def test_CallCustom(self):
"""
Test, calling a CustomNode
"""
print("\nTest 1: Build")
builder = StaticBuilder("MyModel")
cust = builder.createCustomNode(num_inputs=1,
num_outputs=1,
name="Custom")
cust_in1 = cust.addInner(3)
cust_in2 = cust.addInner(4)
cust.addDirectedLink(cust_in1, cust_in2, islot=0)
cust.declareIslot(islot=0, innernode_name=cust_in1, inode_islot=0)
cust.declareOslot(oslot='main',
innernode_name=cust_in2,
inode_oslot='main')
in1 = builder.addInput(10)
builder.addDirectedLink(in1, cust, islot=0)
builder.build()
X = tf.placeholder(tf.float32, [1, 10], 'X')
Y = cust(X) # pylint: disable=unpacking-non-sequence
print('Y', Y)
self.assertEqual(Y[0].shape[-1], 4, "")
def test_BuildModel0(self):
"""
Test building the simplest model possible.
"""
print("\nTest 4: Building a Basic Model")
builder = StaticBuilder(scope="Basic")
in_name = builder.addInput(10)
enc_name = builder.addInner(3)
out_name = builder.addOutput()
builder.addDirectedLink(in_name, enc_name)
builder.addDirectedLink(enc_name, out_name)
self.assertEqual(
builder.num_nodes, 3, "The number of nodes has not been "
"assigned correctly")
builder.build()
inn, enc, out = (builder.nodes[in_name], builder.nodes[enc_name],
builder.nodes[out_name])
self.assertEqual(inn._oslot_to_otensor[0].shape.as_list()[-1],
enc._islot_to_itensor[0].shape.as_list()[-1],
"The input tensors have not been assigned correctly")
self.assertEqual(enc._oslot_to_otensor[0].shape.as_list()[-1],
out._islot_to_itensor[0].shape.as_list()[-1],
"The input tensors have not been assigned correctly")
def test_BuildModel2(self):
"""
Builds a model with 2 inputs. Test concatenation
"""
print("Test 4: Building a Model with concat")
builder = StaticBuilder("Concat")
in1 = builder.addInput(10)
in2 = builder.addInput(20)
enc1 = builder.addTransformInner(3, main_inputs=[in1, in2])
in1, in2, enc1 = builder.nodes[in1], builder.nodes[in2], builder.nodes[
enc1]
builder.build()
print("enc1._islot_to_itensor", enc1._islot_to_itensor)
print("enc1._oslot_to_otensor", enc1._oslot_to_otensor)
def test_build0(self):
"""
Test commit
"""
print("Test 4: Basic Custom build")
builder = StaticBuilder("MyModel")
i1 = builder.addInput(10)
cust = builder.createCustomNode(inputs=i1,
num_outputs=1,
name="Custom")
ctin = cust.addTransformInner(3, main_inputs=[0])
cust.declareOslot(0, ctin, 'main')
builder.build()
def test_BuildModel0(self):
"""
Test building the simplest model possible.
"""
print("Test 3: Building a Basic Model")
builder = StaticBuilder(scope="Basic")
in_name = builder.addInput(10)
enc_name = builder.addTransformInner(3, main_inputs=in_name)
inn, enc = builder.nodes[in_name], builder.nodes[enc_name]
builder.build()
print("enc._islot_to_itensor", enc._islot_to_itensor)
self.assertEqual(inn._oslot_to_otensor['main'].shape.as_list()[-1],
enc._islot_to_itensor[0]['main'].shape.as_list()[-1],
"The input tensors have not been assigned correctly")
def test_BuildModel2(self):
"""
Builds a model with 2 inputs. Test ConcatNode
"""
print("\nTest 6: Building a Model with Concat")
builder = StaticBuilder("Concat")
in1 = builder.addInput(10)
in2 = builder.addInput(20)
enc1 = builder.addInner(3, num_islots=2)
out1 = builder.addOutput()
builder.addDirectedLink(in1, enc1, islot=0)
builder.addDirectedLink(in2, enc1, islot=1)
builder.addDirectedLink(enc1, out1)
builder.build()
def test_BuildModel1(self):
"""
Test building a model with 2 outputs. Test Cloning an output
"""
print("\nTest 5: Building a Model with cloning")
builder = StaticBuilder("Clone")
in1 = builder.addInput(10)
enc1 = builder.addInner(3)
out1 = builder.addOutput(name="Out1")
out2 = builder.addOutput(name="Out2")
builder.addDirectedLink(in1, enc1)
builder.addDirectedLink(enc1, out1)
builder.addDirectedLink(enc1, out2)
builder.build()
def test_BuildModel3(self):
"""
Try to break it, the algorithm... !! Guess not mdrfkr.
"""
print("Test 7: Building a more complicated Model")
builder = StaticBuilder("BreakIt")
in1 = builder.addInput(10)
in2 = builder.addInput(20)
enc1 = builder.addTransformInner(3, main_inputs=in1)
enc2 = builder.addTransformInner(5, main_inputs=[in2, enc1])
builder.build()
enc1, enc2 = builder.nodes[enc1], builder.nodes[enc2]
print("enc1._islot_to_itensor", enc1._islot_to_itensor)
print("enc1._islot_to_itensor", enc2._islot_to_itensor)
print("enc1._oslot_to_otensor", enc1._oslot_to_otensor)
print("enc1._oslot_to_otensor", enc2._oslot_to_otensor)
def test_build3(self):
"""
Test build
"""
print("Test 7: Slightly more complicated Custom build")
builder = StaticBuilder("MyModel")
i1 = builder.addInput(10)
i2 = builder.addInput(5)
cust = builder.createCustomNode(inputs=[i1,i2],
num_outputs=1,
name="Custom")
ctin1 = cust.addTransformInner(3, [0])
ctin2 = cust.addTransformInner(3, [1, ctin1])
cust.declareOslot(oslot=0, innernode_name=ctin2, inode_oslot_name='main')
builder.build()
def test_merge_build1(self):
"""
Test Merge Node build
"""
builder = StaticBuilder(scope='Main')
i1 = builder.addInput([[1]])
in1 = builder.addInner([[3]], node_class=NormalTriLNode)
in2 = builder.addInner([[3]], node_class=NormalTriLNode)
builder.addDirectedLink(i1, in1, islot=0)
builder.addDirectedLink(i1, in2, islot=0)
m1 = builder.addMergeNode([in1, in2],
merge_class=MergeNormals)
builder.build()
m1 = builder.nodes[m1]
self.assertIn('loc', m1._oslot_to_otensor)
self.assertIn('main', m1._oslot_to_otensor)
self.assertIn('cov', m1._oslot_to_otensor)
def test_build_outputs(self):
"""
Test commit
"""
print("Test 8: Building outputs")
builder = StaticBuilder("MyModel")
i1 = builder.addInput(10)
cust = builder.createCustomNode(inputs=i1,
num_outputs=1,
name="Custom")
ctin = cust.addTransformInner(3, main_inputs=[0])
cust.declareOslot(0, ctin, 'main')
builder.build()
X = tf.placeholder(tf.float64, [None, 10])
cust.build_outputs(imain0=X)
def test_merge_build2(self):
"""
Test Merge Node build
"""
builder = StaticBuilder(scope='Main')
i1 = builder.addInput([[3]], iclass=NormalInputNode, name='N1')
i2 = builder.addInput([[3]], iclass=NormalInputNode, name='N2')
m1 = builder.addMergeNode(node_list=[i1, i2],
merge_class=MergeNormals)
builder.build()
sess = tf.Session(graph=tf.get_default_graph())
sess.run(tf.global_variables_initializer())
s3 = builder.eval_node_oslot(sess, m1,
oslot='cov')
print("merge output", s3)
print("merge output shape", s3.shape)
def test_BuildModel1(self):
"""
Test building the simplest stochastic model possible.
"""
print("\nTest 1: Building a Model with a Stochastic Node")
builder = StaticBuilder(scope="BasicNormal")
i1 = builder.addInput(10)
in1 = builder.addTransformInner(3,
main_inputs=i1,
node_class=NormalTriLNode)
builder.build()
inn, enc = builder.nodes[i1], builder.nodes[in1]
self.assertEqual(inn._oslot_to_otensor['main'].shape.as_list()[-1],
enc._islot_to_itensor[0]['main'].shape.as_list()[-1],
"The input tensors have not been assigned correctly")
print("enc._oslot_to_otensor", enc._oslot_to_otensor)
print("enc._islot_to_itensor", enc._islot_to_itensor)
def test_add_encoder1(self):
"""
Test build
"""
tf.reset_default_graph()
builder = StaticBuilder("MyModel")
cust = builder.createCustomNode(1, 1, name="Custom")
cust_in1 = cust.addInner(3)
cust_in2 = cust.addInner(4)
cust.addDirectedLink(cust_in1, cust_in2)
cust.commit()
in1 = builder.addInput(10)
o1 = builder.addOutput()
builder.addDirectedLink(in1, cust)
builder.addDirectedLink(cust, o1)
builder.build()
def test_BuildModel5(self):
"""
Try to break it, the algorithm... !! Guess not mdrfkr.
"""
print("\nTest 2: Building a Model with 2 inputs")
builder = StaticBuilder("BreakIt")
in1 = builder.addInput(10)
in2 = builder.addInput(20)
enc1 = builder.addTransformInner(3,
main_inputs=[in1, in2],
node_class=NormalTriLNode)
enc2 = builder.addTransformInner(5, main_inputs=enc1)
builder.build()
enc1, enc2 = builder.nodes[enc1], builder.nodes[enc2]
print("enc1._islot_to_itensor", enc1._islot_to_itensor)
print("enc1._oslot_to_otensor", enc1._oslot_to_otensor)
print("enc2._islot_to_itensor", enc2._islot_to_itensor)
print("enc2._oslot_to_otensor", enc2._oslot_to_otensor)
def test_BuildModel3(self):
"""
Try to break it, the algorithm... !! Guess not mdrfkr.
"""
print("\nTest 7: Building a more complicated Model")
builder = StaticBuilder("BreakIt")
in1 = builder.addInput(10)
in2 = builder.addInput(20)
enc1 = builder.addInner(3)
enc2 = builder.addInner(5, num_islots=2)
out1 = builder.addOutput()
out2 = builder.addOutput()
builder.addDirectedLink(in1, enc1)
builder.addDirectedLink(in2, enc2, islot=0)
builder.addDirectedLink(enc1, enc2, islot=1)
builder.addDirectedLink(enc1, out1)
builder.addDirectedLink(enc2, out2)
builder.build()
def test_CallDeterministic(self):
"""
Test Calling a DeterministicNode
"""
print("\nTest 0: Calling a Deterministic Node")
builder = StaticBuilder(scope="Basic")
in_name = builder.addInput(10)
enc_name = builder.addInner(3)
builder.addDirectedLink(in_name, enc_name, islot=0)
self.assertEqual(
builder.num_nodes, 2, "The number of nodes has not been "
"assigned correctly")
builder.build()
X = tf.placeholder(tf.float32, [1, 10], 'X')
enc = builder.nodes[enc_name]
Y = enc((X))
print('Y', Y)
self.assertEqual(Y.shape[-1], 3, "")
def test_build_outputs1(self):
"""
Test build
"""
print("Test 9: Building outputs")
builder = StaticBuilder("MyModel")
i1 = builder.addInput(10)
i2 = builder.addInput(5)
cust = builder.createCustomNode(inputs=[i1,i2],
num_outputs=1,
name="Custom")
ctin1 = cust.addTransformInner(3, [0])
ctin2 = cust.addTransformInner(3, [0, ctin1, 1])
cust.declareOslot(oslot=0, innernode_name=ctin2, inode_oslot_name='main')
builder.build()
X = tf.placeholder(tf.float64, [None, 10])
Y = tf.placeholder(tf.float64, [None, 5])
cust.build_outputs(imain0=X, imain1=Y)
def test_init1(self):
"""
Test adding basic InputNode
"""
print("Test 1: Simple build")
builder = StaticBuilder(scope='Build')
in1_name = builder.addInput(state_size=10, iclass=NormalInputNode)
in1 = builder.input_nodes[in1_name]
print('Node keys in builder:', list(builder.input_nodes.keys()))
self.assertEqual(in1.label, 0,
"The label has not been assigned correctly")
self.assertEqual(
builder.num_nodes, 1, "The number of nodes has not been "
"assigned correctly")
self.assertEqual(
in1.num_declared_outputs, 0, "The number of outputs of "
"the InputNode has not been assigned correctly")
self.assertEqual(
in1.num_declared_inputs, 0, "The number of outputs of "
"the InputNode has not been assigned correctly")
builder.build()
print('in1._oslot_to_otensor', in1._oslot_to_otensor)