Testing the installation of TensorFlow -- without GPU



In [1]:

    
import tensorflow as tf
import pandas as pd
from IPython.display import Image



In [2]:

    
hello = tf.constant('Testing installation of TensorFlow!')
sess = tf.Session()
sess.run(hello)
a = tf.constant(10)
b = tf.constant(20)
sess.run(a + b)









    Out[2]:





30

Detail out the installation instructions

Download the VGG-19 model weights:

wget http://www.vlfeat.org/matconvnet/models/imagenet-vgg-verydeep-19.mat



In [9]:

    
# One can peek into the weights using h5py
from scipy.io import loadmat
file_handle = loadmat('/home/deploy/pramit/MLStrategy/neural_style_painting/imagenet-vgg-verydeep-19.mat')



In [18]:

    
print(pd.DataFrame(file_handle['layers']).head()[1])









    



0    [[[[u'relu1_1'], [u'relu'], [[0]], [], [[0]]]]]
Name: 1, dtype: object

Input Image1:



In [42]:

    
# Output from the default Neural Style Implementation:
Image("/home/deploy/pramit/MLStrategy/neural_style_painting/neural_clone/neural-style-tf/image_output/result/content.png")









    Out[42]:

Style Input1:



In [36]:

    
Image("/home/deploy/pramit/MLStrategy/neural_style_painting/neural_clone/neural-style-tf/image_output/result/style_0.png")









    Out[36]:

Output: Combined Style



In [34]:

    
Image("/home/deploy/pramit/MLStrategy/neural_style_painting/neural_clone/neural-style-tf/image_output/result/result.png")









    Out[34]:

Example 3:



In [47]:

    
Image("/home/deploy/pramit/MLStrategy/neural_style_painting/neural_clone/neural-style-tf/image_output/result/face_mask.png")









    Out[47]:



In [48]:

    
Image("/home/deploy/pramit/MLStrategy/neural_style_painting/neural_clone/neural-style-tf/image_output/result/face_mask_starry_nights.png")









    Out[48]:



In [7]:

    
Image("/home/deploy/pramit/MLStrategy/neural_style_painting/neural_clone/neural-style-tf/image_output/result/datascience_starry_night.png")









    Out[7]:



In [6]:

    
# kandinsky
Image("/home/deploy/pramit/MLStrategy/neural_style_painting/neural_clone/neural-style-tf/styles/kandinsky.jpg")









    Out[6]:



In [8]:

    
Image("/home/deploy/pramit/MLStrategy/neural_style_painting/neural_clone/neural-style-tf/image_output/result/result.png")









    Out[8]:



In [9]:

    
Image("/home/deploy/pramit/MLStrategy/neural_style_painting/neural_clone/neural-style-tf/styles/the_scream.jpg")









    Out[9]:



In [10]:

    
Image("/home/deploy/pramit/MLStrategy/neural_style_painting/neural_clone/neural-style-tf/image_output/result/result.png")









    Out[10]:



In [14]:

    
Image("/home/deploy/pramit/MLStrategy/neural_style_painting/neural_clone/neural-style-tf/image_input/datascience_logo2.png")









    Out[14]:



In [12]:

    
# Starry nights applied to DataScience logo
Image("/home/deploy/pramit/MLStrategy/neural_style_painting/neural_clone/neural-style-tf/image_output/result/result.png")









    Out[12]:



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