from ...neuromancer.graphutils import TaggedShape
logger = logging.getLogger('elektronn2log')
__path__ = os.path.dirname(os.path.realpath(__file__))
pydot_imported = False
try:
# pydot2 supports py3
import pydotplus as pd
if pd.find_graphviz():
pydot_imported = True
except ImportError:
try:
# fall back on pydot if necessary
import pydot as pd
if pd.find_graphviz():
pydot_imported = True
except ImportError:
pass # tests should not fail on optional dependency
if not pydot_imported:
logger.warning('Failed to import pydot/pydotplus. You must install '
'graphviz and either pydot or pydotplus for '
"""
Margin loss for Eq.(4). When y_true[i, :] contains not just one `1`, this loss should work too. Not test it.
:param y_true: [None, n_classes]
:param y_pred: [None, num_capsule]
:return: a scalar loss value.
"""
L = y_true * K.square(K.maximum(0., 0.9 - y_pred)) + \
0.5 * (1 - y_true) * K.square(K.maximum(0., y_pred - 0.1))
return K.mean(K.sum(L, 1))
# %%
# define model
model = CapsNet(input_shape=[28, 28, 1],
n_class=10,
num_routing=3)
model.summary()
try:
plot_model(model, to_file='model.png', show_shapes=True)
except Exception as e:
print("heheheheheheh")
print('No fancy plot {}'.format(e))
import pydotplus as pydot
pydot.Dot.create(pydot.Dot())
pydot.Dot.create(pydot.Dot())
pydot.find_graphviz()
# import pydot_ng as pydot
# pydot and pydot.find_graphviz()
import pydotplus
import unittest
PY3 = not sys.version_info < (3, 0, 0)
if PY3:
NULL_SEP = b''
xrange = range
else:
NULL_SEP = ''
bytes = str
DOT_BINARY_PATH = pydotplus.find_graphviz()['dot']
TEST_DIR = './'
REGRESSION_TESTS_DIR = os.path.join(TEST_DIR, 'graphs')
MY_REGRESSION_TESTS_DIR = os.path.join(TEST_DIR, 'my_tests')
class TestGraphAPI(unittest.TestCase):
def setUp(self):
self._reset_graphs()
def _reset_graphs(self):
self.graph_directed = pydotplus.Graph(
'testgraph', graph_type='digraph'
rs = np.argmax(tmp)
print(rs)
# In[89]:
tmp
# # model graph
# In[90]:
import pydotplus
# In[91]:
pydotplus.find_graphviz()
# In[92]:
from IPython.display import SVG
from tensorflow.python.keras.utils.vis_utils import model_to_dot
get_ipython().run_line_magic('matplotlib', 'inline')
# In[93]:
import matplotlib.pyplot as plt
get_ipython().system('pip install graphviz')
# In[95]:
import subprocess
import sys
import pydotplus
import unittest
PY3 = not sys.version_info < (3, 0, 0)
if PY3:
NULL_SEP = b''
xrange = range
else:
NULL_SEP = ''
bytes = str
DOT_BINARY_PATH = pydotplus.find_graphviz()['dot']
TEST_DIR = './'
REGRESSION_TESTS_DIR = os.path.join(TEST_DIR, 'graphs')
MY_REGRESSION_TESTS_DIR = os.path.join(TEST_DIR, 'my_tests')
class TestGraphAPI(unittest.TestCase):
def setUp(self):
self._reset_graphs()
def _reset_graphs(self):
self.graph_directed = pydotplus.Graph('testgraph',
graph_type='digraph')