In [36]:
import csv
import numpy as np
# getting the train and test data from the csv file
test_x = np.loadtxt(open("../data/kaggle-music-genre/test.x.csv","rb"),
dtype =np.float,
delimiter = ',',
skiprows=1,
usecols=range(1,27))
train_x = np.loadtxt(open("../data/kaggle-music-genre/train.x.csv","rb"),
dtype =np.float,
delimiter = ',',
skiprows=1,
usecols=range(1,27))
In [37]:
test_x.shape, test_x.dtype, train_x.shape, train_x.dtype
Out[37]:
((10400, 26), dtype('float64'), (13000, 26), dtype('float64'))
In [38]:
train_x[0]
Out[38]:
array([ 4.10800000e+01, 6.57900000e+00, 4.30700000e+00,
3.42100000e+00, 3.19200000e+00, 2.07600000e+00,
2.17900000e+00, 2.05200000e+00, 1.79400000e+00,
1.97700000e+00, 1.97900000e+00, 1.85800000e+00,
1.67100000e+00, -1.34500000e+02, 1.71400000e+01,
1.91900000e+00, 4.12100000e+00, 1.34700000e+00,
-2.46300000e-01, -1.54700000e+00, 1.79200000e-01,
-1.15300000e+00, -7.37000000e-01, 4.07500000e-01,
-6.71900000e-01, -5.14700000e-02])
In [39]:
# # Preprocessing: normalizing the data based on the training set
mean = train_x.mean(axis=0)
std = train_x.std(axis=0)
mean.shape, std.shape, mean.dtype, std.dtype
train_x = (train_x - mean)/ std
In [40]:
# getting the output data from the csv file
train_y = np.genfromtxt(open("../data/kaggle-music-genre/train.y.csv","rb"),
dtype = 'str',
delimiter=',',
skip_header=1,
usecols=(1))
train_y.shape, train_y.dtype
Out[40]:
((13000,), dtype('<U13'))
In [41]:
NB_TRAINING = train_x.shape[0]
desiredOutput = np.zeros(NB_TRAINING, dtype= int)
# initializing the output matrix for the training data
j = 0
outputtemp = train_y
while j < NB_TRAINING:
str = outputtemp[j]
if str == 'International':
desiredOutput[j] = 4
if str == 'Vocal':
desiredOutput[j] = 1
if str == 'Latin':
desiredOutput[j] = 6
if str == 'Blues':
desiredOutput[j] = 0
if str == 'Country':
desiredOutput[j] = 1
if str == 'Electronic':
desiredOutput[j] = 2
if str == 'Folk':
desiredOutput[j] = 3
if str == 'Jazz':
desiredOutput[j] = 5
if str == 'New_Age':
desiredOutput[j] = 7
if str == 'Pop_Rock':
desiredOutput[j] = 8
if str == 'Rap':
desiredOutput[j] = 9
if str == 'Reggae':
desiredOutput[j] = 11
if str == 'RnB':
desiredOutput[j] = 10
j = j+1
desiredOutput.astype(int)
desiredOutput.shape, desiredOutput.dtype
Out[41]:
((13000,), dtype('int64'))
In [50]:
def forwardPass(X, w1, w2, b1, b2):
# in_nx26 @ w_26x13 + b_1x13 = o_nx13
h = np.dot(X, w1) + b1 # X_nx26 @ w1_26xh = H_nxh
h, cache = sigmoid_forward(h) # the same shape
y = np.dot(h, w2) + b2 # h_nxH @ w2_Hx13 = y_nx13
return y, h, cache
def sigmoid(X):
return 1 / (1 + np.exp(-X))
def sigmoid_forward(X):
out = sigmoid(X)
cache = out
return out, cache
def sigmoid_backward(dout, cache):
return cache * (1. - cache) * dout
# The model here is refering to the last layer model before softmax function applied.
def softmax(X):
eX = np.exp((X.T - np.max(X, axis=1)).T)
return (eX.T / eX.sum(axis=1)).T
def cross_entropy(y_pred, y_train):
m = y_pred.shape[0]
prob = softmax(y_pred)
log_like = -np.log(prob[range(m), y_train]) # to avoid the division/dividing by zero
data_loss = np.sum(log_like) / m
return data_loss
def dcross_entropy(y_pred, y_train): # this is equal for both since the reg_loss (noise) derivative is ZERO.
m = y_pred.shape[0]
grad_y = softmax(y_pred)
grad_y[range(m), y_train] -= 1.
grad_y /= m
return grad_y
def loss_function(y, y_train):
loss = cross_entropy(y, y_train) # softmax is included
dy = dcross_entropy(y, y_train) # dsoftmax is included
return loss, dy
def backward_pass(dy, X, h, W2, cache):
dW2 = np.dot(h.T, dy) # dW2_Hx13 = h_nxH.T @ dy_nx13
# print(dy.shape)
db2 = dy.sum(axis=0).reshape(1, -1)
dh = np.dot(dy, W2.T) # dh_nxH = dy_nx13 @ W2_Hx13.T
dh = sigmoid_backward(dh, cache) # the same
dW1 = np.dot(X.T, dh) # dW1_26xH = X_nx26.T @ dh_nxH
db1 = dh.sum(axis=0).reshape(1, -1)
return dW1, dW2, db1, db2
In [54]:
# Hyperparameters
NB_FEATURES = 26
NB_CLASSES = 13
NB_HIDDEN = 64 # tweekable
LEARNING_RATE = 0.1 # tweekable
MINIBATCH_SIZE = 128 # tweekable
# initializing all the weigths randomly
w1 = 0.1 * np.random.randn(NB_FEATURES,NB_HIDDEN)
b1 = np.zeros((1, NB_HIDDEN))
w2 = 0.1 * np.random.randn(NB_HIDDEN,NB_CLASSES)
b2 = np.zeros((1, NB_CLASSES))
# Showing the lerning curve
train_loss = []
for epoch in range(100000):
# Let's get the minibacthes randomly
index = np.random.randint(0, 12999, size = MINIBATCH_SIZE)
X_minibatch = train_x[index, :] # x_100x26
Y_minibatch = desiredOutput[index] # y_100x1
# We want the output of the weights, biases and input
y, h, cache = forwardPass(w1=w1, w2=w2, X=X_minibatch, b1=b1, b2=b2)
# loss and dy for backward pass
loss, dy = loss_function(y=y, y_train=Y_minibatch)
train_loss.append(loss)
if (epoch//10000):
print(loss)
# We 'll do the backward pass to get the w, b gradients
dW1, dW2, db1, db2 = backward_pass(cache=cache, dy=dy, h=h, W2=w2, X=X_minibatch)
# # update the weights
w1 += -LEARNING_RATE * dW1
w2 += -LEARNING_RATE * dW2
b1 += -LEARNING_RATE * db1
b2 += -LEARNING_RATE * db2
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In [56]:
# h = 64, learning-rate =0.1, minibatch_size = 128
# Visualize the learning curve
import matplotlib.pyplot as mplot
mplot.plot(train_loss)
mplot.show()
In [55]:
# h = 64, learning-rate =0.1, minibatch_size = 128
# Visualize the learning curve
import matplotlib.pyplot as mplot
mplot.plot(train_loss)
mplot.show()
In [53]:
# h = 64, learning-rate =0.001, minibatch_size = 64
# Visualize the learning curve
import matplotlib.pyplot as mplot
mplot.plot(train_loss)
mplot.show()
In [51]:
# h = 64, learning-rate =1, minibatch_size = 64
# Visualize the learning curve
import matplotlib.pyplot as mplot
mplot.plot(train_loss)
mplot.show()
In [48]:
# h = 64, learning-rate =1
# Visualize the learning curve
import matplotlib.pyplot as mplot
mplot.plot(train_loss)
mplot.show()
In [46]:
# h = 64, learning-rate = 0.1
# Visualize the learning curve
import matplotlib.pyplot as mplot
mplot.plot(train_loss)
mplot.show()
In [44]:
# h = 64, lr = 0.01
# Visualize the learning curve
import matplotlib.pyplot as mplot
mplot.plot(train_loss)
mplot.show()
In [29]:
# With biases with hidden layer 10
# Visualize the learning curve
import matplotlib.pyplot as mplot
mplot.plot(train_loss)
mplot.show()
In [219]:
# No biases
# Visualize the learning curve
import matplotlib.pyplot as mplot
mplot.plot(train_loss)
mplot.show()
In [ ]:
Content source: arasdar/DL
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