In [1]:

    

# This is the third attempt at training a NN. I am doing sequence padding
# again, but truncating to as low a value as possible to make training
# faster and avoid memory issues (I've been having crashes on the current)
# feature set


    

In [2]:

    

# Force Theano to use multiple cores
!OMP_NUM_THREADS=4


    

In [3]:

    

import numpy as np
from keras.models import Sequential
from keras.layers.core import Dropout, Dense
import matplotlib.pyplot as plt
from scipy.io import mmread
%matplotlib inline


    

    




Using Theano backend.

In [4]:

    

from theano import config
config.openmp = True
config.openmp_elemwise_minsize = 100000


    

In [5]:

    

np.random.seed(42)


    

In [6]:

    

malware_classes = ["Agent", "AutoRun", "FraudLoad", "FraudPack", "Hupigon", "Krap",
           "Lipler", "Magania", "None", "Poison", "Swizzor", "Tdss",
           "VB", "Virut", "Zbot"]

# a function for writing predictions in the required format
def write_predictions(predictions, ids, outfile):
    """
    assumes len(predictions) == len(ids), and that predictions[i] is the
    index of the predicted class with the malware_classes list above for
    the executable corresponding to ids[i].
    outfile will be overwritten
    """
    with open(outfile,"w+") as f:
        # write header
        f.write("Id,Prediction\n")
        for i, history_id in enumerate(ids):
            f.write("%s,%d\n" % (history_id, predictions[i]))

def classes_to_Y(classes):
    output = []
    for cls in classes:
        output.append(malware_classes.index(cls))
    return np.array(output)


    

In [2]:

    

!ls ../data/features


    

    




100_cutoff_alphabet_19679_padded_len1.npy
100_cutoff_alphabet_19679_padded_len200.npy
100_cutoff_alphabet_19679_padded_len35.npy
100_cutoff_alphabet_19679_padded_len5.npy
100_cutoff_alphabet_19679_word_to_intseq.npy
10_cutoff_word_to_intseq.npy
3_cutoff_word_to_intseq.npy
50_cutoff_word_to_intseq.npy
count_vector_full_10k_features.npy
count_vector_full_10k_features_tfidf.npy
naive_word_hashed_full_features.mtx.tar.gz
test_ids.npy
tfifd_4gram_hashed_full_features.mtx
train_classes.npy
train_ids.npy

In [7]:

    

# load training classes
classes = np.load("../data/features/train_classes.npy")


    

In [8]:

    

sparse_mat_train_test = mmread("../data/features/tfifd_4gram_hashed_full_features.mtx")


    

In [9]:

    

# convert csr to a numpy array
sparse = sparse_mat_train_test.toarray()

# pull out training examples
X = sparse[:classes.shape[0],:]
# X_CV = X[-300:]
# X = X[:-300]

X_test = sparse[classes.shape[0]:,:]
print X_test.shape

Y = classes_to_Y(classes)

Y_hot = np.zeros((classes.shape[0], 16))
for i, clazz in enumerate(Y):
    Y_hot[i,clazz] = 1

print Y_hot


    

    




(3724, 1048576)
[[ 0.  0.  0. ...,  0.  0.  0.]
 [ 0.  0.  0. ...,  0.  0.  0.]
 [ 0.  0.  0. ...,  1.  0.  0.]
 ..., 
 [ 0.  0.  0. ...,  0.  0.  0.]
 [ 0.  0.  0. ...,  1.  0.  0.]
 [ 0.  0.  0. ...,  0.  0.  0.]]

In [10]:

    

# Just to check that worked ok.
print classes[21]
print Y[21]
print Y_hot[21]
print len(malware_classes)


    

    




None
8
[ 0.  0.  0.  0.  0.  0.  0.  0.  1.  0.  0.  0.  0.  0.  0.  0.]
15

In [11]:

    

# Now randomly select 100 samples to hold out
rand_index = np.random.permutation(np.arange(classes.shape[0]))

X_train = X[rand_index[100:]]
Y_train = Y_hot[rand_index[100:]]
X_validate = X[rand_index[:100]]
Y_validate = Y_hot[rand_index[:100]]


print X_train.shape

print Y_train.shape

print X_validate.shape

print Y_validate.shape


    

    




(2986, 1048576)
(2986, 16)
(100, 1048576)
(100, 16)

In [12]:

    

# Clobbering to save memory
padding = 0
full_features = 0
classes= 0
X = 0
Y_hot = 0
Y =0


    

In [13]:

    

batch_size = 150
model = Sequential()
model.add(Dense(1000, input_dim=1048576, activation="tanh"))
model.add(Dropout(.5))
model.add(Dense(500, activation="tanh"))
model.add(Dropout(.5))
model.add(Dense(200, activation="tanh"))
model.add(Dropout(.2))
model.add(Dense(16, activation="softmax"))


    

In [14]:

    

model.compile(loss='categorical_crossentropy',
             optimizer="adam",
             metrics=["accuracy"])


    

In [15]:

    

from keras.callbacks import ProgbarLogger, History, LambdaCallback, ModelCheckpoint


    

In [16]:

    

import psutil
from __future__ import print_function
summarize = lambda *__: print([psutil.virtual_memory(),psutil.cpu_percent(percpu=True)])


    

In [17]:

    

callbacks = [
    ProgbarLogger(), 
    History(),
    LambdaCallback(
        on_batch_begin=summarize, 
        on_batch_end=summarize, 
        on_epoch_begin=summarize
    ),
    ModelCheckpoint(
        "bigtfifd_best_weighted.hdf5", 
        verbose=1, 
        monitor="val_acc",
        mode="max",
        save_best_only=True)]

class_weights = {
    0: 14,
    1: 32,
    2: 43,
    3: 51,
     4: 39,
     5: 41,
     6: 30,
     7: 39,
     8: 1,
     9: 77,
     10: 3,
     11: 50,
     12: 4,
     13: 27,
     14: 40,
     15: 1
}

model.fit(
    X_train, Y_train, batch_size=batch_size,
    nb_epoch=5, verbose=1, callbacks=callbacks, 
    class_weight=class_weights,
    validation_data=(X_validate, Y_validate)
    )


    

    




Train on 2986 samples, validate on 100 samples
Epoch 1/5
[svmem(total=270846246912, available=151952228352, percent=43.9, used=109137641472, free=39880314880, active=127155335168, inactive=91049312256, buffers=467398656, cached=121360891904, shared=8891445248), [100.0, 0.6, 0.0, 100.0, 1.5, 82.6, 100.0, 0.0, 100.0, 4.4, 0.0, 100.0, 0.2, 0.0, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.1, 0.0, 0.0, 0.0, 0.2, 0.2, 0.2, 0.1, 0.0, 0.2, 0.2, 0.0, 100.0, 100.0, 100.0, 100.0, 0.1, 0.0, 0.2, 0.0, 0.5, 1.2, 0.0, 0.1, 0.0, 0.0, 0.0, 0.2, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.0, 0.2, 0.0]]
Epoch 1/5
[svmem(total=270846246912, available=150677401600, percent=44.4, used=110412427264, free=38605406208, active=128415502336, inactive=91049291776, buffers=467398656, cached=121361014784, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.6, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 150/2986 [>.............................] - ETA: 1675s - loss: 21.1279 - acc: 0.0867[svmem(total=270846246912, available=150718865408, percent=44.4, used=110371004416, free=38979510272, active=128353202176, inactive=90785554432, buffers=467398656, cached=121028333568, shared=8891445248), [100.0, 0.7, 0.1, 100.0, 1.3, 100.0, 100.0, 0.1, 100.0, 2.1, 0.2, 100.0, 0.0, 0.0, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.2, 0.1, 0.0, 0.2, 0.0, 0.1, 0.0, 0.1, 0.0, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 1.2, 0.0, 0.2, 0.1, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.1, 0.0, 0.1, 0.2, 0.0, 0.0, 0.0]]
 150/2986 [>.............................] - ETA: 1675s - loss: 21.1279 - acc: 0.0867[svmem(total=270846246912, available=150719803392, percent=44.4, used=110370066432, free=38980427776, active=128353972224, inactive=90785554432, buffers=467398656, cached=121028354048, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 1.1, 100.0, 100.0, 0.6, 100.0, 0.0, 0.0, 100.0, 0.6, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 300/2986 [==>...........................] - ETA: 1514s - loss: 20.5805 - acc: 0.3633[svmem(total=270846246912, available=150735962112, percent=44.3, used=110353907712, free=39333335040, active=128319590400, inactive=90514509824, buffers=467398656, cached=120691605504, shared=8891445248), [100.0, 0.5, 0.0, 100.0, 1.1, 100.0, 100.0, 0.1, 100.0, 2.9, 0.3, 100.0, 0.1, 0.3, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.3, 0.0, 0.0, 0.0, 0.1, 0.3, 0.0, 0.2, 0.0, 0.2, 0.0, 0.2, 100.0, 100.0, 100.0, 100.0, 0.2, 0.0, 0.2, 0.0, 0.1, 1.0, 0.2, 0.2, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.2, 0.0, 0.0, 0.3, 0.0, 0.0, 0.3, 0.0, 0.3, 0.0, 0.3]]
 300/2986 [==>...........................] - ETA: 1514s - loss: 20.5805 - acc: 0.3633[svmem(total=270846246912, available=150757163008, percent=44.3, used=110332706816, free=39354535936, active=128294449152, inactive=90514509824, buffers=467398656, cached=120691605504, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 450/2986 [===>..........................] - ETA: 1436s - loss: 19.2831 - acc: 0.4689[svmem(total=270846246912, available=150806577152, percent=44.3, used=110283337728, free=39748222976, active=128235745280, inactive=90223558656, buffers=467398656, cached=120347287552, shared=8891445248), [100.0, 0.5, 0.0, 100.0, 1.3, 100.0, 100.0, 0.1, 100.0, 2.3, 0.0, 100.0, 0.0, 0.0, 0.2, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.1, 0.2, 0.0, 0.2, 0.0, 0.0, 0.2, 0.2, 0.0, 0.0, 0.2, 100.0, 100.0, 100.0, 100.0, 0.2, 0.0, 0.0, 0.0, 0.6, 0.7, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.2]]
 450/2986 [===>..........................] - ETA: 1436s - loss: 19.2831 - acc: 0.4689[svmem(total=270846246912, available=150804996096, percent=44.3, used=110284918784, free=39746641920, active=128236404736, inactive=90223558656, buffers=467398656, cached=120347287552, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 0.6, 100.0, 100.0, 0.6, 100.0, 0.0, 0.6, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.6, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 600/2986 [=====>........................] - ETA: 1334s - loss: 19.0581 - acc: 0.5100[svmem(total=270846246912, available=150802391040, percent=44.3, used=110287478784, free=39761350656, active=128232878080, inactive=90209599488, buffers=467402752, cached=120330014720, shared=8891445248), [100.0, 0.8, 0.0, 100.0, 1.1, 100.0, 100.0, 0.0, 100.0, 2.7, 0.0, 100.0, 0.0, 0.0, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.7, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 600/2986 [=====>........................] - ETA: 1334s - loss: 19.0581 - acc: 0.5100[svmem(total=270846246912, available=150797008896, percent=44.3, used=110292860928, free=39755988992, active=128238399488, inactive=90209599488, buffers=467402752, cached=120329994240, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.6, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 750/2986 [======>.......................] - ETA: 1254s - loss: 18.4824 - acc: 0.5413[svmem(total=270846246912, available=150822739968, percent=44.3, used=110267129856, free=40023293952, active=128204980224, inactive=89996451840, buffers=467402752, cached=120088420352, shared=8891445248), [100.0, 0.4, 0.2, 100.0, 1.3, 100.0, 100.0, 0.1, 100.0, 4.3, 0.1, 100.0, 0.1, 0.0, 0.1, 0.1, 100.0, 100.0, 100.0, 100.0, 0.1, 0.1, 0.1, 0.0, 0.1, 0.0, 0.1, 0.2, 0.0, 0.2, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.1, 0.0, 0.0, 1.1, 0.3, 0.1, 0.0, 0.0, 0.0, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.2, 0.2, 0.0]]
 750/2986 [======>.......................] - ETA: 1254s - loss: 18.4824 - acc: 0.5413[svmem(total=270846246912, available=150821920768, percent=44.3, used=110267949056, free=40022474752, active=128206102528, inactive=89996447744, buffers=467402752, cached=120088420352, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.6, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 900/2986 [========>.....................] - ETA: 1162s - loss: 19.0537 - acc: 0.5633[svmem(total=270846246912, available=150837858304, percent=44.3, used=110252064768, free=40255627264, active=128202534912, inactive=89798144000, buffers=467402752, cached=119871152128, shared=8891445248), [100.0, 0.5, 0.1, 100.0, 1.1, 100.0, 100.0, 0.1, 100.0, 2.4, 0.2, 100.0, 0.1, 0.0, 0.1, 0.1, 100.0, 100.0, 100.0, 100.0, 0.1, 0.1, 0.5, 0.0, 0.1, 0.1, 0.0, 1.5, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.5, 3.1, 0.0, 0.4, 0.1, 0.0, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.1, 0.0, 0.1, 0.1, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0]]
 900/2986 [========>.....................] - ETA: 1162s - loss: 19.0537 - acc: 0.5633[svmem(total=270846246912, available=150846582784, percent=44.3, used=110243340288, free=40264339456, active=128188956672, inactive=89798144000, buffers=467402752, cached=119871164416, shared=8891445248), [100.0, 20.0, 0.0, 100.0, 1.8, 100.0, 100.0, 0.0, 100.0, 6.2, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.6, 0.6, 0.0, 0.0, 0.0, 7.3, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 22.4, 20.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1050/2986 [=========>....................] - ETA: 1074s - loss: 18.7266 - acc: 0.5819[svmem(total=270846246912, available=150862098432, percent=44.3, used=110227775488, free=40297123840, active=128184127488, inactive=89784320000, buffers=467415040, cached=119853932544, shared=8891445248), [100.0, 0.5, 0.0, 100.0, 1.2, 100.0, 100.0, 0.1, 100.0, 2.6, 0.0, 100.0, 0.0, 0.0, 0.8, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1050/2986 [=========>....................] - ETA: 1074s - loss: 18.7266 - acc: 0.5819[svmem(total=270846246912, available=150863826944, percent=44.3, used=110226046976, free=40298844160, active=128183640064, inactive=89784320000, buffers=467415040, cached=119853940736, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1200/2986 [===========>..................] - ETA: 987s - loss: 18.6343 - acc: 0.5958 [svmem(total=270846246912, available=150904991744, percent=44.3, used=110184882176, free=40697597952, active=128135438336, inactive=89476837376, buffers=467423232, cached=119496343552, shared=8891445248), [100.0, 0.4, 0.0, 100.0, 1.2, 100.0, 100.0, 0.3, 100.0, 3.5, 0.1, 100.0, 0.1, 0.0, 0.4, 0.0, 100.0, 100.0, 100.0, 100.0, 0.1, 0.2, 0.2, 0.0, 0.2, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.2, 0.2, 0.1, 0.0, 0.2, 0.2, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.2, 0.2, 0.0, 0.0, 0.2, 0.0, 0.1]]
1200/2986 [===========>..................] - ETA: 987s - loss: 18.6343 - acc: 0.5958 [svmem(total=270846246912, available=150902505472, percent=44.3, used=110187368448, free=40695128064, active=128136040448, inactive=89476837376, buffers=467423232, cached=119496327168, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 0.0, 100.0, 100.0, 0.0, 100.0, 6.7, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1350/2986 [============>.................] - ETA: 902s - loss: 18.0772 - acc: 0.6111[svmem(total=270846246912, available=150930018304, percent=44.3, used=110159855616, free=40941359104, active=128114724864, inactive=89279426560, buffers=467431424, cached=119277600768, shared=8891445248), [100.0, 0.4, 0.0, 100.0, 1.2, 100.0, 100.0, 0.1, 100.0, 2.7, 0.1, 100.0, 0.2, 0.1, 1.9, 0.1, 100.0, 100.0, 100.0, 100.0, 0.1, 0.0, 0.3, 0.1, 0.6, 0.3, 0.2, 5.0, 0.0, 0.0, 0.1, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.2, 0.0, 0.5, 0.2, 0.5, 0.7, 0.0, 0.2, 0.0, 0.2, 100.0, 100.0, 100.0, 100.0, 0.1, 0.0, 0.0, 0.0, 0.4, 0.4, 0.0, 3.0, 0.1, 4.8, 0.1, 0.0]]
1350/2986 [============>.................] - ETA: 902s - loss: 18.0772 - acc: 0.6111[svmem(total=270846246912, available=150932197376, percent=44.3, used=110157676544, free=40943550464, active=128115269632, inactive=89279426560, buffers=467431424, cached=119277588480, shared=8891445248), [100.0, 14.3, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.6, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1500/2986 [==============>...............] - ETA: 817s - loss: 17.2527 - acc: 0.6207[svmem(total=270846246912, available=150945329152, percent=44.3, used=110144544768, free=41218383872, active=128066617344, inactive=89065783296, buffers=467447808, cached=119015870464, shared=8891445248), [100.0, 0.6, 0.1, 100.0, 1.1, 100.0, 100.0, 0.1, 100.0, 4.5, 0.1, 100.0, 0.0, 0.0, 1.1, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.2, 0.0, 0.1, 0.1, 0.1, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.1, 0.0, 0.2, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.1, 0.0, 0.0, 0.0, 0.1, 0.1, 0.1, 0.1, 0.2, 0.0, 0.1, 0.0]]
1500/2986 [==============>...............] - ETA: 817s - loss: 17.2527 - acc: 0.6207[svmem(total=270846246912, available=150947328000, percent=44.3, used=110142545920, free=41220382720, active=128067465216, inactive=89065783296, buffers=467447808, cached=119015870464, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 1.3, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1650/2986 [===============>..............] - ETA: 732s - loss: 16.7369 - acc: 0.6279[svmem(total=270846246912, available=150956367872, percent=44.3, used=110133506048, free=41254612992, active=128063475712, inactive=89046114304, buffers=467456000, cached=118990671872, shared=8891445248), [100.0, 0.5, 0.0, 100.0, 1.1, 100.0, 100.0, 0.1, 100.0, 2.4, 0.1, 100.0, 0.0, 0.0, 0.9, 0.1, 100.0, 100.0, 100.0, 100.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1650/2986 [===============>..............] - ETA: 732s - loss: 16.7369 - acc: 0.6279[svmem(total=270846246912, available=150931447808, percent=44.3, used=110158426112, free=41229692928, active=128092635136, inactive=89046114304, buffers=467456000, cached=118990671872, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.6, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.6, 0.0, 0.6, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1800/2986 [=================>............] - ETA: 648s - loss: 16.3267 - acc: 0.6378[svmem(total=270846246912, available=150994214912, percent=44.3, used=110095712256, free=41576148992, active=128026017792, inactive=88799367168, buffers=467456000, cached=118706929664, shared=8891445248), [100.0, 0.5, 0.0, 100.0, 1.1, 100.0, 100.0, 0.1, 100.0, 2.3, 0.1, 100.0, 0.0, 0.1, 1.0, 0.1, 100.0, 100.0, 100.0, 100.0, 0.1, 0.1, 0.1, 0.0, 0.1, 0.1, 0.0, 0.2, 0.1, 0.0, 0.1, 0.2, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.1, 0.0, 0.1, 0.1, 0.0]]
1800/2986 [=================>............] - ETA: 648s - loss: 16.3267 - acc: 0.6378[svmem(total=270846246912, available=150994767872, percent=44.3, used=110095159296, free=41576706048, active=128026275840, inactive=88799367168, buffers=467456000, cached=118706925568, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 1.3, 100.0, 100.0, 0.0, 100.0, 0.7, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1950/2986 [==================>...........] - ETA: 566s - loss: 15.7318 - acc: 0.6451[svmem(total=270846246912, available=151002734592, percent=44.2, used=110087135232, free=42043662336, active=128015962112, inactive=88395546624, buffers=467468288, cached=118247981056, shared=8891445248), [100.0, 1.0, 0.0, 100.0, 1.1, 100.0, 100.0, 0.2, 100.0, 2.6, 0.1, 100.0, 0.1, 0.0, 1.4, 0.1, 100.0, 100.0, 100.0, 100.0, 0.1, 0.1, 0.1, 0.1, 0.2, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.2, 0.1, 0.0, 0.1, 0.1, 0.2, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.1, 0.2, 0.1, 0.2, 0.1, 0.1, 0.0]]
1950/2986 [==================>...........] - ETA: 566s - loss: 15.7318 - acc: 0.6451[svmem(total=270846246912, available=151001911296, percent=44.2, used=110087958528, free=42042843136, active=128017997824, inactive=88395546624, buffers=467468288, cached=118247976960, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.6, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 1.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2100/2986 [====================>.........] - ETA: 490s - loss: 15.3404 - acc: 0.6543[svmem(total=270846246912, available=150634192896, percent=44.4, used=110455721984, free=41701076992, active=128385191936, inactive=88372785152, buffers=467480576, cached=118221967360, shared=8891445248), [100.0, 0.4, 0.0, 100.0, 1.0, 100.0, 100.0, 0.1, 100.0, 3.8, 0.1, 100.0, 0.0, 0.0, 0.8, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
2100/2986 [====================>.........] - ETA: 490s - loss: 15.3404 - acc: 0.6543[svmem(total=270846246912, available=150631337984, percent=44.4, used=110458576896, free=41696624640, active=128387010560, inactive=88374386688, buffers=467480576, cached=118223564800, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 1.0, 100.0, 100.0, 0.5, 100.0, 11.9, 0.0, 100.0, 0.0, 0.0, 1.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2250/2986 [=====================>........] - ETA: 434s - loss: 14.9964 - acc: 0.6631[svmem(total=270846246912, available=150398496768, percent=44.5, used=110691377152, free=41831223296, active=128601800704, inactive=88071389184, buffers=467505152, cached=117856141312, shared=8891445248), [100.0, 0.6, 0.1, 100.0, 1.0, 100.0, 100.0, 0.1, 100.0, 2.5, 0.1, 100.0, 0.1, 0.0, 0.4, 0.9, 100.0, 100.0, 100.0, 100.0, 0.0, 0.1, 0.1, 0.0, 0.1, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.1, 0.1, 0.0, 0.1, 0.0, 0.0]]
2250/2986 [=====================>........] - ETA: 434s - loss: 14.9964 - acc: 0.6631[svmem(total=270846246912, available=150399070208, percent=44.5, used=110690803712, free=41831792640, active=128601812992, inactive=88071380992, buffers=467505152, cached=117856145408, shared=8891445248), [100.0, 0.3, 0.0, 100.0, 1.0, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2400/2986 [=======================>......] - ETA: 364s - loss: 14.6382 - acc: 0.6696[svmem(total=270846246912, available=146033033216, percent=46.1, used=115056840704, free=37829124096, active=132923478016, inactive=87783268352, buffers=467521536, cached=117492760576, shared=8891445248), [100.0, 0.6, 0.0, 100.0, 1.1, 100.0, 100.0, 0.1, 100.0, 2.2, 0.0, 100.0, 0.0, 0.0, 0.3, 0.9, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.8, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.9, 0.1, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.3, 0.1, 0.1, 0.0, 0.0, 0.0, 0.0]]
2400/2986 [=======================>......] - ETA: 364s - loss: 14.6382 - acc: 0.6696[svmem(total=270846246912, available=145958232064, percent=46.1, used=115131641856, free=37754322944, active=132998361088, inactive=87783268352, buffers=467521536, cached=117492760576, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 0.7, 100.0, 100.0, 0.3, 100.0, 0.0, 0.3, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 99.7, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2550/2986 [========================>.....] - ETA: 285s - loss: 14.4574 - acc: 0.6780[svmem(total=270846246912, available=140462751744, percent=48.1, used=120627122176, free=32860831744, active=138446241792, inactive=87290314752, buffers=467521536, cached=116890771456, shared=8891445248), [100.0, 0.6, 0.0, 100.0, 1.1, 100.0, 100.0, 0.1, 100.0, 3.2, 0.2, 100.0, 0.0, 0.0, 0.1, 1.5, 100.0, 100.0, 100.0, 100.0, 0.1, 0.1, 0.1, 0.0, 0.1, 0.0, 0.1, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.1, 0.0, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
2550/2986 [========================>.....] - ETA: 285s - loss: 14.4574 - acc: 0.6780[svmem(total=270846246912, available=140424417280, percent=48.2, used=120665452544, free=32822493184, active=138484088832, inactive=87290314752, buffers=467521536, cached=116890779648, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 1.2, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2700/2986 [==========================>...] - ETA: 195s - loss: 14.5417 - acc: 0.6807[svmem(total=270846246912, available=138472038400, percent=48.9, used=122617835520, free=31211565056, active=140422295552, inactive=86990032896, buffers=467529728, cached=116549316608, shared=8891445248), [100.0, 0.6, 0.0, 100.0, 1.2, 100.0, 100.0, 0.1, 100.0, 2.6, 0.0, 100.0, 0.0, 0.0, 0.1, 0.9, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2700/2986 [==========================>...] - ETA: 195s - loss: 14.5417 - acc: 0.6807[svmem(total=270846246912, available=138490044416, percent=48.9, used=122599829504, free=31229587456, active=140404850688, inactive=86990032896, buffers=467529728, cached=116549300224, shared=8891445248), [100.0, 0.0, 0.0, 100.0, 0.9, 100.0, 100.0, 0.3, 100.0, 42.8, 0.3, 100.0, 0.0, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2850/2986 [===========================>..] - ETA: 96s - loss: 14.2993 - acc: 0.6825 [svmem(total=270846246912, available=124613447680, percent=54.0, used=136476430336, free=18864898048, active=144153440256, inactive=95763292160, buffers=467550208, cached=115037368320, shared=8891441152), [100.0, 0.6, 0.1, 100.0, 1.3, 100.0, 100.0, 0.1, 100.0, 2.4, 0.1, 100.0, 0.1, 0.0, 0.1, 0.7, 100.0, 100.0, 100.0, 100.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.1, 0.1, 0.1, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.3, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.1, 0.0, 0.0, 0.0, 0.1, 0.1, 0.1, 0.1, 0.0, 0.0, 0.0, 0.0]]
2850/2986 [===========================>..] - ETA: 96s - loss: 14.2993 - acc: 0.6825 [svmem(total=270846246912, available=124671852544, percent=54.0, used=136418021376, free=18921865216, active=144094076928, inactive=95764893696, buffers=467550208, cached=115038810112, shared=8891441152), [100.0, 14.4, 0.0, 100.0, 2.3, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
[svmem(total=270846246912, available=124104273920, percent=54.2, used=136985591808, free=19499225088, active=143027113984, inactive=96395771904, buffers=467570688, cached=113893859328, shared=8891441152), [100.0, 4.0, 0.0, 100.0, 1.1, 100.0, 100.0, 0.1, 100.0, 3.5, 0.1, 100.0, 0.0, 0.0, 0.1, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.1, 0.0, 0.0, 0.7, 0.6, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2986/2986 [==============================] - 2235s - loss: 14.0655 - acc: 0.6852 - val_loss: 0.8842 - val_acc: 0.7900
Epoch 00000: val_acc improved from -inf to 0.79000, saving model to bigtfifd_best_weighted.hdf5
2986/2986 [==============================] - 2425s - loss: 14.0655 - acc: 0.6852 - val_loss: 0.8842 - val_acc: 0.7900
Epoch 2/5
[svmem(total=270846246912, available=127783542784, percent=52.8, used=133306355712, free=23287443456, active=139377881088, inactive=96271998976, buffers=467591168, cached=113784856576, shared=8891441152), [100.0, 4.0, 0.3, 100.0, 1.1, 100.0, 100.0, 0.3, 100.0, 2.8, 0.4, 100.0, 0.4, 0.5, 0.8, 0.2, 100.0, 100.0, 100.0, 100.0, 0.3, 0.3, 0.3, 0.1, 1.3, 1.2, 0.6, 1.0, 0.4, 0.3, 0.2, 0.2, 100.0, 100.0, 100.0, 100.0, 0.3, 0.2, 0.0, 0.1, 1.4, 1.9, 0.6, 0.7, 0.4, 0.3, 0.1, 0.1, 100.0, 100.0, 100.0, 100.0, 0.5, 0.5, 0.3, 0.3, 0.6, 0.6, 0.4, 0.2, 0.2, 0.1, 0.3, 0.2]]
Epoch 2/5
[svmem(total=270846246912, available=127582318592, percent=52.9, used=133507547136, free=23086223360, active=139498393600, inactive=96358690816, buffers=467591168, cached=113784885248, shared=8891441152), [100.0, 6.9, 0.0, 100.0, 2.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.3, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 150/2986 [>.............................] - ETA: 3027s - loss: 7.3046 - acc: 0.8067[svmem(total=270846246912, available=127502200832, percent=52.9, used=133587849216, free=23176904704, active=139591774208, inactive=96208207872, buffers=467595264, cached=113613897728, shared=8891441152), [100.0, 4.0, 0.0, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 2.5, 0.1, 100.0, 0.1, 0.0, 0.8, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.1, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 150/2986 [>.............................] - ETA: 3027s - loss: 7.3046 - acc: 0.8067[svmem(total=270846246912, available=127437410304, percent=52.9, used=133652606976, free=23111815168, active=139593822208, inactive=96269512704, buffers=467595264, cached=113614229504, shared=8891441152), [100.0, 6.0, 0.0, 100.0, 1.8, 100.0, 100.0, 0.0, 100.0, 46.6, 0.0, 99.7, 0.3, 0.0, 9.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 100.0, 99.7, 99.7, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0]]
 300/2986 [==>...........................] - ETA: 2848s - loss: 8.5386 - acc: 0.7867[svmem(total=270846246912, available=127236263936, percent=53.0, used=133853614080, free=23028330496, active=139809116160, inactive=96151781376, buffers=467599360, cached=113496702976, shared=8891441152), [100.0, 4.8, 0.1, 100.0, 1.0, 100.0, 100.0, 2.1, 100.0, 2.4, 0.2, 100.0, 0.1, 0.0, 0.8, 1.5, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.3, 0.0, 0.4, 0.2, 0.0, 1.6, 0.0, 2.5, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.5, 0.1, 0.0, 2.6, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.2, 0.0, 0.8, 0.0, 0.0, 0.0, 0.0]]
 300/2986 [==>...........................] - ETA: 2848s - loss: 8.5386 - acc: 0.7867[svmem(total=270846246912, available=127207297024, percent=53.0, used=133882580992, free=22999388160, active=139795722240, inactive=96187006976, buffers=467599360, cached=113496678400, shared=8891441152), [100.0, 6.4, 0.0, 100.0, 1.5, 100.0, 100.0, 0.0, 100.0, 0.3, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 450/2986 [===>..........................] - ETA: 2690s - loss: 7.7008 - acc: 0.7956[svmem(total=270846246912, available=127231889408, percent=53.0, used=133858050048, free=23193182208, active=139788328960, inactive=96024997888, buffers=467619840, cached=113327394816, shared=8891441152), [100.0, 8.3, 1.0, 100.0, 2.5, 100.0, 100.0, 0.1, 100.0, 5.9, 0.1, 100.0, 0.1, 1.0, 0.4, 1.6, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.1, 18.8, 1.3, 0.1, 4.5, 0.0, 0.6, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 4.0, 0.2, 0.0, 0.9, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 1.9, 0.2, 0.0, 1.3, 0.0, 0.1, 0.0, 0.0]]
 450/2986 [===>..........................] - ETA: 2690s - loss: 7.7008 - acc: 0.7956[svmem(total=270846246912, available=127154872320, percent=53.1, used=133934764032, free=23116181504, active=139789828096, inactive=96102952960, buffers=467619840, cached=113327681536, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.8, 100.0, 100.0, 0.3, 100.0, 0.0, 0.3, 100.0, 0.3, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 600/2986 [=====>........................] - ETA: 2525s - loss: 7.6511 - acc: 0.8067[svmem(total=270846246912, available=127065862144, percent=53.1, used=134024011776, free=23054102528, active=139880243200, inactive=96079867904, buffers=467628032, cached=113300504576, shared=8891441152), [100.0, 3.6, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 2.5, 0.1, 100.0, 0.0, 0.2, 0.8, 0.5, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 600/2986 [=====>........................] - ETA: 2525s - loss: 7.6511 - acc: 0.8067[svmem(total=270846246912, available=127013163008, percent=53.1, used=134076710912, free=23001395200, active=139883335680, inactive=96127418368, buffers=467628032, cached=113300512768, shared=8891441152), [100.0, 13.4, 0.0, 100.0, 2.6, 100.0, 100.0, 0.3, 100.0, 46.5, 0.0, 100.0, 0.0, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 750/2986 [======>.......................] - ETA: 2364s - loss: 7.8810 - acc: 0.8013[svmem(total=270846246912, available=126940393472, percent=53.1, used=134149480448, free=23125262336, active=139972132864, inactive=95937155072, buffers=467648512, cached=113103855616, shared=8891441152), [100.0, 2.4, 0.1, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 2.6, 0.1, 100.0, 0.0, 0.0, 1.3, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.3, 0.0, 0.1, 0.1, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.9, 0.1, 0.0, 0.9, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.3, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0]]
 750/2986 [======>.......................] - ETA: 2364s - loss: 7.8810 - acc: 0.8013[svmem(total=270846246912, available=126878879744, percent=53.2, used=134210998272, free=23063748608, active=139973582848, inactive=95997087744, buffers=467648512, cached=113103851520, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 2.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.3, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 900/2986 [========>.....................] - ETA: 2198s - loss: 7.3938 - acc: 0.8011[svmem(total=270846246912, available=126789513216, percent=53.2, used=134300360704, free=23001493504, active=140065599488, inactive=95974006784, buffers=467656704, cached=113076736000, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 2.6, 0.0, 100.0, 0.0, 0.0, 1.2, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 900/2986 [========>.....................] - ETA: 2198s - loss: 7.3938 - acc: 0.8011[svmem(total=270846246912, available=126749491200, percent=53.2, used=134340632576, free=22961471488, active=140068261888, inactive=96008024064, buffers=467656704, cached=113076486144, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.6, 100.0, 100.0, 0.3, 100.0, 0.0, 0.3, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1050/2986 [=========>....................] - ETA: 2038s - loss: 7.2584 - acc: 0.7990[svmem(total=270846246912, available=126636568576, percent=53.2, used=134453309440, free=22904832000, active=140193288192, inactive=95956602880, buffers=467673088, cached=113020432384, shared=8891441152), [100.0, 0.7, 0.1, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 2.6, 0.1, 100.0, 0.1, 0.1, 0.7, 1.7, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0]]
1050/2986 [=========>....................] - ETA: 2038s - loss: 7.2584 - acc: 0.7990[svmem(total=270846246912, available=126618140672, percent=53.3, used=134471327744, free=22886400000, active=140160499712, inactive=95999516672, buffers=467673088, cached=113020846080, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.3, 100.0, 100.0, 0.0, 100.0, 1.4, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1200/2986 [===========>..................] - ETA: 1876s - loss: 6.6826 - acc: 0.8058[svmem(total=270846246912, available=126525755392, percent=53.3, used=134564122624, free=23025336320, active=140271792128, inactive=95781527552, buffers=467681280, cached=112789106688, shared=8891441152), [100.0, 0.7, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 3.6, 0.0, 100.0, 0.0, 0.0, 0.2, 1.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
1200/2986 [===========>..................] - ETA: 1876s - loss: 6.6826 - acc: 0.8058[svmem(total=270846246912, available=126484045824, percent=53.3, used=134605832192, free=22983626752, active=140243648512, inactive=95842238464, buffers=467681280, cached=112789106688, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.3, 100.0, 0.0, 0.0, 0.3, 3.5, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1350/2986 [============>.................] - ETA: 1717s - loss: 6.7695 - acc: 0.8104[svmem(total=270846246912, available=126394654720, percent=53.3, used=134695223296, free=22996754432, active=140341338112, inactive=95745331200, buffers=467681280, cached=112686587904, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 2.7, 0.0, 100.0, 0.0, 0.1, 0.1, 1.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1350/2986 [============>.................] - ETA: 1717s - loss: 6.7695 - acc: 0.8104[svmem(total=270846246912, available=126335340544, percent=53.4, used=134754537472, free=22937448448, active=140344094720, inactive=95797366784, buffers=467681280, cached=112686579712, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1500/2986 [==============>...............] - ETA: 1558s - loss: 6.4390 - acc: 0.8133[svmem(total=270846246912, available=126199881728, percent=53.4, used=134889996288, free=22849404928, active=140482895872, inactive=95754231808, buffers=467689472, cached=112639156224, shared=8891441152), [100.0, 0.7, 0.0, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 2.4, 0.1, 100.0, 0.0, 0.0, 0.1, 1.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
1500/2986 [==============>...............] - ETA: 1558s - loss: 6.4390 - acc: 0.8133[svmem(total=270846246912, available=126160179200, percent=53.4, used=134929551360, free=22809706496, active=140487630848, inactive=95788646400, buffers=467689472, cached=112639299584, shared=8891441152), [100.0, 0.3, 0.0, 100.0, 0.6, 100.0, 100.0, 0.3, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1650/2986 [===============>..............] - ETA: 1402s - loss: 6.4114 - acc: 0.8152[svmem(total=270846246912, available=125700624384, percent=53.6, used=135389253632, free=22390358016, active=140945793024, inactive=95751974912, buffers=467689472, cached=112598945792, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 3.6, 0.1, 100.0, 0.1, 0.0, 0.4, 1.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.3, 0.0, 0.1, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.9, 0.0, 0.9, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.2, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
1650/2986 [===============>..............] - ETA: 1402s - loss: 6.4114 - acc: 0.8152[svmem(total=270846246912, available=125630320640, percent=53.6, used=135459557376, free=22320054272, active=140962676736, inactive=95803494400, buffers=467689472, cached=112598945792, shared=8891441152), [100.0, 0.3, 0.0, 100.0, 1.3, 100.0, 100.0, 0.0, 100.0, 0.0, 0.3, 100.0, 0.3, 0.0, 0.3, 0.3, 100.0, 100.0, 100.0, 100.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1800/2986 [=================>............] - ETA: 1246s - loss: 6.2955 - acc: 0.8222[svmem(total=270846246912, available=125016920064, percent=53.8, used=136072957952, free=21830352896, active=141575720960, inactive=95688085504, buffers=467701760, cached=112475234304, shared=8891441152), [100.0, 0.7, 0.1, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 2.6, 0.1, 100.0, 0.1, 0.1, 0.3, 0.8, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.2, 0.0, 0.2, 0.2, 0.0, 2.5, 0.0, 0.4, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.1, 0.0, 0.4, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 1.5, 0.0, 2.4, 0.0, 0.0]]
1800/2986 [=================>............] - ETA: 1246s - loss: 6.2955 - acc: 0.8222[svmem(total=270846246912, available=124900499456, percent=53.9, used=136189378560, free=21713866752, active=141595705344, inactive=95783325696, buffers=467701760, cached=112475299840, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.4, 100.0, 100.0, 0.2, 100.0, 0.0, 0.0, 100.0, 0.0, 0.2, 6.1, 0.2, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1950/2986 [==================>...........] - ETA: 1091s - loss: 6.5353 - acc: 0.8210[svmem(total=270846246912, available=124269596672, percent=54.1, used=136820277248, free=21191434240, active=142229192704, inactive=95685074944, buffers=467722240, cached=112366813184, shared=8891441152), [100.0, 0.8, 0.1, 100.0, 1.3, 100.0, 100.0, 0.1, 100.0, 2.4, 0.0, 100.0, 0.1, 0.0, 1.0, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1950/2986 [==================>...........] - ETA: 1091s - loss: 6.5353 - acc: 0.8210[svmem(total=270846246912, available=124203118592, percent=54.1, used=136886755328, free=21124956160, active=142246449152, inactive=95727759360, buffers=467722240, cached=112366813184, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 3.4, 100.0, 100.0, 0.0, 100.0, 0.3, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2100/2986 [====================>.........] - ETA: 934s - loss: 6.4586 - acc: 0.8200 [svmem(total=270846246912, available=123661283328, percent=54.3, used=137428590592, free=21272768512, active=142474928128, inactive=95415779328, buffers=467726336, cached=111677161472, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 1.0, 100.0, 100.0, 0.0, 100.0, 3.5, 0.0, 100.0, 0.1, 0.0, 1.2, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
2100/2986 [====================>.........] - ETA: 934s - loss: 6.4586 - acc: 0.8200 [svmem(total=270846246912, available=123586981888, percent=54.4, used=137503129600, free=21198467072, active=142522232832, inactive=95450566656, buffers=467726336, cached=111676923904, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.3, 100.0, 0.0, 0.0, 3.1, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2250/2986 [=====================>........] - ETA: 778s - loss: 6.5807 - acc: 0.8249[svmem(total=270846246912, available=136032755712, percent=49.8, used=125057155072, free=33686028288, active=130434736128, inactive=95076069376, buffers=467742720, cached=111635320832, shared=8891441152), [100.0, 0.6, 0.0, 100.0, 1.2, 100.0, 100.0, 0.0, 100.0, 2.4, 0.1, 100.0, 0.0, 0.0, 1.0, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2250/2986 [=====================>........] - ETA: 778s - loss: 6.5807 - acc: 0.8249[svmem(total=270846246912, available=135972024320, percent=49.8, used=125117853696, free=33625292800, active=130434768896, inactive=95136387072, buffers=467742720, cached=111635357696, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.3, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2400/2986 [=======================>......] - ETA: 619s - loss: 6.5904 - acc: 0.8267[svmem(total=270846246912, available=135973687296, percent=49.8, used=125116190720, free=33670270976, active=130428383232, inactive=95100706816, buffers=467755008, cached=111592030208, shared=8891441152), [100.0, 0.7, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 2.7, 0.1, 100.0, 0.0, 0.0, 0.9, 0.4, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
2400/2986 [=======================>......] - ETA: 619s - loss: 6.5904 - acc: 0.8267[svmem(total=270846246912, available=135874265088, percent=49.8, used=125215903744, free=33570848768, active=130429345792, inactive=95195308032, buffers=467755008, cached=111591739392, shared=8891441152), [100.0, 0.0, 0.2, 100.0, 1.6, 100.0, 100.0, 0.0, 100.0, 48.2, 0.0, 100.0, 0.0, 0.0, 2.3, 0.2, 100.0, 100.0, 100.0, 100.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2550/2986 [========================>.....] - ETA: 461s - loss: 6.5282 - acc: 0.8290[svmem(total=270846246912, available=135352016896, percent=50.0, used=125737861120, free=33110040576, active=130966032384, inactive=95122522112, buffers=467771392, cached=111530573824, shared=8891441152), [100.0, 0.5, 0.3, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 1.3, 0.1, 100.0, 0.0, 0.1, 1.4, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.3, 0.0, 0.1, 0.1, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.9, 0.1, 0.0, 0.9, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
2550/2986 [========================>.....] - ETA: 461s - loss: 6.5282 - acc: 0.8290[svmem(total=270846246912, available=135306838016, percent=50.0, used=125783040000, free=33064869888, active=130965442560, inactive=95165870080, buffers=467771392, cached=111530565632, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.3, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2700/2986 [==========================>...] - ETA: 302s - loss: 6.3754 - acc: 0.8293[svmem(total=270846246912, available=135311982592, percent=50.0, used=125777895424, free=33105264640, active=130965004288, inactive=95131549696, buffers=467791872, cached=111495294976, shared=8891441152), [100.0, 0.6, 0.0, 100.0, 1.0, 100.0, 100.0, 0.1, 100.0, 0.1, 0.0, 100.0, 0.0, 0.0, 0.2, 1.2, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
2700/2986 [==========================>...] - ETA: 302s - loss: 6.3754 - acc: 0.8293[svmem(total=270846246912, available=135203459072, percent=50.1, used=125886410752, free=32996741120, active=130968576000, inactive=95225229312, buffers=467791872, cached=111495303168, shared=8891441152), [100.0, 0.0, 0.3, 100.0, 2.5, 100.0, 100.0, 0.0, 100.0, 0.0, 0.5, 100.0, 0.3, 0.0, 0.2, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2850/2986 [===========================>..] - ETA: 144s - loss: 6.3498 - acc: 0.8309[svmem(total=270846246912, available=135229923328, percent=50.1, used=125859983360, free=33085739008, active=130963865600, inactive=95165075456, buffers=467808256, cached=111432716288, shared=8891441152), [100.0, 0.4, 0.0, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.1, 1.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2850/2986 [===========================>..] - ETA: 144s - loss: 6.3498 - acc: 0.8309[svmem(total=270846246912, available=135317229568, percent=50.0, used=125772648448, free=33173045248, active=130847866880, inactive=95190511616, buffers=467808256, cached=111432744960, shared=8891441152), [100.0, 0.0, 0.3, 100.0, 1.0, 100.0, 100.0, 0.3, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.3, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.6, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
[svmem(total=270846246912, available=134724333568, percent=50.3, used=126365540352, free=32642109440, active=131444375552, inactive=95131492352, buffers=467812352, cached=111370784768, shared=8891441152), [100.0, 0.7, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.1, 100.0, 0.0, 0.0, 0.6, 0.6, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
2986/2986 [==============================] - 3213s - loss: 6.3069 - acc: 0.8322 - val_loss: 0.7476 - val_acc: 0.8200
Epoch 00001: val_acc improved from 0.79000 to 0.82000, saving model to bigtfifd_best_weighted.hdf5
2986/2986 [==============================] - 3354s - loss: 6.3069 - acc: 0.8322 - val_loss: 0.7476 - val_acc: 0.8200
Epoch 3/5
[svmem(total=270846246912, available=133454295040, percent=50.7, used=127635664896, free=24747954176, active=131957166080, inactive=101680197632, buffers=467845120, cached=117994782720, shared=8891441152), [100.0, 0.7, 0.3, 100.0, 1.0, 100.0, 100.0, 0.1, 100.0, 0.3, 0.2, 100.0, 0.4, 0.3, 1.0, 0.4, 100.0, 100.0, 100.0, 100.0, 0.3, 0.3, 0.0, 0.0, 1.1, 1.1, 0.5, 0.3, 0.2, 0.2, 0.1, 0.3, 100.0, 100.0, 100.0, 100.0, 0.2, 0.2, 0.2, 0.1, 0.8, 0.7, 0.3, 0.2, 0.3, 0.3, 0.2, 0.3, 100.0, 100.0, 100.0, 100.0, 0.6, 0.5, 0.2, 0.3, 1.0, 0.8, 0.4, 0.3, 0.1, 0.1, 0.2, 0.3]]
Epoch 3/5
[svmem(total=270846246912, available=133331726336, percent=50.8, used=127758241792, free=24625410048, active=132075745280, inactive=101680197632, buffers=467845120, cached=117994749952, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.8, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 3.0, 0.0, 0.3, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 150/2986 [>.............................] - ETA: 3024s - loss: 2.2583 - acc: 0.8733[svmem(total=270846246912, available=133364862976, percent=50.8, used=127725010944, free=24704172032, active=132070481920, inactive=101639163904, buffers=467853312, cached=117949210624, shared=8891441152), [100.0, 0.7, 0.0, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 1.1, 0.0, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
 150/2986 [>.............................] - ETA: 3025s - loss: 2.2583 - acc: 0.8733[svmem(total=270846246912, available=133362135040, percent=50.8, used=127727738880, free=24701452288, active=132071829504, inactive=101639163904, buffers=467853312, cached=117949202432, shared=8891441152), [100.0, 0.3, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.3, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 300/2986 [==>...........................] - ETA: 2906s - loss: 2.7104 - acc: 0.8633[svmem(total=270846246912, available=133642264576, percent=50.7, used=127447588864, free=25025142784, active=131726934016, inactive=101651165184, buffers=468013056, cached=117905502208, shared=8891441152), [100.0, 0.4, 0.4, 100.0, 1.0, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 1.3, 0.1, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.3, 0.2, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.9, 0.0, 0.8, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0]]
 300/2986 [==>...........................] - ETA: 2906s - loss: 2.7104 - acc: 0.8633[svmem(total=270846246912, available=133630861312, percent=50.7, used=127459016704, free=25013710848, active=131733491712, inactive=101651595264, buffers=468013056, cached=117905506304, shared=8891441152), [100.0, 0.0, 0.3, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.3, 0.3, 100.0, 1.2, 19.8, 0.3, 0.3, 100.0, 100.0, 100.0, 100.0, 0.6, 0.3, 0.0, 0.3, 0.0, 0.9, 0.3, 0.0, 0.3, 0.0, 0.3, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.3, 0.3, 0.3, 0.3, 0.3, 0.6, 0.0, 0.3, 0.3, 0.3, 100.0, 100.0, 100.0, 100.0, 0.3, 0.0, 0.3, 0.3, 0.9, 0.0, 0.3, 0.0, 0.0, 0.3, 0.3, 0.3]]
 450/2986 [===>..........................] - ETA: 2735s - loss: 3.4617 - acc: 0.8556[svmem(total=270846246912, available=132169138176, percent=51.2, used=128920834048, free=23606837248, active=133127147520, inactive=101669318656, buffers=468013056, cached=117850562560, shared=8891441152), [100.0, 0.5, 4.9, 100.0, 1.0, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 0.1, 1.0, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 450/2986 [===>..........................] - ETA: 2735s - loss: 3.4617 - acc: 0.8556[svmem(total=270846246912, available=131957727232, percent=51.3, used=129132191744, free=23355518976, active=133329862656, inactive=101716434944, buffers=468013056, cached=117890523136, shared=8891441152), [100.0, 0.0, 100.0, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 2.2, 0.0, 0.3, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0]]
 600/2986 [=====>........................] - ETA: 2584s - loss: 2.9335 - acc: 0.8700[svmem(total=270846246912, available=134412840960, percent=50.4, used=126677032960, free=25655558144, active=132285460480, inactive=100471349248, buffers=468021248, cached=118045634560, shared=8891441152), [100.0, 0.5, 45.5, 100.0, 1.0, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 0.5, 0.7, 0.1, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
 600/2986 [=====>........................] - ETA: 2584s - loss: 2.9335 - acc: 0.8700[svmem(total=270846246912, available=134394941440, percent=50.4, used=126694932480, free=25637658624, active=132294811648, inactive=100471349248, buffers=468021248, cached=118045634560, shared=8891441152), [100.0, 0.0, 100.0, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.3, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 750/2986 [======>.......................] - ETA: 2407s - loss: 2.8927 - acc: 0.8693[svmem(total=270846246912, available=130773663744, percent=51.7, used=130316341248, free=22048178176, active=135877668864, inactive=100487770112, buffers=468025344, cached=118013702144, shared=8891441152), [100.0, 0.3, 3.6, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.0, 0.1, 100.0, 0.5, 0.9, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 750/2986 [======>.......................] - ETA: 2407s - loss: 2.8927 - acc: 0.8693[svmem(total=270846246912, available=130701520896, percent=51.7, used=130388381696, free=21985210368, active=135928336384, inactive=100498059264, buffers=468025344, cached=118004629504, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.1, 93.1, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.4, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.4, 0.4, 0.0, 0.0, 0.0, 0.4, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.4, 0.0, 0.0]]
 900/2986 [========>.....................] - ETA: 2181s - loss: 3.0055 - acc: 0.8700[svmem(total=270846246912, available=128713383936, percent=52.5, used=132376494080, free=20056248320, active=137530966016, inactive=100813611008, buffers=468025344, cached=117945479168, shared=8891441152), [100.0, 0.4, 35.3, 100.0, 1.1, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 0.8, 0.4, 0.1, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
 900/2986 [========>.....................] - ETA: 2181s - loss: 3.0055 - acc: 0.8700[svmem(total=270846246912, available=128701652992, percent=52.5, used=132388298752, free=20044517376, active=137540001792, inactive=100814938112, buffers=468025344, cached=117945405440, shared=8891441152), [100.0, 7.1, 0.0, 100.0, 0.6, 100.0, 100.0, 0.3, 100.0, 0.0, 0.0, 100.0, 0.3, 11.5, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1050/2986 [=========>....................] - ETA: 2018s - loss: 3.3739 - acc: 0.8638[svmem(total=270846246912, available=127873298432, percent=52.8, used=133216579584, free=19331334144, active=138285666304, inactive=100798156800, buffers=468025344, cached=117830307840, shared=8891441152), [100.0, 0.4, 37.4, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 0.1, 0.8, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1050/2986 [=========>....................] - ETA: 2018s - loss: 3.3739 - acc: 0.8638[svmem(total=270846246912, available=127749025792, percent=52.8, used=133340856320, free=19207061504, active=138403377152, inactive=100802211840, buffers=468025344, cached=117830303744, shared=8891441152), [100.0, 0.0, 100.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 3.2, 0.3, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1200/2986 [===========>..................] - ETA: 1856s - loss: 3.3467 - acc: 0.8700[svmem(total=270846246912, available=130484977664, percent=51.8, used=130604900352, free=22815215616, active=136093437952, inactive=99626946560, buffers=468029440, cached=116958101504, shared=8891441152), [100.0, 0.6, 4.6, 100.0, 1.0, 100.0, 100.0, 0.1, 100.0, 0.1, 0.1, 100.0, 0.1, 1.2, 0.1, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0]]
1200/2986 [===========>..................] - ETA: 1856s - loss: 3.3467 - acc: 0.8700[svmem(total=270846246912, available=130484883456, percent=51.8, used=130604994560, free=22815117312, active=136092835840, inactive=99626946560, buffers=468029440, cached=116958105600, shared=8891441152), [100.0, 0.0, 0.3, 100.0, 0.6, 100.0, 100.0, 0.3, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1350/2986 [============>.................] - ETA: 1706s - loss: 3.1522 - acc: 0.8704[svmem(total=270846246912, available=129445949440, percent=52.2, used=131643928576, free=21843955712, active=137100980224, inactive=99575726080, buffers=468041728, cached=116890320896, shared=8891441152), [100.0, 0.4, 13.3, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.1, 0.0, 100.0, 0.1, 1.1, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.1, 0.3, 0.8, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.9, 0.1, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
1350/2986 [============>.................] - ETA: 1706s - loss: 3.1522 - acc: 0.8704[svmem(total=270846246912, available=129438429184, percent=52.2, used=131651448832, free=21836431360, active=137101279232, inactive=99584090112, buffers=468041728, cached=116890324992, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 3.1, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1500/2986 [==============>...............] - ETA: 1553s - loss: 3.2299 - acc: 0.8747[svmem(total=270846246912, available=133050630144, percent=50.9, used=128039231488, free=25492090880, active=133507137536, inactive=99550375936, buffers=468041728, cached=116846882816, shared=8891441152), [100.0, 0.5, 14.2, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.1, 0.0, 100.0, 0.1, 1.2, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
1500/2986 [==============>...............] - ETA: 1553s - loss: 3.2299 - acc: 0.8747[svmem(total=270846246912, available=133048537088, percent=50.9, used=128041340928, free=25489981440, active=133506093056, inactive=99550388224, buffers=468041728, cached=116846882816, shared=8891441152), [100.0, 0.0, 4.8, 100.0, 1.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1650/2986 [===============>..............] - ETA: 1401s - loss: 3.1471 - acc: 0.8752[svmem(total=270846246912, available=133038968832, percent=50.9, used=128050909184, free=25522843648, active=133498798080, inactive=99517263872, buffers=468045824, cached=116804448256, shared=8891441152), [100.0, 0.5, 0.4, 100.0, 1.0, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 0.1, 1.1, 0.1, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1650/2986 [===============>..............] - ETA: 1401s - loss: 3.1471 - acc: 0.8752[svmem(total=270846246912, available=133327425536, percent=50.8, used=127762358272, free=25820471296, active=133196795904, inactive=99518050304, buffers=468045824, cached=116795371520, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.3, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0]]
1800/2986 [=================>............] - ETA: 1245s - loss: 3.1548 - acc: 0.8767[svmem(total=270846246912, available=133350547456, percent=50.8, used=127739326464, free=25895399424, active=133184471040, inactive=99477803008, buffers=468049920, cached=116743471104, shared=8891441152), [100.0, 0.4, 0.4, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.1, 0.0, 100.0, 0.1, 1.6, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
1800/2986 [=================>............] - ETA: 1245s - loss: 3.1548 - acc: 0.8767[svmem(total=270846246912, available=133341159424, percent=50.8, used=127748710400, free=25886011392, active=133188399104, inactive=99477803008, buffers=468049920, cached=116743475200, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.0, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1950/2986 [==================>...........] - ETA: 1090s - loss: 3.3354 - acc: 0.8774[svmem(total=270846246912, available=133637758976, percent=50.7, used=127452114944, free=26207621120, active=132880441344, inactive=99459059712, buffers=468049920, cached=116718460928, shared=8891441152), [100.0, 0.5, 0.2, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 0.5, 0.6, 0.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1950/2986 [==================>...........] - ETA: 1090s - loss: 3.3354 - acc: 0.8774[svmem(total=270846246912, available=133641797632, percent=50.7, used=127448076288, free=26211659776, active=132878921728, inactive=99459059712, buffers=468049920, cached=116718460928, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.3, 11.3, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2100/2986 [====================>.........] - ETA: 934s - loss: 3.2720 - acc: 0.8810 [svmem(total=270846246912, available=133959557120, percent=50.5, used=127130316800, free=26570821632, active=132587683840, inactive=99409657856, buffers=468062208, cached=116677046272, shared=8891441152), [100.0, 0.5, 0.3, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.1, 0.0, 100.0, 0.1, 0.1, 1.0, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.1, 0.2, 2.5, 0.0, 1.4, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.1, 0.0, 0.4, 0.0, 2.6, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.1, 0.0, 0.5, 0.0, 0.0, 0.0, 0.0]]
2100/2986 [====================>.........] - ETA: 934s - loss: 3.2720 - acc: 0.8810 [svmem(total=270846246912, available=133938147328, percent=50.5, used=127151726592, free=26549411840, active=132589068288, inactive=99418296320, buffers=468062208, cached=116677046272, shared=8891441152), [100.0, 0.3, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 99.7, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2250/2986 [=====================>........] - ETA: 778s - loss: 3.4001 - acc: 0.8831[svmem(total=270846246912, available=134251491328, percent=50.4, used=126838386688, free=26906951680, active=132284063744, inactive=99378126848, buffers=468066304, cached=116632842240, shared=8891441152), [100.0, 0.3, 14.6, 100.0, 1.0, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 1.2, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.3, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.9, 0.1, 0.0, 0.8, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
2250/2986 [=====================>........] - ETA: 778s - loss: 3.4001 - acc: 0.8831[svmem(total=270846246912, available=134237937664, percent=50.4, used=126851936256, free=26902458368, active=132282859520, inactive=99370508288, buffers=468066304, cached=116623785984, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.6, 100.0, 100.0, 0.3, 100.0, 0.0, 0.0, 100.0, 0.3, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.3, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 100.0, 100.0, 100.0, 100.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2400/2986 [=======================>......] - ETA: 621s - loss: 3.3101 - acc: 0.8842[svmem(total=270846246912, available=134953021440, percent=50.2, used=126136856576, free=27658035200, active=131576864768, inactive=99339771904, buffers=468070400, cached=116583284736, shared=8891441152), [100.0, 0.5, 64.2, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.0, 0.1, 100.0, 0.1, 0.0, 1.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
2400/2986 [=======================>......] - ETA: 621s - loss: 3.3101 - acc: 0.8842[svmem(total=270846246912, available=134832992256, percent=50.2, used=126256885760, free=27538010112, active=131682062336, inactive=99339771904, buffers=468070400, cached=116583280640, shared=8891441152), [100.0, 0.3, 100.0, 100.0, 1.5, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.3, 0.0, 9.8, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.6, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2550/2986 [========================>.....] - ETA: 462s - loss: 3.2293 - acc: 0.8863[svmem(total=270846246912, available=135917666304, percent=49.8, used=125172211712, free=28653309952, active=130609049600, inactive=99317567488, buffers=468070400, cached=116552654848, shared=8891441152), [100.0, 0.5, 10.7, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.1, 0.1, 100.0, 0.1, 0.0, 1.1, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2550/2986 [========================>.....] - ETA: 462s - loss: 3.2293 - acc: 0.8863[svmem(total=270846246912, available=135906152448, percent=49.8, used=125183725568, free=28641796096, active=130609934336, inactive=99326238720, buffers=468070400, cached=116552654848, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.1, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2700/2986 [==========================>...] - ETA: 304s - loss: 3.1638 - acc: 0.8889[svmem(total=270846246912, available=136214069248, percent=49.7, used=124875808768, free=28984832000, active=130300190720, inactive=99299127296, buffers=468070400, cached=116517535744, shared=8891441152), [100.0, 0.4, 0.0, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 0.1, 0.0, 1.2, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
2700/2986 [==========================>...] - ETA: 304s - loss: 3.1638 - acc: 0.8889[svmem(total=270846246912, available=136210591744, percent=49.7, used=124879286272, free=28981350400, active=130301714432, inactive=99299123200, buffers=468070400, cached=116517539840, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2850/2986 [===========================>..] - ETA: 144s - loss: 3.1432 - acc: 0.8898[svmem(total=270846246912, available=136512921600, percent=49.6, used=124576956416, free=29318836224, active=129995251712, inactive=99270688768, buffers=468074496, cached=116482379776, shared=8891441152), [100.0, 0.5, 5.2, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.0, 0.1, 100.0, 0.1, 0.0, 1.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
2850/2986 [===========================>..] - ETA: 144s - loss: 3.1432 - acc: 0.8898[svmem(total=270846246912, available=136620777472, percent=49.6, used=124469100544, free=29426704384, active=129879977984, inactive=99270688768, buffers=468074496, cached=116482367488, shared=8891441152), [100.0, 0.0, 100.0, 100.0, 0.7, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
[svmem(total=270846246912, available=136941146112, percent=49.4, used=124148727808, free=29781389312, active=129560567808, inactive=99245019136, buffers=468074496, cached=116448055296, shared=8891441152), [100.0, 0.5, 44.2, 100.0, 1.0, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 0.1, 0.0, 1.3, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.3, 0.9, 0.1, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.9, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
2986/2986 [==============================] - 3228s - loss: 3.0697 - acc: 0.8918 - val_loss: 0.4392 - val_acc: 0.8800
Epoch 00002: val_acc improved from 0.82000 to 0.88000, saving model to bigtfifd_best_weighted.hdf5
2986/2986 [==============================] - 3336s - loss: 3.0697 - acc: 0.8918 - val_loss: 0.4392 - val_acc: 0.8800
Epoch 4/5
[svmem(total=270846246912, available=137574023168, percent=49.2, used=123515854848, free=29628436480, active=128662323200, inactive=100119007232, buffers=468082688, cached=117233872896, shared=8891441152), [100.0, 0.6, 0.3, 100.0, 1.1, 100.0, 100.0, 0.3, 100.0, 0.5, 0.4, 100.0, 0.3, 0.2, 1.2, 0.2, 100.0, 100.0, 100.0, 100.0, 0.3, 0.3, 0.1, 0.0, 1.6, 1.8, 0.8, 0.5, 0.4, 0.4, 0.3, 0.1, 100.0, 100.0, 100.0, 100.0, 0.3, 0.2, 0.1, 0.2, 1.4, 1.2, 0.5, 0.7, 0.4, 0.5, 0.7, 0.4, 100.0, 100.0, 100.0, 100.0, 0.7, 0.7, 0.4, 0.5, 0.6, 0.6, 0.4, 0.1, 0.1, 0.3, 0.2, 0.2]]
Epoch 4/5
[svmem(total=270846246912, available=137470001152, percent=49.2, used=123619876864, free=29524443136, active=128780234752, inactive=100119007232, buffers=468082688, cached=117233844224, shared=8891441152), [100.0, 0.0, 0.3, 100.0, 1.0, 100.0, 100.0, 0.0, 100.0, 0.0, 0.3, 100.0, 0.0, 0.0, 0.3, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 150/2986 [>.............................] - ETA: 3029s - loss: 1.9197 - acc: 0.9533[svmem(total=270846246912, available=138138062848, percent=49.0, used=122951811072, free=30209818624, active=128178331648, inactive=100103688192, buffers=468086784, cached=117216530432, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 0.8, 100.0, 100.0, 0.1, 100.0, 0.0, 0.1, 100.0, 0.1, 0.0, 1.2, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
 150/2986 [>.............................] - ETA: 3029s - loss: 1.9197 - acc: 0.9533[svmem(total=270846246912, available=138138091520, percent=49.0, used=122951782400, free=30209847296, active=128178360320, inactive=100103688192, buffers=468086784, cached=117216530432, shared=8891441152), [100.0, 0.0, 0.3, 100.0, 1.2, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 300/2986 [==>...........................] - ETA: 2851s - loss: 2.2712 - acc: 0.9333[svmem(total=270846246912, available=139039121408, percent=48.7, used=122050752512, free=31128006656, active=127276781568, inactive=100087730176, buffers=468099072, cached=117199388672, shared=8891441152), [100.0, 0.4, 0.1, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 0.0, 0.1, 100.0, 0.1, 0.0, 0.9, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
 300/2986 [==>...........................] - ETA: 2851s - loss: 2.2712 - acc: 0.9333[svmem(total=270846246912, available=139031203840, percent=48.7, used=122058670080, free=31120109568, active=127276752896, inactive=100087730176, buffers=468099072, cached=117199368192, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.0, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.3, 0.0, 0.3, 15.8, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 450/2986 [===>..........................] - ETA: 2689s - loss: 1.9035 - acc: 0.9400[svmem(total=270846246912, available=139035897856, percent=48.7, used=122053980160, free=31133745152, active=127276204032, inactive=100079439872, buffers=468103168, cached=117190418432, shared=8891441152), [100.0, 0.5, 0.1, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.3, 0.9, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 450/2986 [===>..........................] - ETA: 2690s - loss: 1.9035 - acc: 0.9400[svmem(total=270846246912, available=139035348992, percent=48.7, used=122054529024, free=31133200384, active=127276232704, inactive=100079439872, buffers=468103168, cached=117190414336, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 3.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 600/2986 [=====>........................] - ETA: 2526s - loss: 1.7229 - acc: 0.9367[svmem(total=270846246912, available=139042676736, percent=48.7, used=122047201280, free=31140462592, active=127276326912, inactive=100079431680, buffers=468111360, cached=117190471680, shared=8891441152), [100.0, 0.7, 0.1, 100.0, 1.1, 100.0, 100.0, 0.0, 100.0, 0.1, 0.1, 100.0, 0.1, 0.0, 0.1, 1.2, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
 600/2986 [=====>........................] - ETA: 2526s - loss: 1.7229 - acc: 0.9367[svmem(total=270846246912, available=139040268288, percent=48.7, used=122049609728, free=31138054144, active=127277158400, inactive=100079431680, buffers=468111360, cached=117190471680, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.3, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 750/2986 [======>.......................] - ETA: 2368s - loss: 1.6472 - acc: 0.9320[svmem(total=270846246912, available=139044253696, percent=48.7, used=122045624320, free=31176654848, active=127276687360, inactive=100047052800, buffers=468123648, cached=117155844096, shared=8891441152), [100.0, 0.4, 0.1, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.1, 0.0, 100.0, 0.1, 0.0, 0.4, 0.6, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.7, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 750/2986 [======>.......................] - ETA: 2368s - loss: 1.6472 - acc: 0.9320[svmem(total=270846246912, available=138983727104, percent=48.7, used=122106150912, free=31116029952, active=127333658624, inactive=100046458880, buffers=468127744, cached=117155938304, shared=8891441152), [100.0, 0.0, 0.3, 100.0, 35.2, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 4.8, 1.8, 12.4, 3.9, 0.0, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.9, 42.1, 0.3, 13.6, 0.0, 0.3, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.3, 0.0, 4.0, 30.4, 4.6, 15.5, 0.0, 0.0, 0.0, 0.0]]
 900/2986 [========>.....................] - ETA: 2207s - loss: 1.6585 - acc: 0.9289[svmem(total=270846246912, available=139772252160, percent=48.4, used=121317625856, free=31919595520, active=126545408000, inactive=100021731328, buffers=468135936, cached=117140889600, shared=8891441152), [100.0, 5.3, 0.8, 100.0, 1.8, 100.0, 100.0, 0.6, 100.0, 0.9, 0.1, 100.0, 0.6, 1.3, 0.4, 19.8, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 2.0, 0.4, 0.3, 4.1, 0.0, 2.5, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 3.8, 0.3, 0.0, 4.7, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 2.0, 1.0, 0.0, 1.7, 0.0, 0.1, 0.0, 0.0]]
 900/2986 [========>.....................] - ETA: 2207s - loss: 1.6585 - acc: 0.9289[svmem(total=270846246912, available=139764862976, percent=48.4, used=121325015040, free=31912210432, active=126546104320, inactive=100021723136, buffers=468135936, cached=117140885504, shared=8891441152), [100.0, 4.7, 3.4, 100.0, 3.8, 100.0, 100.0, 11.9, 100.0, 6.7, 0.0, 100.0, 0.3, 9.1, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 2.7, 1.0, 0.0, 4.1, 0.0, 0.7, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.3, 0.0, 0.0, 0.0, 5.4, 0.0, 0.0, 2.7, 0.0, 0.3, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 2.4, 0.7, 0.0, 5.1, 0.0, 0.3, 0.0, 0.0]]
1050/2986 [=========>....................] - ETA: 2040s - loss: 1.6426 - acc: 0.9286[svmem(total=270846246912, available=140050817024, percent=48.3, used=121039056896, free=32198533120, active=126282403840, inactive=100022255616, buffers=468144128, cached=117140512768, shared=8891441152), [100.0, 0.8, 1.2, 100.0, 0.8, 100.0, 100.0, 1.2, 100.0, 0.1, 0.0, 100.0, 0.5, 0.3, 0.1, 0.5, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 2.1, 0.1, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.4, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
1050/2986 [=========>....................] - ETA: 2040s - loss: 1.6426 - acc: 0.9286[svmem(total=270846246912, available=140051378176, percent=48.3, used=121038495744, free=32199114752, active=126282272768, inactive=100022255616, buffers=468144128, cached=117140492288, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.0, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.3, 3.6, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1200/2986 [===========>..................] - ETA: 1876s - loss: 1.5483 - acc: 0.9308[svmem(total=270846246912, available=140056293376, percent=48.3, used=121033584640, free=32221396992, active=126280843264, inactive=100006080512, buffers=468144128, cached=117123121152, shared=8891441152), [100.0, 0.6, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.1, 0.1, 0.3, 1.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1200/2986 [===========>..................] - ETA: 1876s - loss: 1.5483 - acc: 0.9308[svmem(total=270846246912, available=140055470080, percent=48.3, used=121034407936, free=32220553216, active=126281392128, inactive=100006076416, buffers=468144128, cached=117123141632, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.3, 100.0, 100.0, 0.0, 100.0, 0.3, 0.3, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1350/2986 [============>.................] - ETA: 1715s - loss: 1.4478 - acc: 0.9356[svmem(total=270846246912, available=140056064000, percent=48.3, used=121033814016, free=32238395392, active=126280409088, inactive=99990044672, buffers=468144128, cached=117105893376, shared=8891441152), [100.0, 0.3, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.1, 0.2, 0.9, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1350/2986 [============>.................] - ETA: 1715s - loss: 1.4478 - acc: 0.9356[svmem(total=270846246912, available=140056543232, percent=48.3, used=121033334784, free=32238870528, active=126279577600, inactive=99990044672, buffers=468144128, cached=117105897472, shared=8891441152), [100.0, 8.3, 0.0, 100.0, 0.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1500/2986 [==============>...............] - ETA: 1556s - loss: 1.5615 - acc: 0.9347[svmem(total=270846246912, available=141062623232, percent=47.9, used=120027254784, free=33263108096, active=125278781440, inactive=99973246976, buffers=468144128, cached=117087739904, shared=8891441152), [100.0, 0.4, 0.0, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 0.1, 0.1, 100.0, 0.0, 0.1, 0.9, 0.4, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
1500/2986 [==============>...............] - ETA: 1556s - loss: 1.5615 - acc: 0.9347[svmem(total=270846246912, available=141062176768, percent=47.9, used=120027701248, free=33262661632, active=125278982144, inactive=99973246976, buffers=468144128, cached=117087739904, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.0, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 3.8, 0.7, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1650/2986 [===============>..............] - ETA: 1396s - loss: 1.7478 - acc: 0.9339[svmem(total=270846246912, available=141059616768, percent=47.9, used=120030261248, free=33269383168, active=125278707712, inactive=99964706816, buffers=468148224, cached=117078454272, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.1, 1.0, 0.5, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1650/2986 [===============>..............] - ETA: 1396s - loss: 1.7478 - acc: 0.9339[svmem(total=270846246912, available=141061234688, percent=47.9, used=120028643328, free=33271001088, active=125277990912, inactive=99964706816, buffers=468148224, cached=117078454272, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.3, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.3, 0.3, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1800/2986 [=================>............] - ETA: 1235s - loss: 1.6706 - acc: 0.9350[svmem(total=270846246912, available=141063979008, percent=47.9, used=120025899008, free=33291849728, active=125276991488, inactive=99947925504, buffers=468156416, cached=117060341760, shared=8891441152), [100.0, 0.4, 0.0, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 0.0, 0.1, 100.0, 0.0, 0.1, 0.2, 1.4, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.3, 0.2, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.1, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.2, 0.0, 0.9, 0.0, 0.0, 0.0, 0.0]]
1800/2986 [=================>............] - ETA: 1235s - loss: 1.6706 - acc: 0.9350[svmem(total=270846246912, available=141063077888, percent=47.9, used=120026800128, free=33290948608, active=125277593600, inactive=99947925504, buffers=468156416, cached=117060341760, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.0, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 3.7, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1950/2986 [==================>...........] - ETA: 1077s - loss: 1.5866 - acc: 0.9369[svmem(total=270846246912, available=141063274496, percent=47.9, used=120026603520, free=33300361216, active=125276962816, inactive=99939352576, buffers=468168704, cached=117051113472, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 0.1, 0.0, 100.0, 0.1, 0.1, 0.6, 0.5, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1950/2986 [==================>...........] - ETA: 1077s - loss: 1.5866 - acc: 0.9369[svmem(total=270846246912, available=141064294400, percent=47.9, used=120025583616, free=33301377024, active=125276246016, inactive=99939352576, buffers=468168704, cached=117051117568, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.0, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.3, 0.0, 0.3, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.6, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2100/2986 [====================>.........] - ETA: 919s - loss: 1.5526 - acc: 0.9371 [svmem(total=270846246912, available=141064527872, percent=47.9, used=120025341952, free=33310654464, active=125275860992, inactive=99931066368, buffers=468176896, cached=117042073600, shared=8891441152), [99.9, 0.4, 0.0, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.1, 0.1, 0.1, 1.3, 100.0, 100.0, 100.0, 99.9, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 99.9, 99.9, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 99.9, 99.9, 99.9, 99.9, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
2100/2986 [====================>.........] - ETA: 919s - loss: 1.5526 - acc: 0.9371 [svmem(total=270846246912, available=141063204864, percent=47.9, used=120026673152, free=33309323264, active=125276270592, inactive=99931074560, buffers=468176896, cached=117042073600, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 2.1, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2250/2986 [=====================>........] - ETA: 762s - loss: 1.5673 - acc: 0.9356[svmem(total=270846246912, available=141062733824, percent=47.9, used=120027144192, free=33318076416, active=125275377664, inactive=99922550784, buffers=468176896, cached=117032849408, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.1, 0.1, 0.9, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2250/2986 [=====================>........] - ETA: 762s - loss: 1.5673 - acc: 0.9356[svmem(total=270846246912, available=141062971392, percent=47.9, used=120026906624, free=33318318080, active=125275688960, inactive=99922550784, buffers=468176896, cached=117032845312, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.6, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2400/2986 [=======================>......] - ETA: 606s - loss: 1.5391 - acc: 0.9346[svmem(total=270846246912, available=141067370496, percent=47.9, used=120022507520, free=33331855360, active=125275594752, inactive=99913265152, buffers=468185088, cached=117023698944, shared=8891441152), [100.0, 0.4, 0.1, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.1, 0.0, 100.0, 0.0, 0.1, 0.2, 1.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.4, 0.2, 0.2, 2.8, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.3, 1.7, 0.0, 2.6, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.1, 0.0, 0.4, 0.0, 0.0, 0.0, 0.0]]
2400/2986 [=======================>......] - ETA: 606s - loss: 1.5391 - acc: 0.9346[svmem(total=270846246912, available=141066170368, percent=47.9, used=120023707648, free=33330659328, active=125275471872, inactive=99913265152, buffers=468185088, cached=117023694848, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.7, 100.0, 100.0, 0.0, 100.0, 0.0, 0.3, 100.0, 0.3, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2550/2986 [========================>.....] - ETA: 450s - loss: 1.5498 - acc: 0.9349[svmem(total=270846246912, available=142066765824, percent=47.5, used=119023112192, free=34331275264, active=124276387840, inactive=99913248768, buffers=468189184, cached=117023670272, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.1, 0.1, 0.9, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2550/2986 [========================>.....] - ETA: 450s - loss: 1.5498 - acc: 0.9349[svmem(total=270846246912, available=142066606080, percent=47.5, used=119023271936, free=34331115520, active=124277862400, inactive=99913248768, buffers=468189184, cached=117023670272, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.0, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.3, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2700/2986 [==========================>...] - ETA: 295s - loss: 1.4970 - acc: 0.9356[svmem(total=270846246912, available=142070513664, percent=47.5, used=119019364352, free=34335006720, active=124275552256, inactive=99913220096, buffers=468189184, cached=117023686656, shared=8891441152), [100.0, 0.3, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.1, 0.6, 0.5, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0]]
2700/2986 [==========================>...] - ETA: 295s - loss: 1.4970 - acc: 0.9356[svmem(total=270846246912, available=142068944896, percent=47.5, used=119020933120, free=34333437952, active=124275580928, inactive=99913220096, buffers=468189184, cached=117023686656, shared=8891441152), [100.0, 0.3, 0.0, 100.0, 0.7, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 13.6, 0.0, 100.0, 100.0, 100.0, 100.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2850/2986 [===========================>..] - ETA: 140s - loss: 1.4738 - acc: 0.9358[svmem(total=270846246912, available=142063640576, percent=47.5, used=119026233344, free=34328104960, active=124279029760, inactive=99913224192, buffers=468197376, cached=117023711232, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.1, 0.1, 1.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.1, 0.3, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.9, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.0, 0.8, 0.0, 0.0, 0.0, 0.0]]
2850/2986 [===========================>..] - ETA: 140s - loss: 1.4738 - acc: 0.9358[svmem(total=270846246912, available=142176583680, percent=47.5, used=118913290240, free=34441056256, active=124168556544, inactive=99913224192, buffers=468197376, cached=117023703040, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.4, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.4, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.4, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.4, 0.0, 0.0, 0.0, 0.0]]
[svmem(total=270846246912, available=142187528192, percent=47.5, used=118902349824, free=34451955712, active=124158386176, inactive=99913179136, buffers=468197376, cached=117023744000, shared=8891441152), [100.0, 0.4, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.0, 0.1, 100.0, 0.0, 0.1, 0.1, 1.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0]]
2986/2986 [==============================] - 3120s - loss: 1.4665 - acc: 0.9354 - val_loss: 0.3677 - val_acc: 0.8900
Epoch 00003: val_acc improved from 0.88000 to 0.89000, saving model to bigtfifd_best_weighted.hdf5
2986/2986 [==============================] - 3254s - loss: 1.4665 - acc: 0.9354 - val_loss: 0.3677 - val_acc: 0.8900
Epoch 5/5
[svmem(total=270846246912, available=143669833728, percent=47.0, used=117420191744, free=35961757696, active=122699329536, inactive=99747328000, buffers=468201472, cached=116996096000, shared=8891441152), [100.0, 0.6, 0.4, 100.0, 1.0, 100.0, 100.0, 0.2, 100.0, 0.4, 0.4, 100.0, 0.3, 0.4, 0.5, 1.2, 100.0, 100.0, 100.0, 100.0, 0.1, 0.1, 0.2, 0.1, 1.5, 1.3, 0.5, 0.6, 0.3, 0.2, 0.4, 0.5, 100.0, 100.0, 100.0, 100.0, 0.3, 0.2, 0.1, 0.1, 0.8, 0.7, 0.5, 0.2, 0.3, 0.2, 0.3, 0.3, 100.0, 100.0, 100.0, 100.0, 0.6, 0.6, 0.3, 0.4, 1.1, 1.1, 0.6, 0.4, 0.5, 0.4, 0.1, 0.4]]
Epoch 5/5
[svmem(total=270846246912, available=143576576000, percent=47.0, used=117513449472, free=35868499968, active=122815963136, inactive=99747328000, buffers=468201472, cached=116996096000, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.7, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.3, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 150/2986 [>.............................] - ETA: 2862s - loss: 0.4770 - acc: 0.9600[svmem(total=270846246912, available=143667392512, percent=47.0, used=117422485504, free=35959455744, active=122815336448, inactive=99747155968, buffers=468201472, cached=116996104192, shared=8891441152), [100.0, 0.4, 0.0, 100.0, 0.8, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 1.2, 0.1, 0.0, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 150/2986 [>.............................] - ETA: 2862s - loss: 0.4770 - acc: 0.9600[svmem(total=270846246912, available=143666176000, percent=47.0, used=117423702016, free=35958239232, active=122816110592, inactive=99747155968, buffers=468201472, cached=116996104192, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 2.0, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 300/2986 [==>...........................] - ETA: 2701s - loss: 0.7028 - acc: 0.9700[svmem(total=270846246912, available=143655395328, percent=47.0, used=117434474496, free=35965931520, active=122841419776, inactive=99729711104, buffers=468221952, cached=116977618944, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 1.2, 0.0, 0.0, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 300/2986 [==>...........................] - ETA: 2701s - loss: 0.7028 - acc: 0.9700[svmem(total=270846246912, available=143666876416, percent=47.0, used=117422993408, free=35977412608, active=122815606784, inactive=99729711104, buffers=468221952, cached=116977618944, shared=8891441152), [100.0, 0.0, 0.3, 100.0, 1.4, 100.0, 100.0, 0.3, 100.0, 0.0, 0.3, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 450/2986 [===>..........................] - ETA: 2548s - loss: 1.1536 - acc: 0.9644[svmem(total=270846246912, available=143672475648, percent=47.0, used=117417402368, free=36011356160, active=122813075456, inactive=99703164928, buffers=468238336, cached=116949250048, shared=8891441152), [100.0, 0.4, 0.0, 100.0, 0.8, 100.0, 100.0, 0.1, 100.0, 0.1, 0.1, 100.0, 0.6, 0.6, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 450/2986 [===>..........................] - ETA: 2548s - loss: 1.1536 - acc: 0.9644[svmem(total=270846246912, available=143672934400, percent=47.0, used=117416943616, free=36011814912, active=122814021632, inactive=99703164928, buffers=468238336, cached=116949250048, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.3, 100.0, 100.0, 0.3, 100.0, 0.3, 0.3, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3]]
 600/2986 [=====>........................] - ETA: 2397s - loss: 1.1451 - acc: 0.9617[svmem(total=270846246912, available=144677785600, percent=46.6, used=116412092416, free=37046452224, active=121811345408, inactive=99675389952, buffers=468246528, cached=116919455744, shared=8891441152), [100.0, 0.6, 0.0, 100.0, 0.8, 100.0, 100.0, 0.1, 100.0, 0.0, 0.0, 100.0, 0.0, 1.4, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0]]
 600/2986 [=====>........................] - ETA: 2397s - loss: 1.1451 - acc: 0.9617[svmem(total=270846246912, available=144669978624, percent=46.6, used=116419899392, free=37038653440, active=121819541504, inactive=99675389952, buffers=468246528, cached=116919447552, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.7, 100.0, 100.0, 0.0, 100.0, 0.3, 0.0, 100.0, 0.0, 0.3, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0]]
 750/2986 [======>.......................] - ETA: 2248s - loss: 0.9890 - acc: 0.9640[svmem(total=270846246912, available=144680390656, percent=46.6, used=116409487360, free=37058826240, active=121810182144, inactive=99666296832, buffers=468246528, cached=116909686784, shared=8891441152), [100.0, 0.3, 0.0, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.2, 0.0, 100.0, 0.4, 0.1, 0.5, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.3, 0.2, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.9, 0.0, 0.9, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.1, 0.1, 0.0, 0.1, 0.0, 0.0]]
 750/2986 [======>.......................] - ETA: 2248s - loss: 0.9890 - acc: 0.9640[svmem(total=270846246912, available=144673771520, percent=46.6, used=116416102400, free=37052207104, active=121814740992, inactive=99666296832, buffers=468250624, cached=116909686784, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.3, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
 900/2986 [========>.....................] - ETA: 2094s - loss: 0.9184 - acc: 0.9667[svmem(total=270846246912, available=144663547904, percent=46.6, used=116426330112, free=37051584512, active=121823117312, inactive=99657199616, buffers=468267008, cached=116900065280, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 0.9, 100.0, 100.0, 0.1, 100.0, 0.2, 0.0, 100.0, 0.6, 0.2, 0.6, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0]]
 900/2986 [========>.....................] - ETA: 2094s - loss: 0.9184 - acc: 0.9667[svmem(total=270846246912, available=144673910784, percent=46.6, used=116415967232, free=37061959680, active=121810268160, inactive=99657199616, buffers=468267008, cached=116900052992, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.3, 100.0, 100.0, 0.3, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0]]
1050/2986 [=========>....................] - ETA: 1945s - loss: 0.8306 - acc: 0.9705[svmem(total=270846246912, available=144648093696, percent=46.6, used=116441780224, free=37036187648, active=121853698048, inactive=99657097216, buffers=468271104, cached=116900007936, shared=8891441152), [100.0, 0.4, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.2, 0.0, 100.0, 0.1, 0.1, 0.8, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1050/2986 [=========>....................] - ETA: 1945s - loss: 0.8306 - acc: 0.9705[svmem(total=270846246912, available=144681156608, percent=46.6, used=116408717312, free=37069250560, active=121809346560, inactive=99657093120, buffers=468271104, cached=116900007936, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 0.7, 100.0, 100.0, 0.3, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.7, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1200/2986 [===========>..................] - ETA: 1792s - loss: 0.8809 - acc: 0.9717[svmem(total=270846246912, available=144675549184, percent=46.6, used=116414328832, free=37073457152, active=121820188672, inactive=99647983616, buffers=468279296, cached=116890181632, shared=8891441152), [100.0, 0.5, 0.0, 100.0, 0.8, 100.0, 100.0, 0.1, 100.0, 0.2, 0.0, 100.0, 0.4, 0.2, 0.6, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0]]
1200/2986 [===========>..................] - ETA: 1792s - loss: 0.8809 - acc: 0.9717[svmem(total=270846246912, available=144680607744, percent=46.6, used=116409270272, free=37078523904, active=121810427904, inactive=99647983616, buffers=468279296, cached=116890173440, shared=8891441152), [100.0, 0.3, 0.0, 100.0, 1.0, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0]]
1350/2986 [============>.................] - ETA: 1645s - loss: 0.9033 - acc: 0.9711[svmem(total=270846246912, available=145688223744, percent=46.2, used=115401654272, free=38095896576, active=120809046016, inactive=99638841344, buffers=468279296, cached=116880416768, shared=8891441152), [100.0, 0.4, 0.0, 100.0, 0.9, 100.0, 100.0, 0.0, 100.0, 0.1, 0.0, 100.0, 0.3, 0.1, 0.6, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0]]
1350/2986 [============>.................] - ETA: 1645s - loss: 0.9033 - acc: 0.9711[svmem(total=270846246912, available=145686462464, percent=46.2, used=115403415552, free=38094135296, active=120809037824, inactive=99638841344, buffers=468279296, cached=116880416768, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 1.0, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1500/2986 [==============>...............] - ETA: 1493s - loss: 0.9627 - acc: 0.9713[svmem(total=270846246912, available=145687515136, percent=46.2, used=115402362880, free=38095097856, active=120809472000, inactive=99638841344, buffers=468307968, cached=116880478208, shared=8891441152), [100.0, 0.6, 0.1, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 0.4, 0.0, 100.0, 0.1, 0.3, 0.6, 0.1, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1500/2986 [==============>...............] - ETA: 1493s - loss: 0.9627 - acc: 0.9713[svmem(total=270846246912, available=145684172800, percent=46.2, used=115405705216, free=38091763712, active=120810819584, inactive=99638841344, buffers=468307968, cached=116880470016, shared=8891441152), [100.0, 0.3, 0.0, 100.0, 3.1, 100.0, 100.0, 0.0, 100.0, 0.3, 0.0, 100.0, 0.0, 0.3, 12.9, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.0, 0.0, 0.0, 0.0, 0.3, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 3.4, 0.0, 0.0]]
1650/2986 [===============>..............] - ETA: 1342s - loss: 0.9992 - acc: 0.9685[svmem(total=270846246912, available=145688866816, percent=46.2, used=115401007104, free=38096478208, active=120808931328, inactive=99638788096, buffers=468312064, cached=116880449536, shared=8891441152), [100.0, 0.4, 0.0, 100.0, 0.8, 100.0, 100.0, 0.0, 100.0, 0.1, 0.0, 100.0, 0.0, 0.1, 0.9, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1650/2986 [===============>..............] - ETA: 1342s - loss: 0.9992 - acc: 0.9685[svmem(total=270846246912, available=145686384640, percent=46.2, used=115403489280, free=38094000128, active=120809422848, inactive=99638784000, buffers=468312064, cached=116880445440, shared=8891441152), [100.0, 0.0, 0.0, 100.0, 3.1, 100.0, 100.0, 0.0, 100.0, 0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 100.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1800/2986 [=================>............] - ETA: 1227s - loss: 0.9649 - acc: 0.9683[svmem(total=270846246912, available=147357806592, percent=45.6, used=113811431424, free=39765630976, active=119762956288, inactive=99045638144, buffers=468324352, cached=116800860160, shared=8812081152), [29.3, 0.7, 0.3, 29.3, 0.9, 100.0, 29.3, 0.0, 29.7, 0.7, 0.0, 29.5, 0.1, 0.2, 0.0, 0.0, 29.3, 29.3, 29.3, 29.4, 0.0, 0.0, 0.0, 0.0, 0.1, 0.2, 0.2, 0.7, 0.0, 0.0, 0.0, 0.0, 29.4, 29.3, 29.3, 29.4, 0.0, 0.0, 0.0, 0.0, 0.7, 0.1, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 29.3, 29.3, 29.4, 29.5, 0.0, 0.0, 0.0, 0.0, 0.3, 0.1, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0]]
1800/2986 [=================>............] - ETA: 1227s - loss: 0.9649 - acc: 0.9683[svmem(total=270846246912, available=147357061120, percent=45.6, used=113812176896, free=39764885504, active=119763456000, inactive=99045638144, buffers=468324352, cached=116800860160, shared=8812081152), [0.0, 0.5, 0.0, 0.0, 1.1, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.2, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1950/2986 [==================>...........] - ETA: 1118s - loss: 0.9677 - acc: 0.9672[svmem(total=270846246912, available=147348393984, percent=45.6, used=113820844032, free=39756111872, active=119764025344, inactive=99045535744, buffers=468336640, cached=116800954368, shared=8812081152), [0.0, 0.6, 0.0, 0.0, 1.0, 100.0, 0.0, 0.0, 0.6, 0.5, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
1950/2986 [==================>...........] - ETA: 1118s - loss: 0.9677 - acc: 0.9672[svmem(total=270846246912, available=147349327872, percent=45.6, used=113819910144, free=39757049856, active=119763587072, inactive=99045531648, buffers=468336640, cached=116800950272, shared=8812081152), [0.0, 0.0, 0.0, 0.0, 1.1, 100.0, 0.0, 0.0, 0.0, 2.5, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2100/2986 [====================>.........] - ETA: 990s - loss: 0.9461 - acc: 0.9667 [svmem(total=270846246912, available=148359405568, percent=45.2, used=112809824256, free=40767160320, active=118763261952, inactive=99045490688, buffers=468369408, cached=116800892928, shared=8812081152), [0.0, 0.6, 0.0, 0.0, 1.0, 100.0, 0.0, 0.0, 0.6, 0.6, 0.1, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2100/2986 [====================>.........] - ETA: 990s - loss: 0.9461 - acc: 0.9667 [svmem(total=270846246912, available=148359090176, percent=45.2, used=112810139648, free=40766840832, active=118763425792, inactive=99045490688, buffers=468369408, cached=116800897024, shared=8812081152), [0.0, 0.0, 0.0, 0.0, 0.9, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2250/2986 [=====================>........] - ETA: 846s - loss: 0.9424 - acc: 0.9662[svmem(total=270846246912, available=148359462912, percent=45.2, used=112809766912, free=40767148032, active=118763433984, inactive=99045433344, buffers=468406272, cached=116800925696, shared=8812081152), [0.0, 0.7, 0.0, 0.0, 1.0, 100.0, 0.0, 0.0, 0.7, 0.4, 0.1, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2250/2986 [=====================>........] - ETA: 846s - loss: 0.9424 - acc: 0.9662[svmem(total=270846246912, available=148359430144, percent=45.2, used=112809803776, free=40767111168, active=118763405312, inactive=99045437440, buffers=468406272, cached=116800925696, shared=8812081152), [0.0, 0.2, 0.0, 0.0, 3.6, 100.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2400/2986 [=======================>......] - ETA: 691s - loss: 0.9376 - acc: 0.9658[svmem(total=270846246912, available=148359880704, percent=45.2, used=112809349120, free=40767524864, active=118764732416, inactive=99044241408, buffers=468430848, cached=116800942080, shared=8812081152), [0.3, 0.9, 0.0, 0.0, 1.0, 100.0, 0.0, 0.1, 0.9, 0.9, 0.1, 1.6, 0.0, 3.1, 0.1, 0.0, 0.1, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.1, 0.2, 0.1, 0.5, 1.4, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 1.3, 0.1, 0.0, 1.4, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 1.5, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0]]
2400/2986 [=======================>......] - ETA: 691s - loss: 0.9376 - acc: 0.9658[svmem(total=270846246912, available=148359852032, percent=45.2, used=112809377792, free=40767496192, active=118764933120, inactive=99044241408, buffers=468430848, cached=116800942080, shared=8812081152), [0.2, 0.0, 0.0, 0.0, 3.9, 100.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2550/2986 [========================>.....] - ETA: 525s - loss: 0.9327 - acc: 0.9659[svmem(total=270846246912, available=148360302592, percent=45.2, used=112808931328, free=40767873024, active=118764920832, inactive=99044134912, buffers=468451328, cached=116800991232, shared=8812081152), [0.1, 0.6, 0.0, 0.0, 1.0, 100.0, 0.0, 0.0, 0.8, 0.3, 0.1, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2550/2986 [========================>.....] - ETA: 525s - loss: 0.9327 - acc: 0.9659[svmem(total=270846246912, available=148360327168, percent=45.2, used=112808906752, free=40767905792, active=118765236224, inactive=99044134912, buffers=468451328, cached=116800983040, shared=8812081152), [0.0, 0.0, 0.0, 0.0, 3.9, 100.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2]]
2700/2986 [==========================>...] - ETA: 351s - loss: 0.8997 - acc: 0.9659[svmem(total=270846246912, available=148359880704, percent=45.2, used=112809349120, free=40767418368, active=118765670400, inactive=99044065280, buffers=468467712, cached=116801011712, shared=8812081152), [0.1, 0.6, 0.0, 0.0, 1.0, 100.0, 0.0, 0.1, 0.4, 0.7, 0.1, 0.1, 0.1, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2700/2986 [==========================>...] - ETA: 351s - loss: 0.8997 - acc: 0.9659[svmem(total=270846246912, available=148360351744, percent=45.2, used=112808878080, free=40767889408, active=118765875200, inactive=99044061184, buffers=468467712, cached=116801011712, shared=8812081152), [0.2, 0.0, 0.0, 0.0, 1.1, 100.0, 0.0, 0.0, 0.0, 2.5, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2850/2986 [===========================>..] - ETA: 169s - loss: 0.9367 - acc: 0.9656[svmem(total=270846246912, available=148361351168, percent=45.2, used=112807874560, free=40768880640, active=118765203456, inactive=99044016128, buffers=468480000, cached=116801011712, shared=8812081152), [0.0, 0.6, 0.0, 0.0, 1.2, 100.0, 0.0, 0.0, 0.6, 0.6, 0.1, 0.1, 0.0, 0.0, 0.1, 0.0, 0.1, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
2850/2986 [===========================>..] - ETA: 169s - loss: 0.9367 - acc: 0.9656[svmem(total=270846246912, available=148479488000, percent=45.2, used=112689737728, free=40887017472, active=118648082432, inactive=99044016128, buffers=468480000, cached=116801011712, shared=8812081152), [0.0, 0.0, 0.0, 0.0, 0.7, 100.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
[svmem(total=270846246912, available=148478795776, percent=45.2, used=112690438144, free=40886292480, active=118647963648, inactive=99043995648, buffers=468504576, cached=116801011712, shared=8812081152), [0.0, 0.5, 0.0, 0.0, 1.1, 100.0, 0.0, 0.0, 0.5, 0.6, 0.1, 0.1, 0.0, 0.0, 0.0, 0.1, 0.9, 0.2, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0]]
2986/2986 [==============================] - 3848s - loss: 0.9204 - acc: 0.9668 - val_loss: 0.3851 - val_acc: 0.9000
Epoch 00004: val_acc improved from 0.89000 to 0.90000, saving model to bigtfifd_best_weighted.hdf5
2986/2986 [==============================] - 3987s - loss: 0.9204 - acc: 0.9668 - val_loss: 0.3851 - val_acc: 0.9000






    
Out[17]:





<keras.callbacks.History at 0x2b7f7c00b8d0>

In [ ]:

    

print "ok"


    

In [24]:

    

predictions = model.predict(X_test)
print(predictions)
class_preds = model.predict_classes(X_test)
print(class_preds)
class_prob = model.predict_proba(X_test)
print(class_prob)
np.save("../predictions/tfidf_deepnet.npy", predictions)
np.save("../predictions/tfidf_deepnet_seq_class.npy", class_preds)
np.save("../predictions/tfidf_deepnet_probs.npy", class_prob)


    

    




[[  2.15688742e-05   1.97208578e-06   5.74652913e-05 ...,   9.61687692e-06
    6.77621429e-05   4.40143449e-05]
 [  5.23514114e-04   1.72804648e-05   2.08137304e-01 ...,   2.16114728e-04
    1.57162343e-04   3.90037138e-04]
 [  3.17032172e-05   2.27671280e-05   8.07671040e-06 ...,   1.56348488e-05
    2.91905144e-06   3.40267184e-06]
 ..., 
 [  1.62160868e-04   2.97555744e-06   4.59415896e-05 ...,   7.12431483e-06
    3.94365961e-05   5.38862660e-05]
 [  1.65346966e-04   2.21393893e-05   3.81413083e-05 ...,   2.36850738e-05
    3.11092685e-06   3.21430957e-06]
 [  1.55904796e-04   1.99106835e-05   2.75537841e-05 ...,   1.11764248e-05
    1.96607743e-06   2.02078536e-06]]
3724/3724 [==============================] - 1400s     
[10  5  8 ..., 10  8  8]
3724/3724 [==============================] - 1410s     
[[  2.15688742e-05   1.97208578e-06   5.74652913e-05 ...,   9.61687692e-06
    6.77621429e-05   4.40143449e-05]
 [  5.23514114e-04   1.72804648e-05   2.08137304e-01 ...,   2.16114728e-04
    1.57162343e-04   3.90037138e-04]
 [  3.17032172e-05   2.27671280e-05   8.07671040e-06 ...,   1.56348488e-05
    2.91905144e-06   3.40267184e-06]
 ..., 
 [  1.62160868e-04   2.97555744e-06   4.59415896e-05 ...,   7.12431483e-06
    3.94365961e-05   5.38862660e-05]
 [  1.65346966e-04   2.21393893e-05   3.81413083e-05 ...,   2.36850738e-05
    3.11092685e-06   3.21430957e-06]
 [  1.55904796e-04   1.99106835e-05   2.75537841e-05 ...,   1.11764248e-05
    1.96607743e-06   2.02078536e-06]]

In [18]:

    

class_preds = model.predict_classes(X_test)
print(class_preds)
test_ids = np.load("../data/features/test_ids.npy")
print(test_ids)
write_predictions(class_preds, test_ids, "../predictions/tfidf_deepnet_class_weight.csv")


    

    




3724/3724 [==============================] - 4701s     
[10  5  8 ..., 10  8  8]
['e5b875f7e584b29fd9e85c1f232956849aabcb311'
 '18abefbfb74285D709bcf665d594df11bf56e1984'
 '47cd5265b1fc52021c025452e084c405a0a03df1e' ...,
 '6abb75b149d8e39e30c8df2c19bfd96986f0e35b3'
 'f0e968070037717da88665ab091ff2B4973528f30'
 '7b2459e11cac9341a00fa7bDcd5b17618a0b97dc8']

In [ ]:

    

from keras.models import load_model
model_best = load_model("bigtfifd_best.hdf5")