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tests: add object serializer tests
These test both object serializer and its forward cache implementation.
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tests/test_object_serializer_ephemeral_disk.py
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148
tests/test_object_serializer_ephemeral_disk.py
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from dataclasses import dataclass
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from pathlib import Path
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import pytest
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import torch
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from invokeai.app.services.object_serializer.object_serializer_common import ObjectNotFoundError
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from invokeai.app.services.object_serializer.object_serializer_ephemeral_disk import ObjectSerializerEphemeralDisk
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from invokeai.app.services.object_serializer.object_serializer_forward_cache import ObjectSerializerForwardCache
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@dataclass
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class MockDataclass:
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foo: str
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@pytest.fixture
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def obj_serializer(tmp_path: Path):
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return ObjectSerializerEphemeralDisk[MockDataclass](tmp_path)
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@pytest.fixture
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def fwd_cache(tmp_path: Path):
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return ObjectSerializerForwardCache(ObjectSerializerEphemeralDisk[MockDataclass](tmp_path), max_cache_size=2)
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def test_obj_serializer_ephemeral_disk_initializes(tmp_path: Path):
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obj_serializer = ObjectSerializerEphemeralDisk[MockDataclass](tmp_path)
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assert obj_serializer._output_dir == tmp_path
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def test_obj_serializer_ephemeral_disk_saves(obj_serializer: ObjectSerializerEphemeralDisk[MockDataclass]):
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obj_1 = MockDataclass(foo="bar")
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obj_1_name = obj_serializer.save(obj_1)
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assert Path(obj_serializer._output_dir, obj_1_name).exists()
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obj_2 = MockDataclass(foo="baz")
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obj_2_name = obj_serializer.save(obj_2)
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assert Path(obj_serializer._output_dir, obj_2_name).exists()
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def test_obj_serializer_ephemeral_disk_loads(obj_serializer: ObjectSerializerEphemeralDisk[MockDataclass]):
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obj_1 = MockDataclass(foo="bar")
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obj_1_name = obj_serializer.save(obj_1)
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assert obj_serializer.load(obj_1_name).foo == "bar"
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obj_2 = MockDataclass(foo="baz")
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obj_2_name = obj_serializer.save(obj_2)
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assert obj_serializer.load(obj_2_name).foo == "baz"
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with pytest.raises(ObjectNotFoundError):
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obj_serializer.load("nonexistent_object_name")
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def test_obj_serializer_ephemeral_disk_deletes(obj_serializer: ObjectSerializerEphemeralDisk[MockDataclass]):
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obj_1 = MockDataclass(foo="bar")
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obj_1_name = obj_serializer.save(obj_1)
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obj_2 = MockDataclass(foo="bar")
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obj_2_name = obj_serializer.save(obj_2)
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obj_serializer.delete(obj_1_name)
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assert not Path(obj_serializer._output_dir, obj_1_name).exists()
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assert Path(obj_serializer._output_dir, obj_2_name).exists()
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def test_obj_serializer_ephemeral_disk_deletes_all(obj_serializer: ObjectSerializerEphemeralDisk[MockDataclass]):
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obj_1 = MockDataclass(foo="bar")
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obj_1_name = obj_serializer.save(obj_1)
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obj_2 = MockDataclass(foo="bar")
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obj_2_name = obj_serializer.save(obj_2)
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delete_all_result = obj_serializer._delete_all()
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assert not Path(obj_serializer._output_dir, obj_1_name).exists()
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assert not Path(obj_serializer._output_dir, obj_2_name).exists()
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assert delete_all_result.deleted_count == 2
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def test_obj_serializer_ephemeral_disk_different_types(tmp_path: Path):
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obj_serializer = ObjectSerializerEphemeralDisk[MockDataclass](tmp_path)
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obj_1 = MockDataclass(foo="bar")
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obj_1_name = obj_serializer.save(obj_1)
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obj_1_loaded = obj_serializer.load(obj_1_name)
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assert isinstance(obj_1_loaded, MockDataclass)
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assert obj_1_loaded.foo == "bar"
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assert obj_1_name.startswith("MockDataclass_")
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obj_serializer = ObjectSerializerEphemeralDisk[int](tmp_path)
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obj_2_name = obj_serializer.save(9001)
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assert obj_serializer.load(obj_2_name) == 9001
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assert obj_2_name.startswith("int_")
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obj_serializer = ObjectSerializerEphemeralDisk[str](tmp_path)
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obj_3_name = obj_serializer.save("foo")
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assert obj_serializer.load(obj_3_name) == "foo"
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assert obj_3_name.startswith("str_")
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obj_serializer = ObjectSerializerEphemeralDisk[torch.Tensor](tmp_path)
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obj_4_name = obj_serializer.save(torch.tensor([1, 2, 3]))
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obj_4_loaded = obj_serializer.load(obj_4_name)
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assert isinstance(obj_4_loaded, torch.Tensor)
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assert torch.equal(obj_4_loaded, torch.tensor([1, 2, 3]))
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assert obj_4_name.startswith("Tensor_")
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def test_obj_serializer_fwd_cache_initializes(obj_serializer: ObjectSerializerEphemeralDisk[MockDataclass]):
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fwd_cache = ObjectSerializerForwardCache(obj_serializer)
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assert fwd_cache._underlying_storage == obj_serializer
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def test_obj_serializer_fwd_cache_saves_and_loads(fwd_cache: ObjectSerializerForwardCache[MockDataclass]):
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obj = MockDataclass(foo="bar")
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obj_name = fwd_cache.save(obj)
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obj_loaded = fwd_cache.load(obj_name)
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obj_underlying = fwd_cache._underlying_storage.load(obj_name)
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assert obj_loaded == obj_underlying
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assert obj_loaded.foo == "bar"
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def test_obj_serializer_fwd_cache_respects_cache_size(fwd_cache: ObjectSerializerForwardCache[MockDataclass]):
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obj_1 = MockDataclass(foo="bar")
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obj_1_name = fwd_cache.save(obj_1)
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obj_2 = MockDataclass(foo="baz")
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obj_2_name = fwd_cache.save(obj_2)
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obj_3 = MockDataclass(foo="qux")
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obj_3_name = fwd_cache.save(obj_3)
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assert obj_1_name not in fwd_cache._cache
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assert obj_2_name in fwd_cache._cache
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assert obj_3_name in fwd_cache._cache
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# apparently qsize is "not reliable"?
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assert fwd_cache._cache_ids.qsize() == 2
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def test_obj_serializer_fwd_cache_calls_delete_callback(fwd_cache: ObjectSerializerForwardCache[MockDataclass]):
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called_name = None
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obj_1 = MockDataclass(foo="bar")
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def on_deleted(name: str):
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nonlocal called_name
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called_name = name
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fwd_cache.on_deleted(on_deleted)
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obj_1_name = fwd_cache.save(obj_1)
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fwd_cache.delete(obj_1_name)
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assert called_name == obj_1_name
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