linreg-1.pdf')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model training via the .compile() and .fit() methods" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "tf.random.set_seed(1)\n", + "model = MyModel()\n", + "#model.build((None, 1))\n", + "\n", + "model.compile(optimizer='sgd', \n", + " loss=loss_fn,\n", + " metrics=['mae', 'mse'])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train on 10 samples\n", + "Epoch 1/200\n", + "10/10 [==============================] - 0s 40ms/sample - loss: 27.8562 - mae: 4.5967 - mse: 27.8562\n", + "Epoch 2/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 18.6235 - mae: 3.7249 - mse: 18.6235\n", + "Epoch 3/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 12.5081 - mae: 3.0572 - mse: 12.5081\n", + "Epoch 4/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 8.4484 - mae: 2.4816 - mse: 8.4484\n", + "Epoch 5/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 5.7520 - mae: 2.0644 - mse: 5.7520\n", + "Epoch 6/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 3.9580 - mae: 1.7283 - mse: 3.9580\n", + "Epoch 7/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 2.7617 - mae: 1.4792 - mse: 2.7617\n", + "Epoch 8/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 1.9714 - mae: 1.2577 - mse: 1.9714\n", + "Epoch 9/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 1.4485 - mae: 1.0911 - mse: 1.4485\n", + "Epoch 10/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 1.1002 - mae: 0.9636 - mse: 1.1002\n", + "Epoch 11/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.8714 - mae: 0.8620 - mse: 0.8714\n", + "Epoch 12/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.7190 - mae: 0.7764 - mse: 0.7190\n", + "Epoch 13/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.6173 - mae: 0.7089 - mse: 0.6173\n", + "Epoch 14/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.5492 - mae: 0.6419 - mse: 0.5492\n", + "Epoch 15/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.5042 - mae: 0.6007 - mse: 0.5042\n", + "Epoch 16/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4740 - mae: 0.5553 - mse: 0.4740\n", + "Epoch 17/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4546 - mae: 0.5334 - mse: 0.4546\n", + "Epoch 18/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4402 - mae: 0.5155 - mse: 0.4402 \n", + "Epoch 19/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4310 - mae: 0.5022 - mse: 0.4310\n", + "Epoch 20/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4248 - mae: 0.5025 - mse: 0.4248\n", + "Epoch 21/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4211 - mae: 0.4927 - mse: 0.4211\n", + "Epoch 22/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4175 - mae: 0.5016 - mse: 0.4175\n", + "Epoch 23/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4166 - mae: 0.4911 - mse: 0.4166\n", + "Epoch 24/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4155 - mae: 0.4918 - mse: 0.4155\n", + "Epoch 25/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4147 - mae: 0.4931 - mse: 0.4147\n", + "Epoch 26/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4144 - mae: 0.4922 - mse: 0.4144\n", + "Epoch 27/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4141 - mae: 0.4902 - mse: 0.4141\n", + "Epoch 28/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4141 - mae: 0.4900 - mse: 0.4141\n", + "Epoch 29/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4923 - mse: 0.4139\n", + "Epoch 30/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4917 - mse: 0.4138\n", + "Epoch 31/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4893 - mse: 0.4137\n", + "Epoch 32/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4854 - mse: 0.4139\n", + "Epoch 33/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4882 - mse: 0.4139\n", + "Epoch 34/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4898 - mse: 0.4139\n", + "Epoch 35/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4816 - mse: 0.4137\n", + "Epoch 36/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4933 - mse: 0.4137\n", + "Epoch 37/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4883 - mse: 0.4137\n", + "Epoch 38/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4801 - mse: 0.4132\n", + "Epoch 39/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4855 - mse: 0.4137\n", + "Epoch 40/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4975 - mse: 0.4135\n", + "Epoch 41/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4905 - mse: 0.4137\n", + "Epoch 42/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4851 - mse: 0.4138\n", + "Epoch 43/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4889 - mse: 0.4132\n", + "Epoch 44/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4928 - mse: 0.4137\n", + "Epoch 45/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4864 - mse: 0.4136\n", + "Epoch 46/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4923 - mse: 0.4140\n", + "Epoch 47/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4837 - mse: 0.4138\n", + "Epoch 48/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4909 - mse: 0.4138\n", + "Epoch 49/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4855 - mse: 0.4137\n", + "Epoch 50/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4883 - mse: 0.4138\n", + "Epoch 51/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4890 - mse: 0.4139\n", + "Epoch 52/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4979 - mse: 0.4138\n", + "Epoch 53/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4861 - mse: 0.4136\n", + "Epoch 54/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4830 - mse: 0.4132\n", + "Epoch 55/200\n", + "10/10 [==============================] - 0s 3ms/sample - loss: 0.4130 - mae: 0.4840 - mse: 0.4130\n", + "Epoch 56/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4892 - mse: 0.4135\n", + "Epoch 57/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4133 - mae: 0.4945 - mse: 0.4133\n", + "Epoch 58/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4131 - mae: 0.4946 - mse: 0.4131\n", + "Epoch 59/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4834 - mse: 0.4135\n", + "Epoch 60/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4922 - mse: 0.4139\n", + "Epoch 61/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4860 - mse: 0.4138\n", + "Epoch 62/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4134 - mae: 0.4980 - mse: 0.4134\n", + "Epoch 63/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4926 - mse: 0.4137\n", + "Epoch 64/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4892 - mse: 0.4140\n", + "Epoch 65/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4129 - mae: 0.4811 - mse: 0.4129\n", + "Epoch 66/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4914 - mse: 0.4138\n", + "Epoch 67/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4957 - mse: 0.4137\n", + "Epoch 68/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4915 - mse: 0.4138\n", + "Epoch 69/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4129 - mae: 0.4910 - mse: 0.4129\n", + "Epoch 70/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4919 - mse: 0.4138\n", + "Epoch 71/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4926 - mse: 0.4137\n", + "Epoch 72/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4884 - mse: 0.4138\n", + "Epoch 73/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4141 - mae: 0.4875 - mse: 0.4141\n", + "Epoch 74/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4875 - mse: 0.4136\n", + "Epoch 75/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4810 - mse: 0.4136\n", + "Epoch 76/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4874 - mse: 0.4140\n", + "Epoch 77/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4874 - mse: 0.4140\n", + "Epoch 78/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4810 - mse: 0.4135\n", + "Epoch 79/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4840 - mse: 0.4137\n", + "Epoch 80/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4855 - mse: 0.4138\n", + "Epoch 81/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4876 - mse: 0.4132\n", + "Epoch 82/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4899 - mse: 0.4138\n", + "Epoch 83/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4850 - mse: 0.4136\n", + "Epoch 84/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4958 - mse: 0.4137\n", + "Epoch 85/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4924 - mse: 0.4138\n", + "Epoch 86/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4956 - mse: 0.4135\n", + "Epoch 87/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4832 - mse: 0.4132\n", + "Epoch 88/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4920 - mse: 0.4139\n", + "Epoch 89/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4900 - mse: 0.4136\n", + "Epoch 90/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4911 - mse: 0.4139\n", + "Epoch 91/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4846 - mse: 0.4137\n", + "Epoch 92/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4901 - mse: 0.4140\n", + "Epoch 93/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4845 - mse: 0.4137\n", + "Epoch 94/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4134 - mae: 0.4819 - mse: 0.4134\n", + "Epoch 95/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4921 - mse: 0.4139\n", + "Epoch 96/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4903 - mse: 0.4139\n", + "Epoch 97/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4885 - mse: 0.4135\n", + "Epoch 98/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4818 - mse: 0.4137\n", + "Epoch 99/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4875 - mse: 0.4138\n", + "Epoch 100/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4857 - mse: 0.4137\n", + "Epoch 101/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4911 - mse: 0.4139\n", + "Epoch 102/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4904 - mse: 0.4139\n", + "Epoch 103/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4911 - mse: 0.4138\n", + "Epoch 104/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4912 - mse: 0.4140\n", + "Epoch 105/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4946 - mse: 0.4139\n", + "Epoch 106/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4861 - mse: 0.4139\n", + "Epoch 107/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4843 - mse: 0.4135\n", + "Epoch 108/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4863 - mse: 0.4136\n", + "Epoch 109/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4938 - mse: 0.4139\n", + "Epoch 110/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4134 - mae: 0.4853 - mse: 0.4134\n", + "Epoch 111/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4918 - mse: 0.4138\n", + "Epoch 112/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4904 - mse: 0.4139\n", + "Epoch 113/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4854 - mse: 0.4135\n", + "Epoch 114/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4937 - mse: 0.4139\n", + "Epoch 115/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4901 - mse: 0.4140\n", + "Epoch 116/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4897 - mse: 0.4138\n", + "Epoch 117/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4881 - mse: 0.4139\n", + "Epoch 118/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4906 - mse: 0.4140\n", + "Epoch 119/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4877 - mse: 0.4139\n", + "Epoch 120/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4859 - mse: 0.4136\n", + "Epoch 121/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4972 - mse: 0.4136\n", + "Epoch 122/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4900 - mse: 0.4139\n", + "Epoch 123/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4932 - mse: 0.4132\n", + "Epoch 124/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4805 - mse: 0.4135\n", + "Epoch 125/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4915 - mse: 0.4132\n", + "Epoch 126/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4916 - mse: 0.4139\n", + "Epoch 127/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4923 - mse: 0.4138\n", + "Epoch 128/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4930 - mse: 0.4138\n", + "Epoch 129/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4863 - mse: 0.4139\n", + "Epoch 130/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4908 - mse: 0.4140\n", + "Epoch 131/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4875 - mse: 0.4138\n", + "Epoch 132/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4131 - mae: 0.4763 - mse: 0.4131\n", + "Epoch 133/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4887 - mse: 0.4139\n", + "Epoch 134/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4131 - mae: 0.4830 - mse: 0.4131\n", + "Epoch 135/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4861 - mse: 0.4137\n", + "Epoch 136/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4861 - mse: 0.4135\n", + "Epoch 137/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4842 - mse: 0.4137\n", + "Epoch 138/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4141 - mae: 0.4924 - mse: 0.4141\n", + "Epoch 139/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4948 - mse: 0.4138\n", + "Epoch 140/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4842 - mse: 0.4136\n", + "Epoch 141/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4956 - mse: 0.4137\n", + "Epoch 142/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4872 - mse: 0.4137\n", + "Epoch 143/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4895 - mse: 0.4139\n", + "Epoch 144/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4865 - mse: 0.4136\n", + "Epoch 145/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4940 - mse: 0.4137\n", + "Epoch 146/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4884 - mse: 0.4139\n", + "Epoch 147/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4130 - mae: 0.4828 - mse: 0.4130\n", + "Epoch 148/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4875 - mse: 0.4140\n", + "Epoch 149/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4133 - mae: 0.4924 - mse: 0.4133\n", + "Epoch 150/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4875 - mse: 0.4137\n", + "Epoch 151/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4866 - mse: 0.4138\n", + "Epoch 152/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4133 - mae: 0.4924 - mse: 0.4133\n", + "Epoch 153/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4889 - mse: 0.4140\n", + "Epoch 154/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4895 - mse: 0.4140\n", + "Epoch 155/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4835 - mse: 0.4138\n", + "Epoch 156/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4862 - mse: 0.4139\n", + "Epoch 157/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4868 - mse: 0.4138\n", + "Epoch 158/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4910 - mse: 0.4138\n", + "Epoch 159/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4858 - mse: 0.4138\n", + "Epoch 160/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4881 - mse: 0.4139\n", + "Epoch 161/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4895 - mse: 0.4140\n", + "Epoch 162/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4131 - mae: 0.4949 - mse: 0.4131\n", + "Epoch 163/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4830 - mse: 0.4138\n", + "Epoch 164/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4943 - mse: 0.4135\n", + "Epoch 165/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4824 - mse: 0.4138\n", + "Epoch 166/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4889 - mse: 0.4140\n", + "Epoch 167/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4134 - mae: 0.4799 - mse: 0.4134\n", + "Epoch 168/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4864 - mse: 0.4137\n", + "Epoch 169/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4134 - mae: 0.4937 - mse: 0.4134\n", + "Epoch 170/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4894 - mse: 0.4140\n", + "Epoch 171/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4887 - mse: 0.4137\n", + "Epoch 172/200\n", + "10/10 [==============================] - 0s 3ms/sample - loss: 0.4139 - mae: 0.4906 - mse: 0.4139\n", + "Epoch 173/200\n", + "10/10 [==============================] - 0s 3ms/sample - loss: 0.4135 - mae: 0.4860 - mse: 0.4135\n", + "Epoch 174/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4947 - mse: 0.4135\n", + "Epoch 175/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4869 - mse: 0.4139\n", + "Epoch 176/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4864 - mse: 0.4135\n", + "Epoch 177/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4841 - mse: 0.4138\n", + "Epoch 178/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4133 - mae: 0.4857 - mse: 0.4133\n", + "Epoch 179/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4915 - mse: 0.4140\n", + "Epoch 180/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4901 - mse: 0.4139\n", + "Epoch 181/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4932 - mse: 0.4137\n", + "Epoch 182/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4887 - mse: 0.4138\n", + "Epoch 183/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4905 - mse: 0.4137\n", + "Epoch 184/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4861 - mse: 0.4138\n", + "Epoch 185/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4954 - mse: 0.4136\n", + "Epoch 186/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4933 - mse: 0.4139\n", + "Epoch 187/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4905 - mse: 0.4139\n", + "Epoch 188/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4797 - mse: 0.4135\n", + "Epoch 189/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4899 - mse: 0.4140\n", + "Epoch 190/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4942 - mse: 0.4138\n", + "Epoch 191/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4856 - mse: 0.4139\n", + "Epoch 192/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4908 - mse: 0.4137\n", + "Epoch 193/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4914 - mse: 0.4139\n", + "Epoch 194/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4909 - mse: 0.4139\n", + "Epoch 195/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4894 - mse: 0.4139\n", + "Epoch 196/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4965 - mse: 0.4135\n", + "Epoch 197/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4930 - mse: 0.4138\n", + "Epoch 198/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4804 - mse: 0.4136\n", + "Epoch 199/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4902 - mse: 0.4137\n", + "Epoch 200/200\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4925 - mse: 0.4139\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.fit(X_train_norm, y_train, \n", + " epochs=num_epochs, batch_size=batch_size,\n", + " verbose=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.7058773 4.9710183\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(model.w.numpy(), model.b.numpy())\n", + "\n", + "\n", + "X_test = np.linspace(0, 9, num=100).reshape(-1, 1)\n", + "X_test_norm = (X_test - np.mean(X_train)) / np.std(X_train)\n", + "\n", + "y_pred = model(tf.cast(X_test_norm, dtype=tf.float32))\n", + "\n", + "\n", + "fig = plt.figure(figsize=(13, 5))\n", + "ax = fig.add_subplot(1, 2, 1)\n", + "plt.plot(X_train_norm, y_train, 'o', markersize=10)\n", + "plt.plot(X_test_norm, y_pred, '--', lw=3)\n", + "plt.legend(['Training Samples', 'Linear Regression'], fontsize=15)\n", + "\n", + "ax = fig.add_subplot(1, 2, 2)\n", + "plt.plot(Ws, lw=3)\n", + "plt.plot(bs, lw=3)\n", + "plt.legend(['W', 'bias'], fontsize=15)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Building a multilayer perceptron for classifying flowers in the Iris dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tfds.core.DatasetInfo(\n", + " name='iris',\n", + " version=1.0.0,\n", + " description='This is perhaps the best known database to be found in the pattern recognition\n", + "literature. Fisher's paper is a classic in the field and is referenced\n", + "frequently to this day. (See Duda & Hart, for example.) The data set contains\n", + "3 classes of 50 instances each, where each class refers to a type of iris\n", + "plant. One class is linearly separable from the other 2; the latter are NOT\n", + "linearly separable from each other.\n", + "',\n", + " urls=['https://archive.ics.uci.edu/ml/datasets/iris'],\n", + " features=FeaturesDict({\n", + " 'features': Tensor(shape=(4,), dtype=tf.float32),\n", + " 'label': ClassLabel(shape=(), dtype=tf.int64, num_classes=3),\n", + " }),\n", + " total_num_examples=150,\n", + " splits={\n", + " 'train': 150,\n", + " },\n", + " supervised_keys=('features', 'label'),\n", + " citation=\"\"\"@misc{Dua:2019 ,\n", + " author = \"Dua, Dheeru and Graff, Casey\",\n", + " year = \"2017\",\n", + " title = \"{UCI} Machine Learning Repository\",\n", + " url = \"http://archive.ics.uci.edu/ml\",\n", + " institution = \"University of California, Irvine, School of Information and Computer Sciences\"\n", + " }\"\"\",\n", + " redistribution_info=,\n", + ")\n", + "\n" + ] + } + ], + "source": [ + "import tensorflow_datasets as tfds\n", + "\n", + "\n", + "\n", + "iris, iris_info = tfds.load('iris', with_info=True)\n", + "\n", + "print(iris_info)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'features': , 'label': }\n" + ] + } + ], + "source": [ + "tf.random.set_seed(1)\n", + "\n", + "ds_orig = iris['train']\n", + "ds_orig = ds_orig.shuffle(150, reshuffle_each_iteration=False)\n", + "\n", + "print(next(iter(ds_orig)))\n", + "\n", + "ds_train_orig = ds_orig.take(100)\n", + "ds_test = ds_orig.skip(100)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100\n", + "50\n" + ] + } + ], + "source": [ + "## checking the number of examples:\n", + "\n", + "n = 0\n", + "for example in ds_train_orig:\n", + " n += 1\n", + "print(n)\n", + "\n", + "\n", + "n = 0\n", + "for example in ds_test:\n", + " n += 1\n", + "print(n)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(,\n", + " )" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_train_orig = ds_train_orig.map(\n", + " lambda x: (x['features'], x['label']))\n", + "\n", + "ds_test = ds_test.map(\n", + " lambda x: (x['features'], x['label']))\n", + "\n", + "next(iter(ds_train_orig))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "fc1 (Dense) (None, 16) 80 \n", + "_________________________________________________________________\n", + "fc2 (Dense) (None, 3) 51 \n", + "=================================================================\n", + "Total params: 131\n", + "Trainable params: 131\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model = tf.keras.Sequential([\n", + " tf.keras.layers.Dense(16, activation='sigmoid', \n", + " name='fc1', input_shape=(4,)),\n", + " tf.keras.layers.Dense(3, name='fc2', activation='softmax')])\n", + "\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "model.compile(optimizer='adam',\n", + " loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "num_epochs = 100\n", + "training_size = 100\n", + "batch_size = 2\n", + "steps_per_epoch = np.ceil(training_size / batch_size)\n", + "\n", + "ds_train = ds_train_orig.shuffle(buffer_size=training_size)\n", + "ds_train = ds_train.repeat()\n", + "ds_train = ds_train.batch(batch_size=batch_size)\n", + "ds_train = ds_train.prefetch(buffer_size=1000)\n", + "\n", + "\n", + "history = model.fit(ds_train, epochs=num_epochs,\n", + " steps_per_epoch=steps_per_epoch, \n", + " verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "hist = history.history\n", + "\n", + "fig = plt.figure(figsize=(12, 5))\n", + "ax = fig.add_subplot(1, 2, 1)\n", + "ax.plot(hist['loss'], lw=3)\n", + "ax.set_title('Training loss', size=15)\n", + "ax.set_xlabel('Epoch', size=15)\n", + "ax.tick_params(axis='both', which='major', labelsize=15)\n", + "\n", + "ax = fig.add_subplot(1, 2, 2)\n", + "ax.plot(hist['accuracy'], lw=3)\n", + "ax.set_title('Training accuracy', size=15)\n", + "ax.set_xlabel('Epoch', size=15)\n", + "ax.tick_params(axis='both', which='major', labelsize=15)\n", + "plt.tight_layout()\n", + "#plt.savefig('ch13-cls-learning-curve.pdf')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Evaluating the trained model on the test dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test loss: 0.1491 Test Acc.: 1.0000\n" + ] + } + ], + "source": [ + "results = model.evaluate(ds_test.batch(50), verbose=0)\n", + "print('Test loss: {:.4f} Test Acc.: {:.4f}'.format(*results))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Saving and reloading the trained model" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "model.save('iris-classifier.h5', \n", + " overwrite=True,\n", + " include_optimizer=True,\n", + " save_format='h5')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "fc1 (Dense) (None, 16) 80 \n", + "_________________________________________________________________\n", + "fc2 (Dense) (None, 3) 51 \n", + "=================================================================\n", + "Total params: 131\n", + "Trainable params: 131\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model_new = tf.keras.models.load_model('iris-classifier.h5')\n", + "\n", + "model_new.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test loss: 0.1491 Test Acc.: 1.0000\n" + ] + } + ], + "source": [ + "results = model_new.evaluate(ds_test.batch(50), verbose=0)\n", + "print('Test loss: {:.4f} Test Acc.: {:.4f}'.format(*results))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Set: 100 Test Set: 50\n" + ] + } + ], + "source": [ + "labels_train = []\n", + "for i,item in enumerate(ds_train_orig):\n", + " labels_train.append(item[1].numpy())\n", + " \n", + "labels_test = []\n", + "for i,item in enumerate(ds_test):\n", + " labels_test.append(item[1].numpy())\n", + "print('Training Set: ',len(labels_train), 'Test Set: ', len(labels_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'{\"class_name\": \"Sequential\", \"config\": {\"name\": \"sequential\", \"layers\": [{\"class_name\": \"Dense\", \"config\": {\"name\": \"fc1\", \"trainable\": true, \"batch_input_shape\": [null, 4], \"dtype\": \"float32\", \"units\": 16, \"activation\": \"sigmoid\", \"use_bias\": true, \"kernel_initializer\": {\"class_name\": \"GlorotUniform\", \"config\": {\"seed\": null}}, \"bias_initializer\": {\"class_name\": \"Zeros\", \"config\": {}}, \"kernel_regularizer\": null, \"bias_regularizer\": null, \"activity_regularizer\": null, \"kernel_constraint\": null, \"bias_constraint\": null}}, {\"class_name\": \"Dense\", \"config\": {\"name\": \"fc2\", \"trainable\": true, \"dtype\": \"float32\", \"units\": 3, \"activation\": \"softmax\", \"use_bias\": true, \"kernel_initializer\": {\"class_name\": \"GlorotUniform\", \"config\": {\"seed\": null}}, \"bias_initializer\": {\"class_name\": \"Zeros\", \"config\": {}}, \"kernel_regularizer\": null, \"bias_regularizer\": null, \"activity_regularizer\": null, \"kernel_constraint\": null, \"bias_constraint\": null}}]}, \"keras_version\": \"2.2.4-tf\", \"backend\": \"tensorflow\"}'" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.to_json()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Choosing activation functions for multilayer neural networks\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Logistic function recap" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "P(y=1|x) = 0.888\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "X = np.array([1, 1.4, 2.5]) ## first value must be 1\n", + "w = np.array([0.4, 0.3, 0.5])\n", + "\n", + "def net_input(X, w):\n", + " return np.dot(X, w)\n", + "\n", + "def logistic(z):\n", + " return 1.0 / (1.0 + np.exp(-z))\n", + "\n", + "def logistic_activation(X, w):\n", + " z = net_input(X, w)\n", + " return logistic(z)\n", + "\n", + "print('P(y=1|x) = %.3f' % logistic_activation(X, w)) " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Net Input: \n", + " [1.78 0.76 1.65]\n", + "Output Units:\n", + " [0.85569687 0.68135373 0.83889105]\n" + ] + } + ], + "source": [ + "# W : array with shape = (n_output_units, n_hidden_units+1)\n", + "# note that the first column are the bias units\n", + "\n", + "W = np.array([[1.1, 1.2, 0.8, 0.4],\n", + " [0.2, 0.4, 1.0, 0.2],\n", + " [0.6, 1.5, 1.2, 0.7]])\n", + "\n", + "# A : data array with shape = (n_hidden_units + 1, n_samples)\n", + "# note that the first column of this array must be 1\n", + "\n", + "A = np.array([[1, 0.1, 0.4, 0.6]])\n", + "Z = np.dot(W, A[0])\n", + "y_probas = logistic(Z)\n", + "print('Net Input: \\n', Z)\n", + "\n", + "print('Output Units:\\n', y_probas) " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class label: 0\n" + ] + } + ], + "source": [ + "y_class = np.argmax(Z, axis=0)\n", + "print('Predicted class label: %d' % y_class) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estimating class probabilities in multiclass classification via the softmax function" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Probabilities:\n", + " [0.44668973 0.16107406 0.39223621]\n" + ] + }, + { + "data": { + "text/plain": [ + "1.0" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def softmax(z):\n", + " return np.exp(z) / np.sum(np.exp(z))\n", + "\n", + "y_probas = softmax(Z)\n", + "print('Probabilities:\\n', y_probas)\n", + "\n", + "np.sum(y_probas)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Broadening the output spectrum using a hyperbolic tangent" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "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", + "%matplotlib inline\n", + "\n", + "def tanh(z):\n", + " e_p = np.exp(z)\n", + " e_m = np.exp(-z)\n", + " return (e_p - e_m) / (e_p + e_m)\n", + "\n", + "z = np.arange(-5, 5, 0.005)\n", + "log_act = logistic(z)\n", + "tanh_act = tanh(z)\n", + "plt.ylim([-1.5, 1.5])\n", + "plt.xlabel('Net input $z$')\n", + "plt.ylabel('Activation $\\phi(z)$')\n", + "plt.axhline(1, color='black', linestyle=':')\n", + "plt.axhline(0.5, color='black', linestyle=':')\n", + "plt.axhline(0, color='black', linestyle=':')\n", + "plt.axhline(-0.5, color='black', linestyle=':')\n", + "plt.axhline(-1, color='black', linestyle=':')\n", + "plt.plot(z, tanh_act,\n", + " linewidth=3, linestyle='--',\n", + " label='Tanh')\n", + "plt.plot(z, log_act,\n", + " linewidth=3,\n", + " label='Logistic')\n", + "plt.legend(loc='lower right')\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-0.9999092 , -0.99990829, -0.99990737, ..., 0.99990644,\n", + " 0.99990737, 0.99990829])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.tanh(z)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.special import expit\n", + "log_act = expit(z)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Rectified linear unit activation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Appendix\n", + "\n", + "## Splitting a dataset: danger of mixing train/test examples" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{0, 1, 2, 3, 6, 7, 9, 10, 11, 13} {4, 5, 8, 12, 14}\n" + ] + } + ], + "source": [ + "## the correct way:\n", + "ds = tf.data.Dataset.range(15)\n", + "ds = ds.shuffle(15, reshuffle_each_iteration=False)\n", + "\n", + "\n", + "ds_train = ds.take(10)\n", + "ds_test = ds.skip(10)\n", + "\n", + "ds_train = ds_train.shuffle(10).repeat(10)\n", + "ds_test = ds_test.shuffle(5)\n", + "ds_test = ds_test.repeat(10)\n", + "\n", + "set_train = set()\n", + "for i,item in enumerate(ds_train):\n", + " set_train.add(item.numpy())\n", + "\n", + "set_test = set()\n", + "for i,item in enumerate(ds_test):\n", + " set_test.add(item.numpy())\n", + "\n", + "print(set_train, set_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14} {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}\n" + ] + } + ], + "source": [ + "## The wrong way:\n", + "ds = tf.data.Dataset.range(15)\n", + "ds = ds.shuffle(15, reshuffle_each_iteration=True)\n", + "\n", + "\n", + "ds_train = ds.take(10)\n", + "ds_test = ds.skip(10)\n", + "\n", + "ds_train = ds_train.shuffle(10).repeat(10)\n", + "ds_test = ds_test.shuffle(5)\n", + "ds_test = ds_test.repeat(10)\n", + "\n", + "set_train = set()\n", + "for i,item in enumerate(ds_train):\n", + " set_train.add(item.numpy())\n", + "\n", + "set_test = set()\n", + "for i,item in enumerate(ds_test):\n", + " set_test.add(item.numpy())\n", + "\n", + "print(set_train, set_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Splitting a dataset using `tfds.Split`" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'features': , 'label': }\n", + "\n", + "{'features': , 'label': }\n", + "(, )\n", + "Training Set: 116 Test Set: 34\n", + "10 12 12\n", + "Training Set: 116 Test Set: 34\n", + "10 12 12\n", + "Training Set: 116 Test Set: 34\n", + "10 12 12\n", + "Training Set: 116 Test Set: 34\n", + "10 12 12\n", + "Training Set: 116 Test Set: 34\n", + "10 12 12\n" + ] + } + ], + "source": [ + "\n", + "##--------------------------- Attention ------------------------##\n", + "## ##\n", + "## Note: currently, tfds.Split has a bug in TF 2.0.0 ##\n", + "## ##\n", + "## I.e., splitting [2, 1] is expected to result in ##\n", + "## 100 train and 50 test examples ##\n", + "## ##\n", + "## but instead, it results in 116 train and 34 test examples ##\n", + "## ##\n", + "##--------------------------------------------------------------##\n", + "\n", + "import tensorflow as tf\n", + "import tensorflow_datasets as tfds\n", + "import numpy as np\n", + "\n", + "## method 1: specifying percentage:\n", + "#first_67_percent = tfds.Split.TRAIN.subsplit(tfds.percent[:67])\n", + "#last_33_percent = tfds.Split.TRAIN.subsplit(tfds.percent[-33:])\n", + "\n", + "#ds_train_orig = tfds.load('iris', split=first_67_percent)\n", + "#ds_test = tfds.load('iris', split=last_33_percent)\n", + "\n", + "\n", + "## method 2: specifying the weights\n", + "split_train, split_test = tfds.Split.TRAIN.subsplit([2, 1])\n", + "\n", + "ds_train_orig = tfds.load('iris', split=split_train)\n", + "ds_test = tfds.load('iris', split=split_test)\n", + "\n", + "print(next(iter(ds_train_orig)))\n", + "print()\n", + "print(next(iter(ds_test)))\n", + "\n", + "\n", + "ds_train_orig = ds_train_orig.shuffle(100, reshuffle_each_iteration=True)\n", + "ds_test = ds_test.shuffle(50, reshuffle_each_iteration=False)\n", + "\n", + "ds_train_orig = ds_train_orig.map(\n", + " lambda x: (x['features'], x['label']))\n", + "\n", + "ds_test = ds_test.map(\n", + " lambda x: (x['features'], x['label']))\n", + "\n", + "print(next(iter(ds_train_orig)))\n", + "\n", + "\n", + "for j in range(5):\n", + " labels_train = []\n", + " for i,item in enumerate(ds_train_orig):\n", + " labels_train.append(item[1].numpy())\n", + "\n", + " labels_test = []\n", + " for i,item in enumerate(ds_test):\n", + " labels_test.append(item[1].numpy())\n", + " print('Training Set: ',len(labels_train), 'Test Set: ', len(labels_test))\n", + "\n", + " labels_test = np.array(labels_test)\n", + "\n", + " print(np.sum(labels_test == 0), np.sum(labels_test == 1), np.sum(labels_test == 2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Readers may ignore the next cell." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[NbConvertApp] Converting notebook ch13_part2.ipynb to script\n", + "[NbConvertApp] Writing 13644 bytes to ch13_part2.py\n" + ] + } + ], + "source": [ + "! python ../.convert_notebook_to_script.py --input ch13_part2.ipynb --output ch13_part2.py" + ] + } + ], + "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": "3.7.3" + }, + "toc-showmarkdowntxt": false, + "toc-showtags": false + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ch13/ch13_part2.py b/ch13/ch13_part2.py new file mode 100644 index 00000000..0c53cdf0 --- /dev/null +++ b/ch13/ch13_part2.py @@ -0,0 +1,602 @@ +# coding: utf-8 + + +import tensorflow as tf +import numpy as np +import matplotlib.pyplot as plt +import tensorflow_datasets as tfds +from scipy.special import expit + +# *Python Machine Learning 3rd Edition* by [Sebastian Raschka](https://sebastianraschka.com) & [Vahid Mirjalili](http://vahidmirjalili.com), Packt Publishing Ltd. 2019 +# +# Code Repository: https://github.com/rasbt/python-machine-learning-book-3rd-edition +# +# Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt) + +# # Chapter 13: Parallelizing Neural Network Training with TensorFlow (Part 2/2) +# + +# Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s). + + + + + + + + + +# ## Building a neural network model in TensorFlow + +# ### The TensorFlow Keras API (tf.keras) + +# ### Building a linear regression model + + + + + + + +X_train = np.arange(10).reshape((10, 1)) +y_train = np.array([1.0, 1.3, 3.1, + 2.0, 5.0, 6.3, + 6.6, 7.4, 8.0, + 9.0]) + + +plt.plot(X_train, y_train, 'o', markersize=10) +plt.xlabel('x') +plt.ylabel('y') +plt.show() + + + + +X_train_norm = (X_train - np.mean(X_train))/np.std(X_train) + +ds_train_orig = tf.data.Dataset.from_tensor_slices( + (tf.cast(X_train_norm, tf.float32), + tf.cast(y_train, tf.float32))) + + + + +class MyModel(tf.keras.Model): + def __init__(self): + super(MyModel, self).__init__() + self.w = tf.Variable(0.0, name='weight') + self.b = tf.Variable(0.0, name='bias') + + def call(self, x): + return self.w*x + self.b + + +model = MyModel() + +model.build(input_shape=(None, 1)) +model.summary() + + + + +def loss_fn(y_true, y_pred): + return tf.reduce_mean(tf.square(y_true - y_pred)) + + +## testing the function: +yt = tf.convert_to_tensor([1.0]) +yp = tf.convert_to_tensor([1.5]) + +loss_fn(yt, yp) + + + + +def train(model, inputs, outputs, learning_rate): + with tf.GradientTape() as tape: + current_loss = loss_fn(model(inputs), outputs) + dW, db = tape.gradient(current_loss, [model.w, model.b]) + model.w.assign_sub(learning_rate * dW) + model.b.assign_sub(learning_rate * db) + + + + +tf.random.set_seed(1) + +num_epochs = 200 +log_steps = 100 +learning_rate = 0.001 +batch_size = 1 +steps_per_epoch = int(np.ceil(len(y_train) / batch_size)) + + +ds_train = ds_train_orig.shuffle(buffer_size=len(y_train)) +ds_train = ds_train.repeat(count=None) +ds_train = ds_train.batch(1) + +Ws, bs = [], [] + +for i, batch in enumerate(ds_train): + if i >= steps_per_epoch * num_epochs: + break + Ws.append(model.w.numpy()) + bs.append(model.b.numpy()) + + bx, by = batch + loss_val = loss_fn(model(bx), by) + + train(model, bx, by, learning_rate=learning_rate) + if i%log_steps==0: + print('Epoch {:4d} Step {:2d} Loss {:6.4f}'.format( + int(i/steps_per_epoch), i, loss_val)) + + + + +print('Final Parameters:', model.w.numpy(), model.b.numpy()) + + +X_test = np.linspace(0, 9, num=100).reshape(-1, 1) +X_test_norm = (X_test - np.mean(X_train)) / np.std(X_train) + +y_pred = model(tf.cast(X_test_norm, dtype=tf.float32)) + + +fig = plt.figure(figsize=(13, 5)) +ax = fig.add_subplot(1, 2, 1) +plt.plot(X_train_norm, y_train, 'o', markersize=10) +plt.plot(X_test_norm, y_pred, '--', lw=3) +plt.legend(['Training examples', 'Linear Reg.'], fontsize=15) +ax.set_xlabel('x', size=15) +ax.set_ylabel('y', size=15) +ax.tick_params(axis='both', which='major', labelsize=15) + +ax = fig.add_subplot(1, 2, 2) +plt.plot(Ws, lw=3) +plt.plot(bs, lw=3) +plt.legend(['Weight w', 'Bias unit b'], fontsize=15) +ax.set_xlabel('Iteration', size=15) +ax.set_ylabel('Value', size=15) +ax.tick_params(axis='both', which='major', labelsize=15) +#plt.savefig('ch13-linreg-1.pdf') + +plt.show() + + +# ### Model training via the .compile() and .fit() methods + + + +tf.random.set_seed(1) +model = MyModel() +#model.build((None, 1)) + +model.compile(optimizer='sgd', + loss=loss_fn, + metrics=['mae', 'mse']) + + + + +model.fit(X_train_norm, y_train, + epochs=num_epochs, batch_size=batch_size, + verbose=1) + + + + +print(model.w.numpy(), model.b.numpy()) + + +X_test = np.linspace(0, 9, num=100).reshape(-1, 1) +X_test_norm = (X_test - np.mean(X_train)) / np.std(X_train) + +y_pred = model(tf.cast(X_test_norm, dtype=tf.float32)) + + +fig = plt.figure(figsize=(13, 5)) +ax = fig.add_subplot(1, 2, 1) +plt.plot(X_train_norm, y_train, 'o', markersize=10) +plt.plot(X_test_norm, y_pred, '--', lw=3) +plt.legend(['Training Samples', 'Linear Regression'], fontsize=15) + +ax = fig.add_subplot(1, 2, 2) +plt.plot(Ws, lw=3) +plt.plot(bs, lw=3) +plt.legend(['W', 'bias'], fontsize=15) +plt.show() + + +# ## Building a multilayer perceptron for classifying flowers in the Iris dataset + + + + + + +iris, iris_info = tfds.load('iris', with_info=True) + +print(iris_info) + + + + +tf.random.set_seed(1) + +ds_orig = iris['train'] +ds_orig = ds_orig.shuffle(150, reshuffle_each_iteration=False) + +print(next(iter(ds_orig))) + +ds_train_orig = ds_orig.take(100) +ds_test = ds_orig.skip(100) + + + + +## checking the number of examples: + +n = 0 +for example in ds_train_orig: + n += 1 +print(n) + + +n = 0 +for example in ds_test: + n += 1 +print(n) + + + + +ds_train_orig = ds_train_orig.map( + lambda x: (x['features'], x['label'])) + +ds_test = ds_test.map( + lambda x: (x['features'], x['label'])) + +next(iter(ds_train_orig)) + + + + +model = tf.keras.Sequential([ + tf.keras.layers.Dense(16, activation='sigmoid', + name='fc1', input_shape=(4,)), + tf.keras.layers.Dense(3, name='fc2', activation='softmax')]) + +model.summary() + + + + +model.compile(optimizer='adam', + loss='sparse_categorical_crossentropy', + metrics=['accuracy']) + + + + +num_epochs = 100 +training_size = 100 +batch_size = 2 +steps_per_epoch = np.ceil(training_size / batch_size) + +ds_train = ds_train_orig.shuffle(buffer_size=training_size) +ds_train = ds_train.repeat() +ds_train = ds_train.batch(batch_size=batch_size) +ds_train = ds_train.prefetch(buffer_size=1000) + + +history = model.fit(ds_train, epochs=num_epochs, + steps_per_epoch=steps_per_epoch, + verbose=0) + + + + +hist = history.history + +fig = plt.figure(figsize=(12, 5)) +ax = fig.add_subplot(1, 2, 1) +ax.plot(hist['loss'], lw=3) +ax.set_title('Training loss', size=15) +ax.set_xlabel('Epoch', size=15) +ax.tick_params(axis='both', which='major', labelsize=15) + +ax = fig.add_subplot(1, 2, 2) +ax.plot(hist['accuracy'], lw=3) +ax.set_title('Training accuracy', size=15) +ax.set_xlabel('Epoch', size=15) +ax.tick_params(axis='both', which='major', labelsize=15) +plt.tight_layout() +#plt.savefig('ch13-cls-learning-curve.pdf') + +plt.show() + + +# ### Evaluating the trained model on the test dataset + + + +results = model.evaluate(ds_test.batch(50), verbose=0) +print('Test loss: {:.4f} Test Acc.: {:.4f}'.format(*results)) + + +# ### Saving and reloading the trained model + + + +model.save('iris-classifier.h5', + overwrite=True, + include_optimizer=True, + save_format='h5') + + + + +model_new = tf.keras.models.load_model('iris-classifier.h5') + +model_new.summary() + + + + +results = model_new.evaluate(ds_test.batch(50), verbose=0) +print('Test loss: {:.4f} Test Acc.: {:.4f}'.format(*results)) + + + + +labels_train = [] +for i,item in enumerate(ds_train_orig): + labels_train.append(item[1].numpy()) + +labels_test = [] +for i,item in enumerate(ds_test): + labels_test.append(item[1].numpy()) +print('Training Set: ',len(labels_train), 'Test Set: ', len(labels_test)) + + + + +model.to_json() + + +# ## Choosing activation functions for multilayer neural networks +# + +# ### Logistic function recap + + + + +X = np.array([1, 1.4, 2.5]) ## first value must be 1 +w = np.array([0.4, 0.3, 0.5]) + +def net_input(X, w): + return np.dot(X, w) + +def logistic(z): + return 1.0 / (1.0 + np.exp(-z)) + +def logistic_activation(X, w): + z = net_input(X, w) + return logistic(z) + +print('P(y=1|x) = %.3f' % logistic_activation(X, w)) + + + + +# W : array with shape = (n_output_units, n_hidden_units+1) +# note that the first column are the bias units + +W = np.array([[1.1, 1.2, 0.8, 0.4], + [0.2, 0.4, 1.0, 0.2], + [0.6, 1.5, 1.2, 0.7]]) + +# A : data array with shape = (n_hidden_units + 1, n_samples) +# note that the first column of this array must be 1 + +A = np.array([[1, 0.1, 0.4, 0.6]]) +Z = np.dot(W, A[0]) +y_probas = logistic(Z) +print('Net Input: \n', Z) + +print('Output Units:\n', y_probas) + + + + +y_class = np.argmax(Z, axis=0) +print('Predicted class label: %d' % y_class) + + +# ### Estimating class probabilities in multiclass classification via the softmax function + + + +def softmax(z): + return np.exp(z) / np.sum(np.exp(z)) + +y_probas = softmax(Z) +print('Probabilities:\n', y_probas) + +np.sum(y_probas) + + +# ### Broadening the output spectrum using a hyperbolic tangent + + + + +def tanh(z): + e_p = np.exp(z) + e_m = np.exp(-z) + return (e_p - e_m) / (e_p + e_m) + +z = np.arange(-5, 5, 0.005) +log_act = logistic(z) +tanh_act = tanh(z) +plt.ylim([-1.5, 1.5]) +plt.xlabel('Net input $z$') +plt.ylabel('Activation $\phi(z)$') +plt.axhline(1, color='black', linestyle=':') +plt.axhline(0.5, color='black', linestyle=':') +plt.axhline(0, color='black', linestyle=':') +plt.axhline(-0.5, color='black', linestyle=':') +plt.axhline(-1, color='black', linestyle=':') +plt.plot(z, tanh_act, + linewidth=3, linestyle='--', + label='Tanh') +plt.plot(z, log_act, + linewidth=3, + label='Logistic') +plt.legend(loc='lower right') +plt.tight_layout() +plt.show() + + + + +np.tanh(z) + + + + +log_act = expit(z) + + +# ### Rectified linear unit activation + +# ## Summary + +# # Appendix +# +# ## Splitting a dataset: danger of mixing train/test examples + + + +## the correct way: +ds = tf.data.Dataset.range(15) +ds = ds.shuffle(15, reshuffle_each_iteration=False) + + +ds_train = ds.take(10) +ds_test = ds.skip(10) + +ds_train = ds_train.shuffle(10).repeat(10) +ds_test = ds_test.shuffle(5) +ds_test = ds_test.repeat(10) + +set_train = set() +for i,item in enumerate(ds_train): + set_train.add(item.numpy()) + +set_test = set() +for i,item in enumerate(ds_test): + set_test.add(item.numpy()) + +print(set_train, set_test) + + + + +## The wrong way: +ds = tf.data.Dataset.range(15) +ds = ds.shuffle(15, reshuffle_each_iteration=True) + + +ds_train = ds.take(10) +ds_test = ds.skip(10) + +ds_train = ds_train.shuffle(10).repeat(10) +ds_test = ds_test.shuffle(5) +ds_test = ds_test.repeat(10) + +set_train = set() +for i,item in enumerate(ds_train): + set_train.add(item.numpy()) + +set_test = set() +for i,item in enumerate(ds_test): + set_test.add(item.numpy()) + +print(set_train, set_test) + + +# ### Splitting a dataset using `tfds.Split` + + + + +##--------------------------- Attention ------------------------## +## ## +## Note: currently, tfds.Split has a bug in TF 2.0.0 ## +## ## +## I.e., splitting [2, 1] is expected to result in ## +## 100 train and 50 test examples ## +## ## +## but instead, it results in 116 train and 34 test examples ## +## ## +##--------------------------------------------------------------## + + +## method 1: specifying percentage: +#first_67_percent = tfds.Split.TRAIN.subsplit(tfds.percent[:67]) +#last_33_percent = tfds.Split.TRAIN.subsplit(tfds.percent[-33:]) + +#ds_train_orig = tfds.load('iris', split=first_67_percent) +#ds_test = tfds.load('iris', split=last_33_percent) + + +## method 2: specifying the weights +split_train, split_test = tfds.Split.TRAIN.subsplit([2, 1]) + +ds_train_orig = tfds.load('iris', split=split_train) +ds_test = tfds.load('iris', split=split_test) + +print(next(iter(ds_train_orig))) +print() +print(next(iter(ds_test))) + + +ds_train_orig = ds_train_orig.shuffle(100, reshuffle_each_iteration=True) +ds_test = ds_test.shuffle(50, reshuffle_each_iteration=False) + +ds_train_orig = ds_train_orig.map( + lambda x: (x['features'], x['label'])) + +ds_test = ds_test.map( + lambda x: (x['features'], x['label'])) + +print(next(iter(ds_train_orig))) + + +for j in range(5): + labels_train = [] + for i,item in enumerate(ds_train_orig): + labels_train.append(item[1].numpy()) + + labels_test = [] + for i,item in enumerate(ds_test): + labels_test.append(item[1].numpy()) + print('Training Set: ',len(labels_train), 'Test Set: ', len(labels_test)) + + labels_test = np.array(labels_test) + + print(np.sum(labels_test == 0), np.sum(labels_test == 1), np.sum(labels_test == 2)) + + + +# --- +# +# Readers may ignore the next cell. + + + + diff --git a/ch13/images/cat-01.jpg b/ch13/images/cat-01.jpg new file mode 100644 index 00000000..13ce4c44 Binary files /dev/null and b/ch13/images/cat-01.jpg differ diff --git a/ch13/images/cat-02.jpg b/ch13/images/cat-02.jpg new file mode 100644 index 00000000..50708780 Binary files /dev/null and b/ch13/images/cat-02.jpg differ diff --git a/ch13/images/cat-03.jpg b/ch13/images/cat-03.jpg new file mode 100644 index 00000000..d9aac432 Binary files /dev/null and b/ch13/images/cat-03.jpg differ diff --git a/ch13/images/dog-01.jpg b/ch13/images/dog-01.jpg new file mode 100644 index 00000000..21fa2b1e Binary files /dev/null and b/ch13/images/dog-01.jpg differ diff --git a/ch13/images/dog-02.jpg b/ch13/images/dog-02.jpg new file mode 100644 index 00000000..c8616e8f Binary files /dev/null and b/ch13/images/dog-02.jpg differ diff --git a/ch13/images/dog-03.jpg b/ch13/images/dog-03.jpg new file mode 100644 index 00000000..ec83144a Binary files /dev/null and b/ch13/images/dog-03.jpg differ