def test_plain_input_output(self):
op_proto = framework_pb2.OpProto()
op_proto.type = "test"
ipt = op_proto.inputs.add()
ipt.name = "X"
ipt.comment = "not matter"
ipt = op_proto.inputs.add()
ipt.name = "Y"
ipt.comment = "not matter"
opt = op_proto.outputs.add()
opt.name = "Z"
opt.comment = "not matter"
op_proto.comment = "not matter"
self.assertTrue(op_proto.IsInitialized())
method = op.OpDescCreationMethod(op_proto)
output = method(X="a", Y="b", Z="c")
expected = framework_pb2.OpDesc()
expected.type = "test"
ipt_0 = expected.inputs.add()
ipt_0.parameter = "X"
ipt_0.arguments.extend(["a"])
ipt_1 = expected.inputs.add()
ipt_1.parameter = 'Y'
ipt_1.arguments.extend(['b'])
opt = expected.outputs.add()
opt.parameter = "Z"
opt.arguments.extend(["c"])
self.assertEqual(expected, output)
def test_all(self):
op_proto = framework_pb2.OpProto()
ipt0 = op_proto.inputs.add()
ipt0.name = "a"
ipt0.comment = "the input of cosine op"
ipt1 = op_proto.inputs.add()
ipt1.name = "b"
ipt1.comment = "the other input of cosine op"
opt = op_proto.outputs.add()
opt.name = "output"
opt.comment = "the output of cosine op"
op_proto.comment = "cosine op, output = scale*cos(a, b)"
attr = op_proto.attrs.add()
attr.name = "scale"
attr.comment = "scale of cosine op"
attr.type = framework_pb2.FLOAT
op_proto.type = "cos"
self.assertTrue(op_proto.IsInitialized())
def test_multiple_input_plain_output(self):
op_proto = framework_pb2.OpProto()
op_proto.type = "fc"
ipt = op_proto.inputs.add()
ipt.name = "X"
ipt.comment = ""
ipt.duplicable = True
ipt = op_proto.inputs.add()
ipt.name = "W"
ipt.comment = ""
ipt.duplicable = True
ipt = op_proto.inputs.add()
ipt.name = "b"
ipt.comment = ""
out = op_proto.outputs.add()
out.name = "Y"
out.comment = ""
op_proto.comment = ""
self.assertTrue(op_proto.IsInitialized())
method = op.OpDescCreationMethod(op_proto)
generated1 = method(X="x", W="w", b="b", Y="y")
expected1 = framework_pb2.OpDesc()
tmp = expected1.inputs.add()
tmp.parameter = "X"
tmp.arguments.extend(['x'])
tmp = expected1.inputs.add()
tmp.parameter = 'W'
tmp.arguments.extend(['w'])
tmp = expected1.inputs.add()
tmp.parameter = 'b'
tmp.arguments.extend(['b'])
tmp = expected1.outputs.add()
tmp.parameter = 'Y'
tmp.arguments.extend(['y'])
expected1.type = 'fc'
self.assertEqual(expected1, generated1)
generated2 = method(X=['x1', 'x2', 'x3'],
b='b',
W=['w1', 'w2', 'w3'],
Y='y')
expected2 = framework_pb2.OpDesc()
tmp = expected2.inputs.add()
tmp.parameter = "X"
tmp.arguments.extend(['x1', 'x2', 'x3'])
tmp = expected2.inputs.add()
tmp.parameter = 'W'
tmp.arguments.extend(['w1', 'w2', 'w3'])
tmp = expected2.inputs.add()
tmp.parameter = 'b'
tmp.arguments.extend(['b'])
tmp = expected2.outputs.add()
tmp.parameter = 'Y'
tmp.arguments.extend(['y'])
expected2.type = 'fc'
self.assertEqual(expected2, generated2)
def test_attrs(self):
op_proto = framework_pb2.OpProto()
op_proto.type = "test"
ipt = op_proto.inputs.add()
ipt.name = 'X'
ipt.comment = ""
def __add_attr__(name, type):
attr = op_proto.attrs.add()
attr.name = name
attr.comment = ""
attr.type = type
__add_attr__("int_attr", framework_pb2.INT)
__add_attr__("float_attr", framework_pb2.FLOAT)
__add_attr__("string_attr", framework_pb2.STRING)
__add_attr__("ints_attr", framework_pb2.INTS)
__add_attr__("floats_attr", framework_pb2.FLOATS)
__add_attr__("strings_attr", framework_pb2.STRINGS)
op_proto.comment = ""
self.assertTrue(op_proto.IsInitialized())
method = op.OpDescCreationMethod(op_proto)
generated = method(X="a",
int_attr=10,
float_attr=3.2,
string_attr="test_str",
ints_attr=[0, 1, 2, 3, 4],
floats_attr=[0.2, 3.2, 4.5],
strings_attr=["a", "b", "c"])
expected = framework_pb2.OpDesc()
expected.type = "test"
ipt = expected.inputs.add()
ipt.parameter = "X"
ipt.arguments.extend(['a'])
attr = expected.attrs.add()
attr.name = "int_attr"
attr.type = framework_pb2.INT
attr.i = 10
attr = expected.attrs.add()
attr.name = "float_attr"
attr.type = framework_pb2.FLOAT
attr.f = 3.2
attr = expected.attrs.add()
attr.name = "string_attr"
attr.type = framework_pb2.STRING
attr.s = "test_str"
attr = expected.attrs.add()
attr.name = "ints_attr"
attr.type = framework_pb2.INTS
attr.ints.extend([0, 1, 2, 3, 4])
attr = expected.attrs.add()
attr.name = 'floats_attr'
attr.type = framework_pb2.FLOATS
attr.floats.extend([0.2, 3.2, 4.5])
attr = expected.attrs.add()
attr.name = 'strings_attr'
attr.type = framework_pb2.STRINGS
attr.strings.extend(['a', 'b', 'c'])
self.assertEqual(expected, generated)