Commit Graph

1353 Commits

Author SHA1 Message Date
psychedelicious
a8cd3dfc99 refactor(mm): add models table (schema WIP), rename "original_hash" -> "hash" 2024-03-05 23:50:19 +11:00
psychedelicious
0cce582f2f tidy(mm): remove current_hash 2024-03-05 23:50:19 +11:00
psychedelicious
bd4fd9693d tidy(mm): rename ckpt "last_modified" -> "converted_at"
Clarify what this timestamp means
2024-03-05 23:50:19 +11:00
psychedelicious
9b40c28144 tidy(mm): rename ckpy "config" -> "config_path" 2024-03-05 23:50:19 +11:00
psychedelicious
16a5d718bf fix(mm): add config field to ckpt vaes 2024-03-05 23:50:19 +11:00
psychedelicious
76cbc745e1 refactor(mm): add CheckpointConfigBase for all ckpt models 2024-03-05 23:50:19 +11:00
psychedelicious
0a614943f6 fix(mm): fix broken get_model_discriminator_value 2024-03-05 23:50:19 +11:00
psychedelicious
e426096d32 fix(mm): misc typing fixes for model loaders 2024-03-05 23:50:19 +11:00
psychedelicious
c561cd751f fix(mm): use correct import path for ConfigMixin, ModelMixin 2024-03-05 23:50:19 +11:00
psychedelicious
af9298f0ef tidy(mm): tidy class names in config.py 2024-03-05 23:50:19 +11:00
psychedelicious
5b74117836 fix(mm): use generic for model loader registry
This preserves the typing for classes using the decorator
2024-03-05 23:50:19 +11:00
psychedelicious
38474c9797 fix(mm): use correct import path for ModelMixin 2024-03-05 23:50:19 +11:00
psychedelicious
b880a31039 refactor(mm): remove ztsnr_training field on _MainConfig
This is used to determine the CFG Rescale Multiplier setting. We'll handle this in the UI as a default setting.
2024-03-05 23:50:19 +11:00
psychedelicious
dd31bc4586 refactor(mm): remove vae field on _MainConfig
We will handle default VAE selection in the UI.
2024-03-05 23:50:19 +11:00
psychedelicious
316573df2d feat(mm): use callable discriminator for AnyModelConfig union 2024-03-05 23:50:19 +11:00
Mary Hipp Rogers
8b34f5298c
Default model settings (#5850)
* UI in MM to create trigger phrases

* add scheduler and vaePrecision to config

* UI for configuring default settings for models'

* hook MM default model settings up to API

* add button to set default settings in parameters

* pull out trigger phrases

* back-end for default settings

* lint

* remove log;
gi

* ruff

* ruff format

---------

Co-authored-by: Mary Hipp <maryhipp@Marys-MacBook-Air.local>
2024-03-04 09:39:03 -05:00
psychedelicious
554d175792 feat(mm): improved model hash class
- Use memory view for hashlib algorithms (closer to python 3.11's filehash API in hashlib)
- Remove `sha1_fast` (realized it doesn't even hash the whole file, it just does the first block)
- Add support for custom file filters
- Update docstrings
- Update tests
2024-03-03 14:32:14 +11:00
psychedelicious
86982f3059 feat(mm): make ModelHash instantiatable, taking an algorithm as arg 2024-03-03 14:32:14 +11:00
psychedelicious
ec8ed530a7 feat(mm): modularize ModelHash to facilitate testing 2024-03-03 14:32:14 +11:00
psychedelicious
982076d7d7 feat(mm): add hashing algos to ModelHash
- Some algos are slow, so it is now just called ModelHash
- Added all hashlib algos, plus BLAKE3 and the fast (but incorrect) SHA1 algo
2024-03-03 14:32:14 +11:00
psychedelicious
2e4672f931 feat(mm): make hash.py a script for testing 2024-03-03 14:32:14 +11:00
psychedelicious
908e915a71 feat(mm): use blake3 for hashing 2024-03-03 14:32:14 +11:00
Lincoln Stein
a72056e0df make model key assignment deterministic
- When installing, model keys are now calculated from the model contents.
- .safetensors, .ckpt and other single file models are hashed with sha1
- The contents of diffusers directories are hashed using imohash (faster)

fixup yaml->sql db migration script to assign deterministic key

- this commit also detects and assigns the correct image encoder for
  ip adapter models.
2024-03-03 14:32:14 +11:00
Ryan Dick
cc45007dc4 Remove unused code for attention map saving. 2024-03-02 08:25:41 -05:00
Ryan Dick
73bec56c59 Delete unused functions from shared_invokeai_diffusion.py. 2024-03-02 08:25:41 -05:00
Ryan Dick
6935830f99 Remove unused constructor declared with typo in name: __int__. 2024-03-01 15:12:03 -05:00
Ryan Dick
7651eeea8d Merge sequential conditioning and cac conditioning logic to eliminate a bunch of duplication. 2024-03-01 15:12:03 -05:00
Ryan Dick
204e7d383b Remove outdated comments related to T2I-Adapters and ControlNets. 2024-03-01 15:12:03 -05:00
Ryan Dick
9bc4e7a593 Remove use of **kwargs in do_unet_step(...), where full parameter list is known and supported. 2024-03-01 15:12:03 -05:00
Ryan Dick
ad96857e0f Fix avoid storing extra conditioning info in two places. 2024-03-01 15:12:03 -05:00
Lincoln Stein
0832e1818e Fix problem of all installed models being assigned "<NOKEY>"
- Also fix redundant scanning of models directory at startup.
2024-02-29 22:31:05 -05:00
psychedelicious
dd9daf8efb chore: ruff 2024-03-01 10:42:33 +11:00
psychedelicious
0305e90287 chore: ruff 2024-03-01 10:42:33 +11:00
blessedcoolant
ae34bcfbc0 fix: Assertion issue with SDXL Compel 2024-03-01 10:42:33 +11:00
Brandon Rising
e7afae0159 Switch absolute path to as_posix in _walk_directory 2024-03-01 10:42:33 +11:00
Brandon Rising
f16e64084b Ruff checks 2024-03-01 10:42:33 +11:00
Brandon Rising
8992d89817 Fix directory called on _walk_directory 2024-03-01 10:42:33 +11:00
Brandon Rising
0fc2f90824 Switch ModelSearch from os.walk to os.scandir 2024-03-01 10:42:33 +11:00
Lincoln Stein
94e3857110 handle change to Civitai metadata schema for commercial usage 2024-03-01 10:42:33 +11:00
psychedelicious
7d2e840590 tidy: remove some traces of ONNX 2024-03-01 10:42:33 +11:00
psychedelicious
10d36b4045 tidy(mm): remove ONNX from AnyModelConfig 2024-03-01 10:42:33 +11:00
psychedelicious
c80c0f0fb9 fix(mm): fix ModelCacheBase method name 2024-03-01 10:42:33 +11:00
psychedelicious
37d66488c5 chore: ruff 2024-03-01 10:42:33 +11:00
Lincoln Stein
371e3cc260 recover gracefuly from GPU out of memory errors (next version) 2024-03-01 10:42:33 +11:00
Lincoln Stein
d22738723d clear out VRAM when an OOM occurs 2024-03-01 10:42:33 +11:00
Brandon Rising
c778ab8db4 Allow passing in key on register 2024-03-01 10:42:33 +11:00
psychedelicious
239ecfaf79 fix(nodes): make fields on ModelConfigBase required
The setup of `ModelConfigBase` means autogenerated types have critical fields flagged as nullable (like `key` and `base`). Need to manually flag them as required.
2024-03-01 10:42:33 +11:00
Lincoln Stein
cc41e8912c several small model install enhancements
- Support extended HF repoid syntax in TUI. This allows
  installation of subfolders and safetensors files, as in
  `XpucT/Deliberate::Deliberate_v5.safetensors`

- Add `error` and `error_traceback` properties to the install
  job objects.

- Rename the `heuristic_import` route to `heuristic_install`.

- Fix the example `config` input in the `heuristic_install` route.
2024-03-01 10:42:33 +11:00
Lincoln Stein
5bb3aeaccd remove startup dependency on legacy models.yaml file 2024-03-01 10:42:33 +11:00
dunkeroni
06cc57d82a feat(nodes): added gradient mask node 2024-03-01 10:42:33 +11:00
Lincoln Stein
af2117dc0c remove errant def that was crashing invokeai-configure 2024-03-01 10:42:33 +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
5d612ec095 Tidy names and locations of modules
- Rename old "model_management" directory to "model_management_OLD" in order to catch
  dangling references to original model manager.
- Caught and fixed most dangling references (still checking)
- Rename lora, textual_inversion and model_patcher modules
- Introduce a RawModel base class to simplfy the Union returned by the
  model loaders.
- Tidy up the model manager 2-related tests. Add useful fixtures, and
  a finalizer to the queue and installer fixtures that will stop the
  services and release threads.
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
Brandon Rising
262cbaacdd References to context.services.model_manager.store.get_model can only accept keys, remove invalid assertion 2024-03-01 10:42:33 +11:00
Brandon Rising
35e8a33dfd Remove references to model_records service, change submodel property on ModelInfo to submodel_type to support new params in model manager 2024-03-01 10:42:33 +11:00
Lincoln Stein
b0835db47d improve swagger documentation 2024-03-01 10:42:33 +11:00
Lincoln Stein
3e330d7d9d fix a number of typechecking errors 2024-03-01 10:42:33 +11:00
Lincoln Stein
ff6e94f828 add route for model conversion from safetensors to diffusers
- Begin to add SwaggerUI documentation for AnyModelConfig and other
  discriminated Unions.
2024-03-01 10:42:33 +11:00
Lincoln Stein
a2cc4047f9 add a JIT download_and_cache() call to the model installer 2024-03-01 10:42:33 +11:00
Lincoln Stein
4027e845d4 add back the heuristic_import() method and extend repo_ids to arbitrary file paths 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
7956602b19 consolidate model manager parts into a single class 2024-03-01 10:42:33 +11:00
Lincoln Stein
8db01ab1b3 probe for required encoder for IPAdapters and add to config 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
Lincoln Stein
010c4eae65 add concept of repo variant 2024-03-01 10:42:33 +11:00
psychedelicious
0f8af643d1 chore(backend): rename ModelInfo -> LoadedModelInfo
We have two different classes named `ModelInfo` which might need to be used by API consumers. We need to export both but have to deal with this naming collision.

The `ModelInfo` I've renamed here is the one that is returned when a model is loaded. It's the object least likely to be used by API consumers.
2024-03-01 10:42:33 +11:00
psychedelicious
e5d8921cf2 feat(nodes): extract LATENT_SCALE_FACTOR to constants.py 2024-03-01 10:42:33 +11:00
psychedelicious
05fb485d33 feat(nodes): move ConditioningFieldData to conditioning_data.py 2024-03-01 10:42:33 +11:00
blessedcoolant
ff9bd040cc possible fix: Seamless not working with Custom VAE's 2024-02-14 16:13:11 -05:00
Kent Keirsey
17d5f7bebd Critical Space Removal 2024-02-14 16:13:11 -05:00
Kent Keirsey
30dae0f5aa adding back skipped layer 2024-02-14 16:13:11 -05:00
psychedelicious
3339ad4df8 feat(nodes): seamless.py minor cleanup 2024-02-13 13:34:48 +11:00
Kent Keirsey
c3b2a8cb27 Quick Seamless Fixes 2024-02-13 13:34:48 +11:00
blessedcoolant
e82c21b5ba chore: rename DWPose to DW Openpose 2024-02-12 11:12:45 -05:00
blessedcoolant
f8e566d62a cleanup: unused util functions 2024-02-12 11:12:45 -05:00
blessedcoolant
f588b95c7f cleanup: remove unused code from the DWPose implementation 2024-02-12 11:12:45 -05:00
blessedcoolant
7d80261d47 chore: Add code attribution for the DWPoseDetector 2024-02-12 11:12:45 -05:00
blessedcoolant
67cbfeb33d feat: Add output image resizing for DWPose 2024-02-12 11:12:45 -05:00
blessedcoolant
675c73c94f fix: ruff lint errors 2024-02-12 11:12:45 -05:00
blessedcoolant
0a27b0379f feat: Initial implementation of DWPoseDetector 2024-02-12 11:12:45 -05:00
psychedelicious
c5f069a255 feat(backend): remove dependency on basicsr
`basicsr` has a hard dependency on torchvision <= 0.16 and is unmaintained. Extract the code we need from it and remove the dep.

Closes #5108
2024-02-11 08:34:54 +11:00
Lincoln Stein
8e500283b6
Fix broken import in checkpoint_convert (#5635)
* Fix broken import in checkpoint_convert

* simplify the fix

---------

Co-authored-by: Lincoln Stein <lstein@gmail.com>
2024-02-04 12:56:51 +00:00
Lincoln Stein
f2777f5096
Port the command-line tools to use model_manager2 (#5546)
* Port the command-line tools to use model_manager2

1.Reimplement the following:

  - invokeai-model-install
  - invokeai-merge
  - invokeai-ti

  To avoid breaking the original modeal manager, the udpated tools
  have been renamed invokeai-model-install2 and invokeai-merge2. The
  textual inversion training script should continue to work with
  existing installations. The "starter" models now live in
  `invokeai/configs/INITIAL_MODELS2.yaml`.

  When the full model manager 2 is in place and working, I'll rename
  these files and commands.

2. Add the `merge` route to the web API. This will merge two or three models,
   resulting a new one.

   - Note that because the model installer selectively installs the `fp16` variant
     of models (rather than both 16- and 32-bit versions as previous),
     the diffusers merge script will choke on any huggingface diffuserse models
     that were downloaded with the new installer. Previously-downloaded models
     should continue to merge correctly. I have a PR
     upstream https://github.com/huggingface/diffusers/pull/6670 to fix
     this.

3. (more important!)
  During implementation of the CLI tools, found and fixed a number of small
  runtime bugs in the model_manager2 implementation:

  - During model database migration, if a registered models file was
    not found on disk, the migration would be aborted. Now the
    offending model is skipped with a log warning.

  - Caught and fixed a condition in which the installer would download the
    entire diffusers repo when the user provided a single `.safetensors`
    file URL.

  - Caught and fixed a condition in which the installer would raise an
    exception and stop the app when a request for an unknown model's metadata
    was passed to Civitai. Now an error is logged and the installer continues.

  - Replaced the LoWRA starter LoRA with FlatColor. The former has been removed
    from Civitai.

* fix ruff issue

---------

Co-authored-by: Lincoln Stein <lstein@gmail.com>
2024-02-02 17:18:47 +00:00
Brandon
72db2ee352
Merge branch 'main' into sdxl-convert-safetensors 2024-02-02 10:10:49 -05:00
Wubbbi
1057314508 Fix ruff? 2024-02-01 20:40:28 -05:00
Wubbbi
73a077956b Why did my IDE change the comment? 2024-02-01 20:40:28 -05:00
Wubbbi
5e1e50bd47 Fix hopefully last import 2024-02-01 20:40:28 -05:00
Wubbbi
413fe566b8 Fix imports 2024-02-01 20:40:28 -05:00
Wubbbi
c9b5f06c42 Update diffusers + hotfix 2024-02-01 20:40:28 -05:00
Brandon
06bcc07f65
Merge branch 'main' into sdxl-convert-safetensors 2024-01-31 17:00:19 -05:00
Brandon Rising
a0996b1c0a Fix ruff styling 2024-01-31 07:16:14 -06:00