lstm_test_code.ipynb
402 KB
{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"lstm_test_code.ipynb","provenance":[],"authorship_tag":"ABX9TyOKrQ2MCM6YvpSvIZw5a0Lc"},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"-k3h10dE6uxG","executionInfo":{"status":"ok","timestamp":1602401558330,"user_tz":-540,"elapsed":22632,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"b80496ae-6d3a-40da-9165-9f85cce19c3e","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["from google.colab import drive\n","\n","drive.mount('/content/gdrive')"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Mounted at /content/gdrive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"4ceV3SmR19na","executionInfo":{"status":"ok","timestamp":1602401563656,"user_tz":-540,"elapsed":3537,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"5576668f-0035-4672-ebfe-861c4e2b1299","colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["from __future__ import absolute_import, division, print_function, unicode_literals\n","try:\n"," %tensorflow_version 2.x\n","except Exception:\n"," pass\n","import tensorflow as tf\n","from keras.models import Model\n","from keras.layers import Input, Dense, LSTM, Bidirectional\n","from keras import backend as K\n","import numpy as np\n","import matplotlib as mpl\n","import matplotlib.pyplot as plt\n","import pandas as pd\n","import datetime\n","\n","data = pd.read_csv('/content/gdrive/My Drive/capstone1/data.csv')\n","data.head()\n","# print(data.iloc[0,1])"],"execution_count":2,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>구분</th>\n"," <th>일시</th>\n"," <th>1</th>\n"," <th>2</th>\n"," <th>3</th>\n"," <th>4</th>\n"," <th>5</th>\n"," <th>6</th>\n"," <th>7</th>\n"," <th>8</th>\n"," <th>9</th>\n"," <th>10</th>\n"," <th>11</th>\n"," <th>12</th>\n"," <th>13</th>\n"," <th>14</th>\n"," <th>15</th>\n"," <th>16</th>\n"," <th>17</th>\n"," <th>18</th>\n"," <th>19</th>\n"," <th>20</th>\n"," <th>21</th>\n"," <th>22</th>\n"," <th>23</th>\n"," <th>24</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>0</th>\n"," <td>당진매립장태양광</td>\n"," <td>2017-07-01</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>24</td>\n"," <td>86</td>\n"," <td>147</td>\n"," <td>161</td>\n"," <td>509</td>\n"," <td>546</td>\n"," <td>372</td>\n"," <td>257</td>\n"," <td>107</td>\n"," <td>70</td>\n"," <td>15</td>\n"," <td>2</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," </tr>\n"," <tr>\n"," <th>1</th>\n"," <td>당진매립장태양광</td>\n"," <td>2017-07-02</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>48</td>\n"," <td>99</td>\n"," <td>129</td>\n"," <td>210</td>\n"," <td>243</td>\n"," <td>72</td>\n"," <td>80</td>\n"," <td>170</td>\n"," <td>155</td>\n"," <td>39</td>\n"," <td>7</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," </tr>\n"," <tr>\n"," <th>2</th>\n"," <td>당진매립장태양광</td>\n"," <td>2017-07-03</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>1</td>\n"," <td>47</td>\n"," <td>83</td>\n"," <td>288</td>\n"," <td>397</td>\n"," <td>273</td>\n"," <td>409</td>\n"," <td>84</td>\n"," <td>21</td>\n"," <td>91</td>\n"," <td>150</td>\n"," <td>118</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," </tr>\n"," <tr>\n"," <th>3</th>\n"," <td>당진매립장태양광</td>\n"," <td>2017-07-04</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>24</td>\n"," <td>75</td>\n"," <td>170</td>\n"," <td>436</td>\n"," <td>553</td>\n"," <td>698</td>\n"," <td>713</td>\n"," <td>717</td>\n"," <td>684</td>\n"," <td>543</td>\n"," <td>397</td>\n"," <td>240</td>\n"," <td>103</td>\n"," <td>12</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," </tr>\n"," <tr>\n"," <th>4</th>\n"," <td>당진매립장태양광</td>\n"," <td>2017-07-05</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>28</td>\n"," <td>103</td>\n"," <td>172</td>\n"," <td>285</td>\n"," <td>448</td>\n"," <td>607</td>\n"," <td>653</td>\n"," <td>648</td>\n"," <td>645</td>\n"," <td>573</td>\n"," <td>454</td>\n"," <td>276</td>\n"," <td>94</td>\n"," <td>6</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>"],"text/plain":[" 구분 일시 1 2 3 4 5 6 ... 17 18 19 20 21 22 23 24\n","0 당진매립장태양광 2017-07-01 0 0 0 0 0 0 ... 15 2 0 0 0 0 0 0\n","1 당진매립장태양광 2017-07-02 0 0 0 0 0 0 ... 39 7 0 0 0 0 0 0\n","2 당진매립장태양광 2017-07-03 0 0 0 0 0 0 ... 150 118 0 0 0 0 0 0\n","3 당진매립장태양광 2017-07-04 0 0 0 0 0 0 ... 397 240 103 12 0 0 0 0\n","4 당진매립장태양광 2017-07-05 0 0 0 0 0 0 ... 454 276 94 6 0 0 0 0\n","\n","[5 rows x 26 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"code","metadata":{"id":"X_QMqb9z2DUQ","executionInfo":{"status":"ok","timestamp":1602401563657,"user_tz":-540,"elapsed":2666,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}}},"source":["def reshape_data(data):\n"," reshape_data = pd.DataFrame(columns=['dt', 'generation_amount'])\n"," for index in data.index:\n"," for hour in range(7, 20):\n"," dt = datetime.datetime.strptime(data.iloc[index, 1], '%Y-%m-%d') + datetime.timedelta(hours=hour)\n"," reshape_data.loc[24*index + hour - 7] = [dt, data.iloc[index, 1+hour]]\n"," data = reshape_data['generation_amount']\n"," data.index = reshape_data['dt']\n"," return data"],"execution_count":3,"outputs":[]},{"cell_type":"code","metadata":{"id":"MwZU26R6JaPR","executionInfo":{"status":"ok","timestamp":1602401604682,"user_tz":-540,"elapsed":39973,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"42e37552-0902-46ae-de57-35ee8bccdc4d","colab":{"base_uri":"https://localhost:8080/","height":238}},"source":["origin_data = reshape_data(data)\n","print(origin_data)"],"execution_count":4,"outputs":[{"output_type":"stream","text":["dt\n","2017-07-01 07:00:00 24\n","2017-07-01 08:00:00 86\n","2017-07-01 09:00:00 147\n","2017-07-01 10:00:00 161\n","2017-07-01 11:00:00 509\n"," ... \n","2020-07-26 15:00:00 90\n","2020-07-26 16:00:00 261\n","2020-07-26 17:00:00 153\n","2020-07-26 18:00:00 77\n","2020-07-26 19:00:00 40\n","Name: generation_amount, Length: 14482, dtype: object\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"kPtmHVFlJcM4","executionInfo":{"status":"ok","timestamp":1602401604683,"user_tz":-540,"elapsed":35094,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"b3e2076d-a2b8-4910-9313-6dc631291ca8","colab":{"base_uri":"https://localhost:8080/","height":314}},"source":["origin_data.plot(subplots=True)"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([<matplotlib.axes._subplots.AxesSubplot object at 0x7f134ad00cf8>],\n"," dtype=object)"]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"BkxeKRwqP__4","executionInfo":{"status":"ok","timestamp":1602401604683,"user_tz":-540,"elapsed":32211,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}}},"source":["train_size = 10500\n","\n","data = origin_data.values\n","data_mean = data[:train_size].mean()\n","data_std = data[:train_size].std()\n","data = (data - data_mean)/data_std"],"execution_count":6,"outputs":[]},{"cell_type":"code","metadata":{"id":"sahv7LInSIix","executionInfo":{"status":"ok","timestamp":1602401605347,"user_tz":-540,"elapsed":20900,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}}},"source":["def univariate_data(dataset, start_index, end_index, history_size, target_size):\n"," data = []\n"," labels = []\n","\n"," start_index = start_index + history_size\n"," if end_index is None:\n"," end_index = len(dataset) - target_size\n","\n"," for i in range(start_index, end_index):\n"," indices = range(i-history_size, i)\n"," data.append(np.reshape(dataset[indices], (history_size, 1)))\n"," labels.append(dataset[i+target_size])\n"," return np.array(data, dtype=np.float), np.array(labels, dtype=np.float)"],"execution_count":8,"outputs":[]},{"cell_type":"code","metadata":{"id":"dLQHUGpSThu5","executionInfo":{"status":"ok","timestamp":1602401605348,"user_tz":-540,"elapsed":20182,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}}},"source":["past_history = 20\n","future_target = 0\n","\n","x_train, y_train = univariate_data(data, 0, train_size, past_history, future_target)\n","x_val, y_val = univariate_data(data, train_size, None, past_history, future_target)"],"execution_count":9,"outputs":[]},{"cell_type":"code","metadata":{"id":"4t-egKaVUUXb","executionInfo":{"status":"ok","timestamp":1602401605348,"user_tz":-540,"elapsed":16502,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"33b94d7b-5898-43c6-b3fa-d3dbaf561c1d","colab":{"base_uri":"https://localhost:8080/","height":408}},"source":["print('single window of past history')\n","print(x_train[0])\n","print('target generation amount to predict')\n","print(y_train[0])"],"execution_count":10,"outputs":[{"output_type":"stream","text":["single window of past history\n","[[-0.97872215]\n"," [-0.7286222 ]\n"," [-0.48255613]\n"," [-0.42608195]\n"," [ 0.97770485]\n"," [ 1.12695804]\n"," [ 0.42506464]\n"," [-0.03883042]\n"," [-0.64391093]\n"," [-0.79316413]\n"," [-1.01502698]\n"," [-1.06746729]\n"," [-1.07553503]\n"," [-1.07553503]\n"," [-0.88190927]\n"," [-0.67618189]\n"," [-0.55516579]\n"," [-0.22842231]\n"," [-0.0953046 ]\n"," [-0.78509639]]\n","target generation amount to predict\n","-0.7528254253327945\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"k1hmwU3eUiU-","executionInfo":{"status":"ok","timestamp":1602401605349,"user_tz":-540,"elapsed":13649,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}}},"source":["def create_time_steps(length):\n"," return list(range(-length, 0))\n","\n","def show_plot(plot_data, delta, title):\n"," labels = ['history', 'true future', 'model prediction']\n"," marker = ['.-', 'rx', 'go']\n"," time_steps = create_time_steps(plot_data[0].shape[0])\n"," if delta:\n"," future = delta\n"," else:\n"," future = 0\n","\n"," plt.title(title)\n"," for i, x in enumerate(plot_data):\n"," if i:\n"," plt.plot(future, plot_data[i], marker[i], markersize=10, label=labels[i])\n"," else:\n"," plt.plot(time_steps, plot_data[i].flatten(), marker[i], label=labels[i])\n"," plt.legend()\n"," plt.xlim([time_steps[0], (future+5)*2])\n"," plt.xlabel('Time-step')\n"," return plt"],"execution_count":11,"outputs":[]},{"cell_type":"code","metadata":{"id":"20zQ8vtqWGN9","executionInfo":{"status":"ok","timestamp":1602401605349,"user_tz":-540,"elapsed":11694,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"50504903-6c43-412d-d543-73379a2af71e","colab":{"base_uri":"https://localhost:8080/","height":312}},"source":["show_plot([x_train[0], y_train[0]], 0, 'sample example')"],"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<module 'matplotlib.pyplot' from '/usr/local/lib/python3.6/dist-packages/matplotlib/pyplot.py'>"]},"metadata":{"tags":[]},"execution_count":12},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"WCElPrBoWO7F","executionInfo":{"status":"ok","timestamp":1602401605350,"user_tz":-540,"elapsed":7084,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}}},"source":["def baseline(history):\n"," return np.mean(history)"],"execution_count":13,"outputs":[]},{"cell_type":"code","metadata":{"id":"eAjQ5RzoW13B","executionInfo":{"status":"ok","timestamp":1602401605908,"user_tz":-540,"elapsed":6313,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"15172bc9-c128-4268-9895-a62a7748808b","colab":{"base_uri":"https://localhost:8080/","height":312}},"source":["show_plot([x_train[0], y_train[0], baseline(x_train[0])], 0, 'baseline prediction example')"],"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<module 'matplotlib.pyplot' from '/usr/local/lib/python3.6/dist-packages/matplotlib/pyplot.py'>"]},"metadata":{"tags":[]},"execution_count":14},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"RxDSkY2SW_5E","executionInfo":{"status":"ok","timestamp":1602401613134,"user_tz":-540,"elapsed":6958,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}}},"source":["batch_size = 256\n","buffer_size = 10000\n","\n","train_univariate = tf.data.Dataset.from_tensor_slices((x_train, y_train))\n","train_univariate = train_univariate.cache().shuffle(buffer_size).batch(batch_size).repeat()\n","\n","val_univariate = tf.data.Dataset.from_tensor_slices((x_val, y_val))\n","val_univariate = val_univariate.batch(batch_size).repeat()"],"execution_count":15,"outputs":[]},{"cell_type":"code","metadata":{"id":"SjVrWXXVYiQ1","executionInfo":{"status":"ok","timestamp":1602401613135,"user_tz":-540,"elapsed":4992,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}}},"source":["simple_lstm_model = tf.keras.models.Sequential(\n"," [tf.keras.layers.LSTM(8, input_shape=x_train.shape[-2:]),\n"," tf.keras.layers.Dense(1)]\n"," )\n","\n","simple_lstm_model.compile(optimizer='adam', loss='mae')"],"execution_count":16,"outputs":[]},{"cell_type":"code","metadata":{"id":"X0WxpuTib7gC","executionInfo":{"status":"ok","timestamp":1602401619676,"user_tz":-540,"elapsed":9206,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"eb644209-406d-46e5-83cb-0d69fb85a0b7","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["for x, y in val_univariate.take(1):\n"," print(simple_lstm_model.predict(x).shape)"],"execution_count":17,"outputs":[{"output_type":"stream","text":["(256, 1)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"nqqkLNk7cKFL","executionInfo":{"status":"ok","timestamp":1602401671599,"user_tz":-540,"elapsed":46876,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"ef3247fa-dc52-4982-c500-211dff9c4ce8","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["evaluation_interval = 200\n","epochs = 50\n","\n","simple_lstm_model.fit(train_univariate, epochs=epochs, steps_per_epoch=evaluation_interval,\n"," validation_data=val_univariate, validation_steps=50)"],"execution_count":18,"outputs":[{"output_type":"stream","text":["Epoch 1/50\n","200/200 [==============================] - 1s 6ms/step - loss: 0.8262 - val_loss: 0.5662\n","Epoch 2/50\n","200/200 [==============================] - 1s 5ms/step - loss: 0.4206 - val_loss: 0.2779\n","Epoch 3/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.2404 - val_loss: 0.1935\n","Epoch 4/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.2082 - val_loss: 0.1819\n","Epoch 5/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.2017 - val_loss: 0.1794\n","Epoch 6/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1989 - val_loss: 0.1762\n","Epoch 7/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1964 - val_loss: 0.1749\n","Epoch 8/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1951 - val_loss: 0.1730\n","Epoch 9/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1938 - val_loss: 0.1731\n","Epoch 10/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1928 - val_loss: 0.1710\n","Epoch 11/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1919 - val_loss: 0.1705\n","Epoch 12/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1913 - val_loss: 0.1689\n","Epoch 13/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1906 - val_loss: 0.1677\n","Epoch 14/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1896 - val_loss: 0.1672\n","Epoch 15/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1878 - val_loss: 0.1660\n","Epoch 16/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1880 - val_loss: 0.1652\n","Epoch 17/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1869 - val_loss: 0.1647\n","Epoch 18/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1855 - val_loss: 0.1637\n","Epoch 19/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1858 - val_loss: 0.1635\n","Epoch 20/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1845 - val_loss: 0.1623\n","Epoch 21/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1849 - val_loss: 0.1616\n","Epoch 22/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1827 - val_loss: 0.1609\n","Epoch 23/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1833 - val_loss: 0.1632\n","Epoch 24/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1820 - val_loss: 0.1602\n","Epoch 25/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1816 - val_loss: 0.1598\n","Epoch 26/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1815 - val_loss: 0.1593\n","Epoch 27/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1812 - val_loss: 0.1584\n","Epoch 28/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1799 - val_loss: 0.1586\n","Epoch 29/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1800 - val_loss: 0.1576\n","Epoch 30/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1792 - val_loss: 0.1572\n","Epoch 31/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1790 - val_loss: 0.1572\n","Epoch 32/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1788 - val_loss: 0.1578\n","Epoch 33/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1783 - val_loss: 0.1564\n","Epoch 34/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1780 - val_loss: 0.1565\n","Epoch 35/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1775 - val_loss: 0.1560\n","Epoch 36/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1773 - val_loss: 0.1567\n","Epoch 37/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1767 - val_loss: 0.1552\n","Epoch 38/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1774 - val_loss: 0.1566\n","Epoch 39/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1764 - val_loss: 0.1543\n","Epoch 40/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1755 - val_loss: 0.1545\n","Epoch 41/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1757 - val_loss: 0.1539\n","Epoch 42/50\n","200/200 [==============================] - 1s 5ms/step - loss: 0.1752 - val_loss: 0.1533\n","Epoch 43/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1748 - val_loss: 0.1543\n","Epoch 44/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1745 - val_loss: 0.1534\n","Epoch 45/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1745 - val_loss: 0.1538\n","Epoch 46/50\n","200/200 [==============================] - 1s 5ms/step - loss: 0.1746 - val_loss: 0.1533\n","Epoch 47/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1735 - val_loss: 0.1530\n","Epoch 48/50\n","200/200 [==============================] - 1s 5ms/step - loss: 0.1737 - val_loss: 0.1522\n","Epoch 49/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1732 - val_loss: 0.1522\n","Epoch 50/50\n","200/200 [==============================] - 1s 4ms/step - loss: 0.1729 - val_loss: 0.1513\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["<tensorflow.python.keras.callbacks.History at 0x7f134a6f7eb8>"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"code","metadata":{"id":"cK9ziOzBdEiR","executionInfo":{"status":"ok","timestamp":1602401675960,"user_tz":-540,"elapsed":1356,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"f83e5957-b5ca-43b5-b535-62f72dd7cbc0","colab":{"base_uri":"https://localhost:8080/","height":851}},"source":["for x, y in val_univariate.take(3):\n"," plot = show_plot([x[0].numpy(), y[0].numpy(), simple_lstm_model.predict(x)[0]], 0 ,'simple lstm model')\n"," plot.show()"],"execution_count":19,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"M-ec8TvUe4xa","executionInfo":{"status":"ok","timestamp":1602401683049,"user_tz":-540,"elapsed":765,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}}},"source":["def multivariate_data(dataset, target, start_index, end_index, history_size, \n"," target_size, step, single_step=False):\n"," data = []\n"," labels = []\n","\n"," start_index = start_index + history_size\n"," if end_index is None:\n"," end_index = len(dataset) - target_size\n","\n"," for i in range(start_index, end_index):\n"," indices = range(i-history_size, i, step)\n"," data.append(dataset[indices])\n"," if single_step:\n"," labels.append(target[i+target_size])\n"," else:\n"," labels.append(target[i:i+target_size])\n"," return np.array(data, dtype=np.float), np.array(labels, dtype=np.float)"],"execution_count":20,"outputs":[]},{"cell_type":"code","metadata":{"id":"_Mw5YkeshmtV","executionInfo":{"status":"ok","timestamp":1602404444544,"user_tz":-540,"elapsed":851,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"8e7d1159-194b-4f83-b010-e27c6cce5e12","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["past_history = 240\n","future_target = 24\n","step = 6\n","\n","dataset = origin_data.values\n","data_mean = dataset[:train_size].mean(axis=0)\n","data_std = dataset[:train_size].std(axis=0)\n","dataset = (dataset-data_mean)/data_std\n","\n","x_train_multi, y_train_multi = multivariate_data(dataset, dataset[:], 0, \n"," train_size, past_history, \n"," future_target, step)\n","x_train_multi = x_train_multi.reshape(-1, 40, 1)\n","y_train_multi = y_train_multi.reshape(-1, 24, 1)\n","\n","x_val_multi, y_val_multi = multivariate_data(dataset, dataset[:], train_size, \n"," None, past_history, future_target, step)\n","x_val_multi = x_val_multi.reshape(-1, 40, 1)\n","y_val_multi = y_val_multi.reshape(-1, 24, 1)\n","print(x_train_multi.shape, y_train_multi.shape, x_val_multi.shape, y_val_multi.shape)"],"execution_count":75,"outputs":[{"output_type":"stream","text":["(10260, 40, 1) (10260, 24, 1) (3718, 40, 1) (3718, 24, 1)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"D_uSm6xFkW0t","executionInfo":{"status":"ok","timestamp":1602404448191,"user_tz":-540,"elapsed":855,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}}},"source":["train_data_multi = tf.data.Dataset.from_tensor_slices((x_train_multi, y_train_multi))\n","train_data_multi = train_data_multi.cache().shuffle(buffer_size).batch(batch_size).repeat()\n","\n","val_data_multi = tf.data.Dataset.from_tensor_slices((x_val_multi, y_val_multi))\n","val_data_multi = val_data_multi.batch(batch_size).repeat()"],"execution_count":76,"outputs":[]},{"cell_type":"code","metadata":{"id":"SJAi0qKzgRg9","executionInfo":{"status":"ok","timestamp":1602404450272,"user_tz":-540,"elapsed":1101,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}}},"source":["def multi_step_plot(history, true_future, prediction):\n"," plt.figure(figsize=(12, 6))\n"," num_in = create_time_steps(len(history))\n"," num_out = len(true_future)\n","\n"," plt.plot(num_in, np.array(history[:]), label='history')\n"," plt.plot(np.arange(num_out)/step, np.array(true_future), 'b-', label='true future')\n"," if prediction.any():\n"," plt.plot(np.arange(num_out)/step, np.array(prediction), 'r-', label='predicted future')\n"," plt.legend(loc='upper left')\n"," plt.show()"],"execution_count":77,"outputs":[]},{"cell_type":"code","metadata":{"id":"1jqP6zKJhcLP","executionInfo":{"status":"ok","timestamp":1602404451037,"user_tz":-540,"elapsed":1321,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"6f31aa4b-96c0-493d-9424-3cebf0d283ec","colab":{"base_uri":"https://localhost:8080/","height":374}},"source":["\n","for x, y in train_data_multi.take(1):\n"," multi_step_plot(x[0], y[0], np.array([0]))"],"execution_count":78,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"AnSz-QM5thXr","executionInfo":{"status":"ok","timestamp":1602403860970,"user_tz":-540,"elapsed":930,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"f1779baa-252b-4e95-ab0c-b23f3d1b76cb","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["print(tf.test.gpu_device_name())"],"execution_count":68,"outputs":[{"output_type":"stream","text":["/device:GPU:0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"1EboPYr9pTLC","executionInfo":{"status":"ok","timestamp":1602404458250,"user_tz":-540,"elapsed":768,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"f27d1013-991d-4eb8-fafa-a2fcb3098ed9","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["for x, y in val_data_multi.take(1):\n"," print(multi_step_model.predict(x).shape)"],"execution_count":79,"outputs":[{"output_type":"stream","text":["(256, 24)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"l9Xd5gl5lKmY","executionInfo":{"status":"ok","timestamp":1602406658054,"user_tz":-540,"elapsed":1120,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}}},"source":["with tf.device('/device:GPU:0'):\n"," multi_step_model = tf.keras.models.Sequential()\n"," multi_step_model.add(tf.keras.layers.LSTM(32, return_sequences=True, input_shape=(40, 1)))\n"," multi_step_model.add(tf.keras.layers.LSTM(16, recurrent_activation='sigmoid'))\n"," multi_step_model.add(tf.keras.layers.Dense(24))\n","\n"," multi_step_model.compile(optimizer=tf.keras.optimizers.RMSprop(clipvalue=1.0), loss='mae')"],"execution_count":98,"outputs":[]},{"cell_type":"code","metadata":{"id":"l0T4_1EkpapA","executionInfo":{"status":"ok","timestamp":1602406686511,"user_tz":-540,"elapsed":29322,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"1cf1ffd3-8e4f-406f-9b16-abe7fdf01faa","colab":{"base_uri":"https://localhost:8080/","height":527}},"source":["multi_step_history = multi_step_model.fit(train_data_multi, epochs=15,\n"," steps_per_epoch=evaluation_interval,\n"," validation_data=val_data_multi,\n"," validation_steps=50)"],"execution_count":99,"outputs":[{"output_type":"stream","text":["Epoch 1/15\n","200/200 [==============================] - 2s 11ms/step - loss: 0.7976 - val_loss: 0.7579\n","Epoch 2/15\n","200/200 [==============================] - 2s 8ms/step - loss: 0.7364 - val_loss: 0.6136\n","Epoch 3/15\n","200/200 [==============================] - 2s 8ms/step - loss: 0.5782 - val_loss: 0.4649\n","Epoch 4/15\n","200/200 [==============================] - 2s 8ms/step - loss: 0.4652 - val_loss: 0.4100\n","Epoch 5/15\n","200/200 [==============================] - 2s 9ms/step - loss: 0.4380 - val_loss: 0.4007\n","Epoch 6/15\n","200/200 [==============================] - 2s 8ms/step - loss: 0.4286 - val_loss: 0.3873\n","Epoch 7/15\n","200/200 [==============================] - 2s 8ms/step - loss: 0.4221 - val_loss: 0.3956\n","Epoch 8/15\n","200/200 [==============================] - 2s 8ms/step - loss: 0.4168 - val_loss: 0.3869\n","Epoch 9/15\n","200/200 [==============================] - 2s 8ms/step - loss: 0.4121 - val_loss: 0.3845\n","Epoch 10/15\n","200/200 [==============================] - 2s 8ms/step - loss: 0.4078 - val_loss: 0.3904\n","Epoch 11/15\n","200/200 [==============================] - 2s 8ms/step - loss: 0.4017 - val_loss: 0.3939\n","Epoch 12/15\n","200/200 [==============================] - 2s 9ms/step - loss: 0.3960 - val_loss: 0.3864\n","Epoch 13/15\n","200/200 [==============================] - 2s 8ms/step - loss: 0.3897 - val_loss: 0.3819\n","Epoch 14/15\n","200/200 [==============================] - 2s 9ms/step - loss: 0.3847 - val_loss: 0.3748\n","Epoch 15/15\n","200/200 [==============================] - 2s 9ms/step - loss: 0.3814 - val_loss: 0.3783\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"O1byLVgCqfmf","executionInfo":{"status":"ok","timestamp":1602406942617,"user_tz":-540,"elapsed":1884,"user":{"displayName":"장유진","photoUrl":"","userId":"18109271255176588241"}},"outputId":"8f9082e2-f6cf-4f06-d2db-3952238979d9","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["for x, y in val_data_multi.take(3):\n"," multi_step_plot(x[0], y[0], multi_step_model.predict(x)[0])"],"execution_count":106,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 864x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"gFSF7jcf2vXM"},"source":[""],"execution_count":null,"outputs":[]}]}