In [1]:
import tensorflow as tf
from tensorflow.contrib import rnn
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline
In [2]:
dataset = pd.read_csv('EURUSD_TechnicalIndicators.csv')
dataset.head(2)
Out[2]:
Close
CloseTarget
MACD
Stochastics
ATR
0
1.3638
1.3630
0.001322
83.268482
0.0086
1
1.3630
1.3621
0.001137
80.155642
0.0100
In [3]:
dataset = (dataset - dataset.mean()) / (dataset.max() - dataset.min())
dataset.head(2)
Out[3]:
Close
CloseTarget
MACD
Stochastics
ATR
0
0.121300
0.119981
0.027770
0.336375
-0.076375
1
0.119872
0.118375
0.023829
0.305247
-0.049555
In [4]:
num_epochs = 10000
batch_size = 1
total_series_length = len(dataset.index)
truncated_backprop_length = 3 #The size of the sequence
state_size = 12 #The number of neurons
num_features = 4
num_classes = 1 #[1,0]
num_batches = total_series_length//batch_size//truncated_backprop_length
min_test_size = 100
print('The total series length is: %d' %total_series_length)
print('The current configuration gives us %d batches of %d observations each one looking %d steps in the past'
%(num_batches,batch_size,truncated_backprop_length))
The total series length is: 2616
The current configuration gives us 872 batches of 1 observations each one looking 3 steps in the past
In [5]:
datasetTrain = dataset[dataset.index < num_batches*batch_size*truncated_backprop_length]
for i in range(min_test_size,len(dataset.index)):
if(i % truncated_backprop_length*batch_size == 0):
test_first_idx = len(dataset.index)-i
break
datasetTest = dataset[dataset.index >= test_first_idx]
In [6]:
datasetTrain.head(2)
Out[6]:
Close
CloseTarget
MACD
Stochastics
ATR
0
0.121300
0.119981
0.027770
0.336375
-0.076375
1
0.119872
0.118375
0.023829
0.305247
-0.049555
In [7]:
datasetTest.head(2)
Out[7]:
Close
CloseTarget
MACD
Stochastics
ATR
2514
-0.401285
-0.400104
-0.011668
0.343968
-0.168329
2515
-0.400214
-0.398140
-0.002441
0.385635
-0.105111
In [8]:
xTrain = datasetTrain[['Close','MACD','Stochastics','ATR']].as_matrix()
yTrain = datasetTrain['CloseTarget'].as_matrix()
In [9]:
print(xTrain[0:3],'\n',yTrain[0:3])
[[ 0.12130035 0.02777039 0.33637511 -0.07637498]
[ 0.11987204 0.02382894 0.30524671 -0.04955505]
[ 0.11826518 0.01903532 0.27022725 -0.13959337]]
[ 0.11998144 0.11837459 0.11587503]
In [10]:
xTest = datasetTest[['Close','MACD','Stochastics','ATR']].as_matrix()
yTest = datasetTest['CloseTarget'].as_matrix()
In [11]:
print(xTest[0:3],'\n',yTest[0:3])
[[-0.4012849 -0.01166827 0.34396806 -0.168329 ]
[-0.40021366 -0.00244109 0.38563473 -0.10511061]
[-0.39824973 0.0057795 0.46202362 -0.13193053]]
[-0.40010426 -0.39814032 -0.37332333]
In [12]:
plt.figure(figsize=(25,5))
plt.plot(xTrain[:,0])
plt.title('Train (' +str(len(xTrain))+' data points)')
plt.show()
plt.figure(figsize=(10,3))
plt.plot(xTest[:,0])
plt.title('Test (' +str(len(xTest))+' data points)')
plt.show()
In [13]:
LEARNING_RATE = 0.001
BATCH_SIZE = 1
x = tf.placeholder(tf.float32,[None,num_features],name='x')
y = tf.placeholder(tf.float32,[None],name='y')
In [14]:
keep_prob = tf.placeholder(tf.float32,name='keep_prob')
#Layer1
WRelu1 = tf.Variable(tf.truncated_normal([num_features,num_features]),dtype=tf.float32,name='wrelu1')
bRelu1 = tf.Variable(tf.truncated_normal([num_features]),dtype=tf.float32,name='brelu1')
relu1 = tf.nn.elu(tf.matmul(x,WRelu1) + bRelu1,name='relu1')
#DROPOUT
relu1 = tf.nn.dropout(relu1,keep_prob=keep_prob,name='relu1drop')
#Layer2
WRelu2 = tf.Variable(tf.truncated_normal([num_features,num_features]),dtype=tf.float32,name='wrelu2')
bRelu2 = tf.Variable(tf.truncated_normal([num_features]),dtype=tf.float32,name='brelu2')
layer2 = tf.add(tf.add(tf.matmul(relu1,WRelu2),bRelu2),x,name='layer2')
relu2 = tf.nn.elu(layer2,name='relu2')
#Layer3
WRelu3 = tf.Variable(tf.truncated_normal([num_features,num_features]),dtype=tf.float32,name='wrelu3')
bRelu3 = tf.Variable(tf.truncated_normal([num_features]),dtype=tf.float32,name='brelu3')
relu3 = tf.nn.elu(tf.matmul(relu2,WRelu3) + bRelu3,name='relu3')
#DROPOUT
relu3 = tf.nn.dropout(relu3,keep_prob=keep_prob,name='relu3drop')
#Out layer
Wout = tf.Variable(tf.truncated_normal([num_features,1]),dtype=tf.float32,name='wout')
bout = tf.Variable(tf.truncated_normal([1]),dtype=tf.float32,name='bout')
logits = tf.add(tf.matmul(relu3,Wout),bout,name='logits')
#Predictions
pred = logits
#Cost & Optimizer
cost = tf.reduce_mean(tf.squared_difference(y, logits))
optimizer = tf.train.AdamOptimizer(LEARNING_RATE).minimize(cost)
In [15]:
def train_one_classifier(num_epochs,label_n):
display_freq = num_epochs//10
loss_list = []
loss_list_batch = []
with tf.Session() as sess:
tf.global_variables_initializer().run()
for step in range(num_epochs):
print('Step: %d' %step)
for batch_idx in range(num_batches):
batchx = xTrain[batch_idx*BATCH_SIZE:batch_idx*BATCH_SIZE+BATCH_SIZE,:]
batchy = yTrain[batch_idx*BATCH_SIZE:batch_idx*BATCH_SIZE+BATCH_SIZE].ravel()
feed = {x: batchx, y: batchy, keep_prob:0.5}
_,_loss = sess.run([optimizer,cost], feed_dict=feed)
loss_list_batch.append(np.average(_loss)) #Store av. batch loss
#Add the av. loss of the batch to the loss list
loss_list.append(np.average(loss_list_batch))
loss_list_batch = []
if(step == 1):
print('Initial loss: %.3f' % np.average(_loss))
feed_dev = {x : xTest, y : yTest.ravel(), keep_prob:1}
_y,_softmax,_pred = sess.run([y,logits,pred],feed_dict=feed_dev)
print('Train finished - Final loss: %.3f' % (np.average(_loss)))
return loss_list,_y,_pred
In [16]:
loss_list,_y,_pred = train_one_classifier(num_epochs,1)
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Train finished - Final loss: 0.003
In [17]:
import matplotlib.pyplot as plt
%matplotlib inline
plt.title('Loss')
plt.scatter(x=np.arange(0,len(loss_list)),y=loss_list)
plt.xlabel('epochs')
plt.ylabel('loss')
plt.show();
In [18]:
plt.figure(figsize=(21,7))
plt.plot(_y,label='Price',color='blue')
plt.plot(_pred.ravel(),label='Predicted',color='red')
plt.title('Price vs Predicted')
plt.legend(loc='upper left')
plt.show()
Content source: suryaavala/stockprediction
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