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Add unit tests for ExtensionsManager and ExtensionBase.
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RyanJDick committed Jul 19, 2024
1 parent 0c56d4a commit 83a86ab
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3 changes: 3 additions & 0 deletions invokeai/backend/stable_diffusion/extensions_manager.py
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Expand Up @@ -18,6 +18,7 @@ class ExtensionsManager:
def __init__(self, is_canceled: Optional[Callable[[], bool]] = None):
self._is_canceled = is_canceled

# A list of extensions in the order that they were added to the ExtensionsManager.
self._extensions: List[ExtensionBase] = []
self._ordered_callbacks: Dict[ExtensionCallbackType, List[CallbackFunctionWithMetadata]] = {}

Expand All @@ -38,6 +39,8 @@ def _regenerate_ordered_callbacks(self):

# Sort each callback list.
for callback_type, callbacks in self._ordered_callbacks.items():
# Note that sorted() is stable, so if two callbacks have the same order, the order that they extensions were
# added will be preserved.
self._ordered_callbacks[callback_type] = sorted(callbacks, key=lambda x: x.metadata.order)

def run_callback(self, callback_type: ExtensionCallbackType, ctx: DenoiseContext):
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46 changes: 46 additions & 0 deletions tests/backend/stable_diffusion/extensions/test_base.py
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@@ -0,0 +1,46 @@
from unittest import mock

from invokeai.backend.stable_diffusion.denoise_context import DenoiseContext
from invokeai.backend.stable_diffusion.extension_callback_type import ExtensionCallbackType
from invokeai.backend.stable_diffusion.extensions.base import ExtensionBase, callback


class MockExtension(ExtensionBase):
"""A mock ExtensionBase subclass for testing purposes."""

def __init__(self, x: int):
super().__init__()
self._x = x

@callback(ExtensionCallbackType.PRE_DENOISE_LOOP)
def set_step_index(self, ctx: DenoiseContext):
ctx.step_index = self._x


def test_extension_base_callback_registration():
"""Test that a callback can be successfully registered with an extension."""
val = 5
mock_extension = MockExtension(val)

mock_ctx = mock.MagicMock()

callbacks = mock_extension.get_callbacks()
pre_denoise_loop_cbs = callbacks.get(ExtensionCallbackType.PRE_DENOISE_LOOP, [])
assert len(pre_denoise_loop_cbs) == 1

# Call the mock callback.
pre_denoise_loop_cbs[0].function(mock_ctx)

# Confirm that the callback ran.
assert mock_ctx.step_index == val


def test_extension_base_empty_callback_type():
"""Test that an empty list is returned when no callbacks are registered for a given callback type."""
mock_extension = MockExtension(5)

# There should be no callbacks registered for POST_DENOISE_LOOP.
callbacks = mock_extension.get_callbacks()

post_denoise_loop_cbs = callbacks.get(ExtensionCallbackType.POST_DENOISE_LOOP, [])
assert len(post_denoise_loop_cbs) == 0
112 changes: 112 additions & 0 deletions tests/backend/stable_diffusion/test_extension_manager.py
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@@ -0,0 +1,112 @@
from unittest import mock

import pytest

from invokeai.backend.stable_diffusion.denoise_context import DenoiseContext
from invokeai.backend.stable_diffusion.extension_callback_type import ExtensionCallbackType
from invokeai.backend.stable_diffusion.extensions.base import ExtensionBase, callback
from invokeai.backend.stable_diffusion.extensions_manager import ExtensionsManager


class MockExtension(ExtensionBase):
"""A mock ExtensionBase subclass for testing purposes."""

def __init__(self, x: int):
super().__init__()
self._x = x

# Note that order is not specified. It should default to 0.
@callback(ExtensionCallbackType.PRE_DENOISE_LOOP)
def set_step_index(self, ctx: DenoiseContext):
ctx.step_index = self._x


class MockExtensionLate(ExtensionBase):
"""A mock ExtensionBase subclass with a high order value on its PRE_DENOISE_LOOP callback."""

def __init__(self, x: int):
super().__init__()
self._x = x

@callback(ExtensionCallbackType.PRE_DENOISE_LOOP, order=1000)
def set_step_index(self, ctx: DenoiseContext):
ctx.step_index = self._x


def test_extension_manager_run_callback():
"""Test that run_callback runs all callbacks for the given callback type."""

em = ExtensionsManager()
mock_extension_1 = MockExtension(1)
em.add_extension(mock_extension_1)

mock_ctx = mock.MagicMock()
em.run_callback(ExtensionCallbackType.PRE_DENOISE_LOOP, mock_ctx)

assert mock_ctx.step_index == 1


def test_extension_manager_run_callback_no_callbacks():
"""Test that run_callback does not raise an error when there are no callbacks for the given callback type."""
em = ExtensionsManager()
mock_ctx = mock.MagicMock()
em.run_callback(ExtensionCallbackType.PRE_DENOISE_LOOP, mock_ctx)


@pytest.mark.parametrize(
["extension_1", "extension_2"],
# Regardless of initialization order, we expect MockExtensionLate to run last.
[(MockExtension(1), MockExtensionLate(2)), (MockExtensionLate(2), MockExtension(1))],
)
def test_extension_manager_order_callbacks(extension_1: ExtensionBase, extension_2: ExtensionBase):
"""Test that run_callback runs callbacks in the correct order."""
em = ExtensionsManager()
em.add_extension(extension_1)
em.add_extension(extension_2)

mock_ctx = mock.MagicMock()
em.run_callback(ExtensionCallbackType.PRE_DENOISE_LOOP, mock_ctx)

assert mock_ctx.step_index == 2


class MockExtensionStableSort(ExtensionBase):
"""A mock extension with three PRE_DENOISE_LOOP callbacks, each with a different order value."""

@callback(ExtensionCallbackType.PRE_DENOISE_LOOP, order=-1000)
def early(self, ctx: DenoiseContext):
pass

@callback(ExtensionCallbackType.PRE_DENOISE_LOOP)
def middle(self, ctx: DenoiseContext):
pass

@callback(ExtensionCallbackType.PRE_DENOISE_LOOP, order=1000)
def late(self, ctx: DenoiseContext):
pass


def test_extension_manager_stable_sort():
"""Test that when two callbacks have the same 'order' value, they are sorted based on the order they were added to
the ExtensionsManager."""

em = ExtensionsManager()

mock_extension_1 = MockExtensionStableSort()
mock_extension_2 = MockExtensionStableSort()

em.add_extension(mock_extension_1)
em.add_extension(mock_extension_2)

expected_order = [
mock_extension_1.early,
mock_extension_2.early,
mock_extension_1.middle,
mock_extension_2.middle,
mock_extension_1.late,
mock_extension_2.late,
]

# It's not ideal that we are accessing a private attribute here, but this was the most direct way to assert the
# desired behaviour.
assert [cb.function for cb in em._ordered_callbacks[ExtensionCallbackType.PRE_DENOISE_LOOP]] == expected_order

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