Commit Graph

86 Commits

Author SHA1 Message Date
Lincoln Stein
d41dcdfc46 move trigger_str registration into try block 2023-02-21 21:38:42 -05:00
Lincoln Stein
5e41811fb5 move trigger text munging to upper level per review 2023-02-21 17:04:42 -05:00
Lincoln Stein
91f7abb398 replace repeated triggers with <filename> 2023-02-20 22:33:13 -05:00
Lincoln Stein
1d9845557f reduced verbosity of embed loading messages 2023-02-20 15:18:55 -05:00
Lincoln Stein
0d22fd59ed restore ability of textual inversion manager to read .pt files
- Fixes longstanding bug in the token vector size code which caused
  .pt files to be assigned the wrong token vector length. These
  were then tossed out during directory scanning.
2023-02-20 14:34:14 -05:00
Lincoln Stein
172ce3dc25 correctly detect when an embedding is incompatible with the current model
- Fixed the test for token length; tested on several .pt and .bin files
- Also added a __main__ entrypoint for CLI.py, to make pdb debugging a bit
  more convenient.
2023-02-19 22:30:57 -05:00
Jonathan
d3c1b747ee
Fix behavior when encountering a bad embedding (#2721)
When encountering a bad embedding, InvokeAI was asking about reconfiguring models. This is because the embedding load error was never handled - it now is.
2023-02-19 14:04:59 +00:00
Lincoln Stein
2fa14200aa
Merge branch 'main' into api/add-trigger-string-retrieval 2023-02-16 22:12:39 -05:00
Kevin Turner
8a0d45ac5a
new OffloadingDevice loads one model at a time, on demand (#2596)
* new OffloadingDevice loads one model at a time, on demand

* fixup! new OffloadingDevice loads one model at a time, on demand

* fix(prompt_to_embeddings): call the text encoder directly instead of its forward method

allowing any associated hooks to run with it.

* more attempts to get things on the right device from the offloader

* more attempts to get things on the right device from the offloader

* make offloading methods an explicit part of the pipeline interface

* inlining some calls where device is only used once

* ensure model group is ready after pipeline.to is called

* fixup! Strategize slicing based on free [V]RAM (#2572)

* doc(offloading): docstrings for offloading.ModelGroup

* doc(offloading): docstrings for offloading-related pipeline methods

* refactor(offloading): s/SimpleModelGroup/FullyLoadedModelGroup

* refactor(offloading): s/HotSeatModelGroup/LazilyLoadedModelGroup

to frame it is the same terms as "FullyLoadedModelGroup"

---------

Co-authored-by: Damian Stewart <null@damianstewart.com>
2023-02-16 23:48:27 +00:00
Lincoln Stein
e29399e032 don't even try to load incompatible embeddings 2023-02-13 17:00:52 -05:00
Lincoln Stein
bc18a94d8c add ability to retrieve current list of embedding trigger strings
This PR adds a new attributer to ldm.generate, `embedding_trigger_strings`:

```
gen = Generate(...)
strings = gen.embedding_trigger_strings
strings = gen.embedding_trigger_strings()
```

The trigger strings will change when the model is updated to show only
those strings which are compatible with the current
model. Dynamically-downloaded triggers from the HF Concepts Library
will only show up after they are used for the first time. However, the
full list of concepts available for download can be retrieved
programatically like this:

```
from ldm.invoke.concepts_lib import HuggingFAceConceptsLibrary
concepts = HuggingFaceConceptsLibrary()
trigger_strings = concepts.list_concepts()
```
2023-02-13 14:11:36 -05:00
Lincoln Stein
00839d02ab
Merge branch 'main' into lstein-improve-ti-frontend 2023-01-24 11:53:03 -05:00
Kevin Turner
0d4e6cbff5
Merge branch 'main' into bugfix/embed-loading-messages 2023-01-23 00:12:33 -08:00
Kevin Turner
87f3da92e9
Merge branch 'main' into fix/sd2-padding-token 2023-01-21 13:11:02 -08:00
Damian Stewart
e94c8fa285 fix long prompt weighting bug in ckpt codepath 2023-01-21 12:08:21 +01:00
Kevin Turner
d35ec3398d fix: use pad_token for padding
Stable Diffusion does not use the eos_token for padding.
2023-01-20 19:25:20 -08:00
Lincoln Stein
a1c0818a08 ignore .DS_Store files when scanning Mac embeddings 2023-01-20 17:16:39 -05:00
Lincoln Stein
c3aa3d48a0 ignore .DS_Store files when scanning Mac embeddings 2023-01-20 17:13:32 -05:00
Lincoln Stein
195294e74f sort models alphabetically 2023-01-20 15:17:54 -05:00
Lincoln Stein
3c3d893b9d improve status reporting when loading local and remote embeddings
- During trigger token processing, emit better status messages indicating
  which triggers were found.
- Suppress message "<token> is not known to HuggingFace library, when
  token is in fact a local embed.
2023-01-19 15:43:52 -05:00
Lincoln Stein
7e8f364d8d do not use autocast for diffusers
- All tensors in diffusers code path are now set explicitly to
  float32 or float16, depending on the --precision flag.
- autocast is still used in the ckpt path, since it is being
  deprecated.
2023-01-16 19:32:06 -05:00
Kevin Turner
6fdbc1978d
use 🧨diffusers model (#1583)
* initial commit of DiffusionPipeline class

* spike: proof of concept using diffusers for txt2img

* doc: type hints for Generator

* refactor(model_cache): factor out load_ckpt

* model_cache: add ability to load a diffusers model pipeline

and update associated things in Generate & Generator to not instantly fail when that happens

* model_cache: fix model default image dimensions

* txt2img: support switching diffusers schedulers

* diffusers: let the scheduler do its scaling of the initial latents

Remove IPNDM scheduler; it is not behaving.

* web server: update image_progress callback for diffusers data

* diffusers: restore prompt weighting feature

* diffusers: fix set-sampler error following model switch

* diffusers: use InvokeAIDiffuserComponent for conditioning

* cross_attention_control: stub (no-op) implementations for diffusers

* model_cache: let offload_model work with DiffusionPipeline, sorta.

* models.yaml.example: add diffusers-format model, set as default

* test-invoke-conda: use diffusers-format model
test-invoke-conda: put huggingface-token where the library can use it

* environment-mac: upgrade to diffusers 0.7 (from 0.6)

this was already done for linux; mac must have been lost in the merge.

* preload_models: explicitly load diffusers models

In non-interactive mode too, as long as you're logged in.

* fix(model_cache): don't check `model.config` in diffusers format

clean-up from recent merge.

* diffusers integration: support img2img

* dev: upgrade to diffusers 0.8 (from 0.7.1)

We get to remove some code by using methods that were factored out in the base class.

* refactor: remove backported img2img.get_timesteps

now that we can use it directly from diffusers 0.8.1

* ci: use diffusers model

* dev: upgrade to diffusers 0.9 (from 0.8.1)

* lint: correct annotations for Python 3.9.

* lint: correct AttributeError.name reference for Python 3.9.

* CI: prefer diffusers-1.4 because it no longer requires a token

The RunwayML models still do.

* build: there's yet another place to update requirements?

* configure: try to download models even without token

Models in the CompVis and stabilityai repos no longer require them. (But runwayml still does.)

* configure: add troubleshooting info for config-not-found

* fix(configure): prepend root to config path

* fix(configure): remove second `default: true` from models example

* CI: simplify test-on-push logic now that we don't need secrets

The "test on push but only in forks" logic was only necessary when tests didn't work for PRs-from-forks.

* create an embedding_manager for diffusers

* internal: avoid importing diffusers DummyObject

see https://github.com/huggingface/diffusers/issues/1479

* fix "config attributes…not expected" diffusers warnings.

* fix deprecated scheduler construction

* work around an apparent MPS torch bug that causes conditioning to have no effect

* 🚧 post-rebase repair

* preliminary support for outpainting (no masking yet)

* monkey-patch diffusers.attention and use Invoke lowvram code

* add always_use_cpu arg to bypass MPS

* add cross-attention control support to diffusers (fails on MPS)

For unknown reasons MPS produces garbage output with .swap(). Use
--always_use_cpu arg to invoke.py for now to test this code on MPS.

* diffusers support for the inpainting model

* fix debug_image to not crash with non-RGB images.

* inpainting for the normal model [WIP]

This seems to be performing well until the LAST STEP, at which point it dissolves to confetti.

* fix off-by-one bug in cross-attention-control (#1774)

prompt token sequences begin with a "beginning-of-sequence" marker <bos> and end with a repeated "end-of-sequence" marker <eos> - to make a default prompt length of <bos> + 75 prompt tokens + <eos>. the .swap() code was failing to take the column for <bos> at index 0 into account. the changes here do that, and also add extra handling for a single <eos> (which may be redundant but which is included for completeness).

based on my understanding and some assumptions about how this all works, the reason .swap() nevertheless seemed to do the right thing, to some extent, is because over multiple steps the conditioning process in Stable Diffusion operates as a feedback loop. a change to token n-1 has flow-on effects to how the [1x4x64x64] latent tensor is modified by all the tokens after it, - and as the next step is processed, all the tokens before it as well. intuitively, a token's conditioning effects "echo" throughout the whole length of the prompt. so even though the token at n-1 was being edited when what the user actually wanted was to edit the token at n, it nevertheless still had some non-negligible effect, in roughly the right direction, often enough that it seemed like it was working properly.

* refactor common CrossAttention stuff into a mixin so that the old ldm code can still work if necessary

* inpainting for the normal model. I think it works this time.

* diffusers: reset num_vectors_per_token

sync with 44a0055571

* diffusers: txt2img2img (hires_fix)

with so much slicing and dicing of pipeline methods to stitch them together

* refactor(diffusers): reduce some code duplication amongst the different tasks

* fixup! refactor(diffusers): reduce some code duplication amongst the different tasks

* diffusers: enable DPMSolver++ scheduler

* diffusers: upgrade to diffusers 0.10, add Heun scheduler

* diffusers(ModelCache): stopgap to make from_cpu compatible with diffusers

* CI: default to diffusers-1.5 now that runwayml token requirement is gone

* diffusers: update to 0.10 (and transformers to 4.25)

* diffusers: use xformers when available

diffusers no longer auto-enables this as of 0.10.2.

* diffusers: make masked img2img behave better with multi-step schedulers

re-randomizing the noise each step was confusing them.

* diffusers: work more better with more models.

fixed relative path problem with local models.

fixed models on hub not always having a `fp16` branch.

* diffusers: stopgap fix for attention_maps_callback crash after recent merge

* fixup import merge conflicts

correction for 061c5369a2

* test: add tests/inpainting inputs for masked img2img

* diffusers(AddsMaskedGuidance): partial fix for k-schedulers

Prevents them from crashing, but results are still hot garbage.

* fix --safety_checker arg parsing

and add note to diffusers loader about where safety checker gets called

* generate: fix import error

* CI: don't try to read the old init location

* diffusers: support loading an alternate VAE

* CI: remove sh-syntax if-statement so it doesn't crash powershell

* CI: fold strings in yaml because backslash is not line-continuation in powershell

* attention maps callback stuff for diffusers

* build: fix syntax error in environment-mac

* diffusers: add INITIAL_MODELS with diffusers-compatible repos

* re-enable the embedding manager; closes #1778

* Squashed commit of the following:

commit e4a956abc37fcb5cf188388b76b617bc5c8fda7d
Author: Damian Stewart <d@damianstewart.com>
Date:   Sun Dec 18 15:43:07 2022 +0100

    import new load handling from EmbeddingManager and cleanup

commit c4abe91a5ba0d415b45bf734068385668b7a66e6
Merge: 032e856e 1efc6397
Author: Damian Stewart <d@damianstewart.com>
Date:   Sun Dec 18 15:09:53 2022 +0100

    Merge branch 'feature_textual_inversion_mgr' into dev/diffusers_with_textual_inversion_manager

commit 032e856eefb3bbc39534f5daafd25764bcfcef8b
Merge: 8b4f0fe9 bc515e24
Author: Damian Stewart <d@damianstewart.com>
Date:   Sun Dec 18 15:08:01 2022 +0100

    Merge remote-tracking branch 'upstream/dev/diffusers' into dev/diffusers_with_textual_inversion_manager

commit 1efc6397fc6e61c1aff4b0258b93089d61de5955
Author: Damian Stewart <d@damianstewart.com>
Date:   Sun Dec 18 15:04:28 2022 +0100

    cleanup and add performance notes

commit e400f804ac471a0ca2ba432fd658778b20c7bdab
Author: Damian Stewart <d@damianstewart.com>
Date:   Sun Dec 18 14:45:07 2022 +0100

    fix bug and update unit tests

commit deb9ae0ae1016750e93ce8275734061f7285a231
Author: Damian Stewart <d@damianstewart.com>
Date:   Sun Dec 18 14:28:29 2022 +0100

    textual inversion manager seems to work

commit 162e02505dec777e91a983c4d0fb52e950d25ff0
Merge: cbad4583 12769b3d
Author: Damian Stewart <d@damianstewart.com>
Date:   Sun Dec 18 11:58:03 2022 +0100

    Merge branch 'main' into feature_textual_inversion_mgr

commit cbad45836c6aace6871a90f2621a953f49433131
Author: Damian Stewart <d@damianstewart.com>
Date:   Sun Dec 18 11:54:10 2022 +0100

    use position embeddings

commit 070344c69b0e0db340a183857d0a787b348681d3
Author: Damian Stewart <d@damianstewart.com>
Date:   Sun Dec 18 11:53:47 2022 +0100

    Don't crash CLI on exceptions

commit b035ac8c6772dfd9ba41b8eeb9103181cda028f8
Author: Damian Stewart <d@damianstewart.com>
Date:   Sun Dec 18 11:11:55 2022 +0100

    add missing position_embeddings

commit 12769b3d3562ef71e0f54946b532ad077e10043c
Author: Damian Stewart <d@damianstewart.com>
Date:   Fri Dec 16 13:33:25 2022 +0100

    debugging why it don't work

commit bafb7215eabe1515ca5e8388fd3bb2f3ac5362cf
Author: Damian Stewart <d@damianstewart.com>
Date:   Fri Dec 16 13:21:33 2022 +0100

    debugging why it don't work

commit 664a6e9e14
Author: Damian Stewart <d@damianstewart.com>
Date:   Fri Dec 16 12:48:38 2022 +0100

    use TextualInversionManager in place of embeddings (wip, doesn't work)

commit 8b4f0fe9d6e4e2643b36dfa27864294785d7ba4e
Author: Damian Stewart <d@damianstewart.com>
Date:   Fri Dec 16 12:48:38 2022 +0100

    use TextualInversionManager in place of embeddings (wip, doesn't work)

commit ffbe1ab11163ba712e353d89404e301d0e0c6cdf
Merge: 6e4dad60 023df37e
Author: Damian Stewart <d@damianstewart.com>
Date:   Fri Dec 16 02:37:31 2022 +0100

    Merge branch 'feature_textual_inversion_mgr' into dev/diffusers

commit 023df37eff
Author: Damian Stewart <d@damianstewart.com>
Date:   Fri Dec 16 02:36:54 2022 +0100

    cleanup

commit 05fac594ea
Author: Damian Stewart <d@damianstewart.com>
Date:   Fri Dec 16 02:07:49 2022 +0100

    tweak error checking

commit 009f32ed39
Author: damian <null@damianstewart.com>
Date:   Thu Dec 15 21:29:47 2022 +0100

    unit tests passing for embeddings with vector length >1

commit beb1b08d9a
Author: Damian Stewart <d@damianstewart.com>
Date:   Thu Dec 15 13:39:09 2022 +0100

    more explicit equality tests when overwriting

commit 44d8a5a7c8
Author: Damian Stewart <d@damianstewart.com>
Date:   Thu Dec 15 13:30:13 2022 +0100

    wip textual inversion manager (unit tests passing for 1v embedding overwriting)

commit 417c2b57d9
Author: Damian Stewart <d@damianstewart.com>
Date:   Thu Dec 15 12:30:55 2022 +0100

    wip textual inversion manager (unit tests passing for base stuff + padding)

commit 2e80872e3b
Author: Damian Stewart <d@damianstewart.com>
Date:   Thu Dec 15 10:57:57 2022 +0100

    wip new TextualInversionManager

* stop using WeightedFrozenCLIPEmbedder

* store diffusion models locally

- configure_invokeai.py reconfigured to store diffusion models rather than
  CompVis models
- hugging face caching model is used, but cache is set to ~/invokeai/models/repo_id
- models.yaml does **NOT** use path, just repo_id
- "repo_name" changed to "repo_id" to following hugging face conventions
- Models are loaded with full precision pending further work.

* allow non-local files during development

* path takes priority over repo_id

* MVP for model_cache and configure_invokeai

- Feature complete (almost)

- configure_invokeai.py downloads both .ckpt and diffuser models,
  along with their VAEs. Both types of download are controlled by
  a unified INITIAL_MODELS.yaml file.

- model_cache can load both type of model and switches back and forth
  in CPU. No memory leaks detected

TO DO:

  1. I have not yet turned on the LocalOnly flag for diffuser models, so
     the code will check the Hugging Face repo for updates before using the
     locally cached models. This will break firewalled systems. I am thinking
     of putting in a global check for internet connectivity at startup time
     and setting the LocalOnly flag based on this. It would be good to check
     updates if there is connectivity.

  2. I have not gone completely through INITIAL_MODELS.yaml to check which
     models are available as diffusers and which are not. So models like
     PaperCut and VoxelArt may not load properly. The runway and stability
     models are checked, as well as the Trinart models.

  3. Add stanzas for SD 2.0 and 2.1 in INITIAL_MODELS.yaml

REMAINING PROBLEMS NOT DIRECTLY RELATED TO MODEL_CACHE:

  1. When loading a .ckpt file there are lots of messages like this:

     Warning! ldm.modules.attention.CrossAttention is no longer being
     maintained. Please use InvokeAICrossAttention instead.

     I'm not sure how to address this.

  2. The ckpt models ***don't actually run*** due to the lack of special-case
     support for them in the generator objects. For example, here's the hard
     crash you get when you run txt2img against the legacy waifu-diffusion-1.3
     model:
```
     >> An error occurred:
     Traceback (most recent call last):
       File "/data/lstein/InvokeAI/ldm/invoke/CLI.py", line 140, in main
           main_loop(gen, opt)
      File "/data/lstein/InvokeAI/ldm/invoke/CLI.py", line 371, in main_loop
         gen.prompt2image(
      File "/data/lstein/InvokeAI/ldm/generate.py", line 496, in prompt2image
	 results = generator.generate(
      File "/data/lstein/InvokeAI/ldm/invoke/generator/base.py", line 108, in generate
         image = make_image(x_T)
      File "/data/lstein/InvokeAI/ldm/invoke/generator/txt2img.py", line 33, in make_image
         pipeline_output = pipeline.image_from_embeddings(
      File "/home/lstein/invokeai/.venv/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1265, in __getattr__
         raise AttributeError("'{}' object has no attribute '{}'".format(
     AttributeError: 'LatentDiffusion' object has no attribute 'image_from_embeddings'
```

  3. The inpainting diffusion model isn't working. Here's the output of "banana
     sushi" when inpainting-1.5 is loaded:

```
    Traceback (most recent call last):
      File "/data/lstein/InvokeAI/ldm/generate.py", line 496, in prompt2image
        results = generator.generate(
      File "/data/lstein/InvokeAI/ldm/invoke/generator/base.py", line 108, in generate
        image = make_image(x_T)
      File "/data/lstein/InvokeAI/ldm/invoke/generator/txt2img.py", line 33, in make_image
        pipeline_output = pipeline.image_from_embeddings(
      File "/data/lstein/InvokeAI/ldm/invoke/generator/diffusers_pipeline.py", line 301, in image_from_embeddings
        result_latents, result_attention_map_saver = self.latents_from_embeddings(
      File "/data/lstein/InvokeAI/ldm/invoke/generator/diffusers_pipeline.py", line 330, in latents_from_embeddings
        result: PipelineIntermediateState = infer_latents_from_embeddings(
      File "/data/lstein/InvokeAI/ldm/invoke/generator/diffusers_pipeline.py", line 185, in __call__
        for result in self.generator_method(*args, **kwargs):
      File "/data/lstein/InvokeAI/ldm/invoke/generator/diffusers_pipeline.py", line 367, in generate_latents_from_embeddings
        step_output = self.step(batched_t, latents, guidance_scale,
      File "/home/lstein/invokeai/.venv/lib/python3.9/site-packages/torch/autograd/grad_mode.py", line 27, in decorate_context
        return func(*args, **kwargs)
      File "/data/lstein/InvokeAI/ldm/invoke/generator/diffusers_pipeline.py", line 409, in step
        step_output = self.scheduler.step(noise_pred, timestep, latents, **extra_step_kwargs)
      File "/home/lstein/invokeai/.venv/lib/python3.9/site-packages/diffusers/schedulers/scheduling_lms_discrete.py", line 223, in step
        pred_original_sample = sample - sigma * model_output
    RuntimeError: The size of tensor a (9) must match the size of tensor b (4) at non-singleton dimension 1
```

* proper support for float32/float16

- configure script now correctly detects user's preference for
  fp16/32 and downloads the correct diffuser version. If fp16
  version not available, falls back to fp32 version.

- misc code cleanup and simplification in model_cache

* add on-the-fly conversion of .ckpt to diffusers models

1. On-the-fly conversion code can be found in the file ldm/invoke/ckpt_to_diffusers.py.

2. A new !optimize command has been added to the CLI. Should be ported to Web GUI.

User experience on the CLI is this:

```
invoke> !optimize /home/lstein/invokeai/models/ldm/stable-diffusion-v1/sd-v1-4.ckpt
INFO: Converting legacy weights file /home/lstein/invokeai/models/ldm/stable-diffusion-v1/sd-v1-4.ckpt to optimized diffuser model.
      This operation will take 30-60s to complete.
Success. Optimized model is now located at /home/lstein/tmp/invokeai/models/optimized-ckpts/sd-v1-4
Writing new config file entry for sd-v1-4...

>> New configuration:
sd-v1-4:
  description: Optimized version of sd-v1-4
  format: diffusers
  path: /home/lstein/tmp/invokeai/models/optimized-ckpts/sd-v1-4

OK to import [n]? y
>> Verifying that new model loads...
>> Current VRAM usage:  2.60G
>> Offloading stable-diffusion-2.1 to CPU
>> Loading diffusers model from /home/lstein/tmp/invokeai/models/optimized-ckpts/sd-v1-4
  | Using faster float16 precision
You have disabled the safety checker for <class 'ldm.invoke.generator.diffusers_pipeline.StableDiffusionGeneratorPipeline'> by passing `safety_checker=None`. Ensure that you abide to the conditions of the Stable Diffusion \
license and do not expose unfiltered results in services or applications open to the public. Both the diffusers team and Hugging Face strongly recommend to keep the safety filter enabled in all public facing circumstances,\
 disabling it only for use-cases that involve analyzing network behavior or auditing its results. For more information, please have a look at https://github.com/huggingface/diffusers/pull/254 .
  | training width x height = (512 x 512)
>> Model loaded in 3.48s
>> Max VRAM used to load the model: 2.17G
>> Current VRAM usage:2.17G
>> Textual inversions available:
>> Setting Sampler to k_lms (LMSDiscreteScheduler)
Keep model loaded? [y]
```

* add parallel set of generator files for ckpt legacy generation

* generation using legacy ckpt models now working

* diffusers: fix missing attention_maps_callback

fix for 23eb80b404

* associate legacy CrossAttention with .ckpt models

* enable autoconvert

New --autoconvert CLI option will scan a designated directory for
new .ckpt files, convert them into diffuser models, and import
them into models.yaml.

Works like this:

   invoke.py --autoconvert /path/to/weights/directory

In ModelCache added two new methods:

  autoconvert_weights(config_path, weights_directory_path, models_directory_path)
  convert_and_import(ckpt_path, diffuser_path)

* diffusers: update to diffusers 0.11 (from 0.10.2)

* fix vae loading & width/height calculation

* refactor: encapsulate these conditioning data into one container

* diffusers: fix some noise-scaling issues by pushing the noise-mixing down to the common function

* add support for safetensors and accelerate

* set local_files_only when internet unreachable

* diffusers: fix error-handling path when model repo has no fp16 branch

* fix generatorinpaint error

Fixes :
  "ModuleNotFoundError: No module named 'ldm.invoke.generatorinpaint'
   https://github.com/invoke-ai/InvokeAI/pull/1583#issuecomment-1363634318

* quench diffuser safety-checker warning

* diffusers: support stochastic DDIM eta parameter

* fix conda env creation on macos

* fix cross-attention with diffusers 0.11

* diffusers: the VAE needs to be tiling as well as the U-Net

* diffusers: comment on subfolders

* diffusers: embiggen!

* diffusers: make model_cache.list_models serializable

* diffusers(inpaint): restore scaling functionality

* fix requirements clash between numba and numpy 1.24

* diffusers: allow inpainting model to do non-inpainting tasks

* start expanding model_cache functionality

* add import_ckpt_model() and import_diffuser_model() methods to model_manager

- in addition, model_cache.py is now renamed to model_manager.py

* allow "recommended" flag to be optional in INITIAL_MODELS.yaml

* configure_invokeai now downloads VAE diffusers in advance

* rename ModelCache to ModelManager

* remove support for `repo_name` in models.yaml

* check for and refuse to load embeddings trained on incompatible models

* models.yaml.example: s/repo_name/repo_id

and remove extra INITIAL_MODELS now that the main one has diffusers models in it.

* add MVP textual inversion script

* refactor(InvokeAIDiffuserComponent): factor out _combine()

* InvokeAIDiffuserComponent: implement threshold

* InvokeAIDiffuserComponent: diagnostic logs for threshold

...this does not look right

* add a curses-based frontend to textual inversion

- not quite working yet
- requires npyscreen installed
- on windows will also have the windows-curses requirement, but not added
  to requirements yet

* add curses-based interface for textual inversion

* fix crash in convert_and_import()

- This corrects a "local variable referenced before assignment" error
  in model_manager.convert_and_import()

* potential workaround for no 'state_dict' key error

- As reported in https://github.com/huggingface/diffusers/issues/1876

* create TI output dir if needed

* Update environment-lin-cuda.yml (#2159)

Fixing line 42 to be the proper order to define the transformers requirement: ~= instead of =~

* diffusers: update sampler-to-scheduler mapping

based on https://github.com/huggingface/diffusers/issues/277#issuecomment-1371428672

* improve user exp for ckt to diffusers conversion

- !optimize_models command now operates on an existing ckpt file entry in models.yaml
- replaces existing entry, rather than adding a new one
- offers to delete the ckpt file after conversion

* web: adapt progress callback to deal with old generator or new diffusers pipeline

* clean-up model_manager code

- add_model() verified to work for .ckpt local paths,
  .ckpt remote URLs, diffusers local paths, and
  diffusers repo_ids

- convert_and_import() verified to work for local and
  remove .ckpt files

* handle edge cases for import_model() and convert_model()

* add support for safetensor .ckpt files

* fix name error

* code cleanup with pyflake

* improve model setting behavior

- If the user enters an invalid model name at startup time, will not
  try to load it, warn, and use default model
- CLI UI enhancement: include currently active model in the command
  line prompt.

* update test-invoke-pip.yml
- fix model cache path to point to runwayml/stable-diffusion-v1-5
- remove `skip-sd-weights` from configure_invokeai.py args

* exclude dev/diffusers from "fail for draft PRs"

* disable "fail on PR jobs"

* re-add `--skip-sd-weights` since no space

* update workflow environments
- include `INVOKE_MODEL_RECONFIGURE: '--yes'`

* clean up model load failure handling

- Allow CLI to run even when no model is defined or loadable.
- Inhibit stack trace when model load fails - only show last error
- Give user *option* to run configure_invokeai.py when no models
  successfully load.
- Restart invokeai after reconfiguration.

* further edge-case handling

1) only one model in models.yaml file, and that model is broken
2) no models in models.yaml
3) models.yaml doesn't exist at all

* fix incorrect model status listing

- "cached" was not being returned from list_models()
- normalize handling of exceptions during model loading:
   - Passing an invalid model name to generate.set_model() will return
     a KeyError
   - All other exceptions are returned as the appropriate Exception

* CI: do download weights (if not already cached)

* diffusers: fix scheduler loading in offline mode

* CI: fix model name (no longer has `diffusers-` prefix)

* Update txt2img2img.py (#2256)

* fixes to share models with HuggingFace cache system

- If HF_HOME environment variable is defined, then all huggingface models
  are stored in that directory following the standard conventions.
- For seamless interoperability, set HF_HOME to ~/.cache/huggingface
- If HF_HOME not defined, then models are stored in ~/invokeai/models.
  This is equivalent to setting HF_HOME to ~/invokeai/models

A future commit will add a migration mechanism so that this change doesn't
break previous installs.

* feat - make model storage compatible with hugging face caching system

This commit alters the InvokeAI model directory to be compatible with
hugging face, making it easier to share diffusers (and other models)
across different programs.

- If the HF_HOME environment variable is not set, then models are
  cached in ~/invokeai/models in a format that is identical to the
  HuggingFace cache.

- If HF_HOME is set, then models are cached wherever HF_HOME points.

- To enable sharing with other HuggingFace library clients, set
  HF_HOME to ~/.cache/huggingface to set the default cache location
  or to ~/invokeai/models to have huggingface cache inside InvokeAI.

* fixes to share models with HuggingFace cache system

    - If HF_HOME environment variable is defined, then all huggingface models
      are stored in that directory following the standard conventions.
    - For seamless interoperability, set HF_HOME to ~/.cache/huggingface
    - If HF_HOME not defined, then models are stored in ~/invokeai/models.
      This is equivalent to setting HF_HOME to ~/invokeai/models

    A future commit will add a migration mechanism so that this change doesn't
    break previous installs.

* fix error "no attribute CkptInpaint"

* model_manager.list_models() returns entire model config stanza+status

* Initial Draft - Model Manager Diffusers

* added hash function to diffusers

* implement sha256 hashes on diffusers models

* Add Model Manager Support for Diffusers

* fix various problems with model manager

- in cli import functions, fix not enough values to unpack from
  _get_name_and_desc()
- fix crash when using old-style vae: value with new-style diffuser

* rebuild frontend

* fix dictconfig-not-serializable issue

* fix NoneType' object is not subscriptable crash in model_manager

* fix "str has no attribute get" error in model_manager list_models()

* Add path and repo_id support for Diffusers Model Manager

Also fixes bugs

* Fix tooltip IT localization not working

* Add Version Number To WebUI

* Optimize Model Search

* Fix incorrect font on the Model Manager UI

* Fix image degradation on merge fixes - [Experimental]

This change should effectively fix a couple of things.

- Fix image degradation on subsequent merges of the canvas layers.
- Fix the slight transparent border that is left behind when filling the bounding box with a color.
- Fix the left over line of color when filling a bounding box with color.

So far there are no side effects for this. If any, please report.

* Add local model filtering for Diffusers / Checkpoints

* Go to home on modal close for the Add Modal UI

* Styling Fixes

* Model Manager Diffusers Localization Update

* Add Safe Tensor scanning to Model Manager

* Fix model edit form dispatching string values instead of numbers.

* Resolve VAE handling / edge cases for supplied repos

* defer injecting tokens for textual inversions until they're used for the first time

* squash a console warning

* implement model migration check

* add_model() overwrites previous config rather than merges

* fix model config file attribute merging

* fix precision handling in textual inversion script

* allow ckpt conversion script to work with safetensors .ckpts

Applied patch here:
beb932c5d1

* fix name "args" is not defined crash in textual_inversion_training

* fix a second NameError: name 'args' is not defined crash

* fix loading of the safety checker from the global cache dir

* add installation step to textual inversion frontend

- After a successful training run, the script will copy learned_embeds.bin
  to a subfolder of the embeddings directory.
- User given the option to delete the logs and intermediate checkpoints
  (which together use 7-8G of space)
- If textual inversion training fails, reports the error gracefully.

* don't crash out on incompatible embeddings

- put try: blocks around places where the system tries to load an embedding
  which is incompatible with the currently loaded model

* add support for checkpoint resuming

* textual inversion preferences are saved and restored between sessions

- Preferences are stored in a file named text-inversion-training/preferences.conf
- Currently the resume-from-checkpoint option is not working correctly. Possible
  bug in textual_inversion_training.py?

* copy learned_embeddings.bin into right location

* add front end for diffusers model merging

- Front end doesn't do anything yet!!!!
- Made change to model name parsing in CLI to support ability to have merged models
  with the "+" character in their names.

* improve inpainting experience

- recommend ckpt version of inpainting-1.5 to user
- fix get_noise() bug in ckpt version of omnibus.py

* update environment*yml

* tweak instructions to install HuggingFace token

* bump version number

* enhance update scripts

- update scripts will now fetch new INITIAL_MODELS.yaml so that
  configure_invokeai.py will know about the diffusers versions.

* enhance invoke.sh/invoke.bat launchers

- added configure_invokeai.py to menu
- menu defaults to browser-based invoke

* remove conda workflow (#2321)

* fix `token_ids has shape torch.Size([79]) - expected [77]`

* update CHANGELOG.md with 2.3.* info

- Add information on how formats have changed and the upgrade process.
- Add short bug list.

Co-authored-by: Damian Stewart <d@damianstewart.com>
Co-authored-by: Damian Stewart <null@damianstewart.com>
Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
Co-authored-by: Wybartel-luxmc <37852506+Wybartel-luxmc@users.noreply.github.com>
Co-authored-by: mauwii <Mauwii@outlook.de>
Co-authored-by: mickr777 <115216705+mickr777@users.noreply.github.com>
Co-authored-by: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Co-authored-by: Eugene Brodsky <ebr@users.noreply.github.com>
Co-authored-by: Matthias Wild <40327258+mauwii@users.noreply.github.com>
2023-01-15 09:22:46 -05:00
Scott Lahteine
7d8d4bcafb
Global replace [ \t]+$, add "GB" (#1751)
* "GB"

* Replace [ \t]+$ global

Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
2022-12-19 16:36:39 +00:00
blessedcoolant
dc39f8d6a7
Fix broken embedding variants (#2037) 2022-12-17 03:07:05 +00:00
blessedcoolant
69cc0993f8
Add Embedding Parsing (#1973)
* Add Embedding Parsing

* Add Embedding Parsing

* Return token_dim in embedding_info

* fixes to handle other variants

1. Handle the case of a .bin file being mislabeled .pt (seen in the
wild at https://cyberes.github.io/stable-diffusion-textual-inversion-models/)

2. Handle the "broken" .pt files reported by https://github.com/invoke-ai/InvokeAI/issues/1829

3. When token name is not available, use the basename of the pt or bin file rather than the
   whole path.

fixes #1829

* remove whitespace

Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
2022-12-15 17:26:36 -05:00
Damian Stewart
786b8878d6
Save and display per-token attention maps (#1866)
* attention maps saving to /tmp

* tidy up diffusers branch backporting of cross attention refactoring

* base64-encoding the attention maps image for generationResult

* cleanup/refactor conditioning.py

* attention maps and tokens being sent to web UI

* attention maps: restrict count to actual token count and improve robustness

* add argument type hint to image_to_dataURL function

Co-authored-by: psychedelicious <4822129+psychedelicious@users.noreply.github.com>

Co-authored-by: damian <git@damianstewart.com>
Co-authored-by: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
2022-12-10 15:57:41 +01:00
Lincoln Stein
0f4d71ed63
Merge dev into main for 2.2.0 (#1642)
* Fixes inpainting + code cleanup

* Disable stage info in Inpainting Tab

* Mask Brush Preview now always at 0.5 opacity

The new mask is only visible properly at max opacity but at max opacity the brush preview becomes fully opaque blocking the view. So the mask brush preview no remains at 0.5 no matter what the Brush opacity is.

* Remove save button from Canvas Controls (cleanup)

* Implements invert mask

* Changes "Invert Mask" to "Preserve Masked Areas"

* Fixes (?) spacebar issues

* Patches redux-persist and redux-deep-persist with debounced persists

Our app changes redux state very, very often. As our undo/redo history grows, the calls to persist state start to take in the 100ms range, due to a the deep cloning of the history. This causes very noticeable performance lag.

The deep cloning is required because we need to blacklist certain items in redux from being persisted (e.g. the app's connection status).

Debouncing the whole process of persistence is a simple and effective solution. Unfortunately, `redux-persist` dropped `debounce` between v4 and v5, replacing it with `throttle`. `throttle`, instead of delaying the expensive action until a period of X ms of inactivity, simply ensures the action is executed at least every X ms. Of course, this does not fix our performance issue. 

The patch is very simple. It adds a `debounce` argument - a number of milliseconds - and debounces `redux-persist`'s `update()` method (provided by `createPersistoid`) by that many ms.

Before this, I also tried writing a custom storage adapter for `redux-persist` to debounce the calls to `localStorage.setItem()`. While this worked and was far less invasive, it doesn't actually address the issue. It turns out `setItem()` is a very fast part of the process.

We use `redux-deep-persist` to simplify the `redux-persist` configuration, which can get complicated when you need to blacklist or whitelist deeply nested state. There is also a patch here for that library because it uses the same types as `redux-persist`.

Unfortunately, the last release of `redux-persist` used a package `flat-stream` which was malicious and has been removed from npm. The latest commits to `redux-persist` (about 1 year ago) do not build; we cannot use the master branch. And between the last release and last commit, the changes have all been breaking.

Patching this last release (about 3 years old at this point) directly is far simpler than attempting to fix the upstream library's master branch or figuring out an alternative to the malicious and now non-existent dependency.

* Adds debouncing

* Fixes AttributeError: 'dict' object has no attribute 'invert_mask'

* Updates package.json to use redux-persist patches

* Attempts to fix redux-persist debounce patch

* Fixes undo/redo

* Fixes invert mask

* Debounce > 300ms

* Limits history to 256 for each of undo and redo

* Canvas styling

* Hotkeys improvement

* Add Metadata To Viewer

* Increases CFG Scale max to 200

* Fix gallery width size for Outpainting

Also fixes the canvas resizing failing n fast pushes

* Fixes disappearing canvas grid lines

* Adds staging area

* Fixes "use all" not setting variationAmount

Now sets to 0 when the image had variations.

* Builds fresh bundle

* Outpainting tab loads to empty canvas instead of upload

* Fixes wonky canvas layer ordering & compositing

* Fixes error on inpainting paste back

`TypeError: 'float' object cannot be interpreted as an integer`

* Hides staging area outline on mouseover prev/next

* Fixes inpainting not doing img2img when no mask

* Fixes bbox not resizing in outpainting if partially off screen

* Fixes crashes during iterative outpaint. Still doesn't work correctly though.

* Fix iterative outpainting by restoring original images

* Moves image uploading to HTTP

- It all seems to work fine
- A lot of cleanup is still needed
- Logging needs to be added
- May need types to be reviewed

* Fixes: outpainting temp images show in gallery

* WIP refactor to unified canvas

* Removes console.log from redux-persist patch

* Initial unification of canvas

* Removes all references to split inpainting/outpainting canvas

* Add patchmatch and infill_method parameter to prompt2image (options are 'patchmatch' or 'tile').

* Fixes app after removing in/out-painting refs

* Rebases on dev, updates new env files w/ patchmatch

* Organises features/canvas

* Fixes bounding box ending up offscreen

* Organises features/canvas

* Stops unnecessary canvas rescales on gallery state change

* Fixes 2px layout shift on toggle canvas lock

* Clips lines drawn while canvas locked

When drawing with the locked canvas, if a brush stroke gets too close to the edge of the canvas and its stroke would extend past the edge of the canvas, the edge of that stroke will be seen after unlocking the canvas.

This could cause a problem if you unlock the canvas and now have a bunch of strokes just outside the init image area, which are far back in undo history and you cannot easily erase.

With this change, lines drawn while the canvas is locked get clipped to the initial image bbox, fixing this issue.

Additionally, the merge and save to gallery functions have been updated to respect the initial image bbox so they function how you'd expect.

* Fixes reset canvas view when locked

* Fixes send to buttons

* Fixes bounding box not being rounded to 64

* Abandons "inpainting" canvas lock

* Fixes save to gallery including empty area, adds download and copy image

* Fix Current Image display background going over image bounds

* Sets status immediately when clicking Invoke

* Adds hotkeys and refactors sharing of konva instances

Adds hotkeys to canvas. As part of this change, the access to konva instance objects was refactored:

Previously closure'd refs were used to indirectly get access to the konva instances outside of react components.

Now, a  getter and setter function are used to provide access directly to the konva objects.

* Updates hotkeys

* Fixes canvas showing spinner on first load

Also adds good default canvas scale and positioning when no image is on it

* Fixes possible hang on MaskCompositer

* Improves behaviour when setting init canvas image/reset view

* Resets bounding box coords/dims when no image present

* Disables canvas actions which cannot be done during processing

* Adds useToastWatcher hook

- Dispatch an `addToast` action with standard Chakra toast options object to add a toast to the toastQueue
- The hook is called in App.tsx and just useEffect's w/ toastQueue as dependency to create the toasts
- So now you can add toasts anywhere you have access to `dispatch`, which includes middleware and thunks
- Adds first usage of this for the save image buttons in canvas

* Update Hotkey Info

Add missing tooltip hotkeys and update the hotkeys modal to reflect the new hotkeys for the Unified Canvas.

* Fix theme changer not displaying current theme on page refresh

* Fix tab count in hotkeys panel

* Unify Brush and Eraser Sizes

* Fix staging area display toggle not working

* Staging Area delete button is now red

So it doesnt feel blended into to the rest of them.

* Revert "Fix theme changer not displaying current theme on page refresh"

This reverts commit 903edfb803e743500242589ff093a8a8a0912726.

* Add arguments to use SSL to webserver

* Integrates #1487 - touch events

Need to add:
- Pinch zoom
- Touch-specific handling (some things aren't quite right)

* Refactors upload-related async thunks

- Now standard thunks instead of RTK createAsyncThunk()
- Adds toasts for all canvas upload-related actions

* Reorganises app file structure

* Fixes Canvas Auto Save to Gallery

* Fixes staging area outline

* Adds staging area hotkeys, disables gallery left/right when staging

* Fixes Use All Parameters

* Fix metadata viewer image url length when viewing intermediate

* Fixes intermediate images being tiny in txt2img/img2img

* Removes stale code

* Improves canvas status text and adds option to toggle debug info

* Fixes paste image to upload

* Adds model drop-down to site header

* Adds theme changer popover

* Fix missing key on ThemeChanger map

* Fixes stage position changing on zoom

* Hotkey Cleanup

- Viewer is now Z
- Canvas Move tool is V - sync with PS
- Removed some unused hotkeys

* Fix canvas resizing when both options and gallery are unpinned

* Implements thumbnails for gallery

- Thumbnails are saved whenever an image is saved, and when gallery requests images from server
- Thumbnails saved at original image aspect ratio with width of 128px as WEBP
- If the thumbnail property of an image is unavailable for whatever reason, the image's full size URL is used instead

* Saves thumbnails to separate thumbnails directory

* Thumbnail size = 256px

* Fix Lightbox Issues

* Disables canvas image saving functions when processing

* Fix index error on going past last image in Gallery

* WIP - Lightbox Fixes

Still need to fix the images not being centered on load when the image res changes

* Fixes another similar index error, simplifies logic

* Reworks canvas toolbar

* Fixes canvas toolbar upload button

* Cleans up IAICanvasStatusText

* Improves metadata handling, fixes #1450

- Removes model list from metadata
- Adds generation's specific model to metadata
- Displays full metadata in JSON viewer

* Gracefully handles corrupted images; fixes #1486

- App does not crash if corrupted image loaded
- Error is displayed in the UI console and CLI output if an image cannot be loaded

* Adds hotkey to reset canvas interaction state

If the canvas' interaction state (e.g. isMovingBoundingBox, isDrawing, etc) get stuck somehow, user can press Escape to reset the state.

* Removes stray console.log()

* Fixes bug causing gallery to close on context menu open

* Minor bugfixes

- When doing long-running canvas image exporting actions, display indeterminate progress bar
- Fix staging area image outline not displaying after committing/discarding results

* Removes unused imports

* Fixes repo root .gitignore ignoring frontend things

* Builds fresh bundle

* Styling updates

* Removes reasonsWhyNotReady

The popover doesn't play well with the button being disabled, and I don't think adds any value.

* Image gallery resize/style tweaks

* Styles buttons for clearing canvas history and mask

* First pass on Canvas options panel

* Fixes bug where discarding staged images results in loss of history

* Adds Save to Gallery button to staging toolbar

* Rearrange some canvas toolbar icons

Put brush stuff together and canvas movement stuff together

* Fix gallery maxwidth on unified canvas

* Update Layer hotkey display to UI

* Adds option to crop to bounding box on save

* Masking option tweaks

* Crop to Bounding Box > Save Box Region Only

* Adds clear temp folder

* Updates mask options popover behavior

* Builds fresh bundle

* Fix styling on alert modals

* Fix input checkbox styling being incorrect on light theme

* Styling fixes

* Improves gallery resize behaviour

* Cap gallery size on canvas tab so it doesnt overflow

* Fixes bug when postprocessing image with no metadata

* Adds IAIAlertDialog component

* Moves Loopback to app settings

* Fixes metadata viewer not showing metadata after refresh

Also adds Dream-style prompt to metadata

* Adds outpainting specific options

* Linting

* Fixes gallery width on lightbox, fixes gallery button expansion

* Builds fresh bundle

* Fix Lightbox images of different res not centering

* Update feature tooltip text

* Highlight mask icon when on mask layer

* Fix gallery not resizing correctly on open and close

* Add loopback to just img2img. Remove from settings.

* Fix to gallery resizing

* Removes Advanced checkbox, cleans up options panel for unified canvas

* Minor styling fixes to new options panel layout

* Styling Updates

* Adds infill method

* Tab Styling Fixes

* memoize outpainting options

* Fix unnecessary gallery re-renders

* Isolate Cursor Pos debug text on canvas to prevent rerenders

* Fixes missing postprocessed image metadata before refresh

* Builds fresh bundle

* Fix rerenders on model select

* Floating panel re-render fix

* Simplify fullscreen hotkey selector

* Add Training WIP Tab

* Adds Training icon

* Move full screen hotkey to floating to prevent tab rerenders

* Adds single-column gallery layout

* Fixes crash on cancel with intermediates enabled, fixes #1416

* Updates npm dependencies

* Fixes img2img attempting inpaint when init image has transparency

* Fixes missing threshold and perlin parameters in metadata viewer

* Renames "Threshold" > "Noise Threshold"

* Fixes postprocessing not being disabled when clicking use all

* Builds fresh bundle

* Adds color picker

* Lints & builds fresh bundle

* Fixes iterations being disabled when seed random & variations are off

* Un-floors cursor position

* Changes color picker preview to circles

* Fixes variation params not set correctly when recalled

* Fixes invoke hotkey not working in input fields

* Simplifies Accordion

Prep for adding reset buttons for each section

* Fixes mask brush preview color

* Committing color picker color changes tool to brush

* Color picker does not overwrite user-selected alpha

* Adds brush color alpha hotkey

* Lints

* Removes force_outpaint param

* Add inpaint size options to inpaint at a larger size than the actual inpaint image, then scale back down for recombination

* Bug fix for inpaint size

* Adds inpaint size (as scale bounding box) to UI

* Adds auto-scaling for inpaint size

* Improves scaled bbox display logic

* Fixes bug with clear mask and history

* Fixes shouldShowStagingImage not resetting to true on commit

* Builds fresh bundle

* Fixes canvas failing to scale on first run

* Builds fresh bundle

* Fixes unnecessary canvas scaling

* Adds gallery drag and drop to img2img/canvas

* Builds fresh bundle

* Fix desktop mode being broken with new versions of flaskwebgui

* Fixes canvas dimensions not setting on first load

* Builds fresh bundle

* stop crash on !import_models call on model inside rootdir

- addresses bug report #1546

* prevent "!switch state gets confused if model switching fails"

- If !switch were to fail on a particular model, then generate got
  confused and wouldn't try again until you switch to a different working
  model and back again.

- This commit fixes and closes #1547

* Revert "make the docstring more readable and improve the list_models logic"

This reverts commit 248068fe5d.

* fix model cache path

* also set fail-fast to it's default (true)
in this way the whole action fails if one job fails
this should unblock the runners!!!

* fix output path for Archive results

* disable checks for python 3.9

* Update-requirements and test-invoke-pip workflow (#1574)

* update requirements files

* update test-invoke-pip workflow

* move requirements-mkdocs.txt to docs folder (#1575)

* move requirements-mkdocs.txt to docs folder

* update copyright

* Fixes outpainting with resized inpaint size

* Interactive configuration (#1517)

* Update scripts/configure_invokeai.py

prevent crash if output exists

Co-authored-by: psychedelicious <4822129+psychedelicious@users.noreply.github.com>

* implement changes requested by reviews

* default to correct root and output directory on Windows systems

- Previously the script was relying on the readline buffer editing
  feature to set up the correct default. But this feature doesn't
  exist on windows.

- This commit detects when user typed return with an empty directory
  value and replaces with the default directory.

* improved readability of directory choices

* Update scripts/configure_invokeai.py

Co-authored-by: psychedelicious <4822129+psychedelicious@users.noreply.github.com>

* better error reporting at startup

- If user tries to run the script outside of the repo or runtime directory,
  a more informative message will appear explaining the problem.

Co-authored-by: psychedelicious <4822129+psychedelicious@users.noreply.github.com>

* Embedding merging (#1526)

* add whole <style token> to vocab for concept library embeddings

* add ability to load multiple concept .bin files

* make --log_tokenization respect custom tokens

* start working on concept downloading system

* preliminary support for dynamic loading and merging of multiple embedded models

- The embedding_manager is now enhanced with ldm.invoke.concepts_lib,
  which handles dynamic downloading and caching of embedded models from
  the Hugging Face concepts library (https://huggingface.co/sd-concepts-library)

- Downloading of a embedded model is triggered by the presence of one or more
  <concept> tags in the prompt.

- Once the embedded model is downloaded, its trigger phrase will be loaded
  into the embedding manager and the prompt's <concept> tag will be replaced
  with the <trigger_phrase>

- The downloaded model stays on disk for fast loading later.

- The CLI autocomplete will complete partial <concept> tags for you. Type a
  '<' and hit tab to get all ~700 concepts.

BUGS AND LIMITATIONS:

- MODEL NAME VS TRIGGER PHRASE

  You must use the name of the concept embed model from the SD
  library, and not the trigger phrase itself. Usually these are the
  same, but not always. For example, the model named "hoi4-leaders"
  corresponds to the trigger "<HOI4-Leader>"

  One reason for this design choice is that there is no apparent
  constraint on the uniqueness of the trigger phrases and one trigger
  phrase may map onto multiple models. So we use the model name
  instead.

  The second reason is that there is no way I know of to search
  Hugging Face for models with certain trigger phrases. So we'd have
  to download all 700 models to index the phrases.

  The problem this presents is that this may confuse users, who will
  want to reuse prompts from distributions that use the trigger phrase
  directly. Usually this will work, but not always.

- WON'T WORK ON A FIREWALLED SYSTEM

  If the host running IAI has no internet connection, it can't
  download the concept libraries. I will add a script that allows
  users to preload a list of concept models.

- BUG IN PROMPT REPLACEMENT WHEN MODEL NOT FOUND

  There's a small bug that occurs when the user provides an invalid
  model name. The <concept> gets replaced with <None> in the prompt.

* fix loading .pt embeddings; allow multi-vector embeddings; warn on dupes

* simplify replacement logic and remove cuda assumption

* download list of concepts from hugging face

* remove misleading customization of '*' placeholder

the existing code as-is did not do anything; unclear what it was supposed to do.

the obvious alternative -- setting using 'placeholder_strings' instead of
'placeholder_tokens' to match model.params.personalization_config.params.placeholder_strings --
caused a crash. i think this is because the passed string also needed to be handed over
on init of the PersonalizedBase as the 'placeholder_token' argument.
this is weird config dict magic and i don't want to touch it. put a
breakpoint in personalzied.py line 116 (top of PersonalizedBase.__init__) if
you want to have a crack at it yourself.

* address all the issues raised by damian0815 in review of PR #1526

* actually resize the token_embeddings

* multiple improvements to the concept loader based on code reviews

1. Activated the --embedding_directory option (alias --embedding_path)
   to load a single embedding or an entire directory of embeddings at
   startup time.

2. Can turn off automatic loading of embeddings using --no-embeddings.

3. Embedding checkpoints are scanned with the pickle scanner.

4. More informative error messages when a concept can't be loaded due
   either to a 404 not found error or a network error.

* autocomplete terms end with ">" now

* fix startup error and network unreachable

1. If the .invokeai file does not contain the --root and --outdir options,
  invoke.py will now fix it.

2. Catch and handle network problems when downloading hugging face textual
   inversion concepts.

* fix misformatted error string

Co-authored-by: Damian Stewart <d@damianstewart.com>

* model_cache.py: fix list_models

Signed-off-by: devops117 <55235206+devops117@users.noreply.github.com>

* add statement of values (#1584)

* this adds the Statement of Values

Google doc source = https://docs.google.com/document/d/1-PrUKDJcxy8OyNGc8CyiHhv2VgLvjt7LRGlEpbg1nmQ/edit?usp=sharing

* Fix heading

* Update InvokeAI_Statement_of_Values.md

* Update InvokeAI_Statement_of_Values.md

* Update InvokeAI_Statement_of_Values.md

* Update InvokeAI_Statement_of_Values.md

* Update InvokeAI_Statement_of_Values.md

* add keturn and mauwii to the team member list

* Fix punctuation

* this adds the Statement of Values

Google doc source = https://docs.google.com/document/d/1-PrUKDJcxy8OyNGc8CyiHhv2VgLvjt7LRGlEpbg1nmQ/edit?usp=sharing

* add keturn and mauwii to the team member list

* fix formating
- make sub bullets use * (decide to all use - or *)
- indent sub bullets
Sorry, first only looked at the code version and found this only after
looking at the markdown rendered version

* use multiparagraph numbered sections

* Break up Statement Of Values as per comments on #1584

* remove duplicated word, reduce vagueness

it's important not to overstate how many artists we are consulting.

* fix typo (sorry blessedcoolant)

Co-authored-by: mauwii <Mauwii@outlook.de>
Co-authored-by: damian <git@damianstewart.com>

* update dockerfile (#1551)

* update dockerfile

* remove not existing file from .dockerignore

* remove bloat and unecesary step
also use --no-cache-dir for pip install
image is now close to 2GB

* make Dockerfile a variable

* set base image to `ubuntu:22.10`

* add build-essential

* link outputs folder for persistence

* update tag variable

* update docs

* fix not customizeable build args, add reqs output

* !model_import autocompletes in ROOTDIR

* Adds psychedelicious to statement of values signature (#1602)

* add a --no-patchmatch option to disable patchmatch loading (#1598)

This feature was added to prevent the CI Macintosh tests from erroring
out when patchmatch is unable to retrieve its shared library from
github assets.

* Fix #1599 by relaxing the `match_trigger` regex (#1601)

* Fix #1599 by relaxing the `match_trigger` regex

Also simplify logic and reduce duplication.

* restrict trigger regex again (but not so far)

* make concepts library work with Web UI

This PR makes it possible to include a Hugging Face concepts library
<style-or-subject-trigger> in the WebUI prompt. The metadata seems
to be correctly handled.

* documentation enhancements (#1603)

- Add documentation for the Hugging Face concepts library and TI embedding.

- Fixup index.md to point to each of the feature documentation files,
  including ones that are pending.

* tweak setup and environment files for linux & pypatchmatch (#1580)

* tweak setup and environment files for linux & pypatchmatch

- Downgrade python requirements to 3.9 because 3.10 is not supported
  on Ubuntu 20.04 LTS (widely-used distro)
- Use our github pypatchmatch 0.1.3 in order to install Makefile
  where it needs to be.
- Restored "-e ." as the last install step on pip installs. Hopefully
  this will not trigger the high-CPU hang we've previously experienced.

* keep windows on basicsr 1.4.1

* keep windows on basicsr 1.4.1

* bump pypatchmatch requirement to 0.1.4

- This brings in a version of pypatchmatch that will gracefully
  handle internet connection not available at startup time.
- Also refactors and simplifies the handling of gfpgan's basicsr requirement
  across various platforms.

* revert to older version of list_models() (#1611)

This restores the correct behavior of list_models() and quenches
the bug of list_models() returning a single model entry named "name".

I have not investigated what was wrong with the new version, but I
think it may have to do with changes to the behavior in dict.update()

* Fixes for #1604 (#1605)

* Converts ESRGAN image input to RGB

- Also adds typing for image input.
- Partially resolves #1604

* ensure there are unmasked pixels before color matching

Co-authored-by: Kyle Schouviller <kyle0654@hotmail.com>

* update index.md (#1609)

- comment out non existing link
- fix indention
- add seperator between feature categories

* Debloat-docker (#1612)

* debloat Dockerfile
- less options more but more userfriendly
- better Entrypoint to simulate CLI usage
- without command the container still starts the web-host

* debloat build.sh

* better syntax in run.sh

* update Docker docs
- fix description of VOLUMENAME
- update run script example to reflect new entrypoint

* Test installer (#1618)

* test linux install

* try removing http from parsed requirements

* pip install confirmed working on linux

* ready for linux testing

- rebuilt py3.10-linux-x86_64-cuda-reqs.txt to include pypatchmatch
  dependency.
- point install.sh and install.bat to test-installer branch.

* Updates MPS reqs

* detect broken readline history files

* fix download.pytorch.org URL

* Test installer (Win 11) (#1620)

Co-authored-by: Cyrus Chan <cyruswkc@hku.hk>

* Test installer (MacOS 13.0.1 w/ torch==1.12.0) (#1621)

* Test installer (Win 11)

* Test installer (MacOS 13.0.1 w/ torch==1.12.0)

Co-authored-by: Cyrus Chan <cyruswkc@hku.hk>

* change sourceball to development for testing

* Test installer (MacOS 13.0.1 w/ torch==1.12.1 & torchvision==1.13.1) (#1622)

* Test installer (Win 11)

* Test installer (MacOS 13.0.1 w/ torch==1.12.0)

* Test installer (MacOS 13.0.1 w/ torch==1.12.1 & torchvision==1.13.1)

Co-authored-by: Cyrus Chan <cyruswkc@hku.hk>

Co-authored-by: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Co-authored-by: Cyrus Chan <82143712+cyruschan360@users.noreply.github.com>
Co-authored-by: Cyrus Chan <cyruswkc@hku.hk>

* 2.2 Doc Updates (#1589)

* Unified Canvas Docs & Assets

Unified Canvas draft

Advanced Tools Updates

Doc Updates (lstein feedback)

* copy edits to Unified Canvas docs

- consistent capitalisation and feature naming
- more intimate address (replace "the user" with "you") for improved User
  Engagement(tm)
- grammatical massaging and *poesie*

Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>
Co-authored-by: damian <git@damianstewart.com>

* include a step after config to `cat ~/.invokeai` (#1629)

* disable patchmatch in CI actions (#1626)

* disable patchmatch in CI actions

* fix indention

* replace tab with spaces

Co-authored-by: Matthias Wild <40327258+mauwii@users.noreply.github.com>
Co-authored-by: mauwii <Mauwii@outlook.de>

* Fix installer script for macOS. (#1630)

* refer to the platform as 'osx' instead of 'mac', otherwise the
composed URL to micromamba is wrong.
* move the `-O` option to `tar` to be grouped with the other tar flags
to avoid the `-O` being interpreted as something to unarchive.

* Removes symlinked environment.yaml (#1631)

Was unintentionally added in #1621

* Fix inpainting with iterations (#1635)

* fix error when inpainting using runwayml inpainting model (#1634)

- error was "Omnibus object has no attribute pil_image"
- closes #1596

* add k_dpmpp_2_a and k_dpmpp_2 solvers options (#1389)

* add k_dpmpp_2_a and k_dpmpp_2 solvers options

* update frontend

Co-authored-by: Victor <victorca25@users.noreply.github.com>
Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

* add .editorconfig (#1636)

* Web UI 2.2 bugfixes (#1572)

* Fixes bug preventing multiple images from being generated

* Fixes valid seam strength value range

* Update Delete Alert Text

Indicates to the user that images are not permanently deleted.

* Fixes left/right arrows not working on gallery

* Fixes initial image on load erroneously set to a user uploaded image

Should be a result gallery image.

* Lightbox Fixes

- Lightbox is now a button in the current image buttons
- Lightbox is also now available in the gallery context menu
- Lightbox zoom issues fixed
- Lightbox has a fade in animation.

* Fix image display wrapper in current preview not overflow bounds

* Revert "Fix image display wrapper in current preview not overflow bounds"

This reverts commit 5511c82714dbf1d1999d64e8bc357bafa34ddf37.

* Change Staging Area discard icon from Bin to X

* Expose Snap Threshold and Move Snap Settings to BBox Panel

* Changes img2img strength default to 0.75

* Fixes drawing triggering when mouse enters canvas w/ button down

When we only supported inpainting and no zoom, this was useful. It allowed the cursor to leave the canvas (which was easy to do given the limited canvas dimensions) and without losing the "I am drawing" state. 

With a zoomable canvas this is no longer as useful.

Additionally, we have more popovers and tools (like the color pickers) which result in unexpected brush strokes. This fixes that issue.

* Revert "Expose Snap Threshold and Move Snap Settings to BBox Panel"

We will handle this a bit differently - by allowing the grid origin to be moved. I will dig in at some point.

This reverts commit 33c92ecf4da724c2f17d9d91c7ea31a43a2f6deb.

* Adds Limit Strokes to Box

* Adds fill bounding box button

* Adds erase bounding box button

* Changes Staging area discard icon to match others

* Fixes right click breaking move tool

* Fixes brush preview visibility issue with "darken outside box"

* Fixes history bugs with addFillRect, addEraseRect, and other actions

* Adds missing `key`

* Fixes postprocessing being applied to canvas generations

* Fixes bbox not getting scaled in various situations

* Fixes staging area show image toggle not resetting on accept/discard

* Locks down canvas while generating/staging

* Fixes move tool breaking when canvas loses focus during move/transform

* Hides cursor when restrict strokes is on and mouse outside bbox

* Lints

* Builds fresh bundle

* Fix overlapping hotkey for Fill Bounding Box

* Build Fresh Bundle

* Fixes bug with mask and bbox overlay

* Builds fresh bundle

Co-authored-by: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Co-authored-by: Lincoln Stein <lincoln.stein@gmail.com>

* disable NSFW checker loading during the CI tests (#1641)

* disable NSFW checker loading during the CI tests

The NSFW filter apparently causes invoke.py to crash during CI testing,
possibly due to out of memory errors. This workaround disables NSFW
model loading.

* doc change

* fix formatting errors in yml files

* Configure the NSFW checker at install time with default on (#1624)

* configure the NSFW checker at install time with default on

1. Changes the --safety_checker argument to --nsfw_checker and
--no-nsfw_checker. The original argument is recognized for backward
compatibility.

2. The configure script asks users whether to enable the checker
(default yes). Also offers users ability to select default sampler and
number of generation steps.

3.Enables the pasting of the caution icon on blurred images when
InvokeAI is installed into the package directory.

4. Adds documentation for the NSFW checker, including caveats about
accuracy, memory requirements, and intermediate image dispaly.

* use better fitting icon

* NSFW defaults false for testing

* set default back to nsfw active

Co-authored-by: Matthias Wild <40327258+mauwii@users.noreply.github.com>
Co-authored-by: mauwii <Mauwii@outlook.de>

Signed-off-by: devops117 <55235206+devops117@users.noreply.github.com>
Co-authored-by: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Co-authored-by: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Co-authored-by: Kyle Schouviller <kyle0654@hotmail.com>
Co-authored-by: javl <mail@jaspervanloenen.com>
Co-authored-by: Kent Keirsey <31807370+hipsterusername@users.noreply.github.com>
Co-authored-by: mauwii <Mauwii@outlook.de>
Co-authored-by: Matthias Wild <40327258+mauwii@users.noreply.github.com>
Co-authored-by: Damian Stewart <d@damianstewart.com>
Co-authored-by: DevOps117 <55235206+devops117@users.noreply.github.com>
Co-authored-by: damian <git@damianstewart.com>
Co-authored-by: Damian Stewart <null@damianstewart.com>
Co-authored-by: Cyrus Chan <82143712+cyruschan360@users.noreply.github.com>
Co-authored-by: Cyrus Chan <cyruswkc@hku.hk>
Co-authored-by: Andre LaBranche <dre@mac.com>
Co-authored-by: victorca25 <41912303+victorca25@users.noreply.github.com>
Co-authored-by: Victor <victorca25@users.noreply.github.com>
2022-11-30 16:12:23 -05:00
Lincoln Stein
8f3f64b22e prevent crash that occurs when changing models.yaml on windows systems
Windows does not support an atomic `os.rename()` operation. This
PR changes it to `os.replace()`, which does the same thing.
2022-11-25 16:59:31 -05:00
Lincoln Stein
1a8e007066 merge release-candidate-1-3-2 into main.
Squashed commit of the following:

commit 9a1fe8e7fb
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Nov 12 17:07:40 2022 +0000

    swap in release URLs for installers

commit ff56f5251b
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Nov 12 17:03:21 2022 +0000

    fix up bad unicode chars in invoke.py

commit ed943bd6c7
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Nov 12 16:05:45 2022 +0000

    outcrop improvements, hand-added

commit 7ad2355b1d
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Nov 12 15:14:33 2022 +0000

    documentation fixes

commit 66c920fc19
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 16:49:25 2022 -0500

    Revert "Resize hires as an image"

    This reverts commit d05b1b3544.

commit 3fc5cb09f8
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Nov 12 12:43:17 2022 +0000

    fix incorrect link in install

commit 1345ec77ab
Author: tildebyte <337875+tildebyte@users.noreply.github.com>
Date:   Sun Nov 6 19:07:31 2022 -0500

    toil(repo): add tildebyte as owner of installer/ directory

commit b116715490
Author: Kyle Schouviller <kyle0654@hotmail.com>
Date:   Thu Nov 10 21:43:56 2022 -0800

    Fix performance issue introduced by torch cuda cache clear during generation

commit fa3670270e
Author: mauwii <Mauwii@outlook.de>
Date:   Fri Nov 11 12:42:03 2022 +0100

    small update to dockers huggingface section

commit c304250ef6
Author: mauwii <Mauwii@outlook.de>
Date:   Fri Nov 11 12:19:27 2022 +0100

    fix format and Link in INSTALL_INVOKE.md

commit 802ce5dde5
Author: mauwii <Mauwii@outlook.de>
Date:   Fri Nov 11 11:17:49 2022 +0100

    small fixex to format and a link in INSTALL_MANUAL

commit 311ee320ec
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Nov 11 07:23:35 2022 +0000

    ignore installer intermediate files

commit e9df17b374
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Nov 11 07:19:25 2022 +0000

    fix backslash-related syntax error

commit 061fb4ef00
Merge: 52be0d23 4095acd1
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Nov 11 06:50:04 2022 +0000

    Merge branch 'release-candidate-2-1-3' of github.com:/invoke-ai/InvokeAI into release-candidate-2-1-3

commit 52be0d2396
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Nov 11 06:49:45 2022 +0000

    add WindowsLongFileName batfile to source installer

commit 4095acd10e
Author: mauwii <Mauwii@outlook.de>
Date:   Fri Nov 11 07:05:17 2022 +0100

    Doc Updates
    A lot of re-formating of new Installation Docs
    also some content updates/corrections

commit 201eb22d76
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Nov 11 04:41:02 2022 +0000

    prevent two models from being marked default in models.yaml

commit 17ab982200
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Nov 11 03:56:54 2022 +0000

    installers download branch HEAD not tag

commit a04965b0e9
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Nov 11 03:48:21 2022 +0000

    improve messaging during installation process

commit 0b529f0c57
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 8 15:22:32 2022 +0000

    enable outcropping of random JPG/PNG images

    - Works best with runwayML inpainting model
    - Numerous code changes required to propagate seed to final metadata.
      Original code predicated on the image being generated within InvokeAI.

commit 6f9f848345
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 8 17:27:42 2022 +0000

    enhance outcropping with ability to direct contents of new regions

    - When outcropping an image you can now add a `--new_prompt` option, to specify
      a new prompt to be used instead of the original one used to generate the image.

    - Similarly you can provide a new seed using `--seed` (or `-S`). A seed of zero
      will pick one randomly.

    - This PR also fixes the crash that happened when trying to outcrop an image
      that does not contain InvokeAI metadata.

commit 918c1589ef
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 20:16:47 2022 +0000

    fix #1402

commit 116415b3fc
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 21:27:25 2022 +0000

    fix invoke.py crash if no models.yaml file present

    - Script will now offer the user the ability to create a
      minimal models.yaml and then gracefully exit.
    - Closes #1420

commit b4b6eabaac
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 16:49:25 2022 -0500

    Revert "Log strength with hires"

    This reverts commit 82d4904c07.

commit 4ef1f4a854
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 20:01:49 2022 +0000

    remove temporary directory from repo

commit 510fc4ebaa
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 19:59:03 2022 +0000

    remove -e from clipseg load in installer

commit a20914434b
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 19:37:07 2022 +0000

    change clipseg repo branch to avoid clipseg not found error

commit 0d134195fd
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 18:39:29 2022 +0000

    update repo URL to point to rc

commit 649d8c8573
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 18:13:28 2022 +0000

    integrate tildebyte installer

commit a358d370a0
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 17:48:14 2022 +0000

    add @tildebyte compiled pip installer

commit 94a9033c4f
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 14:52:00 2022 +0000

    ignore source installer zip files

commit 18a947c503
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 14:46:36 2022 +0000

    documentation and environment file fixes

    - Have clarified the relationship between the @tildebyte and @cmdr2 installers;
      However, @tildebyte installer merge is still a WIP due to conflicts over
      such things as `invoke.sh`.
    - Rechristened 1click installer as "source" installer. @tildebyte installer will be
      "the" installer. (We'll see which one generates the least support requests and
      maintenance work.)
    - Sync'd `environment-mac.yml` with `development`. The former was failing with a
      taming-transformers error as per https://discord.com/channels/@me/1037201214154231899/1040060947378749460

commit a23b031895
Author: Mike DiGiovanni <vinblau@gmail.com>
Date:   Wed Nov 9 16:44:59 2022 -0500

    Fixes typos in README.md

commit 23af68c7d7
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 07:02:27 2022 -0500

    downgrade win installs to basicsr==1.4.1

commit e258beeb51
Merge: 7460c069 e481bfac
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 06:37:45 2022 -0500

    Merge branch 'release-candidate-2-1-3' of github.com:invoke-ai/InvokeAI into release-candidate-2-1-3

commit 7460c069b8
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 06:36:48 2022 -0500

    remove --prefer-binary from requirements-base.txt

    It appears that some versions of pip do not recognize this option
    when it appears in the requirements file. Did not explore this further
    but recommend --prefer-binary in the manual install instructions on
    the command line.

commit e481bfac61
Merge: 5040747c d1ab65a4
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 11:21:56 2022 +0000

    Merge branch 'release-candidate-2-1-3' of github.com:/invoke-ai/InvokeAI into release-candidate-2-1-3

commit 5040747c67
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 10 11:21:43 2022 +0000

    fix windows install instructions & bat file

commit d1ab65a431
Author: mauwii <Mauwii@outlook.de>
Date:   Thu Nov 10 07:18:59 2022 +0100

    update WEBUIHOTKEYS.md

commit af4ee7feb8
Author: mauwii <Mauwii@outlook.de>
Date:   Thu Nov 10 06:33:49 2022 +0100

    update INSTALL_DOCKER.md

commit 764fb29ade
Author: mauwii <Mauwii@outlook.de>
Date:   Thu Nov 10 06:30:15 2022 +0100

    fix formatting in INSTALL.md

commit 1014d3ba44
Author: mauwii <Mauwii@outlook.de>
Date:   Thu Nov 10 06:29:14 2022 +0100

    fix build.sh invokeai_conda_env_file default value

commit 40a48aca88
Author: mauwii <Mauwii@outlook.de>
Date:   Thu Nov 10 05:25:30 2022 +0100

    fix environment-mac.yml
    moved taming-transformers-rom1504 to pip dependencies

commit 92abc00f16
Author: mauwii <Mauwii@outlook.de>
Date:   Thu Nov 10 05:19:52 2022 +0100

    fix test-invoke-conda
    - copy required conda environment yaml
    - use environment.yml
    - I use cp instead of ln since would be compatible for windows runners

commit a5719aabf8
Author: mauwii <Mauwii@outlook.de>
Date:   Thu Nov 10 04:14:35 2022 +0100

    update Dockerfile
    - link environment.yml from new environemnts path
    - change default conda_env_file
    - quote all variables to avoid splitting
    - also remove paths from conda-env-files in build-container.yml

commit 44a18511fa
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 9 20:51:06 2022 +0000

    update paths in container build workflow

commit b850dbadaf
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 9 20:16:57 2022 +0000

    finished reorganization of install docs

commit 9ef8b944d5
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 9 18:50:58 2022 +0000

    tweaks to manual install documentation

    --prefer-binary is an iffy option in the requirements file. It isn't
    supported by some versions of pip, so I removed it from
    requirements-base.txt and inserted it into the manual install
    instructions where it seems to do what it is supposed to.

commit efc5a98488
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 9 18:20:03 2022 +0000

    manual installation documentation tested on Linux

commit 1417c87928
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 9 17:37:06 2022 +0000

    change name of requirements.txt to avoid confusion

commit 2dd6fc2b93
Merge: 22213612 71ee44a8
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 9 17:26:24 2022 +0000

    Merge branch 'release-candidate-2-1-3' of github.com:/invoke-ai/InvokeAI into release-candidate-2-1-3

commit 22213612a0
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 9 17:25:59 2022 +0000

    directory cleanup; working on install docs

commit 71ee44a827
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 9 02:07:13 2022 +0000

    prevent crash when switching to an invalid model

commit b17ca0a5e7
Author: damian0815 <null@damianstewart.com>
Date:   Tue Nov 8 14:28:38 2022 +0100

    don't suppress exceptions when doing cross-attention control

commit 71bbfe4a1a
Author: damian0815 <null@damianstewart.com>
Date:   Tue Nov 8 12:59:34 2022 +0100

    Fix #1362 by improving VRAM usage patterns when doing .swap()

    commit ef3f7a26e242b73c2beb0195c7fd8f654ef47f55
    Author: damian0815 <null@damianstewart.com>
    Date:   Tue Nov 8 12:18:37 2022 +0100

        remove log spam

    commit 7189d649622d4668b120b0dd278388ad672142c4
    Author: damian0815 <null@damianstewart.com>
    Date:   Tue Nov 8 12:10:28 2022 +0100

        change the way saved slicing strategy is applied

    commit 01c40f751ab72955140165c16f95ae411732265b
    Author: damian0815 <null@damianstewart.com>
    Date:   Tue Nov 8 12:04:43 2022 +0100

        fix slicing_strategy_getter callsite

    commit f8cfe25150a346958903316bc710737d99839923
    Author: damian0815 <null@damianstewart.com>
    Date:   Tue Nov 8 11:56:22 2022 +0100

        cleanup, consistent dim=0 also tested

    commit 5bf9b1e890d48e962afd4a668a219b68271e5dc1
    Author: damian0815 <null@damianstewart.com>
    Date:   Tue Nov 8 11:34:09 2022 +0100

        refactored context, tested with non-sliced cross attention control

    commit d58a46e39bf562e7459290d2444256e8c08ad0b6
    Author: damian0815 <null@damianstewart.com>
    Date:   Sun Nov 6 00:41:52 2022 +0100

        cleanup

    commit 7e2c658b4c06fe239311b65b9bb16fa3adec7fd7
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 22:57:31 2022 +0100

        disable logs

    commit 20ee89d93841b070738b3d8a4385c93b097d92eb
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 22:36:58 2022 +0100

        slice saved attention if necessary

    commit 0a7684a22c880ec0f48cc22bfed4526358f71546
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 22:32:38 2022 +0100

        raise instead of asserting

    commit 7083104c7f3a0d8fd96e94a2f391de50a3c942e4
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 22:31:00 2022 +0100

        store dim when saving slices

    commit f7c0808ed383ec1dc70645288a798ed2aa4fa85c
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 22:27:16 2022 +0100

        don't retry on exception

    commit 749a721e939b3fe7c1741e7998dab6bd2c85a0cb
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 22:24:50 2022 +0100

        stuff

    commit 032ab90e9533be8726301ec91b97137e2aadef9a
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 22:20:17 2022 +0100

        more logging

    commit 3dc34b387f033482305360e605809d95a40bf6f8
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 22:16:47 2022 +0100

        logs

    commit 901c4c1aa4b9bcef695a6551867ec8149e6e6a93
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 22:12:39 2022 +0100

        actually set save_slicing_strategy to True

    commit f780e0a0a7c6b6a3db320891064da82589358c8a
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 22:10:35 2022 +0100

        store slicing strategy

    commit 93bb6d566fd18c5c69ef7dacc8f74ba2cf671cb7
    Author: damian <git@damianstewart.com>
    Date:   Sat Nov 5 20:43:48 2022 +0100

        still not it

    commit 5e3a9541f8ae00bde524046963910323e20c40b7
    Author: damian <git@damianstewart.com>
    Date:   Sat Nov 5 17:20:02 2022 +0100

        wip offloading attention slices on-demand

    commit 4c2966aa856b6f3b446216da3619ae931552ef08
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 15:47:40 2022 +0100

        pre-emptive offloading, idk if it works

    commit 572576755e9f0a878d38e8173e485126c0efbefb
    Author: root <you@example.com>
    Date:   Sat Nov 5 11:25:32 2022 +0000

        push attention slices to cpu. slow but saves memory.

    commit b57c83a68f2ac03976ebc89ce2ff03812d6d185f
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 12:04:22 2022 +0100

        verbose logging

    commit 3a5dae116f110a96585d9eb71d713b5ed2bc3d2b
    Author: damian0815 <null@damianstewart.com>
    Date:   Sat Nov 5 11:50:48 2022 +0100

        wip fixing mem strategy crash (4 test on runpod)

    commit 3cf237db5fae0c7b0b4cc3c47c81830bdb2ae7de
    Author: damian0815 <null@damianstewart.com>
    Date:   Fri Nov 4 09:02:40 2022 +0100

        wip, only works on cuda

commit 5702271991
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 9 14:09:36 2022 +0000

    speculative reorganization of the requirements & environment files

    - This is only a test!
    - The various environment*.yml and requirements*.txt files have all
      been moved into a directory named "environments-and-requirements".
    - The idea is to clean up our root directory so that the github home
      page is tidy.
    - The manual install instructions will start with the instructions to
      create a symbolic link from environment.yml to the appropriate file
      for OS and GPU.
    - The 1-click installers have been updated to accommodate this change.

commit 10781e7dc4
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 9 01:59:45 2022 +0000

    refactoring requirements

commit 099d1157c5
Author: mauwii <Mauwii@outlook.de>
Date:   Wed Nov 9 00:16:18 2022 +0100

    better way to make sure if conda is useable

commit ab825bf7ee
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 8 22:05:33 2022 +0000

    add back --prefer-binaries to requirements

commit 10cfeb5ada
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 8 22:27:19 2022 +0100

    add quotes to set and use `$environment_file`

commit e97515d045
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 8 22:24:21 2022 +0100

    set environment file for conda update

commit 0f04bc5789
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 8 22:21:25 2022 +0100

    use conda env update

commit 3f74aabecd
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 8 22:20:44 2022 +0100

    use command instead of hash

commit b1a99a51b7
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 8 14:44:44 2022 -0500

    remove --global git config from 1-click installers

commit 8004f8a6d9
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Nov 7 09:07:20 2022 -0500

    Revert "Use array slicing to calc ddim timesteps"

    This reverts commit 1f0c5b4cf1.

commit ff8ff2212a
Merge: 8e5363cd 636620b1
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 8 14:01:40 2022 +0000

    add initfile support from PR #1386

commit 8e5363cd83
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 8 13:26:18 2022 +0000

    move 'installer/' to '1-click-installer' to make room for tildebyte installer

commit 1450779146
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 8 12:56:36 2022 +0000

    update branch for installer to pull against

commit 8cd5d95b8a
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 8 05:30:20 2022 +0000

    move all models into subdirectories of ./models

    - this required an update to the invoke-ai fork of gfpgan
    - simultaneously reverted consolidation of environment and
      requirements files, as their presence in a directory
      triggered setup.py to try to install a sub-package.

commit abd6407394
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 8 03:52:46 2022 +0000

    leave a copy of environment-cuda.yml at top level

    - named it environment.yml
    - need to avoid a big change for users and breaking older support
      instructions.

commit 734dacfbe9
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 8 03:50:07 2022 +0000

    consolidate environment files

    - starting to remove unneeded entries and pins
    - no longer require -e in front of github dependencies
    - update setup.py with release number
    - update manual installation instructions

commit 636620b1d5
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 8 03:26:16 2022 +0000

    change initfile to ~/.invokeai

    - adjust documentation
    - also fix 'clipseg_models' to 'clipseg', which seems to be working now

commit 1fe41146f0
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Nov 5 14:28:01 2022 -0400

    add support for an initialization file, invokeai.init

    - Place preferred startup command switches in a file named
      "invokeai.init". The file can consist of a single line of switches
      such as "--web --steps=28", a series of switches on each
      line, or any combination of the two.

     Example:
     ```
       --web
       --host=0.0.0.0
       --steps=28
       --grid
       -f 0.6 -C 11.0 -A k_euler_a
    ```

    - The following options, which were previously only available within
      the CLI, are now available on the command line as well:

      --steps
      --strength
      --cfg_scale
      --width
      --height
      --fit

commit 2ad6ef355a
Merge: 865502ee 8b47c829
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sun Nov 6 18:08:36 2022 +0000

    update discord link

commit 865502ee4f
Author: mauwii <Mauwii@outlook.de>
Date:   Sun Nov 6 18:00:16 2022 +0100

    update changelog

commit c7984f3299
Author: mauwii <Mauwii@outlook.de>
Date:   Sun Nov 6 17:07:27 2022 +0100

    update TROUBLESHOOT.md

commit 7f150ed833
Author: mauwii <Mauwii@outlook.de>
Date:   Sun Nov 6 16:56:58 2022 +0100

    remove `:`from headlines in CONTRIBUTORS.md

commit badf4e256c
Author: mauwii <Mauwii@outlook.de>
Date:   Sun Nov 6 16:56:37 2022 +0100

    enable navigation tabs
    Since the docs are growing, this way they look cleaner

commit e64c60bbb3
Author: mauwii <Mauwii@outlook.de>
Date:   Sun Nov 6 16:18:59 2022 +0100

    remove preflight checks from assets
    seems like somebody executed tests and commited them

commit 1780618543
Author: mauwii <Mauwii@outlook.de>
Date:   Sun Nov 6 16:15:06 2022 +0100

    update INSTALLING_MODELS.md

commit f91fd27624
Author: Kyle Schouviller <kyle0654@hotmail.com>
Date:   Sat Nov 5 14:47:53 2022 -0700

    Bug fix for inpaint size

commit 09e41e8f76
Author: Kyle Schouviller <kyle0654@hotmail.com>
Date:   Sat Nov 5 14:34:52 2022 -0700

    Add inpaint size options to inpaint at a larger size than the actual inpaint image, then scale back down for recombination

commit 6eeb2107b3
Author: mauwii <Mauwii@outlook.de>
Date:   Sat Nov 5 21:01:14 2022 +0100

    remove create-caches.yml since not used anywhere

commit 17053ad8b7
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Nov 5 16:01:55 2022 -0400

    fix duplicated argument introduced by conflict resolution

commit fefb4dc1f8
Merge: 762ca60a d05b1b35
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Nov 5 12:47:35 2022 -0700

    Merge branch 'development' into fix_generate.py

commit d05b1b3544
Author: Craig <cwallen@users.noreply.github.com>
Date:   Sat Oct 29 20:40:30 2022 -0400

    Resize hires as an image

commit 82d4904c07
Author: Craig <cwallen@users.noreply.github.com>
Date:   Sat Oct 29 20:37:40 2022 -0400

    Log strength with hires

commit 1cdcf33cfa
Merge: 6616fa83 cbc029c6
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Sat Nov 5 09:57:38 2022 -0400

    Merge branch 'main' into development

    - this synchronizes recent document fixes by mauwii

commit 6616fa835a
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Nov 4 00:47:03 2022 -0400

    fix Windows library dependency issues

    This commit addresses two bugs:

    1) invokeai.py crashes immediately with a message about an undefined
       attritube sigKILL (closes #1288). The fix is to pin torch at 1.12.1.

    2) Version 1.4.2 of basicsr fails to load properly on Windows, and is
       a requirement of realesrgan, however 1.4.1 works. Pinning basicsr
       in our requirements file resulted in a dependency conflict, so I
       ended up cloning realesrgan into the invoke-ai Git space and changing
       the requirements file there.

    If there is a more elegant solution, please advise.

commit 7b9a4564b1
Author: Matthias Wild <40327258+mauwii@users.noreply.github.com>
Date:   Sat Nov 5 14:36:45 2022 +0100

    Update-docs (#1382)

    * update IMG2IMG.md

    * update INPAINTING.md

    * update WEBUIHOTKEYS.md

    * more doc updates (mostly fix formatting):
    - OUTPAINTING.md
    - POSTPROCESS.md
    - PROMPTS.md
    - VARIATIONS.md
    - WEB.md
    - WEBUIHOTKEYS.md

commit fcdefa0620
Author: Matthias Wild <40327258+mauwii@users.noreply.github.com>
Date:   Fri Nov 4 20:47:31 2022 +0100

    Hotifx docs (#1376) (#1377)

commit ef8b3ce639
Merge: b7042095 36870a8f
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Fri Nov 4 12:08:44 2022 -0400

    Merge-main-into-development (#1373)

    To get the rid of the difference between main and development.

    Since otherwise it will be a pain to start fixing the documentatino
    (when the state between main and development is not the same ...)

    Also this should fix the problem of all tests failing since environment
    yamls get updated.

commit 36870a8f53
Merge: 6b89adfa b7042095
Author: Matthias Wild <40327258+mauwii@users.noreply.github.com>
Date:   Fri Nov 4 16:25:00 2022 +0100

    Merge branch 'development' into merge-main-into-development

commit b70420951d
Author: damian0815 <null@damianstewart.com>
Date:   Thu Nov 3 12:39:45 2022 +0100

    fix parsing error doing eg `forest ().swap(in winter)`

commit 1f0c5b4cf1
Author: wfng92 <43742196+wfng92@users.noreply.github.com>
Date:   Thu Nov 3 17:13:52 2022 +0800

    Use array slicing to calc ddim timesteps

commit 8648da8111
Author: mauwii <Mauwii@outlook.de>
Date:   Fri Nov 4 00:06:19 2022 +0100

    update environment-linux-aarch64 to use python 3.9

commit 45b4593563
Author: mauwii <Mauwii@outlook.de>
Date:   Thu Nov 3 22:31:46 2022 +0100

    update environment-linux-aarch64.yml
    - move getpass_asterisk to pip

commit 41b04316cf
Author: mauwii <Mauwii@outlook.de>
Date:   Thu Nov 3 20:40:08 2022 +0100

    rename job, remove debug branch from triggers

commit e97c6db2a3
Author: mauwii <Mauwii@outlook.de>
Date:   Thu Nov 3 20:34:01 2022 +0100

    include build matrix to build x86_64 and aarch64

commit 896820a349
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 1 05:01:15 2022 +0100

    disable caching

commit 06c8f468bf
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 1 04:26:39 2022 +0100

    disable PR-Validation
    since there are no files passed from context this is unecesarry

commit 61920e2701
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 1 04:09:39 2022 +0100

    update action to use current branch
    also update build-args of dockerfile and build.sh

commit f34ba7ca70
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 1 02:30:24 2022 +0100

    remove unecesarry mkdir command again

commit c30ef0895d
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 1 01:51:12 2022 +0100

    remove symlink to GFPGANv1.4
    also re-add mkdir to prevent action from failing

commit aa3a774f73
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 1 01:48:59 2022 +0100

    update build-container.yml to use cachev3

commit 2c30555b84
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 1 01:34:20 2022 +0100

    update Dockerfile
    - create models.yaml from models.yaml.example
    - run preload_models.py with --no-interactive

commit 743f605773
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 1 01:21:15 2022 +0100

    update build.sh to download sd-v1.5 model

commit 519c661abb
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Oct 25 01:26:50 2022 +0200

    replace old fashined markdown templates with forms
    this will help the readability of issues a lot 🤓

commit 22c956c75f
Merge: 13696adc 0196571a
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 3 10:20:21 2022 -0400

    Merge branch 'development' of github.com:invoke-ai/InvokeAI into development

commit 13696adc3a
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Thu Nov 3 10:20:10 2022 -0400

    speculative change to solve windows esrgan issues

commit 0196571a12
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 2 22:39:35 2022 -0400

    remove merge markers from preload_models.py

commit 9666f466ab
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 2 18:29:34 2022 -0400

    use refined model by default

commit 240e5486c8
Merge: 8164b6b9 aa247e68
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 2 18:35:00 2022 -0400

    Merge branch 'spezialspezial-patch-9' into development

commit 8164b6b9cf
Merge: 4fc82d55 dd5a88dc
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Wed Nov 2 17:06:46 2022 -0400

    Merge branch 'development' of github.com:invoke-ai/InvokeAI into development

commit 4fc82d554f
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Thu Nov 3 04:17:28 2022 +1300

    [WebUI] Final 2.1 Release Build

commit 96b34c0f85
Author: damian0815 <null@damianstewart.com>
Date:   Wed Nov 2 09:08:11 2022 +0100

    Final WebUI build for Release 2.1
    - squashed commit of 52 commits from PR #1327

    don't log base64 progress images

    Fresh Build For WebUI

    [WebUI] Loopback Default False

    Fixes bugs/styling

    - Fixes missing web app state on new version:
    Adds stateReconciler to redux-persist.

    When we add more values to the state and then release the update app, they will be automatically merged in.

    Reseting web UI will be needed far less.
    7159ec

    - Fixes console z-index
    - Moves reset web UI button to visible area

    Decreases gallery width on inpainting

    Increases workarea split padding to 1rem

    Adds missing tooltips to site header

    Changes inpainting controls settings to hover

    Fixes hotkeys and settings buttons not working

    Improves bounding box interactions

    - Bounding box can now be moved by dragging any of its edges
    - Bounding box does not affect drawing if already drawing a stroke
    - Can lock bounding box to draw directly on the bounding box edges
    - Removes spacebar-hold behaviour due to technical issues

    Fixes silent crash when init image too large

    To send the mask to the server, the UI rendered the mask onto the init image and sent the whole image. The mask was then cropped by the server.

    If the image was too large, the app silently failed. Maybe it exceeds the websocket size limit.

    Fixed by cropping the mask in the UI layer, sending only bounding-box-sized mask image data.

    Disabled bounding box settings when locked

    Styles image uploader

    Builds fresh bundle

    Improves bounding box interaction

    Added spacebar-hold-to-transform back.

    Address bounding box feedback

    - Adds back toggle to hide bounding box
    - Box quick toggle = q, normal toggle = shift + q
    - Styles canvas alert icons

    Adds hints when unable to invoke

    - Popover on Invoke button indicates why exactly it is disabled, e.g. prompt is empty, something else is processing, etc.
    - There may be more than one reason; all are displayed.

    Fix Inpainting Alerts Styling

    Preventing unnecessary re-renders across the app

    Code Split Inpaint Options

    Isolate features to their own components so they dont re-render the other stuff each time.

    [TESTING] Remove  global isReady checking

    I dont believe this is need at all because the isready state is constantly updated when needed and tracked real time in the Redux store. This causes massive re-renders. @psychedelicious If this is absolutely essential for a reason that I do not see, please hit me up on Discord.

    Fresh Bundle

    Fix Bounding Box Settings re-rendering on brush stroke

    [Code Splitting] Bounding Box Options

    Isolated all bounding box components to trigger unnecessary re-renders. Still need to fix  bounding box  triggering re-renders on the control panel inside the canvas itself. But the options panel should be a good to go with this change.

    Inpainting Controls Code Spitting and Performance

    Codesplit the entirety of the inpainting controls. Created new selectors for each and every component to ensure there are no unnecessary re-renders. App feels a lot smoother.

    Fixes rerenders on ClearBrushHistory

    Fixes crash when requesting post-generation upscale/face restoration

    - Moves the inpainting paste to before the postprocessing.

    Removes unused isReady state

    Changes Report Bug icon to a bug

    Restores shift+q bounding box shortcut

    Adds alert for bounding box size to status icons

    Adds asCheckbox to IAIIconButton

    Rough draft of this. Not happy with the styling but it's clearer than having them look just like buttons.

    Fixes crash related to old value of progress_latents in state

    Styling changes and settings modal minor refactor

    Fixes: uploaded JPG images not loading

    Reworks CurrentImageButtons.tsx

    - Change all icons to FA iconset for consistency
    - Refactors IAIIconButton, IAIButton, IAIPopover to handle ref forwarding
    - Redesigns buttons into group

    Only generate 1 iteration when seed fixed & variations disabled

    Fixes progress images select

    Fixes edge case: upload over gets stuck while alt tabbing

    - Press esc to close it now

    Fixes display progress images select typing

    Fixes current image button rerenders

    Adds min width to ImageUploader

    Makes fast-latents in progress default

    Update Icon Button Checkbox Style Styling

    Fixes next/prev image buttons

    Refactor canvas buttons + more

    Add Save Intermediates Step Count

    For accurate mode only.

    Co-Authored-By: Richard Macarthy <richardmacarthy@protonmail.com>

    Restores "initial image" text

    Address feedback

    - moves mask clear button
    - fixes intermediates
    - shrinks inpainting icons by 10%

    Fix Loopback Styling

    Adds escape hotkey to close floating panels

    Readd Hotkey for Dual Display

    Updated Current Image Button Styling

commit dd5a88dcee
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Thu Nov 3 04:17:28 2022 +1300

    [WebUI] Final 2.1 Release Build

commit 95ed56bf82
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Thu Nov 3 04:16:31 2022 +1300

    Updated Current Image Button Styling

commit 1ae80f5ab9
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Thu Nov 3 04:07:57 2022 +1300

    Readd Hotkey for Dual Display

commit 1f0bd3ca6c
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Thu Nov 3 02:07:00 2022 +1100

    Adds escape hotkey to close floating panels

commit a1971f6830
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Thu Nov 3 03:38:15 2022 +1300

    Fix Loopback Styling

commit c6118e8898
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Thu Nov 3 01:29:51 2022 +1100

    Address feedback

    - moves mask clear button
    - fixes intermediates
    - shrinks inpainting icons by 10%

commit 7ba958cf7f
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Thu Nov 3 01:10:38 2022 +1100

    Restores "initial image" text

commit 383905d5d2
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Thu Nov 3 02:59:11 2022 +1300

    Add Save Intermediates Step Count

    For accurate mode only.

    Co-Authored-By: Richard Macarthy <richardmacarthy@protonmail.com>

commit 6173e3e9ca
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Thu Nov 3 00:53:53 2022 +1100

    Refactor canvas buttons + more

commit 3feb7d8922
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Thu Nov 3 00:49:23 2022 +1100

    Fixes next/prev image buttons

commit 1d9edbd0dd
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Thu Nov 3 00:50:44 2022 +1300

    Update Icon Button Checkbox Style Styling

commit d439abdb89
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 21:37:24 2022 +1100

    Makes fast-latents in progress default

commit ee47ea0c89
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 21:37:09 2022 +1100

    Adds min width to ImageUploader

commit 300bb2e627
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 21:28:22 2022 +1100

    Fixes current image button rerenders

commit ccf8593501
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 21:27:43 2022 +1100

    Fixes display progress images select typing

commit 0fda612f3f
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 21:02:01 2022 +1100

    Fixes edge case: upload over gets stuck while alt tabbing

    - Press esc to close it now

commit 5afff65b71
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 20:33:19 2022 +1100

    Fixes progress images select

commit 7e55bdefce
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 20:27:47 2022 +1100

    Only generate 1 iteration when seed fixed & variations disabled

commit 620cf84d3d
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 19:51:38 2022 +1100

    Reworks CurrentImageButtons.tsx

    - Change all icons to FA iconset for consistency
    - Refactors IAIIconButton, IAIButton, IAIPopover to handle ref forwarding
    - Redesigns buttons into group

commit cfe567c62a
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 16:14:50 2022 +1100

    Fixes: uploaded JPG images not loading

commit cefe12f1df
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 15:31:18 2022 +1100

    Styling changes and settings modal minor refactor

commit 1e51c39928
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 15:27:46 2022 +1100

    Fixes crash related to old value of progress_latents in state

commit 42a02bbb80
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 13:15:06 2022 +1100

    Adds asCheckbox to IAIIconButton

    Rough draft of this. Not happy with the styling but it's clearer than having them look just like buttons.

commit f1ae6dae4c
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 13:13:56 2022 +1100

    Adds alert for bounding box size to status icons

commit 6195579910
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 11:52:19 2022 +1100

    Restores shift+q bounding box shortcut

commit 16c8b23b34
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 11:32:07 2022 +1100

    Changes Report Bug icon to a bug

commit 07ae626b22
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 11:17:16 2022 +1100

    Removes unused isReady state

commit 8d171bb044
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 11:13:26 2022 +1100

    Fixes crash when requesting post-generation upscale/face restoration

    - Moves the inpainting paste to before the postprocessing.

commit 6e33ca7e9e
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Wed Nov 2 10:59:01 2022 +1100

    Fixes rerenders on ClearBrushHistory

commit db46e12f2b
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Wed Nov 2 11:36:28 2022 +1300

    Inpainting Controls Code Spitting and Performance

    Codesplit the entirety of the inpainting controls. Created new selectors for each and every component to ensure there are no unnecessary re-renders. App feels a lot smoother.

commit 868e4b2db8
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Wed Nov 2 07:40:31 2022 +1300

    [Code Splitting] Bounding Box Options

    Isolated all bounding box components to trigger unnecessary re-renders. Still need to fix  bounding box  triggering re-renders on the control panel inside the canvas itself. But the options panel should be a good to go with this change.

commit 2e562742c1
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Wed Nov 2 06:40:27 2022 +1300

    Fix Bounding Box Settings re-rendering on brush stroke

commit 68e6958009
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Wed Nov 2 06:28:34 2022 +1300

    Fresh Bundle

commit ea6e3a7949
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Wed Nov 2 06:26:56 2022 +1300

    [TESTING] Remove  global isReady checking

    I dont believe this is need at all because the isready state is constantly updated when needed and tracked real time in the Redux store. This causes massive re-renders. @psychedelicious If this is absolutely essential for a reason that I do not see, please hit me up on Discord.

commit b2879ca99f
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Wed Nov 2 06:08:59 2022 +1300

    Code Split Inpaint Options

    Isolate features to their own components so they dont re-render the other stuff each time.

commit 4e911566c3
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Wed Nov 2 03:50:56 2022 +1300

    Preventing unnecessary re-renders across the app

commit 9bafda6a15
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Wed Nov 2 03:02:35 2022 +1300

    Fix Inpainting Alerts Styling

commit 871a8a5375
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 23:52:07 2022 +1100

    Adds hints when unable to invoke

    - Popover on Invoke button indicates why exactly it is disabled, e.g. prompt is empty, something else is processing, etc.
    - There may be more than one reason; all are displayed.

commit 0eef74bc00
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 23:40:11 2022 +1100

    Address bounding box feedback

    - Adds back toggle to hide bounding box
    - Box quick toggle = q, normal toggle = shift + q
    - Styles canvas alert icons

commit 423ae32097
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 17:06:07 2022 +1100

    Improves bounding box interaction

    Added spacebar-hold-to-transform back.

commit 8282e5d045
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 16:57:07 2022 +1100

    Builds fresh bundle

commit 19305cdbdf
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 16:51:11 2022 +1100

    Styles image uploader

commit eb9028ab30
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 16:51:03 2022 +1100

    Disabled bounding box settings when locked

commit 21483f5d07
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 16:50:24 2022 +1100

    Fixes silent crash when init image too large

    To send the mask to the server, the UI rendered the mask onto the init image and sent the whole image. The mask was then cropped by the server.

    If the image was too large, the app silently failed. Maybe it exceeds the websocket size limit.

    Fixed by cropping the mask in the UI layer, sending only bounding-box-sized mask image data.

commit 82dcbac28f
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 16:28:30 2022 +1100

    Improves bounding box interactions

    - Bounding box can now be moved by dragging any of its edges
    - Bounding box does not affect drawing if already drawing a stroke
    - Can lock bounding box to draw directly on the bounding box edges
    - Removes spacebar-hold behaviour due to technical issues

commit d43bd4625d
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 15:10:49 2022 +1100

    Fixes hotkeys and settings buttons not working

commit ea891324a2
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 11:04:02 2022 +1100

    Changes inpainting controls settings to hover

commit 8fd9ea2193
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 11:03:41 2022 +1100

    Adds missing tooltips to site header

commit fb02666856
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 11:03:25 2022 +1100

    Increases workarea split padding to 1rem

commit f6f5c2731b
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 11:03:10 2022 +1100

    Decreases gallery width on inpainting

commit b4e3f771e0
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 10:54:59 2022 +1100

    Fixes bugs/styling

    - Fixes missing web app state on new version:
    Adds stateReconciler to redux-persist.

    When we add more values to the state and then release the update app, they will be automatically merged in.

    Reseting web UI will be needed far less.
    7159ec

    - Fixes console z-index
    - Moves reset web UI button to visible area

commit 99bb9491ac
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Tue Nov 1 08:35:45 2022 +1300

    [WebUI] Loopback Default False

commit 0453f21127
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Wed Nov 2 23:23:51 2022 +1300

    Fresh Build For WebUI

commit 9fc09aa4bd
Author: damian0815 <null@damianstewart.com>
Date:   Wed Nov 2 09:08:11 2022 +0100

    don't log base64 progress images

commit 5e87062cf8
Author: spezialspezial <75758219+spezialspezial@users.noreply.github.com>
Date:   Wed Nov 2 00:21:27 2022 +0100

    Option to directly invert the grayscale heatmap - fix

commit 3e7a459990
Author: spezialspezial <75758219+spezialspezial@users.noreply.github.com>
Date:   Tue Nov 1 21:37:33 2022 +0100

    Update txt2mask.py

commit bbf4c03e50
Author: spezialspezial <75758219+spezialspezial@users.noreply.github.com>
Date:   Tue Nov 1 21:11:19 2022 +0100

    Option to directly invert the grayscale heatmap

    Theoretically less work inverting the image while it's small but I can't measure a significant difference. Though, handy option to have in some cases.

commit 611a3a9753
Author: mauwii <Mauwii@outlook.de>
Date:   Wed Nov 2 02:23:09 2022 +0100

    fix name of caching step

commit 1611f0d181
Author: mauwii <Mauwii@outlook.de>
Date:   Wed Nov 2 02:18:46 2022 +0100

    readd caching of sd-models
    - this would remove the necesarrity of the secret availability in PRs

commit 08835115e4
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 1 22:10:12 2022 -0400

    pin pytorch_lightning to 1.7.7, issue #1331

commit 2d84e28d32
Merge: 533fd04e ef17aae8
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 1 22:11:04 2022 -0400

    Merge branch 'development' of github.com:invoke-ai/InvokeAI into development

commit ef17aae8ab
Author: damian0815 <null@damianstewart.com>
Date:   Wed Nov 2 00:39:48 2022 +0100

    add damian0815 to contributors list

commit 0cc39f01a3
Author: damian0815 <null@damianstewart.com>
Date:   Wed Nov 2 01:18:50 2022 +0100

    report full size for fast latents and update conversion matrix for v1.5

commit 688d7258f1
Author: damian0815 <null@damianstewart.com>
Date:   Wed Nov 2 00:33:00 2022 +0100

    fix a bug that broke cross attention control index mapping

commit 4513320bf1
Author: damian0815 <null@damianstewart.com>
Date:   Wed Nov 2 00:31:58 2022 +0100

    save VRAM by not recombining tensors that have been sliced to save VRAM

commit 533fd04ef0
Merge: 6215592b dff5681c
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 1 17:40:36 2022 -0400

    Merge branch 'development' of github.com:invoke-ai/InvokeAI into development

commit dff5681cf0
Author: damian0815 <d@d.com>
Date:   Tue Nov 1 13:56:03 2022 +0100

    shorter strings

commit 5a2790a69b
Author: damian0815 <d@d.com>
Date:   Tue Nov 1 13:19:20 2022 +0100

    convert progress display to a drop-down

commit 7c5305ccba
Author: damian0815 <d@d.com>
Date:   Tue Nov 1 12:54:46 2022 +0100

    do not try to save base64 intermediates in gallery on cancellation

commit 4013e8ad6f
Author: psychedelicious <4822129+psychedelicious@users.noreply.github.com>
Date:   Tue Nov 1 21:54:35 2022 +1100

    Fixes b64 image sending and displaying

commit d1dfd257f9
Author: damian <d@d.com>
Date:   Tue Nov 1 11:40:40 2022 +0100

    wip base64

commit 5322d735ee
Author: damian <d@d.com>
Date:   Tue Nov 1 11:31:42 2022 +0100

    update frontend

commit cdb107dcda
Author: damian <d@d.com>
Date:   Tue Nov 1 11:17:43 2022 +0100

    add option to show intermediate latent space

commit be1393a41c
Author: damian <d@d.com>
Date:   Tue Nov 1 10:16:55 2022 +0100

    ensure existing exception handling code also handles new exception class

commit e554c2607f
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Nov 1 10:08:42 2022 +0100

    Rebuilt prompt parsing logic

    Complete re-write of the prompt parsing logic to be more readable and
    logical, and therefore also hopefully easier to debug, maintain, and
    augment.

    In the process it has also become more robust to badly-formed prompts.

    Squashed commit of the following:

    commit 8fcfa88a16e1390d41717e940d72aed64712171c
    Author: Damian at mba <damian@frey.NOSPAMco.nz>
    Date:   Sun Oct 30 17:05:57 2022 +0100

        further cleanup

    commit 1a1fd78bcfeb49d072e3e6d5808aa8df15441629
    Author: Damian at mba <damian@frey.NOSPAMco.nz>
    Date:   Sun Oct 30 16:07:57 2022 +0100

        cleanup and document

    commit 099c9659fa8b8135876f9a5a50fe80b20bc0635c
    Author: Damian at mba <damian@frey.NOSPAMco.nz>
    Date:   Sun Oct 30 15:54:58 2022 +0100

        works fully

    commit 5e6887ea8c25a1e21438ff6defb381fd027d25fd
    Author: Damian at mba <damian@frey.NOSPAMco.nz>
    Date:   Sun Oct 30 15:24:31 2022 +0100

        further...

    commit 492fda120844d9bc1ad4ec7dd408a3374762d0ff
    Author: Damian at mba <damian@frey.NOSPAMco.nz>
    Date:   Sun Oct 30 14:08:57 2022 +0100

        getting there...

    commit c6aab05a8450cc3c95c8691daf38fdc64c74f52d
    Author: Damian at mba <damian@frey.NOSPAMco.nz>
    Date:   Fri Oct 28 14:29:03 2022 +0200

        wip doesn't compile

    commit 5e533f731cfd20cd435330eeb0012e5689e87e81
    Author: Damian at mba <damian@frey.NOSPAMco.nz>
    Date:   Fri Oct 28 13:21:43 2022 +0200

        working with CrossAttentionCtonrol but no Attention support yet

    commit 9678348773431e500e110e8aede99086bb7b5955
    Author: Damian at mba <damian@frey.NOSPAMco.nz>
    Date:   Fri Oct 28 13:04:52 2022 +0200

        wip rebuiling prompt parser

commit 6215592b12
Merge: ef24d76a 349cc254
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 1 17:34:55 2022 -0400

    Merge branch 'development' of github.com:invoke-ai/InvokeAI into development

commit 349cc25433
Author: damian0815 <d@d.com>
Date:   Tue Nov 1 20:08:52 2022 +0100

    fix crash (be a little less aggressive clearing out the attention slice)

commit 214d276379
Author: damian0815 <d@d.com>
Date:   Tue Nov 1 19:57:55 2022 +0100

    be more aggressive at clearing out saved_attn_slice

commit ef24d76adc
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 1 14:34:23 2022 -0400

    fix library problems in preload_modules

commit ab2b5a691d
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Nov 1 17:22:48 2022 -0400

    fix model_cache memory management issues

commit c7de2b2801
Author: mauwii <Mauwii@outlook.de>
Date:   Tue Nov 1 02:02:14 2022 +0100

    disable checks with sd-V1.4 model...
    ...to save some resources, since V1.5 is the default now

commit e8075658ac
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 31 22:20:51 2022 +0100

    update test-invoke-conda.yml
    - fix model dl path for sd-v1-4.ckpt
    - copy configs/models.yaml.example to configs/models.yaml

commit 4202dabee1
Author: mauwii <Mauwii@outlook.de>
Date:   Mon Oct 31 22:17:21 2022 +0100

    fix models example weights for sd-v1.4

commit d67db2bcf1
Author: blessedcoolant <54517381+blessedcoolant@users.noreply.github.com>
Date:   Tue Nov 1 08:35:45 2022 +1300

    [WebUI] Loopback Default False

commit 7159ec885f
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Oct 31 11:33:05 2022 -0400

    further improvements to preload_models.py

    - Faster startup for command line switch processing
    - Specify configuration file to modify using --config option:

      ./scripts/preload_models.ply --config models/my-models-file.yaml

commit b5cf734ba9
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Oct 31 11:08:19 2022 -0400

    improve behavior of preload_models.py

    - NEVER overwrite user's existing models.yaml
    - Instead, merge its contents into new config file,
      and rename original to models.yaml.orig (with
      message)
    - models.yaml has been removed from repository and renamed
      models.yaml.example

commit f7dc8eafee
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Mon Oct 31 10:47:35 2022 -0400

    restore models.yaml to virgin state

commit 762ca60a30
Author: Lincoln Stein <lincoln.stein@gmail.com>
Date:   Tue Oct 4 22:55:10 2022 -0400

    Update INPAINTING.md

commit e7fb9f342c
Author: Hideyuki Katsushiro <h.katsushiro@qualia.tokyo.jp>
Date:   Wed Oct 5 10:08:53 2022 +0900

    add argument --outdir
2022-11-12 17:17:07 +00:00
Lincoln Stein
3033331f65 remove unneeded warnings from attention.py 2022-10-27 22:50:06 -04:00
Lincoln Stein
799dc6d0df acceptable integration of new prompting system and inpainting
This was a difficult merge because both PR #1108 and #1243 made
changes to obscure parts of the diffusion code.

- prompt weighting, merging and cross-attention working
  - cross-attention does not work with runwayML inpainting
    model, but weighting and merging are tested and working
- CLI command parsing code rewritten in order to get embedded
  quotes right
- --hires now works with runwayML inpainting
- --embiggen does not work with runwayML and will give an error
- Added an --invert option to invert masks applied to inpainting
- Updated documentation
2022-10-27 01:51:35 -04:00
Damian at mba
79689e87ce fix crash making embeddings from too-long prompts with attention weights 2022-10-26 22:42:17 -04:00
Lincoln Stein
0d0481ce75 inpaint model progress
- working with plain prompts, weighted prompts and merge prompts
- not tested with prompt2prompt
2022-10-26 22:40:01 -04:00
Damian at mba
8273c04575 wip implementing options in diffuse step 2022-10-22 12:15:34 +02:00
Damian at mba
cdb664f6e5 Merge branch 'development' into fix-prompts 2022-10-21 21:34:09 +02:00
Damian at mba
64051d081c cleanup 2022-10-21 15:07:11 +02:00
Lincoln Stein
ddb007af65
Merge branch 'development' into fix-high-step-count 2022-10-21 06:55:17 -04:00
Damian at mba
4c1267338b bring in attention etc. 2022-10-21 03:54:13 +02:00
Damian at mba
c9d27634b4 bring in prompt parser from fix-prompts branch
attention is parsed but ignored, blends old syntax doesn't work,
	  conjunctions are parsed but ignored, the only part that's used
	  here is the new .blend() syntax and cross-attention control
	  using .swap()
2022-10-20 12:01:48 +02:00
Damian at mba
42883545f9 add prompt language support for cross-attention .swap 2022-10-20 01:42:04 +02:00
Damian at mba
61357e4e6e be less verbose when assembling prompt 2022-10-19 21:12:07 +02:00
Damian at mba
c3b992db96 Squashed commit of the following:
commit 9bb0b5d0036c4dffbb72ce11e097fae4ab63defd
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Sat Oct 15 23:43:41 2022 +0200

    undo local_files_only stuff

commit eed93f5d30c34cfccaf7497618ae9af17a5ecfbb
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Sat Oct 15 23:40:37 2022 +0200

    Revert "Merge branch 'development-invoke' into fix-prompts"

    This reverts commit 7c40892a9f184f7e216f14d14feb0411c5a90e24, reversing
    changes made to e3f2dd62b0548ca6988818ef058093a4f5b022f2.

commit f06d6024e345c69e6d5a91ab5423925a68ee95a7
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 13 23:30:16 2022 +0200

    more efficiently handle multiple conditioning

commit 5efdfcbcd980ce6202ab74e7f90e7415ce7260da
Merge: b9c0dc5 ac08bb6
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 13 14:51:01 2022 +0200

    Merge branch 'optional-disable-karras-schedule' into fix-prompts

commit ac08bb6fd25e19a9d35cf6c199e66500fb604af1
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 13 14:50:43 2022 +0200

    append '*use_model_sigmas*' to prompt string to use model sigmas

commit 70d8c05a3ff329409f76204f4af94e55d468ab8b
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 13 12:12:17 2022 +0200

    make karras scheduling switchable

    commit d60df54f69 replaced the model's
    own scheduling with karras scheduling. this has changed image generation
    (seems worse now?)

    this commit wraps the change in a bool.

commit b9c0dc5f1a658a0e6c3936000e9ae559e1c7a1db
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 20:16:00 2022 +0200

    add test of more complex conjunction

commit 9ac0c15cc0d7b5f6df3289d3ad474260972a17be
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 17:18:25 2022 +0200

    improve comments

commit ad33bce60590b87b2a93e90f16dc9d3e935d04a5
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 17:04:46 2022 +0200

    put back thresholding stuff

commit 4852c698a325049834ba0d4b358f07210bc7171a
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 14:25:02 2022 +0200

    notes on improving conjunction efficiency

commit a53bb1e5b68025d09642b935ae6a9a015cfaf2d6
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 14:14:33 2022 +0200

    optional weights support for Conjunction

commit fec79ab15e4f0c84dd61cb1b45a5e6a72ae4aaeb
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 12:07:27 2022 +0200

    fix blend error and log parsing output

commit 1f751c2a039f9c97af57b18e0f019512631d5a25
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 10:33:33 2022 +0200

    fix broken euler sampler

commit 02f8148d17efe4b6bde8d29b827092a0626363ee
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 10:24:20 2022 +0200

    cleanup prompt parser

commit 8028d49ae6c16c0d6ec9c9de9c12d56c32201421
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 10:14:18 2022 +0200

    explicit conjunction, improve flattening logic

commit 8a1710892185f07eb77483f7edae0fc4d6bbb250
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 22:59:30 2022 +0200

    adapt multi-conditioning to also work with ddim

commit 53802a839850d0d1ff017c6bafe457c4bed750b0
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 22:31:42 2022 +0200

    unconditioning is also fancy-prompt-syntaxable

commit 7c40892a9f184f7e216f14d14feb0411c5a90e24
Merge: e3f2dd6 dbe0da4
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 21:39:54 2022 +0200

    Merge branch 'development-invoke' into fix-prompts

commit e3f2dd62b0548ca6988818ef058093a4f5b022f2
Merge: eef0e48 06f542e
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 21:38:09 2022 +0200

    Merge remote-tracking branch 'upstream/development' into fix-prompts

commit eef0e484c2eaa1bd4e0e0b1d3f8d7bba38478144
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 21:26:25 2022 +0200

    fix run-on paren-less attention, add some comments

commit fd29afdf0e9f5e0cdc60239e22480c36ca0aaeca
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 21:03:02 2022 +0200

    python 3.9 compatibility

commit 26f7646eef7f39bc8f7ce805e747df0f723464da
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 20:58:42 2022 +0200

    first pass connecting PromptParser to conditioning

commit ae53dff3796d7b9a5e7ed30fa1edb0374af6cd8d
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 20:51:15 2022 +0200

    update frontend dist

commit 9be4a59a2d76f49e635474b5984bfca826a5dab4
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 19:01:39 2022 +0200

    fix issues with correctness checking FlattenedPrompt

commit 3be212323eab68e72a363a654124edd9809e4cf0
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 18:43:16 2022 +0200

    parsing nested seems to work pretty ok

commit acd73eb08cf67c27cac8a22934754321256f56a9
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 18:26:17 2022 +0200

    wip introducing FlattenedPrompt class

commit 71698d5c7c2ac855b690d8ef67e8830148c59eda
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 15:59:42 2022 +0200

    recursive attention weighting seems to actually work

commit a4e1ec6b20deb7cc0cd12737bdbd266e56144709
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 15:06:24 2022 +0200

    now apparently almost supported nested attention

commit da76fd1ddf22a3888cdc08fd4fed38d8b178e524
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 13:23:37 2022 +0200

    wip prompt parsing

commit dbe0da4572c2ac22f26a7afd722349a5680a9e47
Author: Kyle Schouviller <kyle0654@hotmail.com>
Date:   Mon Oct 10 22:32:35 2022 -0700

    Adding node-based invocation apps

commit 8f2a2ffc083366de74d7dae471b50b6f98a7c5f8
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Mon Oct 10 19:03:18 2022 +0200

    fix merge issues

commit 73118dee2a8f4891700756e014caf1c9ca629267
Merge: fd00844 12413b0
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Mon Oct 10 12:42:48 2022 +0200

    Merge remote-tracking branch 'upstream/development' into fix-prompts

commit fd0084413541013c2cf71e006af0392719bef53d
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Mon Oct 10 12:39:38 2022 +0200

    wip prompt parsing

commit 0be9363db9307859d2b65cffc6af01f57d7873a4
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Mon Oct 10 03:20:06 2022 +0200

    better +/- attention parsing

commit 5383f691874a58ab01cda1e4fac6cf330146526a
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Mon Oct 10 02:27:47 2022 +0200

    prompt parser seems to work

commit 591d098a33ce35462428d8c169501d8ed73615ab
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Sun Oct 9 20:25:37 2022 +0200

    supports weighting unconditioning, cross-attention with |

commit 7a7220563aa05a2980235b5b908362f66b728309
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Sun Oct 9 18:15:56 2022 +0200

    i think cross attention might be working?

commit 951ed391e7126bff228c18b2db304ad28d59644a
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Sun Oct 9 16:04:54 2022 +0200

    weighted CFG denoiser working with a single item

commit ee532a0c2827368c9e45a6a5f3975666402873da
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Sun Oct 9 06:33:40 2022 +0200

    wip probably doesn't work or compile

commit 14654bcbd207b9ca28a6cbd37dbd967d699b062d
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Fri Oct 7 18:11:48 2022 +0200

    use tan() to calculate embedding weight for <1 attentions

commit 1a8e76b31aa5abf5150419ebf3b29d4658d07f2b
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Fri Oct 7 16:14:54 2022 +0200

    fix bad math.max reference

commit f697ff896875876ccaa1e5527405bdaa7ed27cde
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Fri Oct 7 15:55:57 2022 +0200

    respect http[s]x protocol when making socket.io middleware

commit 41d3dd4eeae8d4efb05dfb44fc6d8aac5dc468ab
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Fri Oct 7 13:29:54 2022 +0200

    fractional weighting works, by blending with prompts excluding the word

commit 087fb6dfb3e8f5e84de8c911f75faa3e3fa3553c
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Fri Oct 7 10:52:03 2022 +0200

    wip doing weights <1 by averaging with conditioning absent the lower-weighted fragment

commit 3c49e3f3ec7c18dc60f3e18ed2f7f0d97aad3a47
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Fri Oct 7 10:36:15 2022 +0200

    notate CFGDenoiser, perhaps

commit d2bcf1bb522026ebf209ad0103f6b370383e5070
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 6 05:04:47 2022 +0200

    hack blending syntax to test attention weighting more extensively

commit 94904ef2cf917f74ec23ef7a570e12ff8255b048
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 6 04:56:37 2022 +0200

    conditioning works, apparently

commit 7c6663ddd70f665fd1308b6dd74f92ca393a8df5
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 6 02:20:24 2022 +0200

    attention weighting, definitely works in positive direction

commit 5856d453a9b020bc1a28ff643ae1f58c12c9be73
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 4 19:02:14 2022 +0200

    wip bubbling weights down

commit a2ed14fd9b7d3cb36b6c5348018b364c76d1e892
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 4 17:35:39 2022 +0200

    bring in changes from PC
2022-10-19 21:12:07 +02:00
Damian at mba
056cb0d8a8 sliced cross-attention wrangler works 2022-10-19 21:08:03 +02:00
Damian at mba
37a204324b go back to using InvokeAI attention 2022-10-19 21:08:03 +02:00
Damian at mba
1fc1f8bf05 cross-attention working with placeholder {} syntax 2022-10-19 21:06:42 +02:00
Damian at mba
8ff507b03b runs but doesn't work properly - see below for test prompt
test prompt:
"a cat sitting on a car {a dog sitting on a car}" -W 384 -H 256 -s 10 -S 12346 -A k_euler
note that substition of dog for cat is currently hard-coded (ksampler.py
	line 43-44)
2022-10-19 21:06:42 +02:00
wfng92
1c2bd275fe Fix img2img DDIM index out of bound
Added a [community solution](https://github.com/CompVis/stable-diffusion/issues/111#issuecomment-1229483511) to fix index out of bound when doing img2img generation with `ddim` sampler. Also, restored `steps_out` to be `ddim_timesteps + 1` since the removal was meant to fix the [1000 steps issue](https://github.com/CompVis/stable-diffusion/issues/111)
2022-10-17 22:32:15 -04:00
Lincoln Stein
fe2a2cfc8b
Merge branch 'development' into model-switching 2022-10-14 13:18:59 -04:00
Lincoln Stein
6afc0f9b38 add ability to import and edit alternative models online
- !import_model <path/to/model/weights> will import a new model,
  prompt the user for its name and description, write it to the
  models.yaml file, and load it.

- !edit_model <model_name> will bring up a previously-defined model
  and prompt the user to edit its descriptive fields.

Example of !import_model

<pre>
invoke> <b>!import_model models/ldm/stable-diffusion-v1/model-epoch08-float16.ckpt</b>
>> Model import in process. Please enter the values needed to configure this model:

Name for this model: <b>waifu-diffusion</b>
Description of this model: <b>Waifu Diffusion v1.3</b>
Configuration file for this model: <b>configs/stable-diffusion/v1-inference.yaml</b>
Default image width: <b>512</b>
Default image height: <b>512</b>
>> New configuration:
waifu-diffusion:
  config: configs/stable-diffusion/v1-inference.yaml
  description: Waifu Diffusion v1.3
  height: 512
  weights: models/ldm/stable-diffusion-v1/model-epoch08-float16.ckpt
  width: 512
OK to import [n]? <b>y</b>
>> Caching model stable-diffusion-1.4 in system RAM
>> Loading waifu-diffusion from models/ldm/stable-diffusion-v1/model-epoch08-float16.ckpt
   | LatentDiffusion: Running in eps-prediction mode
   | DiffusionWrapper has 859.52 M params.
   | Making attention of type 'vanilla' with 512 in_channels
   | Working with z of shape (1, 4, 32, 32) = 4096 dimensions.
   | Making attention of type 'vanilla' with 512 in_channels
   | Using faster float16 precision
</pre>

Example of !edit_model

<pre>
invoke> <b>!edit_model waifu-diffusion</b>
>> Editing model waifu-diffusion from configuration file ./configs/models.yaml
description: <b>Waifu diffusion v1.4beta</b>
weights: models/ldm/stable-diffusion-v1/<b>model-epoch10-float16.ckpt</b>
config: configs/stable-diffusion/v1-inference.yaml
width: 512
height: 512

>> New configuration:
waifu-diffusion:
  config: configs/stable-diffusion/v1-inference.yaml
  description: Waifu diffusion v1.4beta
  weights: models/ldm/stable-diffusion-v1/model-epoch10-float16.ckpt
  height: 512
  width: 512

OK to import [n]? y
>> Caching model stable-diffusion-1.4 in system RAM
>> Loading waifu-diffusion from models/ldm/stable-diffusion-v1/model-epoch10-float16.ckpt
...
</pre>
2022-10-13 23:48:07 -04:00
Jan Skurovec
cac3f5fc61 fix for "1 leaked semaphore objects to clean up at shutdown" on M1
Implements fix by @Any-Winter-4079 referenced in https://github.com/invoke-ai/InvokeAI/issues/1016#issuecomment-1276825640
2022-10-13 13:33:59 +02:00