Commit 7a6e5b71c0ae3ca02987a92510669ce17c48f691

Authored by Junghwan Park
1 parent e90c8a50a8
Exists in main

updated tests

Showing 3 changed files with 154 additions and 26 deletions Side-by-side Diff

python-notebook/test_cuda.ipynb View file @ 7a6e5b7
  1 +{
  2 + "cells": [
  3 + {
  4 + "cell_type": "code",
  5 + "execution_count": 3,
  6 + "metadata": {},
  7 + "outputs": [],
  8 + "source": [
  9 + "import torch\n",
  10 + "import torch.nn as nn"
  11 + ]
  12 + },
  13 + {
  14 + "cell_type": "code",
  15 + "execution_count": 4,
  16 + "metadata": {},
  17 + "outputs": [
  18 + {
  19 + "data": {
  20 + "text/plain": [
  21 + "False"
  22 + ]
  23 + },
  24 + "execution_count": 4,
  25 + "metadata": {},
  26 + "output_type": "execute_result"
  27 + }
  28 + ],
  29 + "source": [
  30 + "torch.cuda.is_available()"
  31 + ]
  32 + }
  33 + ],
  34 + "metadata": {
  35 + "interpreter": {
  36 + "hash": "80dbe1014b4652684caa329d41db00af3ae439be86b11eab7e35b518e5d8ab1a"
  37 + },
  38 + "kernelspec": {
  39 + "display_name": "Python 3.7.9 ('venv': venv)",
  40 + "language": "python",
  41 + "name": "python3"
  42 + },
  43 + "language_info": {
  44 + "codemirror_mode": {
  45 + "name": "ipython",
  46 + "version": 3
  47 + },
  48 + "file_extension": ".py",
  49 + "mimetype": "text/x-python",
  50 + "name": "python",
  51 + "nbconvert_exporter": "python",
  52 + "pygments_lexer": "ipython3",
  53 + "version": "3.7.9"
  54 + },
  55 + "orig_nbformat": 4
  56 + },
  57 + "nbformat": 4,
  58 + "nbformat_minor": 2
  59 +}
python-notebook/test_mnist.ipynb View file @ 7a6e5b7
... ... @@ -19,6 +19,29 @@
19 19 },
20 20 {
21 21 "cell_type": "code",
  22 + "execution_count": 31,
  23 + "metadata": {},
  24 + "outputs": [
  25 + {
  26 + "data": {
  27 + "text/plain": [
  28 + "[]"
  29 + ]
  30 + },
  31 + "execution_count": 31,
  32 + "metadata": {},
  33 + "output_type": "execute_result"
  34 + }
  35 + ],
  36 + "source": [
  37 + "import tensorflow as tf\n",
  38 + "gpus = tf.config.experimental.list_physical_devices('GPU')\n",
  39 + "\n",
  40 + "gpus"
  41 + ]
  42 + },
  43 + {
  44 + "cell_type": "code",
22 45 "execution_count": 4,
23 46 "metadata": {},
24 47 "outputs": [
25 48  
26 49  
27 50  
28 51  
29 52  
30 53  
31 54  
32 55  
33 56  
34 57  
35 58  
... ... @@ -89,57 +112,103 @@
89 112 },
90 113 {
91 114 "cell_type": "code",
92   - "execution_count": 19,
  115 + "execution_count": 21,
93 116 "metadata": {},
94 117 "outputs": [
95 118 {
96 119 "name": "stdout",
97 120 "output_type": "stream",
98 121 "text": [
99   - "Model: \"sequential_4\"\n",
  122 + "Model: \"sequential_6\"\n",
100 123 "_________________________________________________________________\n",
101 124 " Layer (type) Output Shape Param # \n",
102 125 "=================================================================\n",
103   - " dense_9 (Dense) (None, 10) 7850 \n",
  126 + " dense_15 (Dense) (None, 10) 7850 \n",
104 127 " \n",
105   - " dense_10 (Dense) (None, 50) 550 \n",
  128 + " dense_16 (Dense) (None, 500) 5500 \n",
106 129 " \n",
107   - " dense_11 (Dense) (None, 10) 510 \n",
  130 + " dense_17 (Dense) (None, 500) 250500 \n",
108 131 " \n",
  132 + " dense_18 (Dense) (None, 10) 5010 \n",
  133 + " \n",
109 134 "=================================================================\n",
110   - "Total params: 8,910\n",
111   - "Trainable params: 8,910\n",
  135 + "Total params: 268,860\n",
  136 + "Trainable params: 268,860\n",
112 137 "Non-trainable params: 0\n",
113   - "_________________________________________________________________\n"
  138 + "_________________________________________________________________\n",
  139 + "Epoch 1/100\n",
  140 + "375/375 [==============================] - 5s 10ms/step - loss: 0.4711 - accuracy: 0.8580 - val_loss: 0.2486 - val_accuracy: 0.9254\n",
  141 + "Epoch 2/100\n",
  142 + "375/375 [==============================] - 3s 8ms/step - loss: 0.2350 - accuracy: 0.9276 - val_loss: 0.2120 - val_accuracy: 0.9371\n",
  143 + "Epoch 3/100\n",
  144 + "375/375 [==============================] - 3s 9ms/step - loss: 0.1909 - accuracy: 0.9414 - val_loss: 0.1805 - val_accuracy: 0.9442\n",
  145 + "Epoch 4/100\n",
  146 + "375/375 [==============================] - 3s 9ms/step - loss: 0.1613 - accuracy: 0.9503 - val_loss: 0.1652 - val_accuracy: 0.9498\n",
  147 + "Epoch 5/100\n",
  148 + "375/375 [==============================] - 4s 9ms/step - loss: 0.1440 - accuracy: 0.9552 - val_loss: 0.1554 - val_accuracy: 0.9527\n",
  149 + "Epoch 6/100\n",
  150 + "375/375 [==============================] - 3s 9ms/step - loss: 0.1306 - accuracy: 0.9599 - val_loss: 0.1448 - val_accuracy: 0.9557\n",
  151 + "Epoch 7/100\n",
  152 + "375/375 [==============================] - 4s 10ms/step - loss: 0.1192 - accuracy: 0.9626 - val_loss: 0.1450 - val_accuracy: 0.9566\n",
  153 + "Epoch 8/100\n",
  154 + "375/375 [==============================] - 3s 8ms/step - loss: 0.1123 - accuracy: 0.9644 - val_loss: 0.1410 - val_accuracy: 0.9566\n",
  155 + "Epoch 9/100\n",
  156 + "375/375 [==============================] - 3s 9ms/step - loss: 0.1030 - accuracy: 0.9670 - val_loss: 0.1463 - val_accuracy: 0.9559\n",
  157 + "Epoch 10/100\n",
  158 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0975 - accuracy: 0.9691 - val_loss: 0.1394 - val_accuracy: 0.9596\n",
  159 + "Epoch 11/100\n",
  160 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0916 - accuracy: 0.9702 - val_loss: 0.1439 - val_accuracy: 0.9572\n",
  161 + "Epoch 12/100\n",
  162 + "375/375 [==============================] - 3s 9ms/step - loss: 0.0881 - accuracy: 0.9711 - val_loss: 0.1423 - val_accuracy: 0.9575\n",
  163 + "Epoch 13/100\n",
  164 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0829 - accuracy: 0.9731 - val_loss: 0.1372 - val_accuracy: 0.9597\n",
  165 + "Epoch 14/100\n",
  166 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0775 - accuracy: 0.9753 - val_loss: 0.1467 - val_accuracy: 0.9575\n",
  167 + "Epoch 15/100\n",
  168 + "375/375 [==============================] - 3s 7ms/step - loss: 0.0742 - accuracy: 0.9762 - val_loss: 0.1338 - val_accuracy: 0.9598\n",
  169 + "Epoch 16/100\n",
  170 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0698 - accuracy: 0.9765 - val_loss: 0.1483 - val_accuracy: 0.9595\n",
  171 + "Epoch 17/100\n",
  172 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0642 - accuracy: 0.9788 - val_loss: 0.1440 - val_accuracy: 0.9600\n",
  173 + "Epoch 18/100\n",
  174 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0615 - accuracy: 0.9795 - val_loss: 0.1398 - val_accuracy: 0.9617\n",
  175 + "Epoch 19/100\n",
  176 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0583 - accuracy: 0.9811 - val_loss: 0.1413 - val_accuracy: 0.9621\n",
  177 + "Epoch 20/100\n",
  178 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0563 - accuracy: 0.9812 - val_loss: 0.1605 - val_accuracy: 0.9569\n",
  179 + "Epoch 21/100\n",
  180 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0542 - accuracy: 0.9823 - val_loss: 0.1510 - val_accuracy: 0.9607\n",
  181 + "Epoch 22/100\n",
  182 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0504 - accuracy: 0.9827 - val_loss: 0.1433 - val_accuracy: 0.9621\n",
  183 + "Epoch 23/100\n",
  184 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0478 - accuracy: 0.9838 - val_loss: 0.1579 - val_accuracy: 0.9603\n",
  185 + "Epoch 24/100\n",
  186 + "375/375 [==============================] - 3s 9ms/step - loss: 0.0472 - accuracy: 0.9839 - val_loss: 0.1567 - val_accuracy: 0.9609\n",
  187 + "Epoch 25/100\n",
  188 + "375/375 [==============================] - 3s 8ms/step - loss: 0.0429 - accuracy: 0.9854 - val_loss: 0.1627 - val_accuracy: 0.9598\n",
  189 + "313/313 [==============================] - 1s 4ms/step - loss: 0.1803 - accuracy: 0.9587\n",
  190 + "Test score: 0.18030023574829102\n",
  191 + "Test accuracy: 0.9587000012397766\n"
114 192 ]
115   - },
116   - {
117   - "ename": "NameError",
118   - "evalue": "name 'EarlyStopping' is not defined",
119   - "output_type": "error",
120   - "traceback": [
121   - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
122   - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
123   - "\u001b[0;32m/var/folders/m6/l3x11zj94l3dp3wnxy1vnscc0000gn/T/ipykernel_25908/4165624864.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;31m# patience ๋งค๊ฐœ๋ณ€์ˆ˜๋Š” ์„ฑ๋Šฅ ํ–ฅ์ƒ์„ ์ฒดํฌํ•  ์—ํฌํฌ ํšŸ์ˆ˜์ž…๋‹ˆ๋‹ค\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mearly_stop\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mEarlyStopping\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmonitor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'val_loss'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpatience\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcompile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'categorical_crossentropy'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moptimizer\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'adam'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetrics\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'accuracy'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
124   - "\u001b[0;31mNameError\u001b[0m: name 'EarlyStopping' is not defined"
125   - ]
126 193 }
127 194 ],
128 195 "source": [
129 196 "model = Sequential(\n",
130 197 " [\n",
131 198 " Dense(10, activation='relu', input_shape=(784,)),\n",
132   - " Dense(50, activation='relu'),\n",
  199 + " Dense(500, activation='relu'),\n",
  200 + " Dense(500, activation='relu'),\n",
133 201 " Dense(10, activation='softmax'),\n",
134 202 " ]\n",
135 203 ")\n",
136 204 "model.summary()\n",
137 205 "\n",
  206 + "from tensorflow import keras\n",
138 207 "# patience ๋งค๊ฐœ๋ณ€์ˆ˜๋Š” ์„ฑ๋Šฅ ํ–ฅ์ƒ์„ ์ฒดํฌํ•  ์—ํฌํฌ ํšŸ์ˆ˜์ž…๋‹ˆ๋‹ค\n",
139 208 "early_stop = keras.callbacks.EarlyStopping(monitor='val_loss', patience=10)\n",
140 209 "\n",
141 210 "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
142   - "history = model.fit(X_train, Y_train, batch_size=128, epochs=50, verbose=1, validation_split=0.2, callbacks=[early_stop])\n",
  211 + "history = model.fit(X_train, Y_train, batch_size=128, epochs=100, verbose=1, validation_split=0.2, callbacks=[early_stop])\n",
143 212 "\n",
144 213 "score = model.evaluate(X_test, Y_test)\n",
145 214 "print('Test score:', score[0])\n",
146 215  
... ... @@ -148,12 +217,12 @@
148 217 },
149 218 {
150 219 "cell_type": "code",
151   - "execution_count": 18,
  220 + "execution_count": 22,
152 221 "metadata": {},
153 222 "outputs": [
154 223 {
155 224 "data": {
156   - "image/png": 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",
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",
157 226 "text/plain": [
158 227 "<Figure size 576x864 with 2 Axes>"
159 228 ]
python-notebook/test_mpg.ipynb View file @ 7a6e5b7
... ... @@ -685,7 +685,7 @@
685 685 },
686 686 {
687 687 "cell_type": "code",
688   - "execution_count": 14,
  688 + "execution_count": 20,
689 689 "metadata": {},
690 690 "outputs": [
691 691 {
692 692  
... ... @@ -693,12 +693,12 @@
693 693 "output_type": "stream",
694 694 "text": [
695 695 "\n",
696   - "...................................................................."
  696 + ".................................................."
697 697 ]
698 698 },
699 699 {
700 700 "data": {
701   - "image/png": 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",
702 702 "text/plain": [
703 703 "<Figure size 576x864 with 2 Axes>"
704 704 ]