InvokeAI/tests/test_model_manager.py

Ignoring revisions in .git-blame-ignore-revs. Click here to bypass and see the normal blame view.

48 lines
2.1 KiB
Python
Raw Normal View History

from pathlib import Path
import pytest
feat: refactor services folder/module structure Refactor services folder/module structure. **Motivation** While working on our services I've repeatedly encountered circular imports and a general lack of clarity regarding where to put things. The structure introduced goes a long way towards resolving those issues, setting us up for a clean structure going forward. **Services** Services are now in their own folder with a few files: - `services/{service_name}/__init__.py`: init as needed, mostly empty now - `services/{service_name}/{service_name}_base.py`: the base class for the service - `services/{service_name}/{service_name}_{impl_type}.py`: the default concrete implementation of the service - typically one of `sqlite`, `default`, or `memory` - `services/{service_name}/{service_name}_common.py`: any common items - models, exceptions, utilities, etc Though it's a bit verbose to have the service name both as the folder name and the prefix for files, I found it is _extremely_ confusing to have all of the base classes just be named `base.py`. So, at the cost of some verbosity when importing things, I've included the service name in the filename. There are some minor logic changes. For example, in `InvocationProcessor`, instead of assigning the model manager service to a variable to be used later in the file, the service is used directly via the `Invoker`. **Shared** Things that are used across disparate services are in `services/shared/`: - `default_graphs.py`: previously in `services/` - `graphs.py`: previously in `services/` - `paginatation`: generic pagination models used in a few services - `sqlite`: the `SqliteDatabase` class, other sqlite-specific things
2023-09-24 08:11:07 +00:00
from invokeai.app.services.config.config_default import InvokeAIAppConfig
2023-08-18 14:57:18 +00:00
from invokeai.backend import BaseModelType, ModelManager, ModelType, SubModelType
BASIC_MODEL_NAME = ("SDXL base", BaseModelType.StableDiffusionXL, ModelType.Main)
VAE_OVERRIDE_MODEL_NAME = ("SDXL with VAE", BaseModelType.StableDiffusionXL, ModelType.Main)
2023-08-09 14:52:29 +00:00
VAE_NULL_OVERRIDE_MODEL_NAME = ("SDXL with empty VAE", BaseModelType.StableDiffusionXL, ModelType.Main)
@pytest.fixture
def model_manager(datadir) -> ModelManager:
InvokeAIAppConfig.get_config(root=datadir)
return ModelManager(datadir / "configs" / "relative_sub.models.yaml")
def test_get_model_names(model_manager: ModelManager):
names = model_manager.model_names()
assert names[:2] == [BASIC_MODEL_NAME, VAE_OVERRIDE_MODEL_NAME]
def test_get_model_path_for_diffusers(model_manager: ModelManager, datadir: Path):
model_config = model_manager._get_model_config(BASIC_MODEL_NAME[1], BASIC_MODEL_NAME[0], BASIC_MODEL_NAME[2])
top_model_path, is_override = model_manager._get_model_path(model_config)
expected_model_path = datadir / "models" / "sdxl" / "main" / "SDXL base 1_0"
assert top_model_path == expected_model_path
assert not is_override
def test_get_model_path_for_overridden_vae(model_manager: ModelManager, datadir: Path):
model_config = model_manager._get_model_config(
VAE_OVERRIDE_MODEL_NAME[1], VAE_OVERRIDE_MODEL_NAME[0], VAE_OVERRIDE_MODEL_NAME[2]
)
vae_model_path, is_override = model_manager._get_model_path(model_config, SubModelType.Vae)
expected_vae_path = datadir / "models" / "sdxl" / "vae" / "sdxl-vae-fp16-fix"
assert vae_model_path == expected_vae_path
assert is_override
2023-08-09 14:52:29 +00:00
def test_get_model_path_for_null_overridden_vae(model_manager: ModelManager, datadir: Path):
model_config = model_manager._get_model_config(
VAE_NULL_OVERRIDE_MODEL_NAME[1], VAE_NULL_OVERRIDE_MODEL_NAME[0], VAE_NULL_OVERRIDE_MODEL_NAME[2]
)
vae_model_path, is_override = model_manager._get_model_path(model_config, SubModelType.Vae)
assert not is_override