From 7f28ba0a0b9ebccba60440da4669d9577508ff4f Mon Sep 17 00:00:00 2001 From: Kyungwon Chun Date: Sun, 24 Oct 2021 22:29:10 +0900 Subject: [PATCH 1/3] Fix tangled plots. - Change variable name, `final_cost` to `final_coeffs`. The `final_cost` is not cost, but coefficients. - Sort x_train and y1 before plotting them. The tangled curve is due to the unordered `x_train`. I could fix it using `np.argsort`. - Add seed to random for the reproducibility of the result. - Set an environment variable to suppress debugging messages from TensorFlow. --- TFv2/ch02/Listing 3.04 - 3.05.ipynb | 407 ++++++++++++++++++++++++++++ 1 file changed, 407 insertions(+) create mode 100644 TFv2/ch02/Listing 3.04 - 3.05.ipynb diff --git a/TFv2/ch02/Listing 3.04 - 3.05.ipynb b/TFv2/ch02/Listing 3.04 - 3.05.ipynb new file mode 100644 index 0000000..8561452 --- /dev/null +++ b/TFv2/ch02/Listing 3.04 - 3.05.ipynb @@ -0,0 +1,407 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def split_dataset(x_dataset, y_dataset, ratio):\n", + " arr = np.arange(x_dataset.size)\n", + " np.random.shuffle(arr)\n", + " num_train = int(ratio * x_dataset.size)\n", + " x_train = x_dataset[arr[0:num_train]]\n", + " x_test = x_dataset[arr[num_train:x_dataset.size]]\n", + " y_train = y_dataset[arr[0:num_train]]\n", + " y_test = y_dataset[arr[num_train:x_dataset.size]]\n", + " return x_train, x_test, y_train, y_test" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '1'\n", + "\n", + "import tensorflow as tf\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "np.random.seed(45)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "learning_rate = 0.001\n", + "training_epochs = 1000\n", + "reg_lambda = float(0)\n", + "num_coeffs = 9" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "x_dataset = np.linspace(-1, 1, 100)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "y_dataset_params = [0.] * num_coeffs\n", + "y_dataset_params[2] = 1\n", + "y_dataset = 0\n", + "for i in range(num_coeffs):\n", + " y_dataset += y_dataset_params[i] * np.power(x_dataset, i)\n", + "y_dataset += np.random.randn(*x_dataset.shape) * 0.3" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "(x_train, x_test, y_train, y_test) = split_dataset(x_dataset, y_dataset, 0.7)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "X = tf.constant(x_train, dtype=tf.float32)\n", + "Y = tf.constant(y_train, dtype=tf.float32)\n", + "w = tf.Variable([0.] * num_coeffs, name='parameters', dtype=tf.float32)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "@tf.function\n", + "def model(X, w):\n", + " terms = []\n", + " for i in range(num_coeffs):\n", + " term = tf.multiply(w[i], tf.pow(X, i))\n", + " terms.append(term) \n", + " return tf.add_n(terms)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "@tf.function\n", + "def y_model():\n", + " return model(X, w)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "@tf.function\n", + "def cost():\n", + " w_sqr = tf.square(w)\n", + " w_red = tf.reduce_sum(w_sqr)\n", + " m_lmd_w_sqr = tf.multiply(tf.convert_to_tensor(reg_lambda, dtype=tf.float32), w_red)\n", + " y_y_model_sqr = tf.reduce_sum(tf.square(Y-y_model()))\n", + " sum_y_model_sqr_reglambda_w_sqr = tf.add(y_y_model_sqr, m_lmd_w_sqr)\n", + " return tf.math.divide(sum_y_model_sqr_reglambda_w_sqr, 2*x_train.size)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "train_op = tf.keras.optimizers.SGD(learning_rate)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reg lambda 0.0\n", + "final coeffs [ 0.16987553 0.01110765 0.13462476 -0.00044605 0.09926572 -0.00273733\n", + " 0.07955347 -0.00284702 0.06724676]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reg lambda 0.010101010101010102\n", + "final coeffs [ 0.19381557 0.02456893 0.19396193 0.00205333 0.14554077 -0.00207786\n", + " 0.1178978 -0.00224593 0.10054322]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reg lambda 0.020202020202020204\n", + "final coeffs [ 0.18218172 0.03533924 0.2294431 0.00359739 0.17371766 -0.00164741\n", + " 0.14158334 -0.00154066 0.12143946]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reg lambda 0.030303030303030304\n", + "final coeffs [ 0.16410281 0.04342585 0.25559694 0.00397321 0.19390552 -0.00181956\n", + " 0.15841939 -0.00116217 0.13634168]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reg lambda 0.04040404040404041\n", + "final coeffs [ 0.14689519 0.04957312 0.27688247 0.00355453 0.20941089 -0.00239431\n", + " 0.17105426 -0.0009981 0.14747441]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reg lambda 0.05050505050505051\n", + "final coeffs [ 0.1320723 0.05439826 0.29494074 0.00266556 0.22160059 -0.00316975\n", + " 0.18064736 -0.00091045 0.15584745]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reg lambda 0.06060606060606061\n", + "final coeffs [ 0.11965526 0.05831138 0.3105683 0.00151078 0.23122975 -0.00402014\n", + " 0.18787502 -0.00081411 0.16206767]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reg lambda 0.07070707070707072\n", + "final coeffs [ 1.09327696e-01 6.15730584e-02 3.24265987e-01 2.07617850e-04\n", + " 2.38816097e-01 -4.87861643e-03 1.93215430e-01 -6.67505665e-04\n", + " 1.66571304e-01]\n" + ] + } + ], + "source": [ + "iters = 0\n", + "indices = np.argsort(x_train)\n", + "for reg_lambda in np.linspace(0, 1, 100):\n", + " iters += 1\n", + " for epoch in range(training_epochs):\n", + " train_op.minimize(cost, w)\n", + " final_coeffs = w.value()\n", + " \n", + " # Print the first 8 attempts (for illustration)\n", + " if iters in range(9):\n", + " plt.scatter(x_train, y_train)\n", + "\n", + " y1 = 0\n", + " for i in range(num_coeffs):\n", + " y1 += final_coeffs[i] * np.power(X, i)\n", + "\n", + " plt.plot(x_train[indices], y1.numpy()[indices], 'r')\n", + " plt.show()\n", + " \n", + " print('reg lambda', reg_lambda)\n", + " print('final coeffs', final_coeffs.numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final result\n" + ] + } + ], + "source": [ + "plt.scatter(x_train, y_train)\n", + "\n", + "y1 = 0\n", + "for i in range(num_coeffs):\n", + " y1 += final_coeffs[i] * np.power(X, i)\n", + "\n", + "plt.plot(x_train[indices], y1.numpy()[indices], 'r')\n", + "plt.show()\n", + "print(\"Final result\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From f9715627225bd0afc791af47544df4a5efa86ea7 Mon Sep 17 00:00:00 2001 From: Kyungwon Chun Date: Sun, 24 Oct 2021 22:29:10 +0900 Subject: [PATCH 2/3] Fix tangled plots. - Change variable name, `final_cost` to `final_coeffs`. The `final_cost` is not cost, but coefficients. - Sort x_train and y1 before plotting them. The tangled curve is due to the unordered `x_train`. I could fix it using `np.argsort`. - Add seed to random for the reproducibility of the result. - Set an environment variable to suppress debugging messages from TensorFlow. --- TFv2/ch03/Listing 3.04 - 3.05.ipynb | 85 ++++++++++++++--------------- 1 file changed, 42 insertions(+), 43 deletions(-) diff --git a/TFv2/ch03/Listing 3.04 - 3.05.ipynb b/TFv2/ch03/Listing 3.04 - 3.05.ipynb index d2da78f..8561452 100644 --- a/TFv2/ch03/Listing 3.04 - 3.05.ipynb +++ b/TFv2/ch03/Listing 3.04 - 3.05.ipynb @@ -23,9 +23,14 @@ "metadata": {}, "outputs": [], "source": [ + "import os\n", + "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '1'\n", + "\n", "import tensorflow as tf\n", "import numpy as np\n", - "import matplotlib.pyplot as plt" + "import matplotlib.pyplot as plt\n", + "\n", + "np.random.seed(45)" ] }, { @@ -141,7 +146,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -156,14 +161,13 @@ "output_type": "stream", "text": [ "reg lambda 0.0\n", - "final cost tf.Tensor(\n", - "[ 0.2029361 -0.0202144 0.15661752 -0.01458375 0.12014726 -0.01203132\n", - " 0.09734699 -0.01000996 0.08186473], shape=(9,), dtype=float32)\n" + "final coeffs [ 0.16987553 0.01110765 0.13462476 -0.00044605 0.09926572 -0.00273733\n", + " 0.07955347 -0.00284702 0.06724676]\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -178,14 +182,13 @@ "output_type": "stream", "text": [ "reg lambda 0.010101010101010102\n", - "final cost tf.Tensor(\n", - "[ 0.23320514 -0.02700766 0.2271991 -0.01811765 0.17981575 -0.01406829\n", - " 0.14736785 -0.01075074 0.12442288], shape=(9,), dtype=float32)\n" + "final coeffs [ 0.19381557 0.02456893 0.19396193 0.00205333 0.14554077 -0.00207786\n", + " 0.1178978 -0.00224593 0.10054322]\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -200,14 +203,13 @@ "output_type": "stream", "text": [ "reg lambda 0.020202020202020204\n", - "final cost tf.Tensor(\n", - "[ 0.22004445 -0.02958449 0.2691645 -0.0179927 0.21767199 -0.01271516\n", - " 0.17957383 -0.00831332 0.15178682], shape=(9,), dtype=float32)\n" + "final coeffs [ 0.18218172 0.03533924 0.2294431 0.00359739 0.17371766 -0.00164741\n", + " 0.14158334 -0.00154066 0.12143946]\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -222,14 +224,13 @@ "output_type": "stream", "text": [ "reg lambda 0.030303030303030304\n", - "final cost tf.Tensor(\n", - "[ 0.19872303 -0.03096177 0.29946133 -0.01665458 0.24549012 -0.01015271\n", - " 0.20312157 -0.00470053 0.17153193], shape=(9,), dtype=float32)\n" + "final coeffs [ 0.16410281 0.04342585 0.25559694 0.00397321 0.19390552 -0.00181956\n", + " 0.15841939 -0.00116217 0.13634168]\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -244,14 +245,13 @@ "output_type": "stream", "text": [ "reg lambda 0.04040404040404041\n", - "final cost tf.Tensor(\n", - "[ 0.17835243 -0.03216136 0.32352188 -0.01497065 0.26731807 -0.00716652\n", - " 0.22128266 -0.00063722 0.18643261], shape=(9,), dtype=float32)\n" + "final coeffs [ 0.14689519 0.04957312 0.27688247 0.00355453 0.20941089 -0.00239431\n", + " 0.17105426 -0.0009981 0.14747441]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -266,14 +266,13 @@ "output_type": "stream", "text": [ "reg lambda 0.05050505050505051\n", - "final cost tf.Tensor(\n", - "[ 0.16086476 -0.03351882 0.3434204 -0.01326718 0.28489244 -0.00406854\n", - " 0.23554067 0.00358152 0.19778845], shape=(9,), dtype=float32)\n" + "final coeffs [ 0.1320723 0.05439826 0.29494074 0.00266556 0.22160059 -0.00316975\n", + " 0.18064736 -0.00091045 0.15584745]\n" ] }, { "data": { - "image/png": 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\n", 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tWkQiktryB/xdfTk2iU7b72C7NdC9O3TrBi+8ABX+CafXmOfTBsgoBppLFurk9bHUtStcdJEfkO7ll6NOjUgk4jJUeboy/8sefZPPBp3qJ6EfP35jEIDSKw7WE0E+vvrKPwo2bgyzZxfdPKQiEox0d/i/mPoAP53+sJ957NRTtzimGIebD3UY6thq2hRuvx3694cxYxrc61hEiltq2f6RH8xk+PRHeHjfPpyWJghA8c1BXhcVDeWrXz8YPBiuvTbW8xuLlKPavgDJ5SbtV/yP3//zd7zXuiN3nnxBZGkLkgJBEG6+2T8dnHUWrF8fdWqkSJRShyLZUnK9QK3G69Zwx9+uxZzjwlMu5WfHF++8WrlQIAjCTjv5PgUzZsR6snvZpNQ6FMmWtugL4BzXPH0bey1dwKWnjGJp63Zc9PDssgjyCgRBGTwYTjvN9y14442oUyMRK7UORbKl1HqBc197nJPnPs8feg3m2U49WLF6XdkE+UACgZn1M7MaM5tnZqPSbD/SzL4ws9mJ5fJsjy0pt90GrVvD0KGwujg7jkhhlFqHItlScqe4fjXTGP3ivfxjz8MYe+jgsgvyeQcCM6sAxgL9ga7AYDPrmmbXl51z3RLLVTkeWxpatoQ//9l3NrvkkqhTIxHS+FKlr7YvwH6La/j9P29kVts9uXTQxazH0u5fykE+iCeCnsA859x859w3wEPAwAIcW5z69IELL4Rbb4XHHos6NRKRUutQFHfpKvYHda/mDwc2456//YalTbfn8rOu4crvHUB1GQb5IPoRVAMfJ71fCHw3zX4Hm9lbwGLgYufcOzkci5kNA4YBdOjQIYBkBye148gvB/+MgdOnw9ln+67nu+8edRKlwKIeR0eyl2mCnMbL/ke/C4fCNluxw8svMGmvvTYeU27TzQYRCNI9J6V2V34D2MU5t8rMBgATgc5ZHutXOjcOGAe+Z3HDk5ub+noHpruIRv2jhsaX30Lfof3hlFNg+nSoKt27BWmYUupQFGfpKvYbrVzBHmf+BL5aDs8/D0lBoByDfBCBYCHQPul9O/xd/0bOuZVJryeb2W1mtmM2x0Ypm6n0MrUOuertVfR94AE49lg4/3w/PK2lL1sUkeiklu03Xfs19z56BdXLF8EzU/wcAynKLcgHUUfwOtDZzDqZWSPgdOCJ5B3MbGcznwuaWc/EeT/N5tgoZdMEsM7WIQMGwGWXwb33+k5nsgV1upIwZXN9JZftN1v7Ffc/cjl7fzKPy79/GfTuXcjkRibvJwLn3HozGwFMASqAe5xz75jZeYntdwCnAD8xs/XAauB050e7S3tsvmkKSjZNAOsdj/2KK3wroosvhi5d/BNCQIpxUKtcRDl5eRyV+vWSq2yvr5F9uzB6why2XrWS+x/2QeDnJ43m6IvOjiTdUdDoo3XIZkzxrMZj/+orOPxweP99eOWVjZNX5KMcxoEv1jHby1E5XC+5yuX6mvTiXDoNPYXdF3/AZUMu5+CLzi7L70XzETRANk0AsxqPvWlT+PvfYdtt/RPBwoV5p60ceq6q01XhlMP1kqusr6+FCzl2+Gl0XbqARhMncP39l5VlEKiLhqGuQ7atA7KqOGrXDiZNgiOO8NNcTp0KO+zQ4LRFnYkGUcyQzzSHkpuor5coZHV9vfuu/39csQKeeio2dQKp9ERQj0Hdq5k26igWjDmWaaOOyu9OoXt3eOIJmDcPjjvOFxk1UJQ9V4MaUE2drgonjj2d672+pk6Fww6DtWvhpZdiGwRAgaDwjjwSHnoIXnsNTjoJ1qxp0MdEmYkGVcwQl2kOi0Ecg27G66tbWz9a8NFH+6fyadP8TVqMqbI4Kn/+M5xzjh+SYuJEP91ljqJqBdJp1KS0vf4MWDAmuFZREqxCXC9F3zJp7VoYPhzuvtvX1/3lL9C8edSpKhhNVVlszjoLnIMf/QgGDWpQMIiqU4vK9ktT2NdLkM2BQwkoS5bAySf7nv6/+hVceeVmE86Heu4ip6KhKJ19Ntx1Fzz9NBx/PKxaFXWKshLHYgapX1BFhtnWQeXUGfHVV+GAA+Ctt+DRR+E3v8kYBOI4oZACQdTOPtsXE73wAhx1FCxbFnWK6qWyfUknqJZJ2QSUrDNs5+CPf/T9eBo39k8Dp5yS17nLkYqGisEPfuDnMvje9+DQQ2HKFOjYMepU1ancxlqR/AVVZJhNQKkrw954XS5b5m+0/vlP6N8fHnig3ibbcWxmC3oiKB7HHw/PPANLl8JBB8G//rVxk8bjkVIQVJFhNk1d682wJ02Cfff1/1N/+IN/n0W/nTg2swUFguJy6KG+KVuzZr5N8223MfGNhbEss5TSE1SRYTYBJVPG3GWb9f4J+7jjYMcdfTPtn/0s65F/41r/peajxWjFChgyBCZPZtIBffn5keeydutGm+2i8XiknOU6DwjOccIHM7j+pbuo+nw5jB4Nl14K22wT+LlLWabmowoExWrDBt+87aqreGvnzvzkxNEs3q71xs1qsy9xV5thV3y4gDEv/olDal6F/fbzc3/sv3/UyStKGnSu1Gy1FVx5JZcMvYpdP1vIP+69kIM/envj5nIvsxSpz6Au2zNt7ctMvW8Ehyx6B266CWbOVBBoAAWCInfwRWdz2tl/4POq7Rj/8KWMfOk+tttqQ9mXWYpktGGD7xHcpYuf7+OEE/zgcRddBFurIWRD6FsrcoO6V8OwAfxk5zb8aMKtDJ/xKEM+/zcthjwMlEe5pUhWnPOtgP7f/4NZs3wHsb/+1TeykLzoiaAEDOpezTO/Po7T3poCEyfS4rOl/vH36qvhm2+iTp5I+KZP94PE9e0Ly5fDfff5FkFFEATKoXm3AkGpGTgQ5s71I5defrkfNXHatKhTJRKOl1+GY46BQw7x1/0tt0BNDZx5pq9Hi1i5DEkR/TcpuWvd2j8ST5rk5zQ49FAYPBgWLIg6ZSL527DB9wY+/HC/zJkDv/udv75/+tMGNQkNS7kMSRFIIDCzfmZWY2bzzGxUmu1DzOztxPKKme2XtO1DM5tjZrPNrMzbhAZswAB/l3TZZX4qzD33hF/+0vdDEAlRKMUhX3/tB2Hce2/f0/6jj+D3v4f58+EXv/BTvhaZchmSIu9AYGYVwFigP9AVGGxmXVN2WwAc4ZzbF7gaGJeyvbdzrlu69q1Sj223hauugvff953Qfvc72G03/wit+gMJQeDFIfPnwyWXQPv28OMfQ6NGMH68n8nvggugSZNA0x+kchmSIogngp7APOfcfOfcN8BDwMDkHZxzrzjnPk+8nQG0C+C8kqy62nekeeMNX29wwQXwne/4SrV166JOnZSRQIpDPvsM7rzTF2vutpu/gend208Z+eab/qamsjLrj4uqwrZchqQIIhBUAx8nvV9I3e0azwGeTHrvgKfNbJaZDct0kJkNM7OZZjZzWQkM1RyZbt18E7vJk/2j9A9/6NtbjxvX4GkxRZI1uDhk7VqYMME3dGjTBs47zweEa6+FDz+Exx7zdQJZjgtUK8oK23IZkj2IfgTp/mppx60ws974QJDc5quXc26xmbUGnjGz95xzU7f4QOfGkShS6tGjR+mNi1FIZn7Y3X79fIXy1VfDuef6sVeGD4ef/MRXOIs0QE7DTW/YAK+84oeAfuQRX3+1007+OjzjDP/0mmPGnyqrIalDVA5DsgfxRLAQaJ/0vh2wOHUnM9sXuAsY6Jz7tHa9c25x4udS4G/4oiYJgpkfhXHGDHjuOfjud31PzA4dfPO76dN9Jx2RHGRVHFJT4xsx7LYbHHaYL/M/7jh46ilYuNAPB7H//nkHASifCtsoBREIXgc6m1knM2sEnA48kbyDmXUAJgBDnXP/SVrf1Mya1b4G+gBzA0iTJDPzs5/94x++K/455/g5kg85xBcl3XSTn89VJAtpi0NO3JtBLPUNFw44wLdgu/Za2GMP/zTwySf+Z9++gQ8DUS4VtlEKZPRRMxsA/B6oAO5xzl1jZucBOOfuMLO7gJOBjxKHrHfO9TCzXfFPAeCLqR50zl1T3/liMfpo2Fat8n0Rxo3zA3VttZUPFmecASeeCNttF3UKpditXOmfNJ980i8LF/qbjoMP9pPEDx7s6wJCtsWQ1PjyaocPUuU0jHS+NAx1TGU1tnpNjR/Ea/x432mncWPfg/nUU/0d3LbbRpN4KS5r1vjy/uef98trr8G33/qJlI45Bo491hf/RFD/VHudL1qxemMQqFVVWVGSFbhhUCCIoXR3SnX+Uzjn6xPGj/cVe8uX+16cxxzjO6/16ePLfCNUzpOGFJ3PP/dPizNmwIsv+qFM1q6Figro2dM39+zTxxcx5tDUM0y9xjyftiJbEzl5mQKBRh8tMblkhDm3pqh9rD/4YD/P67Rpvi7h73/3Xf7BB4I+ffzSuzc0bx70r5hRamCrbSYIKBjka80aeOstf5dfu/wnUZ1n5uuSRozwxYeHHeafAoqQKo4bRoGghOSaEeb1T7H11nDEEX656Sbfy/Ppp2HKFF/pd/vt/s7wgAN8xnD44T6AtGrV8F+wHlE3EywbGzb4TP611+DVV/3Pt97a1PGwTRvfwuyHP/Q/DzigoAE/Hzk1bZWNFAhKSK4ZYWD/FGbQubNfhg/3Q1fMmOEDw0svwa23wo03+n132QUOPNAvPXv6TCSgu0fd7TXAsmV+PKrUZeVKv71ZM+jRw4/l07OnX6pLN6iO7NslbXFoqfX0LTQFgojlUtSTa0YY2j9Fo0abRoYEX6wwc6a/u3z9db889pjfZga77+4HEkteOnfOuVxZd3tpOOcz+w8+2HJ5/32/rdb228M++/iWYbWBuksX/2RXJmr/d1SPlBsFggjlWtSTa0ZY3z9FYBWvjRv7MWOSJwlZvtwHh9df98UOc+f6uoYNG/z2ykrfxrxzZ/9z991h11390q5d2iAR27u9Vatg8WL473+3zOznz4cvv9x8/3btfF3OCSf48aZqg+/OOwfSgavYlUNP30JTq6EI5drCIedWQHUI8rOytmYNvPfepuKJ997zZdUffLD5SKlmfhiCtm19MUV19cbXr3zdiNvnreGdDU1osnNrLu6/V2n+069ZA59+6pfly32HqyVLfIa/ePHmr1et2vzYykro1MkHz91223zp1MkHZpE01GqoCOVa1BPkY28kFa+NG/vWJ926bb7+2299Z6QFC/wd7kcf+Qxw0SJ/Fzx9us8sgUMSC+A7wd3cEnbYAVq29EUfLVr4fg9Nm276mfx62239sMbbbOOXRo18xXhFhf9ptmlxzj/BOAfr1/t0rl/vm1CuXesz8+SfX321afnyy03LypV+jJ0VK/wga8uX+30yfUdt2/oK2/3282NGtWmzKSjutpu/4y+j4hyJngJBhBpS5h3UY29RVbxWVPhK5l12gSOPTL/P2rX+LnnRok13zMuXb1o+/9zfVdfU+Ex21Sr/M6on3ooK3zu7WTPf4qZ5c5+R77037LijX3bYYdPPVq18Zt+iRSyKb6S4KBBEKMoy75KreN1mG+jY0S/Zcg5Wr948MNT+/OYbv6xdu+lOf/16f0ztstVWm54OKis3PTnUPk1ss42/g6993aTJpieQxo2zytA31dN8SNsWn6hiUyKhQBChKFs4xKLi1cxnzk2ahNq/oaHUQU6KhQJBxKJq4aBmdtFTBzkpFgoEMaZmdtEqqnqaDDS2UzwEMR+BiDRAsY+jH+UUkFJYCgRSNKKagDwqxT7xeSCT1EtJUNFQDvSYHJ44VpwWez1NKRRdSTAUCLIUx4yqkOJacVrM9TQl18RYGkxFQ1nSY3Lucinq0d1n8Sn2oisJjp4IsqSMKjdhD6gn4Sv2oisJTiBPBGbWz8xqzGyemY1Ks93M7JbE9rfNbP9sjy0Wxd7Co9jk+gSlu8/iNKh7NdNGHcWCMccybdRRCgJlKu9AYGYVwFigP9AVGGxmXVN26w90TizDgNtzOLYoKKPKTUMG1LvupH2oblGF4Udg1YTjIoURRNFQT2Cec24+gJk9BAwE/p20z0DgfufHvJ5hZi3MrA3QMYtji4Iek3MT5YB6IpKbIAJBNfBx0vuFwHez2Kc6y2MBMLNh+KcJOnTokF+KG0gZVfZiMZaRSJkIIhCkG2IxdezfTEwwpnQAAAu0SURBVPtkc6xf6dw4YBz4iWlySaAUXik/Qam/iMRNEIFgIdA+6X07YHGW+zTK4lgpUaX4BKX+IhJHQbQaeh3obGadzKwRcDrwRMo+TwBnJloPHQR84ZxbkuWxIgWj/iISR3k/ETjn1pvZCGAKUAHc45x7x8zOS2y/A5gMDADmAV8DZ9V1bL5pEmko9ReROAqkQ5lzbjI+s09ed0fSawcMz/ZYkWyEUZZfV2unbM6n+gUpReaimtM1Dz169HAzZ86MOhlFq67MqFwyqtSyfPAtDxy+D0JDf690n1tVWcHJB1Tz+KxFW6xP7uuQ6Vj1h5BiYWaznHM9UtdriIkyU1dlJ1A2FaHpyvJrb2ny+b0ytXbKZlC8uA6cJ6VPgaDM1FfZWS4ZVX1l9vn8XulaO1308Ox606H6BSlVGn20zNSVGZVTRpXNGE9B/l7ZjDWl8aikVCkQlJm6MqNyyqjSjf2UKsjfK5uxpjQelZQqBYIyU1dmVE4ZVfIgdbBlF/Wgf69sBsXTwHlSqtRqqAzFodVQqnL9vUSClKnVkAKBiEhMqPmoFA3dvYsUFwUCKSgN6hY+BVrJlQKBFFRcO10VKnNWoJWGUCCQgirWvgxhZtSFzJzjGmglP2o+KgVVjH0ZajPqRStW49iUUU98c1Egn1/Ioa2LNdBKcVMgkC1MfHMRvcY8T6dRk+g15vnAMkQozk5XYWfUhcycizHQSvFTIJDNhH13XIydrsLOqAuZORdjoJXipzoC2UwhypiLbQrLuuYgCMLIvl3SDk8dRuZcynNFS3QUCGQzcSxjDjujLnTmXGyBVoqfAoFsJuy74yiltgzqvWcrXnhvGYtXrKZ5VSWNK7dixdfrQsmolTlLMcurjsDMWprZM2b2fuLn9mn2aW9mL5jZu2b2jpldkLTtCjNbZGazE8uAfNIj+SvXMuZ0dR/jZ/x34/sVq9exZt0Gbj6tG9NGHaVMW2Il38riUcBzzrnOwHOJ96nWA79wzu0FHAQMN7OuSdtvds51SyyauzhixViZG4R0dR+pwmrSKVLs8i0aGggcmXh9H/AicEnyDs65JcCSxOsvzexdoBr4d57nlpCUYzFGtnUc5VwXIpJJvk8EOyUy+toMv3VdO5tZR6A78GrS6hFm9raZ3ZOuaEkkCNnWcZRDXYhIruoNBGb2rJnNTbMMzOVEZrYt8DhwoXNuZWL17cBuQDf8U8ONdRw/zMxmmtnMZcuW5XJqkaxmNCuHupBSFmZHRqlbvUVDzrn/y7TNzD4xszbOuSVm1gZYmmG/SnwQ+ItzbkLSZ3+StM+fgH/WkY5xwDjw8xHUl26RZOmacCa3GlJ7+2hpsLxo5VtH8ATwA2BM4uffU3cwMwPuBt51zt2Usq1NbdEScCIwN8/0iGRUjnUf5UKD5UUr3zqCMcAxZvY+cEziPWbW1sxqWwD1AoYCR6VpJvpbM5tjZm8DvYGL8kyPiJSgOHZkLCZ5PRE45z4Fjk6zfjEwIPH6X2w5t3jtfkPzOb+IlIdy7shYCjTonIhErlw7MpYKDTEhIpHTYHnRUiAQkaKgyvzoqGhIRCTmFAhERGJOgUBEJOYUCEREYk6BQEQk5hQIRERiTs1HRfKUOgWm2r9LqVEgEKlDfZm8Rs2UcqCiIZEM0s1zPHrCnM3Gya9r1EyRUqFAIJJBNpm8Rs2UcqBAIJJBNpl8ptExNWqmlBIFApEMssnkCzFqpqZwlLApEIhkkE0mP6h7NdedtA/VLaowoLpFFdedtE9gFcXZ1FOI5EuthkQyyHZo5DBHzdQUjlIICgQidYh6aGRVRkshqGhIpIipMloKIa9AYGYtzewZM3s/8XP7DPt9mJikfraZzcz1eJG40hSOUgj5PhGMAp5zznUGnku8z6S3c66bc65HA48XiZ2wK6NFAMw51/CDzWqAI51zS8ysDfCic26LWxUz+xDo4Zxb3pDjU/Xo0cPNnDmzvt1ERCSJmc1KuRkH8n8i2Mk5twQg8bN1hv0c8LSZzTKzYQ04XkREQlJvqyEzexbYOc2mX+Vwnl7OucVm1hp4xszec85NzeF4EgFkGECHDh1yOVREROpQbyBwzv1fpm1m9omZtUkq2lma4TMWJ34uNbO/AT2BqUBWxyeOHQeMA180VF+6RUQkO/kWDT0B/CDx+gfA31N3MLOmZtas9jXQB5ib7fEiIhKufAPBGOAYM3sfOCbxHjNra2aTE/vsBPzLzN4CXgMmOeeequt4EREpnLx6FjvnPgWOTrN+MTAg8Xo+sF8ux4uISOGoZ7GISMzl1Y8gKma2DPgoz4/ZEVhe716FVYxpAqUrF8WYJlC6clGMaYJg0rWLc65V6sqSDARBMLOZ6TpWRKkY0wRKVy6KMU2gdOWiGNME4aZLRUMiIjGnQCAiEnNxDgTjok5AGsWYJlC6clGMaQKlKxfFmCYIMV2xrSMQEREvzk8EIiKCAoGISOyVbSAws1PN7B0z22BmGZtcmVk/M6sxs3lmNippfSizp2XzuWbWJTGbW+2y0swuTGy7wswWJW0bUKh0JfYr2GxzWX5X7c3sBTN7N/H3viBpW6DfVaZrJWm7mdktie1vm9n+2R4bYpqGJNLytpm9Ymb7JW1L+7csULqONLMvkv42l2d7bMjpGpmUprlm9q2ZtUxsC+X7MrN7zGypmc3NsD3868o5V5YLsBfQBXgRPylOun0qgA+AXYFGwFtA18S23wKjEq9HAdcHlK6cPjeRxv/hO4IAXAFcHML3lVW6gA+BHfP9vYJKE9AG2D/xuhnwn6S/YWDfVV3XStI+A4AnAQMOAl7N9tgQ03QIsH3idf/aNNX1tyxQuo4E/tmQY8NMV8r+xwPPF+D7OhzYH5ibYXvo11XZPhE45951ztXUs1tPYJ5zbr5z7hvgIWBgYttA4L7E6/uAQQElLdfPPRr4wDmXb0/q+uT7+4bxfdX7mc65Jc65NxKvvwTeBcKYx7GuayU5vfc7bwbQwvzw6tkcG0qanHOvOOc+T7ydAbQL4Lx5pyukY4P+7MHAXwM6d0bOz83yWR27hH5dlW0gyFI18HHS+4VsykTCmj0t1889nS0vxhGJR8R7giqyyiFdhZxtLqfPNLOOQHfg1aTVQX1XdV0r9e2TzbFhpSnZOfg7y1qZ/paFStfBZvaWmT1pZt/J8dgw04WZNQH6AY8nrQ7r+6pP6NdVXqOPRs3qmD3NOZfN3AaWZl3e7WnrSleOn9MIOAEYnbT6duBqfDqvBm4Ezi5guvKebS6ENGFm2+L/aS90zq1MrG7wd5XuFGnWpV4rmfYJ5TrL5XPNrDc+EByatDrQv2WO6XoDX9y5KlF3MxHonOWxYaar1vHANOdc8p16WN9XfUK/rko6ELg6Zk/L0kKgfdL7dsDixOusZ0/LJV2W5axuCf2BN5xznyR99sbXZvYn4J+FTJcLYLa5oNNkZpX4IPAX59yEpM9u8HeVRl3XSn37NMri2LDShJntC9wF9Hd+6Hegzr9l6OlKCtY45yab2W1mtmM2x4aZriRbPImH+H3VJ/TrKu5FQ68Dnc2sU+Lu+3T8rGkQ3uxpuXzuFmWUiQyx1olsmu0t9HRZ4WebyyZNBtwNvOucuyllW5DfVV3XSnJ6z0y08jgI+CJRpJXNsaGkycw6ABOAoc65/yStr+tvWYh07Zz422FmPfF50afZHBtmuhLpaQ4cQdL1FvL3VZ/wr6uga8CLZcH/4y8E1gKfAFMS69sCk5P2G4BvafIBvkipdv0OwHPA+4mfLQNKV9rPTZOuJvh/jOYpxz8AzAHeTvzR2xQqXfjWCW8llnfC/r6yTNOh+Mfht4HZiWVAGN9VumsFOA84L/HagLGJ7XNIaq2W6ToL4DuqL013AZ8nfTcz6/tbFihdIxLnfQtfiX1I2N9VNulKvP8h8FDKcaF9X/ibvSXAOnyedU6hrysNMSEiEnNxLxoSEYk9BQIRkZhTIBARiTkFAhGRmFMgEBGJOQUCEZGYUyAQEYm5/w/Kfdal3M9jfwAAAABJRU5ErkJggg==\n", 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" ] @@ -288,14 +287,13 @@ "output_type": "stream", "text": [ "reg lambda 0.06060606060606061\n", - "final cost tf.Tensor(\n", - "[ 0.14630243 -0.03511949 0.36018455 -0.01166877 0.29918626 -0.00099391\n", - " 0.24676871 0.00782054 0.20638412], shape=(9,), dtype=float32)\n" + "final coeffs [ 0.11965526 0.05831138 0.3105683 0.00151078 0.23122975 -0.00402014\n", + " 0.18787502 -0.00081411 0.16206767]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -310,19 +308,20 @@ "output_type": "stream", "text": [ "reg lambda 0.07070707070707072\n", - "final cost tf.Tensor(\n", - "[ 0.13427602 -0.03695476 0.3744647 -0.01021881 0.31086582 0.00199544\n", - " 0.25558057 0.01201166 0.21277976], shape=(9,), dtype=float32)\n" + "final coeffs [ 1.09327696e-01 6.15730584e-02 3.24265987e-01 2.07617850e-04\n", + " 2.38816097e-01 -4.87861643e-03 1.93215430e-01 -6.67505665e-04\n", + " 1.66571304e-01]\n" ] } ], "source": [ "iters = 0\n", + "indices = np.argsort(x_train)\n", "for reg_lambda in np.linspace(0, 1, 100):\n", " iters += 1\n", " for epoch in range(training_epochs):\n", " train_op.minimize(cost, w)\n", - " final_cost = w.value()\n", + " final_coeffs = w.value()\n", " \n", " # Print the first 8 attempts (for illustration)\n", " if iters in range(9):\n", @@ -330,23 +329,23 @@ "\n", " y1 = 0\n", " for i in range(num_coeffs):\n", - " y1 += final_cost[i] * np.power(X, i)\n", + " y1 += final_coeffs[i] * np.power(X, i)\n", "\n", - " plt.plot(x_train, y1, 'r')\n", + " plt.plot(x_train[indices], y1.numpy()[indices], 'r')\n", " plt.show()\n", " \n", " print('reg lambda', reg_lambda)\n", - " print('final cost', final_cost)" + " print('final coeffs', final_coeffs.numpy())" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -369,9 +368,9 @@ "\n", "y1 = 0\n", "for i in range(num_coeffs):\n", - " y1 += final_cost[i] * np.power(X, i)\n", + " y1 += final_coeffs[i] * np.power(X, i)\n", "\n", - "plt.plot(x_train, y1, 'r')\n", + "plt.plot(x_train[indices], y1.numpy()[indices], 'r')\n", "plt.show()\n", "print(\"Final result\")" ] @@ -386,7 +385,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -400,7 +399,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.4" + "version": "3.8.10" } }, "nbformat": 4, From 7b75ee874ad76f0098038186a9ebb4e1681d226c Mon Sep 17 00:00:00 2001 From: Kyungwon Chun Date: Sun, 24 Oct 2021 22:36:25 +0900 Subject: [PATCH 3/3] Delete a misplaced file. --- TFv2/ch02/Listing 3.04 - 3.05.ipynb | 407 ---------------------------- 1 file changed, 407 deletions(-) delete mode 100644 TFv2/ch02/Listing 3.04 - 3.05.ipynb diff --git a/TFv2/ch02/Listing 3.04 - 3.05.ipynb b/TFv2/ch02/Listing 3.04 - 3.05.ipynb deleted file mode 100644 index 8561452..0000000 --- a/TFv2/ch02/Listing 3.04 - 3.05.ipynb +++ /dev/null @@ -1,407 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def split_dataset(x_dataset, y_dataset, ratio):\n", - " arr = np.arange(x_dataset.size)\n", - " np.random.shuffle(arr)\n", - " num_train = int(ratio * x_dataset.size)\n", - " x_train = x_dataset[arr[0:num_train]]\n", - " x_test = x_dataset[arr[num_train:x_dataset.size]]\n", - " y_train = y_dataset[arr[0:num_train]]\n", - " y_test = y_dataset[arr[num_train:x_dataset.size]]\n", - " return x_train, x_test, y_train, y_test" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '1'\n", - "\n", - "import tensorflow as tf\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "np.random.seed(45)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "learning_rate = 0.001\n", - "training_epochs = 1000\n", - "reg_lambda = float(0)\n", - "num_coeffs = 9" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "x_dataset = np.linspace(-1, 1, 100)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "y_dataset_params = [0.] * num_coeffs\n", - "y_dataset_params[2] = 1\n", - "y_dataset = 0\n", - "for i in range(num_coeffs):\n", - " y_dataset += y_dataset_params[i] * np.power(x_dataset, i)\n", - "y_dataset += np.random.randn(*x_dataset.shape) * 0.3" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "(x_train, x_test, y_train, y_test) = split_dataset(x_dataset, y_dataset, 0.7)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "X = tf.constant(x_train, dtype=tf.float32)\n", - "Y = tf.constant(y_train, dtype=tf.float32)\n", - "w = tf.Variable([0.] * num_coeffs, name='parameters', dtype=tf.float32)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "@tf.function\n", - "def model(X, w):\n", - " terms = []\n", - " for i in range(num_coeffs):\n", - " term = tf.multiply(w[i], tf.pow(X, i))\n", - " terms.append(term) \n", - " return tf.add_n(terms)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "@tf.function\n", - "def y_model():\n", - " return model(X, w)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "@tf.function\n", - "def cost():\n", - " w_sqr = tf.square(w)\n", - " w_red = tf.reduce_sum(w_sqr)\n", - " m_lmd_w_sqr = tf.multiply(tf.convert_to_tensor(reg_lambda, dtype=tf.float32), w_red)\n", - " y_y_model_sqr = tf.reduce_sum(tf.square(Y-y_model()))\n", - " sum_y_model_sqr_reglambda_w_sqr = tf.add(y_y_model_sqr, m_lmd_w_sqr)\n", - " return tf.math.divide(sum_y_model_sqr_reglambda_w_sqr, 2*x_train.size)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "train_op = tf.keras.optimizers.SGD(learning_rate)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "reg lambda 0.0\n", - "final coeffs [ 0.16987553 0.01110765 0.13462476 -0.00044605 0.09926572 -0.00273733\n", - " 0.07955347 -0.00284702 0.06724676]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "reg lambda 0.010101010101010102\n", - "final coeffs [ 0.19381557 0.02456893 0.19396193 0.00205333 0.14554077 -0.00207786\n", - " 0.1178978 -0.00224593 0.10054322]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "reg lambda 0.020202020202020204\n", - "final coeffs [ 0.18218172 0.03533924 0.2294431 0.00359739 0.17371766 -0.00164741\n", - " 0.14158334 -0.00154066 0.12143946]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "reg lambda 0.030303030303030304\n", - "final coeffs [ 0.16410281 0.04342585 0.25559694 0.00397321 0.19390552 -0.00181956\n", - " 0.15841939 -0.00116217 0.13634168]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "reg lambda 0.04040404040404041\n", - "final coeffs [ 0.14689519 0.04957312 0.27688247 0.00355453 0.20941089 -0.00239431\n", - " 0.17105426 -0.0009981 0.14747441]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "reg lambda 0.05050505050505051\n", - "final coeffs [ 0.1320723 0.05439826 0.29494074 0.00266556 0.22160059 -0.00316975\n", - " 0.18064736 -0.00091045 0.15584745]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "reg lambda 0.06060606060606061\n", - "final coeffs [ 0.11965526 0.05831138 0.3105683 0.00151078 0.23122975 -0.00402014\n", - " 0.18787502 -0.00081411 0.16206767]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "reg lambda 0.07070707070707072\n", - "final coeffs [ 1.09327696e-01 6.15730584e-02 3.24265987e-01 2.07617850e-04\n", - " 2.38816097e-01 -4.87861643e-03 1.93215430e-01 -6.67505665e-04\n", - " 1.66571304e-01]\n" - ] - } - ], - "source": [ - "iters = 0\n", - "indices = np.argsort(x_train)\n", - "for reg_lambda in np.linspace(0, 1, 100):\n", - " iters += 1\n", - " for epoch in range(training_epochs):\n", - " train_op.minimize(cost, w)\n", - " final_coeffs = w.value()\n", - " \n", - " # Print the first 8 attempts (for illustration)\n", - " if iters in range(9):\n", - " plt.scatter(x_train, y_train)\n", - "\n", - " y1 = 0\n", - " for i in range(num_coeffs):\n", - " y1 += final_coeffs[i] * np.power(X, i)\n", - "\n", - " plt.plot(x_train[indices], y1.numpy()[indices], 'r')\n", - " plt.show()\n", - " \n", - " print('reg lambda', reg_lambda)\n", - " print('final coeffs', final_coeffs.numpy())" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Final result\n" - ] - } - ], - "source": [ - "plt.scatter(x_train, y_train)\n", - "\n", - "y1 = 0\n", - "for i in range(num_coeffs):\n", - " y1 += final_coeffs[i] * np.power(X, i)\n", - "\n", - "plt.plot(x_train[indices], y1.numpy()[indices], 'r')\n", - "plt.show()\n", - "print(\"Final result\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.10" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -}