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Created October 16, 2019 02:06
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"source": [
"\"\"\"\n",
"random seed\n",
"\"\"\"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"import numpy as np\n",
"import tensorflow as tf\n",
"import random as rn\n",
"import os\n",
"os.environ['PYTHONHASHSEED'] = '0'\n",
"np.random.seed(42)\n",
"rn.seed(12345)\n",
"session_conf = tf.ConfigProto(intra_op_parallelism_threads=1, inter_op_parallelism_threads=1)\n",
"from keras import backend as K\n",
"tf.set_random_seed(1234)\n",
"session_conf.gpu_options.allow_growth = True\n",
"session_conf.gpu_options.visible_device_list = \"0\"\n",
"session_conf.gpu_options.per_process_gpu_memory_fraction = 0.1\n",
"sess = tf.Session(graph=tf.get_default_graph(), config=session_conf)\n",
"K.set_session(sess)\n",
"\"\"\"\n",
"matplotlib\n",
"\"\"\"\n",
"import matplotlib as mlp\n",
"mlp.use(\"svg\")\n",
"%matplotlib inline\n",
"from matplotlib import pyplot as plt\n",
"\"\"\"\n",
"others\n",
"\"\"\"\n",
"import datetime\n",
"import cv2\n",
"from glob import glob\n",
"import json"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from keras.layers.core import Dense, Activation, Dropout\n",
"from keras.layers.recurrent import LSTM\n",
"from keras.models import Sequential\n",
"from sklearn.preprocessing import MinMaxScaler\n",
"from sklearn.metrics import mean_squared_error\n",
"import math"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1year 2years test1.ipynb test2.ipynb\r\n"
]
}
],
"source": [
"!ls"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def load_dataset(paths, scaler=None):\n",
" if isinstance(paths, str):\n",
" df = pd.read_csv(paths, header=0)\n",
" dataset = df['Close']\n",
" dataset = dataset.values\n",
" dataset = dataset.astype('float32').reshape((-1,1))\n",
" elif isinstance(paths, list):\n",
" datasets = []\n",
" for path in paths:\n",
" df = pd.read_csv(path, header=0)\n",
" dataset = df['Close']\n",
" dataset = dataset.values\n",
" datasets.append(dataset.astype('float32').reshape((-1,1)))\n",
" dataset = np.concatenate(datasets, axis=0)\n",
" if scaler is None:\n",
" scaler = MinMaxScaler(feature_range=(0, 1))\n",
" dataset = scaler.fit_transform(dataset)\n",
" else:\n",
" dataset = scaler.transform(dataset)\n",
" return dataset, scaler"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def create_dataset(dataset, look_back=1):\n",
" dataX, dataY = [], []\n",
" for i in range(len(dataset)-look_back-1):\n",
" a = dataset[i:(i+look_back), 0]\n",
" dataX.append(a)\n",
" dataY.append(dataset[i + look_back, 0])\n",
" return np.array(dataX), np.array(dataY)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"look_back = 60\n",
"batch_size = 1024 * 16\n",
"epochs = 50"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 33.3 s, sys: 4.28 s, total: 37.6 s\n",
"Wall time: 59.2 s\n"
]
}
],
"source": [
"%%time\n",
"dataset, scaler = load_dataset([\n",
" \"./2years/USDJPY_Candlestick_1_M_BID_01.01.2010-31.12.2011.csv\",\n",
" \"./2years/USDJPY_Candlestick_1_M_BID_01.01.2012-31.12.2013.csv\",\n",
" \"./2years/USDJPY_Candlestick_1_M_BID_01.01.2014-31.12.2015.csv\",\n",
" \"./2years/USDJPY_Candlestick_1_M_BID_01.01.2016-31.12.2017.csv\",\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((2819145, 1), (1388535, 1))"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_size = int(len(dataset) * 0.67)\n",
"test_size = len(dataset) - train_size\n",
"train, test = dataset[:train_size,:], dataset[train_size:,:]\n",
"train.shape, test.shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((2819084, 60), (2819084,), (1388474, 60), (1388474,))"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"trainX, trainY = create_dataset(train, look_back)\n",
"testX, testY = create_dataset(test, look_back)\n",
"trainX.shape, trainY.shape, testX.shape, testY.shape"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((2819084, 1, 60), (1388474, 1, 60))"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"trainX = np.reshape(trainX, (trainX.shape[0], 1, trainX.shape[1]))\n",
"testX = np.reshape(testX, (testX.shape[0], 1, testX.shape[1]))\n",
"trainX.shape, testX.shape"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"lstm_1 (LSTM) (None, 4) 1040 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 1) 5 \n",
"=================================================================\n",
"Total params: 1,045\n",
"Trainable params: 1,045\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model = Sequential()\n",
"model.add(LSTM(4, input_shape=(1, look_back)))\n",
"model.add(Dense(1))\n",
"model.compile(loss='mean_squared_error', optimizer='adam')\n",
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/50\n",
"2819084/2819084 [==============================] - 4s 1us/step - loss: 6.4227e-04\n",
"Epoch 2/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 6.6369e-06\n",
"Epoch 3/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 2.4181e-06\n",
"Epoch 4/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.3881e-06\n",
"Epoch 5/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.2341e-06\n",
"Epoch 6/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.2164e-06\n",
"Epoch 7/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.2109e-06\n",
"Epoch 8/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.2063e-06\n",
"Epoch 9/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.2018e-06\n",
"Epoch 10/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1970e-06\n",
"Epoch 11/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1922e-06\n",
"Epoch 12/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1874e-06\n",
"Epoch 13/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1831e-06\n",
"Epoch 14/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1781e-06\n",
"Epoch 15/50\n",
"2819084/2819084 [==============================] - 2s 1us/step - loss: 1.1727e-06\n",
"Epoch 16/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1680e-06\n",
"Epoch 17/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1624e-06\n",
"Epoch 18/50\n",
"2819084/2819084 [==============================] - ETA: 0s - loss: 1.1574e-0 - 3s 1us/step - loss: 1.1573e-06\n",
"Epoch 19/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1504e-06\n",
"Epoch 20/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1438e-06\n",
"Epoch 21/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1368e-06\n",
"Epoch 22/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1299e-06\n",
"Epoch 23/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1216e-06\n",
"Epoch 24/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1124e-06\n",
"Epoch 25/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1035e-06\n",
"Epoch 26/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.0930e-06\n",
"Epoch 27/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.0825e-06\n",
"Epoch 28/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.0738e-06\n",
"Epoch 29/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.0603e-06\n",
"Epoch 30/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.0505e-06\n",
"Epoch 31/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.0448e-06\n",
"Epoch 32/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.0861e-06\n",
"Epoch 33/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.4060e-06\n",
"Epoch 34/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.4017e-06\n",
"Epoch 35/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.2852e-06\n",
"Epoch 36/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.3502e-06\n",
"Epoch 37/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.5126e-06\n",
"Epoch 38/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1493e-06\n",
"Epoch 39/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.3218e-06\n",
"Epoch 40/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.3181e-06\n",
"Epoch 41/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.2576e-06\n",
"Epoch 42/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.2351e-06\n",
"Epoch 43/50\n",
"2819084/2819084 [==============================] - 2s 1us/step - loss: 1.2553e-06\n",
"Epoch 44/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.4074e-06\n",
"Epoch 45/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.0698e-06\n",
"Epoch 46/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.2132e-06\n",
"Epoch 47/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.2180e-06\n",
"Epoch 48/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.2298e-06\n",
"Epoch 49/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.1646e-06\n",
"Epoch 50/50\n",
"2819084/2819084 [==============================] - 3s 1us/step - loss: 1.2187e-06\n",
"CPU times: user 2min 26s, sys: 7.41 s, total: 2min 33s\n",
"Wall time: 2min 16s\n"
]
},
{
"data": {
"text/plain": [
"<keras.callbacks.History at 0x7faf80dc8d30>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"model.fit(trainX, trainY, epochs=epochs, batch_size=batch_size, verbose=1)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train Score: 0.0465 RMSE\n",
"Test Score: 0.0793 RMSE\n",
"CPU times: user 8.27 s, sys: 592 ms, total: 8.86 s\n",
"Wall time: 1.98 s\n"
]
}
],
"source": [
"%%time\n",
"trainPredict = model.predict(trainX, batch_size=batch_size)\n",
"testPredict = model.predict(testX, batch_size=batch_size)\n",
"trainPredict = scaler.inverse_transform(trainPredict)\n",
"trainY = scaler.inverse_transform([trainY])\n",
"testPredict = scaler.inverse_transform(testPredict)\n",
"testY = scaler.inverse_transform([testY])\n",
"trainScore = math.sqrt(mean_squared_error(trainY[0], trainPredict[:,0]))\n",
"print('Train Score: %.4f RMSE' % (trainScore))\n",
"testScore = math.sqrt(mean_squared_error(testY[0], testPredict[:,0]))\n",
"print('Test Score: %.4f RMSE' % (testScore))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1152 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1min, sys: 16.9 s, total: 1min 17s\n",
"Wall time: 16.2 s\n"
]
}
],
"source": [
"%%time\n",
"trainPredictPlot = np.empty_like(dataset)\n",
"trainPredictPlot[:, :] = np.nan\n",
"trainPredictPlot[look_back:len(trainPredict)+look_back, :] = trainPredict\n",
"testPredictPlot = np.empty_like(dataset)\n",
"testPredictPlot[:, :] = np.nan\n",
"testPredictPlot[len(trainPredict)+(look_back*2)+1:len(dataset)-1, :] = testPredict\n",
"plt.figure(figsize=(20, 16))\n",
"plt.plot(scaler.inverse_transform(dataset), label=\"GT\")\n",
"plt.plot(trainPredictPlot, label=\"train\")\n",
"plt.plot(testPredictPlot, label=\"test\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 12.8 s, sys: 1.1 s, total: 13.9 s\n",
"Wall time: 20.5 s\n"
]
}
],
"source": [
"%%time\n",
"dataset2, _ = load_dataset(\"./1year/USDJPY_Candlestick_1_M_BID_01.01.2018-31.12.2018.csv\", scaler)\n",
"testX2, testY2 = create_dataset(dataset2, look_back)\n",
"testX2 = np.reshape(testX2, (testX2.shape[0], 1, testX2.shape[1]))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test2 Score: 0.0430 RMSE\n",
"CPU times: user 4.18 s, sys: 52 ms, total: 4.24 s\n",
"Wall time: 320 ms\n"
]
}
],
"source": [
"%%time\n",
"testPredict2 = model.predict(testX2, batch_size=batch_size)\n",
"testPredict2 = scaler.inverse_transform(testPredict2)\n",
"testY2 = scaler.inverse_transform([testY2])\n",
"testScore2 = math.sqrt(mean_squared_error(testY2[0], testPredict2[:,0]))\n",
"print('Test2 Score: %.4f RMSE' % (testScore2))"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1440x1152 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 25.8 s, sys: 1.51 s, total: 27.3 s\n",
"Wall time: 1.07 s\n"
]
}
],
"source": [
"%%time\n",
"testPredictPlot2 = np.empty_like(dataset2)\n",
"testPredictPlot2[:, :] = np.nan\n",
"testPredictPlot2[look_back+1:len(dataset2), :] = testPredict2\n",
"plt.figure(figsize=(20, 16))\n",
"plt.plot(scaler.inverse_transform(dataset2), label=\"GT\")\n",
"plt.plot(testPredictPlot2, label=\"pred\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test3 Score: 8.8601 RMSE\n"
]
}
],
"source": [
"testPredict3 = [x for x in testX2[0, 0]]\n",
"for i in range(100000):\n",
" arr = np.array(testPredict3[-look_back:]).astype(np.float32).reshape(-1, 1, look_back)\n",
" out = model.predict([arr])\n",
" testPredict3.append(out[0, 0])\n",
"testPredict3 = np.array(testPredict3[look_back:]).astype(np.float32).reshape(-1, 1)\n",
"testPredict3 = scaler.inverse_transform(testPredict3)\n",
"testScore3 = math.sqrt(mean_squared_error(testY2[0][:len(testPredict3)], testPredict3[:,0]))\n",
"print('Test3 Score: %.4f RMSE' % (testScore3))"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x1152 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 34.3 s, sys: 3.03 s, total: 37.3 s\n",
"Wall time: 1.66 s\n"
]
}
],
"source": [
"%%time\n",
"testPredictPlot3 = np.empty_like(dataset2)\n",
"testPredictPlot3[:, :] = np.nan\n",
"testPredictPlot3[look_back:look_back+len(testPredict3), :] = testPredict3\n",
"plt.figure(figsize=(20, 16))\n",
"plt.plot(scaler.inverse_transform(dataset2), label=\"GT\")\n",
"plt.plot(testPredictPlot2, label=\"pred\")\n",
"plt.plot(testPredictPlot3, label=\"pred(only first %s data)\" % look_back)\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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