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import os
import unittest
from unittest import mock
from willow.image import Image
from willow.optimizers.base import OptimizerBase
from willow.registry import (
UnavailableOperationError,
UnrecognisedOperationError,
UnroutableOperationError,
WillowRegistry,
)
class RegistryTestCase(unittest.TestCase):
def setUp(self):
self.registry = WillowRegistry()
class TestImage(Image):
pass
class AnotherTestImage(Image):
pass
class UnregisteredTestImage(Image):
pass
self.TestImage = TestImage
self.AnotherTestImage = AnotherTestImage
self.UnregisteredTestImage = UnregisteredTestImage
self.registry._registered_image_classes = {TestImage, AnotherTestImage}
class TestRegisterOperation(RegistryTestCase):
def test_register_operation(self):
def test_operation(image):
pass
self.registry.register_operation(self.TestImage, "test", test_operation)
self.assertEqual(
test_operation, self.registry._registered_operations[self.TestImage]["test"]
)
@unittest.expectedFailure
def test_register_operation_against_unregistered_image_class(self):
def test_operation(image):
pass
self.registry.register_operation(
self.UnregisteredTestImage, "test", test_operation
)
# Shouldn't register anything
self.assertNotIn(
self.UnregisteredTestImage, self.registry._registered_operations
)
class TestRegisterConverter(RegistryTestCase):
def test_register_converter(self):
def test_converter(image):
pass
self.registry.register_converter(
self.TestImage, self.AnotherTestImage, test_converter
)
self.assertEqual(
test_converter,
self.registry._registered_converters[self.TestImage, self.AnotherTestImage],
)
@unittest.expectedFailure
def test_register_converter_from_unregistered_image_class(self):
def test_converter(image):
pass
self.registry.register_converter(
self.TestImage, self.UnregisteredTestImage, test_converter
)
self.assertNotIn(
(self.TestImage, self.UnregisteredTestImage),
self.registry._registered_converters,
)
@unittest.expectedFailure
def test_register_converter_to_unregistered_image_class(self):
def test_converter(image):
pass
self.registry.register_converter(
self.UnregisteredTestImage, self.AnotherTestImage, test_converter
)
self.assertNotIn(
(self.UnregisteredTestImage, self.AnotherTestImage),
self.registry._registered_converters,
)
class TestRegisterImageClass(RegistryTestCase):
def test_register_image_class(self):
class NewTestImage(Image):
pass
self.registry.register_image_class(NewTestImage)
self.assertIn(NewTestImage, self.registry._registered_image_classes)
def test_register_image_class_with_operation(self):
class NewTestImage(Image):
@Image.operation
def operation(self):
pass
self.registry.register_image_class(NewTestImage)
self.assertEqual(
NewTestImage.operation,
self.registry._registered_operations[NewTestImage]["operation"],
)
def test_register_image_class_with_multiple_operations(self):
class NewTestImage(Image):
@Image.operation
def operation(self):
pass
@Image.operation
def another_operation(self):
pass
self.registry.register_image_class(NewTestImage)
self.assertEqual(
NewTestImage.operation,
self.registry._registered_operations[NewTestImage]["operation"],
)
self.assertEqual(
NewTestImage.another_operation,
self.registry._registered_operations[NewTestImage]["another_operation"],
)
def test_register_image_class_with_converter_from(self):
class NewTestImage(Image):
@Image.converter_from(self.TestImage)
def converter(self):
pass
self.registry.register_image_class(NewTestImage)
self.assertEqual(
NewTestImage.converter,
self.registry._registered_converters[self.TestImage, NewTestImage],
)
def test_register_image_class_with_converter_from_multiple(self):
class NewTestImage(Image):
@Image.converter_from([self.TestImage, self.AnotherTestImage])
def converter(self):
pass
self.registry.register_image_class(NewTestImage)
self.assertEqual(
NewTestImage.converter,
self.registry._registered_converters[self.TestImage, NewTestImage],
)
self.assertEqual(
NewTestImage.converter,
self.registry._registered_converters[self.AnotherTestImage, NewTestImage],
)
def test_register_image_class_with_converter_from_multiple_lines(self):
class NewTestImage(Image):
@Image.converter_from(self.TestImage)
@Image.converter_from(self.AnotherTestImage)
def converter(self):
pass
self.registry.register_image_class(NewTestImage)
self.assertEqual(
NewTestImage.converter,
self.registry._registered_converters[self.TestImage, NewTestImage],
)
self.assertEqual(
NewTestImage.converter,
self.registry._registered_converters[self.AnotherTestImage, NewTestImage],
)
def test_register_image_class_with_converter_to(self):
class NewTestImage(Image):
@Image.converter_to(self.TestImage)
def converter(self):
pass
self.registry.register_image_class(NewTestImage)
self.assertEqual(
NewTestImage.converter,
self.registry._registered_converters[NewTestImage, self.TestImage],
)
class TestGetOperation(RegistryTestCase):
def test_get_operation(self):
def test_operation(image):
pass
self.registry._registered_operations[self.TestImage]["test"] = test_operation
self.assertEqual(
test_operation, self.registry.get_operation(self.TestImage, "test")
)
def test_get_operation_nonexistant(self):
with self.assertRaises(LookupError):
self.registry.get_operation(self.TestImage, "test")
class TestGetConverter(RegistryTestCase):
def test_get_converter(self):
def test_converter(image):
pass
self.registry._registered_converters[self.TestImage, self.AnotherTestImage] = (
test_converter
)
self.assertEqual(
test_converter,
self.registry.get_converter(self.TestImage, self.AnotherTestImage),
)
def test_get_converter_nonexistant(self):
with self.assertRaises(LookupError):
self.registry.get_converter(self.TestImage, self.AnotherTestImage)
class TestGetConvertersFrom(RegistryTestCase):
def test_get_converters_from(self):
def test_converter(image):
return image
def test_converter_2(image):
return image
def test_converter_3(image):
return image
self.registry._registered_converters[self.TestImage, self.AnotherTestImage] = (
test_converter
)
self.registry._registered_converters[
self.TestImage, self.UnregisteredTestImage
] = test_converter_2
self.registry._registered_converters[self.AnotherTestImage, self.TestImage] = (
test_converter_3
)
result = list(self.registry.get_converters_from(self.TestImage))
self.assertIn((test_converter, self.AnotherTestImage), result)
self.assertIn((test_converter_2, self.UnregisteredTestImage), result)
self.assertNotIn((test_converter_3, self.TestImage), result)
self.assertNotIn((test_converter_3, self.AnotherTestImage), result)
class PathfindingTestCase(RegistryTestCase):
def setUp(self):
super().setUp()
self.ImageA = type("ImageA", (Image,), {})
self.ImageB = type("ImageB", (Image,), {})
self.ImageC = type("ImageC", (Image,), {})
self.ImageD = type("ImageD", (Image,), {})
self.ImageE = type("ImageE", (Image,), {})
# In real life, these would be functions. But as we're not calling them
# we'll just use strings instead as it's easier to see what's going on.
self.conv_a_to_b = "a_to_b"
self.conv_b_to_a = "b_to_a"
self.conv_a_to_c = "a_to_c"
self.conv_c_to_a = "c_to_a"
self.conv_b_to_d = "b_to_d"
self.conv_d_to_b = "d_to_b"
self.conv_c_to_d = "c_to_d"
self.conv_d_to_c = "d_to_c"
self.conv_d_to_e = "d_to_e"
self.conv_e_to_d = "e_to_d"
self.registry._registered_image_classes = {
self.ImageA,
self.ImageB,
self.ImageC,
self.ImageD,
self.ImageE,
}
self.registry._registered_converters = {
(self.ImageA, self.ImageB): self.conv_a_to_b,
(self.ImageB, self.ImageA): self.conv_b_to_a,
(self.ImageA, self.ImageC): self.conv_a_to_c,
(self.ImageC, self.ImageA): self.conv_c_to_a,
(self.ImageB, self.ImageD): self.conv_b_to_d,
(self.ImageD, self.ImageB): self.conv_d_to_b,
(self.ImageC, self.ImageD): self.conv_c_to_d,
(self.ImageD, self.ImageC): self.conv_d_to_c,
(self.ImageD, self.ImageE): self.conv_d_to_e,
(self.ImageE, self.ImageD): self.conv_e_to_d,
}
class TestFindAllPaths(PathfindingTestCase):
def test_find_all_paths_a_to_e(self):
result = self.registry.find_all_paths(self.ImageA, self.ImageE)
self.assertEqual(len(result), 2)
self.assertIn(
[
(self.conv_a_to_b, self.ImageB),
(self.conv_b_to_d, self.ImageD),
(self.conv_d_to_e, self.ImageE),
],
result,
)
self.assertIn(
[
(self.conv_a_to_c, self.ImageC),
(self.conv_c_to_d, self.ImageD),
(self.conv_d_to_e, self.ImageE),
],
result,
)
def test_find_all_paths_e_to_b(self):
result = self.registry.find_all_paths(self.ImageE, self.ImageB)
self.assertEqual(len(result), 2)
self.assertIn(
[
(self.conv_e_to_d, self.ImageD),
(self.conv_d_to_b, self.ImageB),
],
result,
)
self.assertIn(
[
(self.conv_e_to_d, self.ImageD),
(self.conv_d_to_c, self.ImageC),
(self.conv_c_to_a, self.ImageA),
(self.conv_a_to_b, self.ImageB),
],
result,
)
class TestFindShortestPath(PathfindingTestCase):
def test_find_shortest_path(self):
path, cost = self.registry.find_shortest_path(self.ImageE, self.ImageB)
self.assertEqual(
path,
[
(self.conv_e_to_d, self.ImageD),
(self.conv_d_to_b, self.ImageB),
],
)
self.assertEqual(cost, 200)
def test_find_shortest_path_with_cost(self):
# Make conversion between d -> b very expensive so it takes the long way around
self.registry._registered_converter_costs = {
(self.ImageD, self.ImageB): 1000,
}
path, cost = self.registry.find_shortest_path(self.ImageE, self.ImageB)
self.assertEqual(
path,
[
(self.conv_e_to_d, self.ImageD),
(self.conv_d_to_c, self.ImageC),
(self.conv_c_to_a, self.ImageA),
(self.conv_a_to_b, self.ImageB),
],
)
self.assertEqual(cost, 400)
class TestFindOperation(PathfindingTestCase):
def setUp(self):
super().setUp()
# Unreachable image class
self.ImageF = type("ImageF", (Image,), {})
self.registry._registered_image_classes.add(self.ImageF)
# Add some operations
self.b_foo = "b_foo"
self.e_foo = "e_foo"
self.f_unreachable = "f_unreachable"
self.registry._registered_operations = {
self.ImageB: {
"foo": self.b_foo,
},
self.ImageE: {
"foo": self.e_foo,
},
self.ImageF: {
"unreachable": self.f_unreachable,
},
}
def test_find_operation_foo_from_a(self):
func, image_class, path, cost = self.registry.find_operation(self.ImageA, "foo")
self.assertEqual(func, self.b_foo)
self.assertEqual(image_class, self.ImageB)
self.assertEqual(path, [(self.conv_a_to_b, self.ImageB)])
self.assertEqual(cost, 100)
def test_find_operation_foo_from_a_avoids_unavailable(self):
# Make ImageB unavailable so it uses ImageE instead
self.registry._unavailable_image_classes[self.ImageB] = ImportError(
"missing image library"
)
func, image_class, path, cost = self.registry.find_operation(self.ImageA, "foo")
self.assertEqual(func, self.e_foo)
self.assertEqual(image_class, self.ImageE)
self.assertEqual(
path,
[
(self.conv_a_to_c, self.ImageC),
(self.conv_c_to_d, self.ImageD),
(self.conv_d_to_e, self.ImageE),
],
)
self.assertEqual(cost, 300)
def test_find_operation_foo_from_b(self):
func, image_class, path, cost = self.registry.find_operation(self.ImageB, "foo")
self.assertEqual(func, self.b_foo)
self.assertEqual(image_class, self.ImageB)
self.assertEqual(path, [])
self.assertEqual(cost, 0)
def test_find_operation_unknown_from_a(self):
with self.assertRaises(UnrecognisedOperationError) as e:
func, image_class, path, cost = self.registry.find_operation(
self.ImageA, "unknown"
)
self.assertEqual(
e.exception.args,
("Could not find image class with the 'unknown' operation",),
)
def test_find_operation_foo_from_a_all_unavailable(self):
# Make ImageB and ImageE unavailable so an error is raised
self.registry._unavailable_image_classes[self.ImageB] = ImportError(
"missing image library"
)
self.registry._unavailable_image_classes[self.ImageE] = ImportError(
"another missing image library"
)
with self.assertRaises(UnavailableOperationError) as e:
func, image_class, path, cost = self.registry.find_operation(
self.ImageA, "foo"
)
self.assertIn(
"The operation 'foo' is available in the following image classes but they all raised errors:",
str(e.exception),
)
self.assertIn("ImageB: missing image library", str(e.exception))
self.assertIn("ImageE: another missing image library", str(e.exception))
def test_find_operation_unreachable_from_a(self):
with self.assertRaises(UnroutableOperationError) as e:
func, image_class, path, cost = self.registry.find_operation(
self.ImageA, "unreachable"
)
self.assertEqual(
e.exception.args,
(
"The operation 'unreachable' is available in the image class 'ImageF' but it can't be converted to from 'ImageA'",
),
)
class TestRegisterOptimizer(RegistryTestCase):
class DummyOptimizer(OptimizerBase):
library_name = "dummy"
@classmethod
def check_library(cls) -> bool:
return True
class UnusedOptimizer(OptimizerBase):
library_name = "unused"
@classmethod
def check_library(cls) -> bool:
return True
def test_register_optimizer_with_no_configuration(self):
self.registry.register_optimizer(self.DummyOptimizer)
self.assertNotIn(self.DummyOptimizer, self.registry._registered_optimizers)
def test_register_optimizer_with_willow_optimizers_set_to_a_falsey_value(self):
with mock.patch.dict(os.environ, {"WILLOW_OPTIMIZERS": ""}):
self.registry.register_optimizer(self.DummyOptimizer)
self.assertNotIn(self.DummyOptimizer, self.registry._registered_optimizers)
with mock.patch.dict(os.environ, {"WILLOW_OPTIMIZERS": "false"}):
self.registry.register_optimizer(self.DummyOptimizer)
self.assertNotIn(self.DummyOptimizer, self.registry._registered_optimizers)
@mock.patch.dict(os.environ, {"WILLOW_OPTIMIZERS": "true"})
def test_register_optimizer_with_optimizers_enabled(self):
self.registry.register_optimizer(self.DummyOptimizer)
self.assertIn(self.DummyOptimizer, self.registry._registered_optimizers)
@mock.patch.dict(os.environ, {"WILLOW_OPTIMIZERS": "true"})
def test_register_optimizer_without_library(self):
class OptimizerWithBadLibrary(OptimizerBase):
@classmethod
def check_library(cls) -> bool:
return False
self.registry.register_optimizer(OptimizerWithBadLibrary)
self.assertNotIn(OptimizerWithBadLibrary, self.registry._registered_optimizers)
@mock.patch.dict(os.environ, {"WILLOW_OPTIMIZERS": "dummy"})
def test_register_optimizer_with_specific_willow_optimizers_set(self):
self.registry.register_optimizer(self.DummyOptimizer)
self.registry.register_optimizer(self.UnusedOptimizer)
self.assertIn(self.DummyOptimizer, self.registry._registered_optimizers)
self.assertNotIn(self.UnusedOptimizer, self.registry._registered_optimizers)
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