In [1]:
import os
import tensorflow as tf
import tensorflow.python.platform
from tensorflow.python.platform import gfile
import numpy as np
import glob
classes = np.array(['ayam_bakar', 'ayam_crispy', 'bakso', 'gado2', 'ikan_bakar', 'mie_goreng', 'nasi_goreng', 'pecel_lele', 'pizza', 'rendang', 'sate', 'soto', 'sushi'])
num_classes = len(classes)
num_features = 2048
In [2]:
def create_graph(model_path):
"""
create_graph loads the inception model to memory, should be called before
calling extract_features.
model_path: path to inception model in protobuf form.
"""
with gfile.FastGFile(model_path, 'rb') as f:
graph_def = tf.GraphDef()
graph_def.ParseFromString(f.read())
_ = tf.import_graph_def(graph_def, name='')
In [3]:
def extract_features(image_path, verbose=False):
"""
extract_features computed the inception bottleneck feature for a list of images
image_paths: array of image path
return: 2-d array in the shape of (len(image_paths), 2048)
"""
features = []
cls = []
with tf.Session() as sess:
flattened_tensor = sess.graph.get_tensor_by_name('pool_3:0')
image_data = gfile.FastGFile(image_path, 'rb').read()
feature = sess.run(flattened_tensor, {
'DecodeJpeg/contents:0': image_data
})
return feature
In [4]:
# create graph
path = 'inception_dec_2015/tensorflow_inception_graph.pb'
create_graph(path)
---------------------------------------------------------------------------
DecodeError Traceback (most recent call last)
<ipython-input-4-1f0f9e9abc4b> in <module>()
1 # create graph
2 path = 'inception_dec_2015/tensorflow_inception_graph.pb'
----> 3 create_graph(path)
<ipython-input-2-92bdec2c8073> in create_graph(model_path)
8 with gfile.FastGFile(model_path, 'rb') as f:
9 graph_def = tf.GraphDef()
---> 10 graph_def.ParseFromString(f.read())
11 _ = tf.import_graph_def(graph_def, name='')
DecodeError: Error parsing message
In [5]:
def new_weights(shape):
return tf.Variable(tf.truncated_normal(shape, stddev=0.05))
def new_biases(length):
return tf.Variable(tf.constant(0.05, shape=[length]))
def new_fc_layer(input, # The previous layer.
num_inputs, # Num. inputs from prev. layer.
num_outputs, # Num. outputs.
use_relu=True): # Use Rectified Linear Unit (ReLU)?
# Create new weights and biases.
weights = new_weights(shape=[num_inputs, num_outputs])
biases = new_biases(length=num_outputs)
# Calculate the layer as the matrix multiplication of
# the input and weights, and then add the bias-values.
layer = tf.matmul(input, weights) + biases
# Use ReLU?
if use_relu:
layer = tf.nn.relu(layer)
return layer
feature_size_flat = num_features
x = tf.placeholder(tf.float32, shape=[None, feature_size_flat], name='x')
y_true = tf.placeholder(tf.float32, shape=[None, num_classes], name='y_true')
y_true_cls = tf.argmax(y_true, dimension=1)
layer_fc1 = new_fc_layer(input= x,
num_inputs=num_features,
num_outputs=1000,
use_relu=True)
layer_fc2 = new_fc_layer(input=layer_fc1,
num_inputs=1000,
num_outputs=num_classes,
use_relu=False)
y_pred = tf.nn.softmax(layer_fc2)
y_pred_cls = tf.argmax(y_pred, dimension=1)
cross_entropy = tf.nn.softmax_cross_entropy_with_logits(logits=layer_fc2,
labels=y_true)
cost = tf.reduce_mean(cross_entropy)
optimizer = tf.train.AdamOptimizer(learning_rate=1e-4).minimize(cost)
correct_prediction = tf.equal(y_pred_cls, y_true_cls)
accuracy = tf.reduce_mean(tf.cast(correct_prediction, tf.float32))
In [6]:
session = tf.Session()
save_path = "the_model/food_model"
saver = tf.train.Saver()
saver.restore(sess = session, save_path = save_path)
In [8]:
np.set_printoptions(threshold=np.nan)
image_path = 'wild/53.jpg'
# extracting the features for transfer learning
images = extract_features(image_path, verbose=False)
transfer_values = np.asarray(images)
transfer_values = transfer_values.reshape((1,2048))
print transfer_values[0:2]
feed_dict = {x: transfer_values}
hasil = y_pred_cls.eval(feed_dict, session = session)
ss = classes[hasil]
print ss
[[ 2.82602757e-01 6.60805523e-01 3.96574795e-01 4.02175128e-01
1.89784303e-01 1.26763925e-01 9.45171595e-01 5.05457938e-01
2.51788020e-01 9.27670121e-01 4.11539078e-02 3.57302487e-01
4.57631290e-01 1.07413463e-01 1.90581396e-01 1.71642676e-01
1.56693980e-01 3.33226204e-01 6.18134499e-01 2.93486506e-01
9.21971351e-02 3.94965619e-01 9.94134247e-02 9.22563732e-01
5.52944124e-01 7.98728406e-01 1.29954307e-03 4.15661216e-01
1.16702783e+00 5.67746282e-01 1.45050377e-01 5.20664454e-02
3.38229269e-01 2.82834738e-01 9.27361012e-01 2.51793057e-01
1.15045559e+00 2.07086235e-01 2.64842808e-01 7.19907939e-01
1.90019757e-01 4.49553519e-01 2.37772316e-01 4.34562862e-02
3.39560986e-01 3.18257183e-01 1.24212168e-01 1.64821893e-01
3.38979512e-01 1.02993950e-01 2.32567027e-01 2.79192626e-01
2.00091034e-01 5.39005455e-03 2.15808943e-01 7.57951289e-02
4.58635807e-01 4.06807125e-01 4.82963532e-01 1.42407537e-01
1.05271614e+00 5.22474527e-01 1.14496082e-01 1.12937070e-01
2.31748410e-02 4.46981996e-01 4.03421134e-01 4.79419529e-01
2.63247788e-01 1.85448766e-01 1.91266090e-01 7.90841877e-01
1.20383933e-01 2.38311410e-01 4.34261173e-01 3.65462393e-01
9.37188268e-02 1.92429438e-01 8.15668166e-01 9.79601502e-01
1.49476781e-01 8.93924534e-02 4.39903647e-01 4.69100595e-01
5.73927611e-02 6.83600247e-01 9.31458473e-02 9.75263417e-02
2.75464684e-01 6.38459846e-02 4.66666430e-01 3.31816912e-01
5.85328519e-01 1.10498279e-01 4.50979203e-01 6.60990477e-01
7.42821157e-01 3.30020547e-01 7.58335888e-01 3.44662696e-01
1.02423482e-01 1.36895835e-01 4.06326413e-01 7.07132220e-02
4.93742377e-01 2.43708536e-01 5.98987266e-02 4.71480191e-01
3.39064717e-01 9.63044524e-01 9.19974074e-02 2.26545155e-01
2.22209960e-01 9.57802162e-02 2.18902498e-01 3.63354176e-01
4.01911745e-03 3.01314108e-02 6.68611765e-01 3.04470599e-01
2.14612037e-02 1.06409311e+00 1.66892841e-01 9.13667977e-02
5.79067409e-01 9.96828079e-02 8.24454892e-03 2.37199172e-01
4.57255095e-01 6.32031679e-01 2.50128984e-01 5.62456369e-01
6.85367525e-01 2.10151702e-01 1.56772748e-01 4.66103375e-01
3.30002666e-01 2.88005948e-01 8.27880353e-02 8.83310139e-01
2.12940142e-01 1.15102299e-01 1.40473634e-01 2.09820658e-01
1.45065799e-01 7.67496005e-02 3.60481858e-01 3.83505940e-01
1.17009982e-01 2.06884250e-01 3.55002522e-01 1.83831185e-01
9.37972665e-01 5.12067974e-01 1.26164424e+00 2.27581933e-02
2.79700518e-01 9.73201632e-01 5.77327251e-01 5.08563876e-01
7.79415786e-01 6.72203422e-01 3.65945429e-01 4.64188933e-01
2.59776693e-02 2.85206109e-01 9.06373113e-02 6.19842172e-01
2.72613317e-01 1.79401740e-01 3.58735412e-01 1.10307243e-02
3.99961472e-01 3.89791667e-01 1.37392908e-01 6.10796690e-01
8.81830156e-02 3.01341444e-01 4.71718013e-01 6.12571597e-01
7.52268374e-01 3.48718882e-01 2.21264660e-01 3.45913410e-01
3.20794374e-01 2.07407013e-01 2.28859857e-01 1.98569953e-01
1.92265481e-01 9.13814783e-01 7.78601170e-01 1.66432932e-01
1.70617521e-01 4.81456399e-01 5.64664185e-01 8.98657978e-01
1.94067210e-01 1.59762487e-01 1.55725041e-02 5.89280367e-01
1.18209623e-01 1.16987318e-01 4.05261815e-01 1.66160777e-01
4.25807476e-01 1.40738308e-01 3.55260521e-01 4.17678475e-01
8.13494027e-02 2.43491873e-01 1.17874324e+00 1.78525731e-01
1.41955242e-01 2.09727585e-01 3.12032610e-01 5.52794456e-01
9.37541649e-02 4.46899831e-01 1.54465169e-01 1.68544412e-01
1.57829031e-01 1.77966729e-02 3.29403728e-01 2.65906990e-01
4.27583843e-01 7.79013693e-01 6.04706779e-02 1.09720662e-01
2.85771906e-01 5.78709185e-01 1.15477419e+00 3.03264469e-01
3.04890573e-01 2.05655813e+00 9.73727643e-01 1.41902626e-01
1.18639812e-01 9.85974222e-02 2.66305983e-01 2.34849885e-01
0.00000000e+00 2.82428741e-01 1.59983803e-02 1.04982066e+00
4.63435173e-01 4.08080369e-01 4.87122655e-01 1.18868522e-01
2.95287758e-01 5.16078055e-01 9.13449705e-01 2.84997284e-01
9.62643325e-02 4.92022336e-02 6.66083932e-01 4.98755753e-01
8.32890123e-02 7.77489483e-01 8.17677155e-02 4.26700860e-01
3.70233804e-01 1.90672442e-01 1.60885870e-01 1.83596596e-01
3.80226791e-01 2.97402322e-01 1.50443763e-01 1.71531692e-01
9.02819559e-02 1.29458129e-01 1.32386740e-02 5.46332961e-03
1.30920559e-01 1.15033075e-01 1.50850313e-02 1.49948075e-01
8.20317447e-01 3.74730170e-01 8.39952588e-01 1.09179950e+00
4.84575242e-01 3.22776645e-01 6.76376045e-01 6.44881129e-01
6.75408900e-01 8.26924920e-01 1.81403711e-01 5.75570017e-02
1.64985716e-01 4.40982133e-01 6.35721564e-01 1.55615494e-01
1.80934608e-01 6.64362907e-01 1.08170700e+00 1.34130821e-01
6.91573560e-01 5.46166778e-01 1.28630295e-01 2.15386525e-01
3.95019680e-01 5.25854677e-02 3.04933548e-01 9.99458730e-01
1.30053353e+00 2.95564473e-01 5.76363623e-01 2.02730559e-02
3.29243541e-01 4.47823256e-01 2.77413338e-01 1.40531227e-01
2.37057954e-01 7.31562078e-01 2.02851370e-01 1.24872357e-01
4.51931715e-01 6.92864299e-01 1.93336427e-01 5.13234615e-01
1.49012297e-01 2.90889829e-01 9.36014354e-02 4.60113257e-01
1.01966254e-01 5.43787479e-01 1.81392148e-01 1.77683949e-01
7.71224722e-02 2.20115691e-01 1.02915794e-01 2.64611212e-03
3.48652184e-01 1.16981611e-01 3.74855071e-01 4.90938604e-01
6.95146561e-01 5.12857735e-02 1.09186858e-01 1.33097991e-01
1.34315267e-01 3.08465630e-01 7.68931448e-01 1.90144554e-01
6.86406672e-01 1.58908978e-01 5.11096060e-01 2.53594011e-01
9.61135402e-02 2.92253315e-01 3.54526937e-02 1.01051664e+00
2.04857588e-01 1.47477016e-02 9.17281508e-02 8.41164142e-02
9.60086167e-01 2.29797885e-01 8.13675970e-02 1.48727857e-02
1.70029819e-01 5.88069379e-01 4.10001636e-01 2.26849988e-02
3.61237317e-01 8.14665079e-01 5.81806302e-02 3.37630883e-02
2.75714993e-01 2.41436958e-01 2.13038683e-01 9.13061723e-02
2.15878353e-01 5.57024300e-01 4.91086423e-01 9.43007097e-02
4.62756045e-02 7.11799443e-01 3.44719440e-02 1.09908867e+00
1.60790570e-02 2.59093106e-01 5.80773652e-02 6.07615113e-01
9.10806879e-02 3.68329557e-03 6.97323829e-02 2.54479557e-01
9.85826775e-02 9.86523479e-02 4.92357999e-01 4.16932166e-01
4.21308488e-01 1.47597581e-01 8.43467474e-01 2.38279432e-01
6.17811568e-02 3.13924968e-01 1.98159322e-01 1.37876421e-01
5.21303773e-01 4.18168306e-01 8.81053627e-01 4.01029736e-01
3.23224843e-01 4.99095380e-01 8.49583328e-01 2.04919428e-01
7.10506830e-03 5.47911763e-01 7.82809794e-01 2.25176677e-01
1.58659115e-01 7.71985352e-01 3.67433019e-02 5.04425406e-01
2.32868701e-01 2.14307129e-01 3.07462901e-01 1.38128951e-01
5.25934994e-01 8.47277790e-03 3.09922565e-02 1.07231863e-01
1.60484001e-01 7.05028832e-01 2.91103214e-01 7.81607553e-02
2.34674335e-01 2.04399843e-02 8.19370508e-01 2.97570676e-01
5.94945550e-01 1.13444589e-01 1.23109289e-01 9.51309577e-02
1.30720243e-01 1.01106249e-01 2.29903266e-01 1.84133172e-01
1.59091756e-01 2.15318426e-01 3.27230915e-02 5.64659417e-01
8.87930930e-01 3.72357406e-02 1.26044825e-01 2.35789478e-01
4.32075590e-01 2.28743389e-01 1.60908550e-01 4.56355691e-01
4.09948558e-01 1.58875182e-01 5.44608906e-02 2.18538806e-01
3.90154600e-01 4.78745028e-02 4.78300005e-01 1.54055476e-01
8.17077383e-02 1.06316641e-01 3.41429800e-01 2.92929828e-01
2.17090666e-01 5.70687875e-02 8.41678008e-02 5.34634627e-02
4.19462532e-01 4.49368328e-01 7.88145699e-03 1.42450836e-02
4.10413831e-01 3.70461673e-01 3.87090594e-02 5.00168681e-01
9.79923010e-02 0.00000000e+00 1.99078061e-02 2.55859107e-01
2.08450481e-01 1.62064493e-01 2.19611228e-01 1.44684896e-01
1.20063514e-01 1.39161795e-01 2.69645691e-01 4.26888257e-01
1.23300843e-01 2.62359321e-01 6.10410050e-02 2.29167372e-01
5.45512438e-01 1.97575614e-01 2.84516096e-01 4.82663691e-01
9.19395499e-03 1.17642917e-01 4.08051193e-01 6.44688010e-01
3.95601571e-01 2.67114677e-02 2.19546661e-01 1.08928815e-01
1.28782451e+00 2.29651406e-01 4.63399291e-02 1.90809041e-01
8.58979940e-01 6.81104898e-01 1.01442546e-01 6.46710753e-01
1.20468505e-01 2.19946653e-01 1.48707911e-01 8.10484886e-02
1.05001837e-01 4.28007126e-01 1.63527861e-01 1.37124702e-01
9.72761214e-02 6.10720515e-02 2.05193922e-01 5.36105335e-01
2.17030104e-02 1.02517404e-01 4.43893582e-01 2.05633968e-01
3.53546053e-01 7.65658692e-02 4.99973148e-01 2.17403904e-01
1.49375662e-01 7.40983963e-01 2.55828291e-01 2.70184815e-01
2.94388324e-01 8.33017901e-02 7.66409993e-01 2.21582368e-01
2.53365815e-01 7.21058697e-02 2.21137807e-01 8.62333179e-02
7.19396532e-01 1.42078891e-01 3.48513648e-02 3.39962989e-01
7.99458325e-02 2.51683146e-01 3.55968505e-01 8.47562924e-02
8.79723310e-01 0.00000000e+00 4.56008136e-01 5.93553662e-01
2.21845672e-01 1.44145995e-01 3.52964774e-02 2.04267010e-01
4.34688888e-02 3.88190299e-01 2.94346124e-01 3.70097220e-01
1.54406369e-01 5.00767708e-01 3.54518026e-01 1.00152838e+00
3.41646016e-01 2.51829535e-01 1.04057595e-01 1.94044113e-01
3.09609801e-01 3.97363275e-01 4.61311102e-01 2.32291579e-01
8.58954266e-02 1.97053552e-02 2.70901881e-02 1.69842929e-01
1.34421036e-01 1.77031159e-02 4.58931625e-01 4.30630058e-01
3.25027257e-02 3.15639749e-02 3.88114601e-01 4.72189754e-01
3.76468360e-01 1.62198052e-01 1.17330857e-01 4.41014588e-01
2.12864652e-01 2.85024673e-01 1.25581041e-01 1.29436171e+00
3.49403888e-01 1.64922342e-01 4.60659653e-01 5.56876883e-03
3.20844740e-01 4.31683719e-01 4.21604514e-01 1.53639436e-01
8.30568448e-02 3.10005397e-01 7.78069913e-01 2.84945101e-01
2.18603089e-01 1.40732944e-01 3.34720492e-01 2.11865380e-01
1.00965671e-01 2.51762599e-01 8.11718643e-01 2.85716385e-01
7.85922334e-02 2.16760144e-01 8.92032325e-01 5.07632494e-01
3.44805211e-01 4.41301733e-01 1.94289908e-01 3.74178380e-01
5.03123701e-01 3.43375206e-01 1.18827367e+00 5.16705990e-01
5.79025708e-02 5.18712215e-03 1.94639117e-01 2.27676362e-01
2.13963270e-01 1.06550030e-01 6.98328197e-01 1.31970406e-01
1.25226185e-01 4.44631070e-01 3.78782414e-02 2.48261869e-01
3.34948927e-01 2.26316795e-01 5.74088871e-01 8.45294297e-02
3.63614634e-02 6.02606595e-01 8.39866251e-02 2.46331245e-02
3.01381946e-01 4.59068194e-02 3.63027096e-01 5.57423308e-02
8.64735991e-02 5.75078845e-01 1.74059242e-01 7.86080956e-02
3.78154777e-02 2.81274855e-01 2.06704885e-01 2.27919996e-01
3.40717316e-01 3.92890781e-01 6.90071225e-01 4.52820331e-01
3.26809615e-01 2.01681778e-01 1.40825987e-01 4.89415526e-02
3.70187104e-01 1.61750865e+00 0.00000000e+00 3.17573667e-01
3.26500565e-01 1.20866410e-01 4.24813151e-01 7.56120920e-01
7.84720302e-01 3.21374118e-01 1.60960376e-01 1.05363786e+00
4.13418747e-05 1.93620905e-01 1.18975602e-01 1.19724229e-01
1.69968173e-01 3.46526623e-01 2.62796193e-01 6.99428171e-02
2.74628311e-01 4.67865393e-02 3.35927427e-01 2.88433041e-02
9.62136865e-01 4.19273764e-01 2.56490529e-01 6.54379010e-01
4.52043444e-01 8.47039297e-02 0.00000000e+00 8.78034160e-02
2.55563915e-01 5.28565466e-01 3.30647200e-01 3.72156426e-02
1.26215792e+00 3.51469100e-01 2.08106279e-01 1.55721977e-01
1.09383740e-01 3.02512109e-01 9.32666883e-02 1.52314812e-01
4.40057546e-01 1.57111868e-01 1.93594858e-01 1.96303189e-01
1.21449985e-01 4.55535680e-01 5.11574864e-01 1.47859246e-01
2.90367156e-02 1.65755913e-01 3.96257281e-01 3.36163864e-02
2.07105875e-01 7.24648610e-02 6.24308169e-01 2.23726451e-01
6.95800364e-01 9.84889865e-02 6.34457096e-02 1.87514499e-01
5.41420996e-01 4.75639284e-01 5.00530779e-01 4.26793247e-01
4.04364824e-01 1.03134900e-01 7.32452810e-01 4.01547223e-01
2.20295787e-01 2.48002917e-01 4.42557454e-01 5.18929958e-02
9.53293219e-02 6.80197775e-02 5.74561477e-01 1.57582775e-01
1.60370648e-01 1.01457730e-01 2.74526626e-01 9.64305639e-01
3.04377556e-01 3.04697692e-01 3.24546486e-01 1.24024189e+00
1.17542192e-01 2.10401729e-01 9.78313833e-02 6.33790970e-01
3.50763679e-01 5.60500145e-01 4.12085325e-01 8.09635282e-01
6.10986501e-02 6.02452122e-02 1.92419529e-01 5.03737032e-01
5.14739871e-01 3.06976493e-02 1.00515401e+00 9.23570618e-02
3.92565876e-01 1.71199426e-01 2.54795194e-01 7.10567385e-02
9.54641178e-02 3.52364063e-01 1.77131712e-01 2.81808168e-01
1.48792611e-02 2.76249796e-01 2.39840180e-01 2.58512739e-02
1.71711639e-01 1.67409346e-01 2.09794328e-01 6.02379143e-01
3.88487428e-01 4.11874712e-01 3.16000313e-01 1.71368644e-01
3.88279200e-01 4.96139526e-01 1.19825371e-01 4.74231184e-01
2.69635439e-01 5.12661815e-01 3.14016581e-01 9.96462703e-02
2.70844758e-01 3.93057972e-01 6.62056506e-01 3.51926386e-01
1.72400355e-01 7.52421692e-02 1.37747973e-02 9.97641906e-02
2.78896719e-01 3.58499497e-01 4.52083908e-02 2.71642029e-01
2.57921070e-01 2.55193245e-02 4.22022969e-01 3.49960327e-02
4.91676852e-02 1.06809109e-01 4.60447341e-01 1.64322674e-01
3.51155728e-01 1.03515640e-01 1.21651322e-01 3.81537378e-01
1.02803342e-01 1.11793444e-01 3.10392261e-01 5.34470975e-01
3.41292232e-01 9.52548146e-01 1.81713298e-01 2.96615511e-01
2.61556923e-01 9.19550359e-01 3.22838351e-02 9.62434709e-02
7.95763135e-02 8.82565677e-02 4.42071855e-01 1.23083681e-01
4.16752338e-01 2.34704956e-01 4.27954018e-01 2.05916181e-01
3.68550926e-01 2.01493114e-01 2.58247465e-01 2.91463554e-01
9.92144793e-02 2.39255309e-01 1.60477310e-01 1.99195579e-01
9.04253647e-02 1.07232496e-01 1.75827518e-01 4.20755818e-02
3.51241566e-02 1.77097678e-01 4.02017653e-01 1.21241659e-01
2.08078772e-01 3.20596844e-01 1.32224411e-01 6.02621734e-02
5.00999331e-01 3.16953033e-01 1.26624163e-02 3.17819983e-01
9.27063286e-01 4.09137048e-02 6.93678781e-02 2.44417429e-01
1.24791816e-01 4.76884902e-01 3.89868170e-01 2.78613567e-01
5.14335990e-01 2.93837130e-01 5.35998978e-02 1.13731064e-01
3.84572208e-01 6.67211562e-02 3.13476712e-01 8.49858373e-02
2.24461704e-01 4.89543796e-01 3.98722529e-01 3.12827855e-01
7.04571232e-02 1.45007879e-01 1.90506518e-01 4.29469021e-03
2.64292747e-01 4.67746705e-02 2.90229708e-01 2.45895907e-01
4.53655124e-01 4.69072700e-01 8.11317191e-02 1.15169930e+00
8.01081479e-01 1.51352212e-02 3.77702892e-01 7.41280377e-01
3.86838436e-01 4.48505700e-01 6.70936108e-01 3.26519579e-01
2.08942860e-01 2.82731354e-01 5.30645609e-01 1.94490030e-01
6.19071186e-01 5.79772115e-01 2.60008156e-01 6.65056705e-01
5.36310315e-01 3.04640830e-01 1.75871894e-01 6.38865903e-02
1.93793308e-02 1.29801467e-01 1.12824187e-01 4.66598779e-01
9.25920531e-02 2.75270522e-01 2.40865722e-01 7.34632313e-02
4.79864478e-01 7.15581894e-01 1.72720879e-01 6.96596503e-02
7.07838595e-01 3.22651803e-01 2.54428327e-01 8.00654888e-01
3.16891253e-01 4.05694425e-01 9.02858436e-01 1.14171036e-01
2.33114272e-01 9.94523838e-02 2.16545656e-01 1.47812024e-01
3.07666242e-01 4.80922945e-02 5.80235850e-04 5.28231919e-01
1.65474311e-01 9.37285572e-02 6.31198883e-02 5.73199838e-02
3.85608375e-01 1.11865222e-01 1.73287988e-01 1.61038607e-01
1.07704468e-01 2.37320498e-01 1.33456409e-01 1.13833539e-01
3.77355009e-01 2.69469023e-01 3.58347856e-02 6.59374177e-01
1.00661004e+00 1.90826669e-01 5.52633882e-01 1.86618209e-01
6.94105566e-01 4.74986508e-02 4.70300093e-02 7.92209879e-02
1.30059376e-01 9.92081687e-02 2.20443606e-02 1.83138564e-01
1.38942391e-01 8.91876221e-02 2.18125150e-01 4.51511294e-01
1.77952126e-01 3.61877650e-01 2.68355340e-01 1.59760892e-01
3.27306718e-01 3.53832543e-01 5.18899381e-01 4.82730567e-02
2.60912627e-01 4.64083910e-01 1.79827511e-01 1.78088158e-01
1.07388034e-01 3.50215346e-01 1.25645411e+00 4.41893578e-01
4.69300300e-02 6.56870961e-01 1.62458241e-01 3.32809091e-01
6.13645315e-01 4.88810807e-01 1.51018500e-01 3.45982075e-01
2.63392776e-01 7.90947899e-02 2.94913948e-01 3.99620861e-01
6.92627206e-02 5.47867596e-01 2.27634743e-01 4.75864351e-01
8.78828466e-02 2.92136490e-01 5.07185422e-03 2.80414492e-01
4.83407199e-01 2.93894440e-01 7.72040963e-01 1.34128988e-01
1.84775442e-01 3.62522274e-01 2.08938748e-01 5.03067784e-02
3.87580022e-02 1.16116419e-01 4.82529640e-01 3.18938076e-01
3.89846176e-01 4.62107807e-01 8.51486698e-02 2.17115223e-01
5.57089746e-01 7.49459043e-02 2.33586743e-01 6.19444013e-01
2.27047697e-01 4.04682457e-01 2.14389741e-01 7.95635402e-01
3.91693205e-01 7.86000714e-02 3.06637377e-01 1.79732144e-01
4.20879662e-01 8.50504100e-01 4.47404757e-02 1.29113853e-01
3.87891196e-02 2.25990321e-02 7.26330638e-01 4.35521990e-01
6.88627541e-01 2.19650209e-01 2.14913138e-03 4.54472750e-01
7.51167893e-01 1.18373178e-01 2.50550538e-01 6.73034132e-01
6.02606200e-02 7.47585893e-01 2.63685614e-01 1.42134145e-01
2.98972368e-01 4.83408511e-01 7.98401162e-02 5.32029867e-01
7.04625666e-01 9.46803987e-01 2.61699796e-01 2.63096035e-01
2.82174945e-02 2.73572236e-01 6.42212391e-01 3.99053991e-01
4.68746603e-01 2.08071128e-01 3.27750087e-01 3.84882361e-01
2.46033326e-01 5.05360663e-02 3.46811265e-01 2.24075258e-01
3.48876566e-01 4.29159969e-01 5.72010875e-01 4.46922421e-01
1.81640778e-02 1.42046154e+00 7.23247707e-01 2.89941877e-02
8.01664889e-01 2.10921485e-02 5.33460919e-03 2.03481559e-02
1.73605289e-02 8.29366446e-02 1.21324949e-01 9.28762853e-02
4.63761985e-01 5.02794862e-01 4.09303457e-01 5.55395298e-02
4.01729830e-02 1.67928517e-01 4.21117321e-02 2.16464847e-01
1.62557736e-01 1.04816747e+00 4.67099249e-01 1.29976630e+00
2.29233187e-02 7.96033204e-01 1.99363482e+00 3.63213092e-01
6.42561540e-02 6.74408615e-01 5.71262002e-01 6.64972723e-01
1.18389927e-01 3.45093161e-01 4.71993908e-02 1.31735653e-01
7.58073866e-01 2.66931914e-02 7.29308307e-01 8.08048487e-01
4.94727418e-02 5.11367060e-03 5.12108266e-01 5.42751178e-02
1.02315748e+00 6.05152428e-01 9.73998606e-01 3.55768383e-01
4.43001576e-02 9.24727142e-01 1.54906465e-02 3.31978589e-01
2.55331904e-01 1.39071494e-01 8.98279995e-03 1.05221018e-01
4.37695384e-01 2.68666416e-01 2.78245211e-01 5.32388687e-01
9.47565079e-01 9.38985497e-02 3.46387208e-01 2.59850204e-01
1.88664645e-01 1.09634399e-01 0.00000000e+00 5.35930395e-01
1.23500168e-01 5.06292321e-02 4.81899887e-01 7.48118833e-02
2.92928547e-01 9.33464896e-03 2.25510731e-01 2.26810575e-01
1.31554604e-01 4.19530243e-01 5.80743492e-01 5.59737086e-01
5.81359565e-01 2.02433169e-02 3.76239158e-02 1.60072688e-02
2.25662813e-02 1.30288396e-02 3.19217384e-01 3.67114037e-01
4.74922925e-01 3.95867884e-01 5.00748754e-01 2.07959428e-01
6.50147721e-02 7.07006734e-03 7.86497965e-02 8.32799971e-01
1.46997964e+00 5.80535650e-01 5.29858768e-01 6.68554962e-01
3.74907106e-02 2.82702684e-01 5.57503283e-01 1.32587567e-01
5.13783991e-01 1.10820271e-02 4.15278673e-01 1.04779817e-01
2.78510362e-01 4.29435149e-02 5.69878295e-02 7.89196864e-02
0.00000000e+00 3.14492613e-01 4.76884782e-01 1.54697573e+00
6.34297371e-01 5.60613811e-01 2.06163630e-01 9.57486510e-01
1.38176948e-01 2.53208309e-01 9.39887837e-02 5.06591082e-01
1.04661986e-01 1.40739396e-01 1.89472640e+00 5.08718431e-01
8.42252493e-01 2.80518178e-03 1.37565419e-01 0.00000000e+00
2.52106696e-01 0.00000000e+00 3.98981012e-02 3.61640185e-01
6.42537996e-02 2.14144826e-01 2.89232247e-02 0.00000000e+00
8.66640210e-02 5.49480557e-01 9.39288884e-02 8.35415944e-02
1.83648929e-01 5.44887148e-02 7.59332860e-03 1.41651183e-01
2.65527755e-01 1.38146756e-03 3.02722168e+00 9.33982581e-02
5.55211455e-02 2.19721466e-01 0.00000000e+00 3.73574227e-01
8.55613232e-01 3.39370340e-01 6.75885856e-01 1.35256660e+00
7.53747821e-02 4.14879173e-01 3.83548498e-01 1.75091863e-01
2.27656066e-01 3.94148916e-01 2.23022252e-01 8.65313232e-01
3.19008887e-01 1.02693453e-01 1.41357854e-01 4.47505325e-01
6.69834852e-01 5.62049747e-01 2.04841383e-02 1.15952182e+00
6.96602929e-03 8.86170864e-02 2.28431210e-01 1.59108236e-01
1.34610787e-01 4.03398842e-01 5.35828955e-02 7.86752701e-01
3.71686548e-01 9.91132036e-02 1.19830489e-01 1.56751499e-02
8.01522195e-01 2.14443398e+00 1.34496540e-01 2.81410277e-01
1.64564002e+00 6.41553938e-01 1.76271964e-02 1.18120603e-01
1.88338101e-01 5.88320255e-01 9.44501162e-01 3.95131260e-01
1.25382155e-01 8.50732386e-01 8.03868890e-01 9.86377716e-01
2.88086265e-01 7.21637845e-01 2.05684960e-01 5.32033026e-01
1.58297196e-01 9.57843065e-01 1.79825816e-04 1.31963864e-01
2.70374000e-01 6.38421699e-02 6.16893053e-01 5.43593824e-01
4.59054448e-02 3.83466125e-01 7.79000223e-02 3.94174039e-01
1.06114244e+00 6.63623929e-01 1.42496359e-02 7.68524557e-02
1.10011958e-02 6.75035238e-01 5.32409012e-01 5.32102764e-01
1.96862251e-01 3.28903599e-03 1.86885223e-01 7.40891695e-02
2.85654664e-01 1.27212334e+00 2.11697310e-01 9.08791926e-03
9.83612388e-02 7.77147412e-02 1.58967003e-01 1.87855303e-01
2.57153064e-01 1.49999213e+00 2.37664469e-02 5.21184921e-01
0.00000000e+00 1.95039362e-02 2.59346962e-01 2.55228430e-02
8.20390657e-02 3.01923782e-01 7.16274500e-01 2.37187415e-01
2.56747901e-02 6.98545456e-01 2.97922045e-01 2.20772535e-01
1.80434301e-01 1.34095326e-01 3.04979324e-01 2.64005929e-01
2.36066833e-01 1.53398529e-01 1.11796045e+00 1.10990018e-01
1.82204649e-01 5.73009074e-01 1.19963562e+00 1.39896452e-01
1.39723107e-01 3.04940045e-01 6.20963037e-01 5.75557025e-03
7.49157816e-02 0.00000000e+00 1.38160467e-01 2.67345514e-02
2.03161761e-01 2.23313689e+00 3.37852389e-01 2.70653397e-01
2.01820582e-01 2.75901765e-01 2.88885981e-01 3.22550148e-01
2.33037695e-01 4.93771490e-03 2.00006127e-01 3.80214721e-01
5.48101187e-01 1.77436277e-01 1.34488065e-02 5.86754121e-02
1.00973141e+00 6.99887395e-01 3.25949550e-01 3.62778485e-01
6.01185150e-02 1.83003396e-01 2.42137119e-01 8.32592510e-03
0.00000000e+00 1.11547746e-02 3.04159999e-01 8.22311491e-02
3.40254873e-01 7.56813288e-01 1.90990828e-02 4.80726808e-02
8.87532718e-03 9.81012046e-01 8.91163945e-02 1.66362256e-01
1.06197279e-02 1.28613189e-01 3.39619853e-02 9.98215526e-02
1.14524260e-01 4.77097742e-02 3.44841748e-01 2.32991222e-02
1.11120738e-01 2.82213211e-01 1.27050924e+00 3.27481151e-01
4.51983333e-01 1.26886174e-01 8.75425190e-02 9.51117352e-02
8.89425352e-02 1.13048442e-01 2.95714259e-01 7.36561604e-04
7.07228929e-02 0.00000000e+00 5.74331731e-02 9.95864440e-03
1.42975956e-01 3.96908559e-02 2.28379190e-01 6.00623637e-02
6.94512129e-02 1.22183882e-01 5.74065149e-01 1.61471754e-01
4.58402544e-01 1.87583417e-01 2.82239616e-02 1.67702675e+00
1.80166996e+00 8.29337180e-01 1.55477479e-01 8.73624906e-02
9.34168696e-02 6.12526089e-02 2.64137480e-02 9.98211801e-01
1.69425737e-03 1.00679591e-01 9.51217830e-01 5.67862809e-01
1.60408288e-01 1.36055797e-01 9.84472409e-02 1.25225604e-01
7.99494386e-01 6.15020655e-02 3.75382155e-02 4.72118169e-01
1.81807309e-01 1.01577258e-04 2.52066106e-01 7.31203258e-01
2.20474765e-01 3.86814356e-01 1.06434291e-03 6.58380449e-01
4.05724674e-01 4.49072450e-01 1.32648312e-02 3.09882951e+00
3.01983535e-01 1.10461509e+00 1.07276455e-01 1.29666507e+00
1.76254883e-01 1.78030443e+00 3.46894115e-02 5.45146704e-01
1.45708635e-01 5.09613156e-01 1.28203273e-01 1.95300221e-01
5.48142135e-01 4.51529324e-02 9.22863901e-01 6.45621121e-01
3.58910799e-01 1.72507882e+00 6.75264060e-01 6.35513306e-01
2.03926731e-02 1.83261633e-01 2.27499530e-02 3.39752525e-01
6.36241317e-01 9.48108554e-01 1.50413901e-01 5.03190637e-01
7.05851912e-01 1.20871678e-01 1.37213290e+00 1.89371929e-02
2.05971643e-01 1.02858387e-01 6.74268156e-02 1.58280030e-01
1.43254793e+00 4.61491793e-02 3.81495714e-01 3.53446305e-01
5.68044968e-02 1.38624489e-01 1.03141618e+00 1.36315274e+00
5.05091473e-02 1.53068379e-01 2.25122020e-01 3.73737484e-01
1.07257378e+00 2.59669065e-01 1.03778958e-01 1.84040532e-01
7.79716000e-02 3.39070648e-01 6.38933957e-01 1.49313301e-01
2.17021734e-01 6.29857123e-01 2.78606176e-01 1.97892010e-01
4.34414089e-01 9.31413025e-02 3.25172484e-01 5.37513755e-03
1.72529995e-01 0.00000000e+00 3.04535143e-02 1.95336878e-01
1.01954591e+00 3.82262290e-01 7.64643624e-02 8.50467980e-02
1.79818153e-01 8.26936811e-02 1.74971783e+00 1.76488474e-01
5.85603058e-01 1.00689813e-01 7.09584236e-01 5.50300360e-01
4.89723869e-02 8.01168159e-02 4.96483505e-01 1.17543280e-01
8.30171287e-01 1.03539622e+00 5.32959588e-02 3.63718837e-01
6.32510111e-02 1.31978586e-01 4.08160090e-01 9.86238778e-01
2.55613416e-01 1.80106968e-01 2.66240180e-01 5.29329330e-02
4.07504857e-01 2.24714190e-01 3.07626456e-01 1.10688619e-01
5.80860257e-01 1.41167569e+00 1.50106817e-01 4.81753834e-02
1.06759645e-01 4.94299650e-01 8.24921846e-01 2.20897660e-01
3.04061830e-01 8.92858207e-02 2.57889837e-01 5.23033500e-01
4.20871004e-02 1.82503685e-02 5.28145552e-01 1.37404367e-01
4.16699424e-02 6.17453277e-01 4.64683920e-01 1.38978183e+00
1.11241508e+00 1.44974291e-01 4.89901334e-01 6.14075541e-01
2.23742090e-02 1.74969792e-01 7.69336149e-02 7.91785419e-01
6.25330806e-02 7.03888461e-02 1.53752774e-01 7.02996731e-01
8.73788834e-01 1.98486686e-01 4.83044945e-02 2.32090130e-01
1.18669219e-01 2.85409242e-01 7.32268453e-01 2.80961663e-01
2.19372332e-01 3.64619464e-01 3.03193349e-02 3.52314591e-01
1.47347078e-01 8.36282149e-02 7.00306892e-02 9.06070694e-03
4.72113103e-01 8.30572724e-01 3.40001523e-01 1.00873816e+00
1.60211310e-01 5.87736428e-01 1.02076781e+00 7.21122444e-01
7.65356600e-01 1.23374748e+00 1.71470746e-01 1.05699599e+00
3.81487548e-01 1.77169532e-01 4.68439460e-01 4.11077142e-01
1.70553014e-01 4.94070232e-01 2.44875908e-01 4.61437762e-01
1.01507291e-01 1.33771852e-01 4.21967387e-01 3.09930928e-02
6.58767700e-01 9.51045901e-02 1.23940349e+00 9.35738802e-01
2.41463371e-02 8.00533220e-02 1.61383171e-02 6.32211268e-01
4.79768991e-01 2.39763465e-02 4.60583083e-02 2.13342205e-01
8.06691110e-01 1.00319111e+00 2.75155276e-01 2.78984517e-01
2.99507510e-02 2.56585622e+00 1.06343381e-01 8.91852900e-02
2.48988003e-01 2.56249398e-01 4.45587516e-01 5.43854833e-02
1.82455197e-01 3.25532496e-01 3.33228670e-02 6.77715421e-01
1.66320586e+00 1.58729509e-01 5.81127882e-01 8.72855708e-02
1.46371424e-01 9.96515006e-02 1.35463744e-01 2.97452927e-01
2.18914270e-01 3.82769138e-01 1.44562614e+00 2.34332502e-01
2.40118243e-03 1.47367835e-01 2.25594029e-01 1.63258821e-01
5.18992007e-01 3.02988254e-02 1.64671227e-01 1.51959658e-01
1.97134702e-03 1.53786302e-01 1.85369998e-02 2.95104235e-02
1.71476379e-02 7.93928280e-02 8.53482783e-01 1.24816746e-01
2.42492035e-02 5.59166729e-01 1.46220005e+00 2.90734828e-01
1.84360683e-01 6.19703174e-01 1.48360468e-02 6.67085767e-01
4.09796715e-01 3.23201209e-01 6.27664030e-01 1.24470152e-01
4.01813745e-01 6.93798900e-01 1.45006347e-02 1.56883243e-02
4.42409217e-01 5.84407710e-04 1.09092426e+00 4.81316656e-01
1.01976842e-01 2.35227257e-01 7.76014507e-01 7.93175876e-01
3.15825045e-01 1.59394726e-01 9.17266756e-02 1.39063513e+00
6.16194129e-01 7.34224021e-01 1.54367331e-02 2.38702282e-01
1.08640470e-01 4.68188524e-02 1.97947860e-01 1.13611504e-01
1.91606924e-01 1.09727418e+00 2.80212313e-02 1.89247340e-01
1.55063272e-01 9.08071160e-01 5.09477377e-01 3.81499022e-01
5.18062472e-01 3.89017165e-01 1.33483887e+00 5.71944751e-02
3.66505176e-01 9.96324942e-02 1.74442735e-02 7.08473846e-02
3.47802281e-01 0.00000000e+00 6.31030440e-01 2.45423289e-04
1.13863401e-01 6.48949921e-01 7.87454844e-02 1.26015946e-01
8.13373446e-01 3.76646698e-01 3.63838375e-01 2.50858009e-01
6.49278983e-02 3.37128431e-01 4.01708156e-01 2.95810431e-01
3.09718877e-01 1.38493395e+00 8.71189684e-03 6.48141578e-02
1.17708147e+00 2.75059836e-03 2.16479212e-01 2.31539965e-01
5.20059541e-02 2.77684271e-01 1.18827410e-02 6.05531096e-01
1.35344279e+00 2.46976539e-01 8.93428102e-02 3.78722660e-02
4.73581016e-01 0.00000000e+00 6.86516404e-01 3.16161960e-01
6.69474676e-02 2.16270491e-01 1.43214953e+00 1.48020819e-01
4.00702924e-01 4.08950508e-01 8.12084019e-01 4.50215399e-01
6.03620708e-02 8.09045374e-01 1.10550034e+00 1.68564105e+00
1.86163887e-01 2.49256179e-01 7.34341860e-01 1.35747209e-01
1.46285772e+00 1.21022306e-01 3.05898607e-01 9.56299156e-02
1.44328296e-01 1.29864085e+00 6.91007823e-02 1.16940551e-01
1.61818773e-01 6.39967918e-01 3.55012715e-02 1.12064399e-01
1.96611397e-02 6.32721260e-02 4.48882192e-01 2.82094431e+00
4.53654021e-01 1.58613846e-02 9.57657516e-01 3.60149294e-01
2.01155573e-01 3.96626800e-01 9.24718797e-01 3.08741242e-01
3.26820254e-01 1.22942470e-01 2.35240519e-01 7.88062364e-02
9.88396332e-02 3.33162546e-02 3.94393690e-02 2.28485763e-01
1.61595416e+00 4.21640724e-02 8.87436941e-02 9.74048600e-02
0.00000000e+00 4.57035273e-01 2.90420115e-01 3.64298999e-01
3.10147375e-01 2.81642787e-02 3.92775387e-01 6.53369546e-01
4.02895451e-01 0.00000000e+00 6.64312482e-01 4.97652799e-01
2.20638335e-01 1.11794963e-01 3.74344401e-02 2.04882115e-01
7.96937346e-01 2.60369889e-02 4.62198734e-01 7.56796658e-01
9.42903340e-01 1.13728635e-01 7.28435695e-01 6.49223998e-02
1.49670410e+00 7.51042128e-01 5.10698795e-01 3.07931751e-01
1.36774719e-01 1.38648617e+00 7.55033493e-02 1.62021101e-01
8.70572031e-02 3.97647411e-01 8.20662916e-01 8.97540212e-01
5.92535555e-01 1.29221272e+00 3.11267406e-01 5.18697798e-02
2.16686260e-02 6.28870666e-01 6.39680121e-03 1.25511307e-02
1.35683811e+00 1.04151094e+00 1.63620666e-01 1.73175073e+00
6.59536242e-01 5.51717520e-01 5.99170923e-01 4.51487988e-01
7.99884737e-01 3.61306995e-01 4.87789899e-01 9.77165699e-01
3.32371861e-01 1.79108858e-01 7.37424135e-01 2.92629182e-01
4.16389972e-01 1.07614502e-01 8.11612010e-01 5.83604872e-01
3.37172151e-01 7.18806207e-01 1.84939051e+00 2.76227772e-01
4.04767394e-01 1.80697560e+00 9.96039927e-01 4.09944713e-01
6.62463009e-01 3.05366904e-01 3.91298831e-01 2.85464227e-01
7.78408289e-01 2.14644149e-01 3.44221257e-02 3.35869312e-01
3.44665766e-01 2.71215647e-01 1.97866261e-01 8.47878933e-01
8.38252783e-01 2.36801758e-01 4.93897229e-01 3.03214014e-01
3.44422013e-02 3.99226964e-01 2.93119878e-01 1.60539091e-01
9.20104086e-01 7.40939006e-02 6.96740806e-01 7.64437079e-01
5.71171381e-02 6.35575354e-01 4.32410479e-01 5.19624949e-01
3.62115383e-01 1.13060109e-01 1.14611693e-01 1.25936240e-01
4.33204144e-01 2.52478063e-01 8.11042786e-01 3.93507332e-01
9.54810798e-01 9.42852259e-01 2.03550553e+00 2.39200264e-01
5.67529239e-02 1.08368468e+00 7.41873801e-01 1.10828280e-01
1.57773808e-01 1.22010359e-03 1.25582337e-01 1.39673066e+00
4.48944308e-02 5.47901571e-01 1.78060621e-01 6.83539867e-01
1.48176670e-01 6.77894652e-02 5.17051637e-01 2.51365483e-01
1.15907162e-01 2.96721667e-01 3.43539476e-01 1.32206902e-01
6.08880036e-02 9.88553390e-02 1.52158415e+00 5.86693227e-01
9.73945320e-01 8.23500216e-01 8.34060252e-01 8.24498460e-02
6.33420765e-01 2.65453637e-01 8.47180486e-01 4.64781165e-01
9.24246907e-02 1.36320919e-01 2.20350817e-01 5.65829992e-01
2.65692025e-01 4.22055304e-01 9.80911970e-01 5.04080877e-02
4.89126325e-01 8.02232027e-01 8.83651912e-01 5.32812297e-01
9.65538740e-01 4.81730312e-01 1.38112553e-03 4.38410193e-01
2.87574828e-01 0.00000000e+00 1.93031833e-01 4.37298715e-01
4.44151402e-01 3.58650565e-01 9.84762967e-01 7.86725521e-01
2.75714546e-01 2.81942993e-01 4.17816699e-01 7.53029108e-01
1.92995802e-01 1.90302536e-01 2.02174470e-01 1.00423920e+00
1.18536520e+00 2.81320214e-01 4.51788958e-03 3.93336535e-01
4.35741246e-01 2.71512628e-01 8.73718739e-01 1.55879176e+00
1.54372537e+00 4.17310834e-01 1.06702887e-01 2.24373639e-01
3.70561797e-03 6.79420650e-01 2.85920233e-01 9.87454236e-01
3.71327728e-01 6.08438671e-01 2.90456843e+00 2.09075257e-01
0.00000000e+00 4.65766281e-01 5.73809624e-01 5.60971022e-01
8.57782543e-01 1.22745797e-01 6.28663123e-01 5.07469058e-01
3.26381415e-01 6.00669086e-01 8.00788939e-01 6.59236133e-01
3.44984978e-01 1.86294627e+00 2.51848072e-01 4.85660769e-02]]
['bakso']
In [ ]:
session.close
Content source: GO-HACKATHON/QuantumSigmoid
Similar notebooks: