def test_use_copies_msg(self):
"""Test the correct reaction to an outgoing use_copies message."""
stop_result = ({"clonelayer" + MSG_ID_SEP + "use_copies": True}, 1)
stop_sfa_node = SFABiNode(stop_result=stop_result,
input_dim=10, output_dim=3)
clonelayer = CloneBiLayer(node=stop_sfa_node,
n_nodes=3,
use_copies=False,
node_id="clonelayer")
x = n.random.random((100,30))
clonelayer.train(x)
clonelayer.stop_training()
assert clonelayer.use_copies is True
def test_clonelayer(self):
"""Test a simple clonelayer with three SFA Nodes."""
sfa_node = SFABiNode(input_dim=3, output_dim=2)
clonelayer = CloneBiLayer(sfa_node, 3)
x = n.random.random((100,9))
clonelayer.train(x)
clonelayer.stop_training()
clonelayer.execute(x)
def test_clonelayer(self):
"""Test a simple clonelayer with three SFA Nodes."""
sfa_node = SFABiNode(input_dim=3, output_dim=2)
clonelayer = CloneBiLayer(sfa_node, 3)
x = n.random.random((100,9))
clonelayer.train(x)
clonelayer.stop_training()
clonelayer.execute(x)
def test_use_copies_msg_flownode(self):
"""Test the correct reaction to an outgoing use_copies message."""
stop_result = ({"clonelayer" + MSG_ID_SEP + "use_copies": True},
EXIT_TARGET)
stop_sfa_node = SFABiNode(stop_result=stop_result,
input_dim=10, output_dim=3)
biflownode = BiFlowNode(BiFlow([stop_sfa_node]))
clonelayer = CloneBiLayer(node=biflownode,
n_nodes=3,
use_copies=False,
node_id="clonelayer")
biflow = clonelayer + IdentityBiNode()
x = n.random.random((100,30))
biflow.train(x)
assert clonelayer.use_copies is True
def test_message_splitting(self):
"""Test message array splitting and combination."""
node = DummyBiNode(input_dim=3)
clonelayer = CloneBiLayer(node, 2, use_copies=True)
x = n.random.random((10, 6))
data1 = n.random.random((10, 4)) # should be split
data2 = n.random.random((10, 5)) # should not be touched
msg = {
"string": "blabla",
"list": [1,2],
"data1": data1,
"data2": data2,
}
y, out_msg = clonelayer.execute(x, msg)
node1, node2 = clonelayer.nodes
assert n.all(x == y)
assert out_msg["string"] == msg["string"]
assert out_msg["list"] == msg["list"]
assert n.all(out_msg["data1"] == data1)
assert n.all(node1.data1 == data1[:,:2])
assert n.all(node2.data1 == data1[:,2:])
assert out_msg["data2"] is data2
assert n.all(node1.data2 is data2)
assert n.all(node2.data2 is data2)
def test_message_splitting(self):
"""Test message array splitting and combination."""
node = DummyBiNode(input_dim=3)
clonelayer = CloneBiLayer(node, 2, use_copies=True)
x = n.random.random((10, 6))
data1 = n.random.random((10, 4)) # should be split
data2 = n.random.random((10, 5)) # should not be touched
msg = {
"string": "blabla",
"list": [1,2],
"data1": data1,
"data2": data2,
}
y, out_msg = clonelayer.execute(x, msg)
node1, node2 = clonelayer.nodes
assert n.all(x == y)
assert out_msg["string"] == msg["string"]
assert out_msg["list"] == msg["list"]
assert n.all(out_msg["data1"] == data1)
assert n.all(node1.data1 == data1[:,:2])
assert n.all(node2.data1 == data1[:,2:])
assert out_msg["data2"] is data2
assert n.all(node1.data2 is data2)
assert n.all(node2.data2 is data2)
def test_use_copies_msg(self):
"""Test the correct reaction to an outgoing use_copies message."""
stop_result = ({"clonelayer" + MSG_ID_SEP + "use_copies": True}, 1)
stop_sfa_node = SFABiNode(stop_result=stop_result,
input_dim=10, output_dim=3)
clonelayer = CloneBiLayer(node=stop_sfa_node,
n_nodes=3,
use_copies=False,
node_id="clonelayer")
x = n.random.random((100,30))
clonelayer.train(x)
clonelayer.stop_training()
assert clonelayer.use_copies is True
