def test_scope(self):
with HyperSpace().as_default():
id1 = Identity()
id2 = Identity(name='named_id')
id3 = Identity()
id4 = Identity(name='named_id_2')
assert id1.name == 'Module_Identity_1'
assert id1.id == 'Module_Identity_1'
assert id2.name == 'named_id'
assert id2.id == 'ID_named_id'
assert id3.name == 'Module_Identity_2'
assert id3.id == 'Module_Identity_2'
assert id4.name == 'named_id_2'
assert id4.id == 'ID_named_id_2'
hp1 = Int(0, 100)
hp2 = Real(0, 10.0)
hp3 = Choice([1, 2, 3, 4])
assert hp1.name == 'Param_Int_1'
assert hp1.id == 'Param_Int_1'
assert hp2.name == 'Param_Real_1'
assert hp2.id == 'Param_Real_1'
assert hp3.name == 'Param_Choice_1'
assert hp3.id == 'Param_Choice_1'
def test_basic_ops(self):
with HyperSpace().as_default() as space:
id1 = HyperInput()
id2 = HyperInput()
id3 = Identity()
id3([id1, id2])
id4 = Identity()
id4(id3)
id5 = Identity()
id5(id3)
graph_inputs = space.get_inputs()
id3_inputs = space.get_inputs(id3)
id4_inputs = space.get_inputs(id4)
assert graph_inputs == [id1, id2]
assert id3_inputs == [id1, id2]
assert id4_inputs == [id3]
graph_outputs = space.get_outputs()
id1_outputs = space.get_outputs(id1)
id3_outputs = space.get_outputs(id3)
assert graph_outputs == [id4, id5]
assert id1_outputs == [id3]
assert id3_outputs == [id4, id5]
space.disconnect(id3, id5)
id3_outputs = space.get_outputs(id3)
assert id3_outputs == [id4]
assert len(space.modules) == 5
assert len(space.edges) == 3
def test_traverse_subgraph(self):
space = HyperSpace()
with space.as_default():
id1 = Identity()
id2 = Identity()
id3 = Identity()([id1, id2])
id31 = Identity()(id3)
id32 = Identity()(id31)
id4 = Identity()(id32)
id5 = Identity()(id32)
id11 = Identity()
id31(id11)
id_isolated = Identity()
start = space.get_sub_graph_inputs(id4)
assert start == [id1, id2, id11]
id_list = []
def get_id(m):
id_list.append(m.id)
return True
space.traverse(get_id, direction='forward', start_modules=start)
assert id_list == ['Module_Identity_1', 'Module_Identity_2', 'Module_Identity_8', 'Module_Identity_3',
'Module_Identity_4', 'Module_Identity_5', 'Module_Identity_6', 'Module_Identity_7']
start = space.get_sub_graph_outputs(id1)
assert start == [id4, id5]
id_list = []
space.traverse(get_id, direction='backward', start_modules=start)
assert id_list == ['Module_Identity_6', 'Module_Identity_7', 'Module_Identity_5', 'Module_Identity_4',
'Module_Identity_3', 'Module_Identity_8', 'Module_Identity_1', 'Module_Identity_2']
def get_space():
space = HyperSpace()
with space.as_default():
p1 = Int(1, 100)
p2 = Choice(['a', 'b', 'c'])
p3 = Bool()
p4 = Real(0.0, 1.0)
id1 = Identity(p1=p1)
id2 = Identity(p2=p2)(id1)
id3 = Identity(p3=p3)(id2)
id4 = Identity(p4=p4)(id3)
return space
def get_space():
space = HyperSpace()
with space.as_default():
id1 = Identity(p1=Choice(['a', 'b']),
p2=Int(1, 100),
p3=Real(0, 1.0))
return space
def get_space_with_dynamic(self):
space = HyperSpace()
with space.as_default():
input1 = HyperInput()
input2 = HyperInput()
id1 = Identity(p1=Choice([1, 2]), p2=Int(1, 100))
id2 = Identity(p3=Real(0, 1))
id3 = Identity(p4=Dynamic(lambda p5: p5 * 3, p5=Choice([2, 4, 8])))
def new_module(m):
dm1 = Identity(dp1=Choice(['a', 'b']))
return dm1, dm1
id4 = ConnectionSpace(dynamic_fn=new_module, p6=Choice(['f', 'g']))
id5 = Identity()
id6 = Identity()
id7 = Identity()
id1([input1, id7])
id2([input1, input2])
id3([input2, id1, id2])
id4([input1, id2])
id5(input2)
id6(id3)
id7([id4, id5])
return space
def func_space(func):
space = HyperSpace()
with space.as_default():
params = {
name: copy.copy(v)
for name, v in zip(func.__code__.co_varnames, func.__defaults__)
if isinstance(v, ParameterSpace)
}
for _, v in params.items():
v.attach_to_space(space, v.name)
input = HyperInput()
id1 = Identity(**params)(input)
space.set_outputs([id1])
return space
def get_space(self):
space = HyperSpace()
with space.as_default():
input1 = HyperInput()
input2 = HyperInput()
id1 = Identity(p1=Choice([1, 2]), p2=Int(1, 100))
id2 = Identity(p3=Real(0, 1))
id3 = Identity(p4=Dynamic(lambda p5: p5 * 3, p5=Choice([2, 4, 8])))
id4 = Identity()
id5 = Identity()
id6 = Identity()
id7 = Identity()
id1([input1, id7])
id2([input1, input2])
id3([input2, id1, id2])
id4([input1, id2])
id5(input2)
id6(id3)
id7([id4, id5])
return space
def get_space():
space = HyperSpace()
with space.as_default():
id1 = Identity(p1=Int(0, 10), p2=Choice(['a', 'b']))
id2 = Identity(p3=Real(0., 1.), p4=Bool())(id1)
return space
def new_module(m):
dm1 = Identity(dp1=Choice(['a', 'b']))
return dm1, dm1
def test_get_subnet_inputs(self):
space = HyperSpace()
with space.as_default():
id1 = Identity()
id2 = Identity()(id1)
assert space.get_sub_graph_inputs(id2) == [id1]
space = HyperSpace()
with space.as_default():
id1 = Identity()
id2 = Identity()
id3 = Identity()([id1, id2])
assert space.get_sub_graph_inputs(id3) == [id1, id2]
space = HyperSpace()
with space.as_default():
id1 = Identity()
id2 = Identity()(id1)
id3 = Identity()(id1)
assert space.get_sub_graph_inputs(id3) == [id1]
space = HyperSpace()
with space.as_default():
id1 = Identity()
id2 = Identity()(id1)
id3 = Identity()(id2)
assert space.get_sub_graph_inputs(id3) == [id1]
space = HyperSpace()
with space.as_default():
id1 = Identity()
id2 = Identity()(id1)
id3 = Identity()(id2)
id4 = Identity()(id3)
assert space.get_sub_graph_inputs(id3) == [id1]
assert space.get_sub_graph_inputs(id4) == [id1]
space = HyperSpace()
with space.as_default():
id1 = Identity()
id2 = Identity()(id1)
id3 = Identity()
id4 = Identity()([id2, id3])
assert space.get_sub_graph_inputs(id4) == [id1, id3]
space = HyperSpace()
with space.as_default():
id1 = Identity()
id2 = Identity()
id3 = Identity()([id1, id2])
id4 = Identity()(id3)
id5 = Identity()(id3)
assert space.get_sub_graph_inputs(id3) == [id1, id2]
assert space.get_sub_graph_inputs(id4) == [id1, id2]
assert space.get_sub_graph_inputs(id5) == [id1, id2]
assert space.get_sub_graph_inputs(id1) == [id1, id2]
assert space.get_sub_graph_inputs(id2) == [id1, id2]
space = HyperSpace()
with space.as_default():
id1 = Identity()
id2 = Identity()
id3 = Identity()([id1, id2])
id31 = Identity()(id3)
id32 = Identity()(id31)
id4 = Identity()(id32)
id5 = Identity()(id32)
assert space.get_sub_graph_inputs(id3) == [id1, id2]
assert space.get_sub_graph_inputs(id4) == [id1, id2]
assert space.get_sub_graph_inputs(id5) == [id1, id2]
assert space.get_sub_graph_inputs(id1) == [id1, id2]
assert space.get_sub_graph_inputs(id2) == [id1, id2]
space = HyperSpace()
with space.as_default():
id1 = Identity()
id2 = Identity()
id3 = Identity()([id1, id2])
id31 = Identity()(id3)
id32 = Identity()(id31)
id4 = Identity()(id32)
id5 = Identity()(id32)
id11 = Identity()
id31(id11)
assert space.get_sub_graph_inputs(id3) == [id1, id2, id11]
assert space.get_sub_graph_inputs(id4) == [id1, id2, id11]
assert space.get_sub_graph_inputs(id5) == [id1, id2, id11]
assert space.get_sub_graph_inputs(id1) == [id1, id2, id11]
assert space.get_sub_graph_inputs(id2) == [id1, id2, id11]