Commit Graph

22 Commits

Author SHA1 Message Date
Lincoln Stein
3e0fb45dd7
Load single-file checkpoints directly without conversion (#6510)
* use model_class.load_singlefile() instead of converting; works, but performance is poor

* adjust the convert api - not right just yet

* working, needs sql migrator update

* rename migration_11 before conflict merge with main

* Update invokeai/backend/model_manager/load/model_loaders/stable_diffusion.py

Co-authored-by: Ryan Dick <ryanjdick3@gmail.com>

* Update invokeai/backend/model_manager/load/model_loaders/stable_diffusion.py

Co-authored-by: Ryan Dick <ryanjdick3@gmail.com>

* implement lightweight version-by-version config migration

* simplified config schema migration code

* associate sdxl config with sdxl VAEs

* remove use of original_config_file in load_single_file()

---------

Co-authored-by: Lincoln Stein <lstein@gmail.com>
Co-authored-by: Ryan Dick <ryanjdick3@gmail.com>
2024-06-27 17:31:28 -04:00
Lincoln Stein
a26667d3ca make download and convert cache keys safe for filename length 2024-04-28 12:24:36 -04:00
Lincoln Stein
d72f272f16 Address change requests in first round of PR reviews.
Pending:

- Move model install calls into model manager and create passthrus in invocation_context.
- Consider splitting load_model_from_url() into a call to get the path and a call to load the path.
2024-04-24 23:53:30 -04:00
Lincoln Stein
470a39935c fix merge conflicts with main 2024-04-15 09:24:57 -04:00
Lincoln Stein
e93f4d632d
[util] Add generic torch device class (#6174)
* introduce new abstraction layer for GPU devices

* add unit test for device abstraction

* fix ruff

* convert TorchDeviceSelect into a stateless class

* move logic to select context-specific execution device into context API

* add mock hardware environments to pytest

* remove dangling mocker fixture

* fix unit test for running on non-CUDA systems

* remove unimplemented get_execution_device() call

* remove autocast precision

* Multiple changes:

1. Remove TorchDeviceSelect.get_execution_device(), as well as calls to
   context.models.get_execution_device().
2. Rename TorchDeviceSelect to TorchDevice
3. Added back the legacy public API defined in `invocation_api`, including
   choose_precision().
4. Added a config file migration script to accommodate removal of precision=autocast.

* add deprecation warnings to choose_torch_device() and choose_precision()

* fix test crash

* remove app_config argument from choose_torch_device() and choose_torch_dtype()

---------

Co-authored-by: Lincoln Stein <lstein@gmail.com>
2024-04-15 13:12:49 +00:00
Lincoln Stein
3a26c7bb9e fix merge conflicts 2024-04-12 00:58:11 -04:00
Lincoln Stein
df5ebdbc4f add invocation_context.load_ckpt_from_url() method 2024-04-12 00:55:21 -04:00
psychedelicious
9ab6655491 feat(backend): clean up choose_precision
- Allow user-defined precision on MPS.
- Use more explicit logic to handle all possible cases.
- Add comments.
- Remove the app_config args (they were effectively unused, just get the config using the singleton getter util)
2024-04-07 09:41:05 -04:00
Lincoln Stein
3d6d89feb4
[mm] Do not write diffuser model to disk when convert_cache set to zero (#6072)
* pass model config to _load_model

* make conversion work again

* do not write diffusers to disk when convert_cache set to 0

* adding same model to cache twice is a no-op, not an assertion error

* fix issues identified by psychedelicious during pr review

* following conversion, avoid redundant read of cached submodels

* fix error introduced while merging

---------

Co-authored-by: Lincoln Stein <lstein@gmail.com>
2024-03-29 16:11:08 -04:00
psychedelicious
e426096d32 fix(mm): misc typing fixes for model loaders 2024-03-05 23:50:19 +11:00
psychedelicious
5a3195f757 final tidying before marking PR as ready for review
- Replace AnyModelLoader with ModelLoaderRegistry
- Fix type check errors in multiple files
- Remove apparently unneeded `get_model_config_enum()` method from model manager
- Remove last vestiges of old model manager
- Updated tests and documentation

resolve conflict with seamless.py
2024-03-01 10:42:33 +11:00
Lincoln Stein
996eb96b4e Fix issues identified during PR review by RyanjDick and brandonrising
- ModelMetadataStoreService is now injected into ModelRecordStoreService
  (these two services are really joined at the hip, and should someday be merged)
- ModelRecordStoreService is now injected into ModelManagerService
- Reduced timeout value for the various installer and download wait*() methods
- Introduced a Mock modelmanager for testing
- Removed bare print() statement with _logger in the install helper backend.
- Removed unused code from model loader init file
- Made `locker` a private variable in the `LoadedModel` object.
- Fixed up model merge frontend (will be deprecated anyway!)
2024-03-01 10:42:33 +11:00
Brandon Rising
88d6de4101 Raise InvalidModelConfigException when unable to detect load class in ModelLoader 2024-03-01 10:42:33 +11:00
Brandon Rising
4c6e34b216 Update _get_hf_load_class to support clipvision models 2024-03-01 10:42:33 +11:00
Lincoln Stein
a23dedd2ee make model manager v2 ready for PR review
- Replace legacy model manager service with the v2 manager.

- Update invocations to use new load interface.

- Fixed many but not all type checking errors in the invocations. Most
  were unrelated to model manager

- Updated routes. All the new routes live under the route tag
  `model_manager_v2`. To avoid confusion with the old routes,
  they have the URL prefix `/api/v2/models`. The old routes
  have been de-registered.

- Added a pytest for the loader.

- Updated documentation in contributing/MODEL_MANAGER.md
2024-03-01 10:42:33 +11:00
Lincoln Stein
db340bc253 fix invokeai_configure script to work with new mm; rename CLIs 2024-03-01 10:42:33 +11:00
Lincoln Stein
78ef946e01 BREAKING CHANGES: invocations now require model key, not base/type/name
- Implement new model loader and modify invocations and embeddings

- Finish implementation loaders for all models currently supported by
  InvokeAI.

- Move lora, textual_inversion, and model patching support into
  backend/embeddings.

- Restore support for model cache statistics collection (a little ugly,
  needs work).

- Fixed up invocations that load and patch models.

- Move seamless and silencewarnings utils into better location
2024-03-01 10:42:33 +11:00
Lincoln Stein
5745ce9c7d Multiple refinements on loaders:
- Cache stat collection enabled.
- Implemented ONNX loading.
- Add ability to specify the repo version variant in installer CLI.
- If caller asks for a repo version that doesn't exist, will fall back
  to empty version rather than raising an error.
2024-03-01 10:42:33 +11:00
Lincoln Stein
0d3addc69b added textual inversion and lora loaders 2024-03-01 10:42:33 +11:00
Lincoln Stein
67eb715093 loaders for main, controlnet, ip-adapter, clipvision and t2i 2024-03-01 10:42:33 +11:00
Lincoln Stein
8ba5360269 model loading and conversion implemented for vaes 2024-03-01 10:42:33 +11:00
Lincoln Stein
b8e875bb73 add ram cache module and support files 2024-03-01 10:42:33 +11:00