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Author SHA1 Message Date
Pierre Chapuis ed8ec26e63 allow passing inclusions and exlusions to SDLoraManager 2024-03-08 15:43:57 +01:00
Pierre Chapuis cce2a98fa6 add sanity check to auto_attach_loras 2024-03-08 15:43:57 +01:00
Pierre Chapuis 1eb71077aa use same scale setter / getter interface for all controls 2024-03-08 11:29:28 +01:00
Laurent 5e7986ef08 adding more log messages in training_utils 2024-03-08 10:52:14 +01:00
Pierre Chapuis be2368cf20 ruff 3 formatting (Rye 0.28) 2024-03-08 10:42:05 +01:00
Pierre Chapuis 91d1b46aa9 Add a note that we mitigate non-zero SNR in DDIM. 2024-02-26 12:14:02 +01:00
Pierre Chapuis 7f51d18045 clarify that add_lcm_lora can load SDXL-Lightning 2024-02-26 12:14:02 +01:00
Pierre Chapuis 7e4e0f0650 correctly scale init latents for Euler scheduler 2024-02-26 12:14:02 +01:00
Pierre Chapuis bf0ba58541 refactor solver params, add sample prediction type 2024-02-26 12:14:02 +01:00
Pierre Chapuis ddc1cf8ca7 refactor solvers to support different timestep spacings 2024-02-26 12:14:02 +01:00
Cédric Deltheil 176807740b control_lora: fix adapter set scale 
The adapter set scale did not propagate the scale to the underlying
zero convolutions. The value set at CTOR time was used instead.

Follow up of #285
 2024-02-22 10:01:05 +01:00
Pierre Chapuis 03b79d6d34 rename ResidualBlock to ConditionScaleBlock in LCM 2024-02-21 16:37:27 +01:00
Pierre Chapuis 684e2b9a47 add docstrings for LCM / LCM-LoRA 2024-02-21 16:37:27 +01:00
Pierre Chapuis 12b6829a26 add support for LCM LoRA weights loading 2024-02-21 16:37:27 +01:00
Pierre Chapuis fafe5f8f5a Improve filtering when auto-attaching LoRAs. 
Also support debug output to help diagnose bad mappings.
 2024-02-21 16:37:27 +01:00
Pierre Chapuis f8d55ccb20 add LcmAdapter 
This adds support for the condition scale embedding.
Also updates the UNet converter to support LCM.
 2024-02-21 16:37:27 +01:00
Pierre Chapuis c8c6294550 add LCMSolver (Latent Consistency Models) 2024-02-21 16:37:27 +01:00
Pierre Chapuis 4a619e84f0 support disabling CFG in LatentDiffusionModel 2024-02-21 16:37:27 +01:00
Pierre Colle d199cd4f24 batch sdxl + sd1 + compute_clip_text_embedding 
Co-authored-by: Cédric Deltheil <355031+deltheil@users.noreply.github.com>
 2024-02-21 15:17:11 +01:00
Cédric Deltheil 5ab5d7fd1c import ControlLoraAdapter part of latent_diffusion 2024-02-19 14:11:32 +01:00
Laurent 2a3e353f04 enable StyleAligned related docstrings in mkdocstrings 2024-02-15 15:22:47 +01:00
Laurent efa3988638 implement StyleAlignedAdapter 2024-02-15 15:22:47 +01:00
limiteinductive 432e32f94f rename Scheduler -> LRScheduler 2024-02-15 11:48:36 +01:00
Laurent 684303230d export ControlLora and ControlLoraAdapter in refiners.foundationals.latent_diffusion.stable_diffusion_xl 2024-02-15 11:32:49 +01:00
Laurent 41a5ce2052 implement ControlLora and ControlLoraAdapter 2024-02-14 18:20:46 +01:00
Laurent a54808e757 add context_key getter and setter to RangeAdapter2d 2024-02-14 18:20:46 +01:00
Laurent 35b6e2f7c5 add context_key getter and setter to TimestepEncoder 2024-02-14 18:20:46 +01:00
Laurent 0230971543 simplify is_compatible in lora.py 2024-02-14 18:20:46 +01:00
Pierre Chapuis 35868ba34b Move helper to attach several LoRAs from SD to Fluxion 2024-02-14 13:35:46 +01:00
limiteinductive bec845553f update deprecated validator for field_validator 2024-02-13 18:35:51 +01:00
limiteinductive ab506b4db2 fix bug that was causing double registration 2024-02-13 11:12:13 +01:00
limiteinductive 3488273f50 Enforce correct subtype for the config param in both decorators 
Also add a custom ModelConfig for the MockTrainer test

Update src/refiners/training_utils/config.py

Co-authored-by: Cédric Deltheil <355031+deltheil@users.noreply.github.com>
 2024-02-12 16:21:04 +01:00
limiteinductive 0caa72a082 remove deprecated on_checkpoint_save 2024-02-12 16:21:04 +01:00
limiteinductive cef8a9936c refactor register_model decorator 2024-02-12 16:21:04 +01:00
limiteinductive d6546c9026 add @register_model and @register_callback decorators 
Refactor ClockTrainer to include Callback
 2024-02-12 10:24:19 +01:00
limiteinductive f541badcb3 Allow optional train ModelConfig + forbid extra input for configs 2024-02-10 16:13:10 +01:00
Pierre Chapuis 402d3105b4 support multiple IP adapter inputs as tensor 2024-02-09 17:16:17 +01:00
Cédric Deltheil 5a7085bb3a training_utils/config.py: inline type alias 
Follow up of #227
 2024-02-09 14:36:22 +01:00
Pierre Colle 25bfa78907 lr, betas, eps, weight_decay at model level 
Co-authored-by: Cédric Deltheil <355031+deltheil@users.noreply.github.com>
 2024-02-09 12:05:13 +01:00
Colle f4aa0271b8
less than 1 epoch training duration 2024-02-08 19:20:31 +01:00
limiteinductive 41508e0865 change param name of abstract get_item method 2024-02-08 18:52:52 +01:00
Cédric Deltheil e36dda63fd fix miscellaneous typos 2024-02-07 17:51:25 +01:00
Pierre Chapuis 396d166564 make pad method private 2024-02-07 17:47:14 +01:00
Pierre Chapuis 4d85918336 Update src/refiners/foundationals/latent_diffusion/lora.py 
Co-authored-by: Laureηt <laurent@lagon.tech>
 2024-02-07 17:47:14 +01:00
Pierre Chapuis b1c200c63a Update src/refiners/foundationals/latent_diffusion/lora.py 
Co-authored-by: Laureηt <laurent@lagon.tech>
 2024-02-07 17:47:14 +01:00
Pierre Chapuis eb9abefe07 add a few comments in SDLoraManager 2024-02-07 17:47:14 +01:00
Benjamin Trom bbe0759151 fix docstring 2024-02-07 16:13:01 +01:00
limiteinductive 2e526d35d1 Make Dataset part of the trainer 2024-02-07 16:13:01 +01:00
Laurent 9883f24f9a (fluxion/layers) remove View layer 
+ replace existing `View` layers by `Reshape`
 2024-02-07 12:06:07 +01:00
limiteinductive 2ef4982e04 remove wandb from base config 2024-02-07 11:06:59 +01:00
Pierre Chapuis 11da76f7df fix sdxl structural copy 2024-02-07 10:51:26 +01:00
Pierre Chapuis ca9e89b22a cosmetics 2024-02-07 10:51:26 +01:00
limiteinductive ea05f3d327 make device and dtype work in Trainer class 2024-02-06 23:10:10 +01:00
Pierre Chapuis 98fce82853 fix 37425fb609 
Things to understand:

- subscripted generic basic types (e.g. `list[int]`) are types.GenericAlias;
- subscripted generic classes are `typing._GenericAlias`;
- neither can be used with `isinstance()`;
- get_origin is the cleanest way to check for this.
 2024-02-06 13:49:37 +01:00
Pierre Chapuis 37425fb609 make LoRA generic 2024-02-06 11:32:18 +01:00
Pierre Chapuis 471ef91d1c make __getattr__ on Module return object, not Any 
PyTorch chose to make it Any because they expect its users' code
to be "highly dynamic": https://github.com/pytorch/pytorch/pull/104321

It is not the case for us, in Refiners having untyped code
goes contrary to one of our core principles.

Note that there is currently an open PR in PyTorch to
return `Module | Tensor`, but in practice this is not always
correct either: https://github.com/pytorch/pytorch/pull/115074

I also moved Residuals-related code from SD1 to latent_diffusion
because SDXL should not depend on SD1.
 2024-02-06 11:32:18 +01:00
Laurent 8d190e4256 (fluxion/layers/activations) replace ApproximateGeLU by GeLUApproximation 2024-02-02 19:41:18 +01:00
Pierre Chapuis fbb1fcb8ff Chain#pop does not return tuples 2024-02-02 18:11:51 +01:00
Laurent 1dcb36e1e0 (doc/foundationals) add IPAdapter, related docstrings 2024-02-02 17:35:03 +01:00
Laurent 6b35f1cc84 (doc/foundationals) add SDLoraManager, related docstrings 2024-02-02 17:35:03 +01:00
Laurent 7406d8e01f (mkdocs) fix cross-reference typo 2024-02-02 17:35:03 +01:00
Laurent 093527a7de apply @deltheil suggestions 2024-02-02 17:35:03 +01:00
Laurent f62e71da1c (doc/foundationals) add SegmentAnything, related docstrings 2024-02-02 17:35:03 +01:00
Laurent a926696141 (doc/foundationals) add CLIP, related docstrings 2024-02-02 17:35:03 +01:00
Laurent 3910845e29 (doc/foundationals) add DINOv2, related docstrings 2024-02-02 17:35:03 +01:00
Laurent fc7b4dd62d (doc/fluxion/ld) add DDPM, DDIM, DPM++ and Euleur docstrings 2024-02-02 17:35:03 +01:00
Laurent a1a00998ea (doc/fluxion/ld) add StableDiffusion_1 docstrings 2024-02-02 17:35:03 +01:00
Laurent f2bcb7f45e (mkdocstrings) export SDXLAutoencoder in src/refiners/foundationals/latent_diffusion/stable_diffusion_xl/__init__.py 2024-02-02 17:35:03 +01:00
Laurent 2a7b86ac02 (doc/fluxion/ld) add LatentDiffusionAutoencoder docstrings 2024-02-02 17:35:03 +01:00
Laurent effd95a1bd (doc/fluxion/ld) add SDXLAutoencoder docstrings 2024-02-02 17:35:03 +01:00
Laurent 0c5a7a8269 (doc/fluxion/ld) add Solver docstrings 2024-02-02 17:35:03 +01:00
Laurent 289261f2fb (doc/fluxion/ld) add SD1UNet docstrings 2024-02-02 17:35:03 +01:00
Laurent fae08c058e (doc/fluxion/ld) add SDXLUNet docstrings 2024-02-02 17:35:03 +01:00
Laurent 7307a3686e (docstrings) apply @deltheil suggestions 2024-02-02 11:08:21 +01:00
Laurent fe53cda5e2 (doc/fluxion/adapter) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent 4054421854 (doc/fluxion/lora) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent 9fb9df5f91 (doc/fluxion) export Activation and ScaledDotProductAttention 2024-02-02 11:08:21 +01:00
Laurent c7fd1496b5 (doc/fluxion/chain) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent 77b97b3c8e (doc/fluxion/basic) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent a7c048f5fb (doc/fluxion/activations) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent 0fc3264fae (doc/fluxion/attention) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent e3238a6af5 (doc/fluxion/module) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent c31da03bad (doc/fluxion/model_converter) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent 9590703f99 (doc/fluxion/context) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent e79c2bdde5 (doc/fluxion/utils) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent 12a8dd6c85 (doc/fluxion/linear) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent cf20621894 (doc/fluxion/conv) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent beb6dfb1c4 (doc/fluxion/embedding) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent fc824bd53d (doc/fluxion/converter) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent 6d09974b8d (doc/fluxion/padding) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent 08349d97d7 (doc/fluxion/sampling) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent be75f68893 (doc/fluxion/pixelshuffle) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent 18682f8155 (doc/fluxion/maxpool) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Laurent 49847658e9 (doc/fluxion/norm) add/convert docstrings to mkdocstrings format 2024-02-02 11:08:21 +01:00
Colle 4a6146bb6c clip text, lda encode batch inputs 
* text_encoder([str1, str2])
* lda decode_latents/encode_image image_to_latent/latent_to_image
* images_to_tensor, tensor_to_images
---------
Co-authored-by: Cédric Deltheil <355031+deltheil@users.noreply.github.com>
 2024-02-01 17:05:28 +01:00
Pierre Chapuis 12aa0b23f6 remove stochastic Euler 
It was untested and likely doesn't work.
We will re-introduce it later if needed.
 2024-02-01 16:17:07 +01:00
Pierre Chapuis 5ac5373310 add a test for SDXL with sliced attention 2024-02-01 16:17:07 +01:00
Pierre Chapuis df843f5226 test SAG setter 2024-02-01 16:17:07 +01:00
Pierre Chapuis 0e77ef1720 add inject / eject test for concept extender (+ better errors) 2024-02-01 16:17:07 +01:00
Pierre Chapuis bca50b71f2 test (and fix) basic_attributes 2024-02-01 16:17:07 +01:00
Pierre Chapuis be961af4d9 remove Chain.__add__ 2024-02-01 16:17:07 +01:00
Pierre Chapuis 07954a55ab remove unused Conv1d 2024-02-01 16:17:07 +01:00
Pierre Chapuis 86867e9318 remove unused class CrossAttention in SAM 2024-02-01 16:17:07 +01:00
Pierre Chapuis a1ad317b00 remove Buffer 2024-02-01 16:17:07 +01:00
Pierre Chapuis e6be1394ff remove unused Chunk and Unbind layers 2024-02-01 16:17:07 +01:00
Pierre Chapuis c57f2228f8 remove unused helper (since LoRA refactoring) 2024-02-01 16:17:07 +01:00
Pierre Chapuis ae19892d1d remove unused ViT variations 2024-02-01 16:17:07 +01:00
Pierre Chapuis 849c0058df remove unused dunder methods on ContextProvider 2024-02-01 16:17:07 +01:00
limiteinductive abe50076a4 add NoiseSchedule to solvers __init__ + simplify some import pathing 
further improve import pathing
 2024-01-31 17:03:52 +01:00
limiteinductive 73f6ccfc98 make Scheduler a fl.Module + Change name Scheduler -> Solver 2024-01-31 17:03:52 +01:00
Pierre Chapuis 7eb8eb4c68 add support for pytorch 2.2 (2.1 is still supported) 
also bump all dev dependencies to their latest version
 2024-01-31 15:03:06 +01:00
Cédric Deltheil ca5c5a7ca5 add helper for multiple image prompts 2024-01-31 11:03:49 +01:00
Cédric Deltheil fd01ba910e fix minor typos in code and docs 2024-01-30 09:52:40 +01:00
Cédric Deltheil feff4c78ae segment-anything: fix class name typo 
Note: weights are impacted
 2024-01-30 09:52:40 +01:00
Pierre Chapuis deb5e930ae fix exclusions for Downsample and Upsample 
(also simplify list comprehension for exclusion list)
 2024-01-29 11:11:14 +01:00
Pierre Chapuis 83c95fcf44 fix sorting method for LoRA keys 
- support _out_0
- sort _in before _out
- avoid false positives by only considering suffixes
 2024-01-29 11:11:14 +01:00
Pierre Chapuis ce22c8f51b fix detection of unet-only LoRAs 2024-01-29 11:11:14 +01:00
Pierre Chapuis ce0339b4cc add a get_path helper to modules 2024-01-26 19:31:13 +01:00
limiteinductive 0ee2d5e075 Fix warmup steps calculation when gradient_accumulation is used 2024-01-25 12:20:36 +01:00
Bryce 12a5439fc4 refactor: rename noise => predicted_noise 
and in euler, `alt_noise` can now be simply `noise`
 2024-01-24 18:15:10 +01:00
Cédric Deltheil 695c24dd3a image_prompt: remove obsolete comment 
Not needed anymore since #168 (CrossAttentionAdapter refactoring)
 2024-01-24 09:44:00 +01:00
limiteinductive 421da6a3b6 Load Multiple LoRAs with SDLoraManager 2024-01-23 14:12:03 +01:00
Pierre Chapuis fb2f0e28d4 add rebuild() to Scheduler interface 
for use in `set_inference_steps()`
 2024-01-23 11:11:50 +01:00
Pierre Chapuis a5c665462a add missing constructor arguments to DDPM scheduler 2024-01-23 11:11:50 +01:00
limiteinductive ed3621362f Add load_tensors utils in fluxion 2024-01-21 12:34:33 +01:00
Pierre Colle 91aea9b7ff fix: summarize_tensor(tensor) when tensor.numel() == 0 2024-01-20 14:32:35 +01:00
Pierre Chapuis f6beee8388 tweak docstring for DDPM 2024-01-19 19:01:02 +01:00
Pierre Chapuis 8a36c8c279 make the first diffusion step a first class property of LDM & Schedulers 2024-01-19 18:52:45 +01:00
Pierre Chapuis de6266010d fix typo (sinuosoidal -> sinusoidal) 2024-01-19 14:37:45 +01:00
Pierre Chapuis d34e36797b fix typo (sinuosidal -> sinusoidal) 2024-01-19 14:27:37 +01:00
Cédric Deltheil fde61757fb summarize_tensor: fix minor warning 
Calling `tensor.float()` on a complex tensor raises a warning:

    UserWarning: Casting complex values to real discards the imaginary
    part (Triggered internally at ../aten/src/ATen/native/Copy.cpp:299.)

Follow up of #171
 2024-01-19 11:34:47 +01:00
Pierre Chapuis 999e429697 fix bug in dpm_solver_first_order_update 2024-01-18 19:23:11 +01:00
Pierre Chapuis 59db1f0bd5 style 
- avoid useless multiple assignments
- use coherent variable names
 2024-01-18 19:23:11 +01:00
Pierre Chapuis aaddead17d DPM: add a mode to use first order for last step 2024-01-18 19:23:11 +01:00
hugojarkoff 17d9701dde Remove additional noise in final sample of DDIM inference process 2024-01-18 18:43:13 +01:00
limiteinductive a1f50f3f9d refactor Lora LoraAdapter and the latent_diffusion/lora file 2024-01-18 16:27:38 +01:00
hugojarkoff a6a9c8b972 Fix Value dimension in ImageCrossAttention 2024-01-17 16:46:24 +01:00
limiteinductive 2b977bc69e fix broken self-attention guidance with ip-adapter 
The #168 and #177 refactorings caused this regression. A new end-to-end
test has been added for proper coverage.

(This fix will be revisited at some point)
 2024-01-16 17:21:24 +01:00
limiteinductive d9ae7ca6a5 cast to float32 before converting to image in tensor_to_image to fix bfloat16 conversion 2024-01-16 11:50:58 +01:00
Colle 457c3f5cbd
display weighted module dtype and device (#173) 
Co-authored-by: Benjamin Trom <benjamintrom@gmail.com>
 2024-01-11 22:37:35 +01:00
limiteinductive 14ce2f50f9 make trainer an abstract class 2024-01-11 18:19:18 +01:00
limiteinductive deed703617 simplify even more CrossAttentionAdapter 
Following Laurent2916's idea: see #167
 2024-01-11 14:47:12 +01:00
limiteinductive 3ab8ed2989 remove unused script field from training BaseConfig 2024-01-11 12:28:47 +01:00
Colle c141091afc
Make summarize_tensor robust to non-float dtypes (#171) 2024-01-11 09:57:58 +01:00
Cédric Deltheil 2b2b6740b7 fix or silent pyright issues 2024-01-10 16:53:06 +01:00
Cédric Deltheil 65f19d192f ruff fix 2024-01-10 16:53:06 +01:00
Cédric Deltheil ad143b0867 ruff format 2024-01-10 16:53:06 +01:00
Israfel Salazar 8423c5efa7
feature: Euler scheduler (#138) 2024-01-10 11:32:40 +01:00
limiteinductive c9e973ba41 refactor CrossAttentionAdapter to work with context. 2024-01-08 15:20:23 +01:00
hugojarkoff 00f494efe2 SegmentAnything: add dense mask prompt support 2024-01-05 18:53:25 +01:00