In [1]:
import theano
import os, sys
sys.path.insert(1, os.path.join('utils'))
path = 'data/statefarm/'
import utils; reload(utils)
from utils import *
Using Theano backend.
In [2]:
batch_size=16
vgg = Vgg16()
model = vgg.model
last_conv_idx = [i for i,l in enumerate(model.layers) if type(l) is Convolution2D][-1]
conv_layers = model.layers[:last_conv_idx + 1]
conv_model = Sequential(conv_layers)
In [ ]:
# # https://keras.io/preprocessing/image/
# datagen = image.ImageDataGenerator
# for ep in xrange(epochs):
# print('Epoch', ep)
# batches = 0
# for x_batch, y_batch in datagen.flow(x_train, y_train, batch_size=batch_size):
# model.fit(x_batch, y_batch)
# batches += 1
# if batches >= len(x_train) / 32:
# # we need to break the loop by hand because
# # the generator loops indefinitely
# break
In [3]:
gen = image.ImageDataGenerator()
# test_batches = gen.flow_from_directory(path + 'test', target_size=(224,224), class_mode='categorical',
# shuffle=False, batch_size=batch_size)
test_batches = get_batches(path + 'test', batch_size=batch_size, shuffle=False)
Found 79726 images belonging to 1 classes.
In [ ]:
# test_batches.next()
# test_batches.reset()
# x = conv_model.predict_on_batch(test_batches.next()[0])
# x = conv_model.predict_generator(test_batches, 16)
In [4]:
test_batches.n
Out[4]:
79726
In [23]:
fname = path + 'results/conv_feat_test.dat'
%rm -r $fname
for i in xrange(2):
print("loop: {}".format(i+1))
print("generating conv test features..")
xfeat = conv_model.predict_on_batch(test_batches.next()[0])
print("appending to bcolz carray..")
if i == 0:
c = bcolz.carray(xfeat, rootdir= path+'results/conv_feat_test.dat', mode='a')
else:
c.append(xfeat)
c.flush()
loop: 1
generating conv test features..
appending to bcolz carray..
loop: 2
generating conv test features..
appending to bcolz carray..
In [24]:
xfeat
Out[24]:
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In [25]:
len(xfeat)
Out[25]:
16
In [27]:
loaded_xfeat = bcolz.open(fname)[:]
len(loaded_xfeat)
Out[27]:
32
In [28]:
xfeat[0]
Out[28]:
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In [29]:
loaded_xfeat[16]
Out[29]:
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In [ ]:
Content source: WNoxchi/Kaukasos
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