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Author SHA1 Message Date
Cédric Deltheil 46b4b4b462 training_utils: fix naming issue timestep->step 2023-12-05 10:05:34 +01:00
limiteinductive 1075ea4a62 fix ddpm and ddim __init__ 2023-12-04 15:27:06 +01:00
limiteinductive ad8f02e555 add karras sampling to the Scheduler abstract class, default is quadratic 2023-12-04 15:27:06 +01:00
Pierre Chapuis f22f969d65 remove Black preview mode 
also fix multiline logs in training
 2023-12-04 14:15:56 +01:00
Bryce 4176868e79 feature: add sliced-attention for memory efficiency 
This allowed me to produce HD images on M1 32gb and 7000x5000 on Nvidia 4090

I saw no visual difference in images generated.

Some datapoints on slice_size
# 4096 max needed for SD 1.5 512x512
# 9216 max needed for SD 1.5 768x768
# 16384 max needed for SD 1.5 1024x1024
# 32400 max needed for SD 1.5 1920x1080 (HD)
# 129600 max needed for SD 1.5 3840x2160 (4k)
# 234375 max needed for SD 1.5 5000x3000
 2023-12-01 15:30:23 +01:00
Benjamin Trom 2d4c4774f4 add maxpool to refiners layer 2023-11-20 10:58:53 +01:00
Bryce f666bc82f5 feature: support self-attention guidance with SD1 inpainting model 2023-11-20 10:17:15 +01:00
Cédric Deltheil ab0915d052 add tests for FreeU 2023-11-18 16:15:44 +01:00
Benjamin Trom 6eeb01137d Add Adapter in refiners.fluxion.adapters init 2023-11-18 13:54:40 +01:00
isamu-isozaki 770879a6df Free U 2023-11-17 17:22:20 +01:00
Cédric Deltheil fc71e900a0 black 2023-10-21 13:51:06 +02:00
Benjamin Trom ea44262a39 unnest Residual subchain by modifying its forward 
And replaced the remaining Sum-Identity layers by Residual.

The tolerance used to compare SAM's ViT models has been tweaked: for
some reasons there is a small difference (in float32) in the neck layer
(first conv2D)

Co-authored-by: Cédric Deltheil <cedric@deltheil.me>
 2023-10-19 10:34:51 +02:00
Benjamin Trom 6ddd901767 improve image_to_tensor and tensor_to_image utils 2023-10-17 18:08:58 +02:00
limiteinductive 585c7ad55a improve consistency of the dpm scheduler 2023-10-12 15:48:43 +02:00
limiteinductive 7a62049d54 implement Restart method for latent diffusion 2023-10-12 15:48:43 +02:00
Cédric Deltheil ac631bfb2e make self attention guidance idempotent 
Follow up of d3365d6
 2023-10-11 10:47:22 +02:00
Benjamin Trom 0024191c58 improve debug print for chains 2023-10-10 15:25:09 +02:00
Benjamin Trom a663375dc7 prevent setattr pytorch module to register on the Chain class 2023-10-10 14:46:15 +02:00
Cédric Deltheil 455be5a4be remove TODO related to older pyright version 2023-10-10 14:19:47 +02:00
Cédric Deltheil b80769939d add support for self-attention guidance 
See https://arxiv.org/abs/2210.00939
 2023-10-09 17:33:15 +02:00
Cédric Deltheil 05126c8f4d make gaussian_blur work with float16 2023-10-07 21:48:38 +02:00
Cédric Deltheil 7d2abf6fbc scheduler: add remove noise 
aka original sample prediction (or predict x0)

E.g. useful for methods like self-attention guidance (see equation (2)
in https://arxiv.org/pdf/2210.00939.pdf)
 2023-10-05 17:05:15 +02:00
Cédric Deltheil 0dfa23fa53 fluxion: add gaussian_blur to utils 2023-10-05 16:30:27 +02:00
Cédric Deltheil f4298f87d2 pad: add optional padding mode 2023-10-05 11:10:37 +02:00
Cédric Deltheil 9b1e25e682 t2i_adapter: minor type annotation fix 2023-10-04 16:28:18 +02:00
Cédric Deltheil 9fbe86fbc9 make set_scale for T2I-Adapter really dynamic 
Before this change, `set_scale` had only an impact on the condition
encoder. So calling `set_scale` after `set_condition_features` had no
effect at runtime.
 2023-10-04 11:30:09 +02:00
Cédric Deltheil 694661ee10 ip-adapter add set_scale 2023-10-02 11:49:12 +02:00
Cédric Deltheil 5fc6767a4a add IP-Adapter plus (aka fine-grained features) 2023-09-29 15:23:43 +02:00
Cédric Deltheil 88e454f1cb Distribute: improve sanity check error message 
E.g.:

    AssertionError: Number of positional arguments (1) must match number of sub-modules (2).
 2023-09-28 14:06:06 +02:00
Cédric Deltheil 14864857b1 add T2I-Adapter to foundationals/latent_diffusion 2023-09-25 13:54:26 +02:00
Cédric Deltheil d72e1d3478 chain: add insert_before_type 2023-09-25 13:54:26 +02:00
Cédric Deltheil 4352e78483 add pixel unshuffle to fluxion's layers 2023-09-25 13:54:26 +02:00
Doryan Kaced 251277a0a8 Fix module registration in IP-Adapter 2023-09-22 17:34:55 +02:00
Pierre Chapuis 72854de669 fix device in DDPM / DDIM timesteps 2023-09-21 17:42:49 +02:00
Pierre Chapuis fad4f371ea correctly initialize context in structural_copy 
fixes a regression introduced in 1cb798e8ae
 2023-09-21 12:02:37 +02:00
Pierre Chapuis cd1fdb5585 fix scheduler device choice 2023-09-21 12:00:19 +02:00
Benjamin Trom 282578ddc0 add Segment Anything (SAM) to foundational models 
Note: dense prompts (i.e. masks) support is still partial (see MaskEncoder)

Co-authored-by: Cédric Deltheil <cedric@deltheil.me>
 2023-09-21 11:44:30 +02:00
Cédric Deltheil 2faff9f57a ldm: properly resize non-square init image 2023-09-20 10:27:22 +02:00
Benjamin Trom 85095418aa implement multi_diffusion for SD1 and SDXL 2023-09-19 15:30:50 +02:00
Benjamin Trom b86521da2f implement abstract MultiDiffusion class 2023-09-19 15:30:50 +02:00
Cédric Deltheil e319f13d05 utils: remove inplace opt-in from normalize 2023-09-18 18:07:20 +02:00
Cédric Deltheil bce3910383 utils: simplify normalize a bit 2023-09-18 18:07:20 +02:00
Cédric Deltheil d6046e1fbf move image tensor normalize under fluxion's utils 2023-09-18 18:07:20 +02:00
Benjamin Trom dc1fc239aa show an ellipsis when chain has been shortened because of depth and count siblings with same class name 2023-09-15 02:08:50 +02:00
Benjamin Trom 1cb798e8ae remove structural_attrs 2023-09-14 14:49:06 +02:00
Benjamin Trom 121ef4df39 add is_optimized option for attention 2023-09-14 14:12:27 +02:00
Pierre Chapuis 0e0c39b4b5 black 2023-09-13 17:02:47 +02:00
Cédric Deltheil eea340c6c4 add support for SDXL IP-Adapter 
This only supports the latest SDXL IP-Adapter release (2023.9.8) which
builds upon the ViT-H/14 CLIP image encoder.
 2023-09-12 18:00:39 +02:00
Cédric Deltheil 1b4dcebe06 make scheduler an actual abstract base class 2023-09-12 16:47:47 +02:00
Cédric Deltheil 12e37f5d85 controlnet: replace Lambda w/ Slicing basic layer 2023-09-12 15:37:33 +02:00
Pierre Chapuis 7a32699cc6 add ensure_find and ensure_find_parent helpers 2023-09-12 14:19:10 +02:00
Pierre Chapuis dc2c3e0163 implement CrossAttentionAdapter using chain operations 2023-09-12 11:58:24 +02:00
Pierre Chapuis 3c056e2231 expose lookup_top_adapter 2023-09-12 11:58:24 +02:00
Benjamin Trom b515c02867 add new basic layers and Matmul chain 2023-09-12 10:55:34 +02:00
Doryan Kaced 2f2510a9b1 Use bias correction on Prodigy 2023-09-12 10:44:05 +02:00
Pierre Chapuis be54cfc016 fix weight loading for float16 LoRAs 2023-09-11 16:14:19 +02:00
Cédric Deltheil e5425e2968 make IP-Adapter generic for SD1 and SDXL 2023-09-08 16:38:01 +02:00
Cédric Deltheil 61858d9371 add CLIPImageEncoderG 2023-09-08 12:00:21 +02:00
Cédric Deltheil c6fadd1c81 deprecate bidirectional_mapping util 2023-09-07 18:43:20 +02:00
limiteinductive 2786117469 implement SDXL + e2e test on random init 2023-09-07 18:34:42 +02:00
limiteinductive 02af8e9f0b improve typing of ldm and sd1, introducing SD1Autoencoder class 2023-09-07 18:34:42 +02:00
Benjamin Trom cf43cb191f Add better tree representation for fluxion Module 2023-09-07 16:33:24 +02:00
Cédric Deltheil c55917e293 add IP-Adapter support for SD 1.5 
Official repo: https://github.com/tencent-ailab/IP-Adapter
 2023-09-06 15:12:48 +02:00
Pierre Chapuis 864937a776 support injecting several LoRAs simultaneously 2023-09-06 11:49:55 +02:00
limiteinductive 88efa117bf fix model comparison with custom layers 2023-09-05 12:34:38 +02:00
Pierre Chapuis 566656a539 fix text encoder LoRAs 2023-09-04 15:51:39 +02:00
limiteinductive ebfa51f662 Make breakpoint a ContextModule 2023-09-04 12:22:10 +02:00
limiteinductive 9d2fbf6dbd Fix tuple annotation for pyright 1.1.325 2023-09-04 10:41:06 +02:00
Doryan Kaced 44e184d4d5 Init dtype and device correctly for OutputBlock 2023-09-01 19:44:06 +02:00
Cédric Deltheil 3a10baa9f8 cross-attn 2d: record use_bias attribute 2023-09-01 19:23:33 +02:00
Cédric Deltheil b933fabf31 unet: get rid of clip_embedding attribute for SD1 
It is implicitly defined by the underlying cross-attention layer. This
also makes it consistent with SDXL.
 2023-09-01 19:23:33 +02:00
Cédric Deltheil 134ee7b754 sdxl: remove wrong structural_attrs in cross-attn 2023-09-01 19:23:33 +02:00
Pierre Chapuis e91e31ebd2 check no two controlnets have the same name 2023-09-01 17:47:29 +02:00
Pierre Chapuis bd59790e08 always respect _can_refresh_parent 2023-09-01 17:44:16 +02:00
Pierre Chapuis d389d11a06 make basic adapters a part of Fluxion 2023-09-01 17:29:48 +02:00
Pierre Chapuis 31785f2059 scope range adapter in latent diffusion 2023-09-01 17:29:48 +02:00
Pierre Chapuis 73813310d0 rename SelfAttentionInjection to ReferenceOnlyControl and vice-versa 2023-09-01 17:29:48 +02:00
Pierre Chapuis eba0c33001 allow lora_targets to take a list of targets as input 2023-09-01 11:52:39 +02:00
Cédric Deltheil 92cdf19eae add Distribute to fluxion layers's __init__.py 2023-09-01 11:20:48 +02:00
Doryan Kaced 9f6733de8e Add concepts learning via textual inversion 2023-08-31 16:07:53 +02:00
Pierre Chapuis 0f476ea18b make high-level adapters Adapters 
This generalizes the Adapter abstraction to higher-level
constructs such as high-level LoRA (targeting e.g. the
SD UNet), ControlNet and Reference-Only Control.

Some adapters now work by adapting child models with
"sub-adapters" that they inject / eject when needed.
 2023-08-31 10:57:18 +02:00
Cédric Deltheil d8004718c8 foundationals: add clip image encoder 2023-08-30 21:50:01 +02:00
Doryan Kaced 08a5341452 Make image resize configurable in training scripts 2023-08-30 14:05:29 +02:00
Doryan Kaced 437fa24368 Make horizontal flipping parametrable in training scripts 2023-08-30 12:41:03 +02:00
Pierre Chapuis 18c84c7b72 shorter import paths 2023-08-29 16:57:40 +02:00
limiteinductive 8615dbdbde Add inner_dim Parameter to Attention Layer in Fluxion 2023-08-28 16:34:25 +02:00
limiteinductive 7ca6bd0ccd implement the ConvertModule class and refactor conversion scripts 2023-08-28 14:39:14 +02:00
Doryan Kaced 3680f9d196 Add support for learned concepts e.g. via textual inversion 2023-08-28 10:37:39 +02:00
Benjamin Trom 8b1719b1f9 remove unused TextEncoder and UNet protocols 2023-08-25 17:34:26 +02:00
limiteinductive 92a21bc21e refactor latent_diffusion module 2023-08-25 12:30:20 +02:00
Pierre Chapuis 802970e79a simplify Chain#append 2023-08-23 17:49:59 +02:00
Pierre Chapuis 16618d73de remove useless uses of type: ignore 2023-08-23 17:49:59 +02:00
Pierre Chapuis dec0d64432 make walk and layers not recurse by default 
There is now a parameter to get the old (recursive) behavior.
 2023-08-23 12:15:56 +02:00
Pierre Chapuis 2ad26a06b0 fix LoRAs on Self target 2023-08-23 12:13:01 +02:00
limiteinductive 3565a4127f implement DoubleTextEncoder for SDXL 2023-08-23 11:05:38 +02:00
Cédric Deltheil 71ddb55a8e infer device and dtype in LoraAdapter 2023-08-22 11:55:39 +02:00
Benjamin Trom 8c7298f8cc fix chain slicing with structural copy 2023-08-22 11:44:11 +02:00
limiteinductive e7c1db50e0 turn CLIPTokenizer into a fl.Module 2023-08-22 00:09:01 +02:00
Cédric Deltheil 1ad4e1a35a converter: add missing structural_attrs 2023-08-21 16:04:12 +02:00
Cédric Deltheil b91a457495 use Converter layer for sinuosoidal embedding 2023-08-21 16:04:12 +02:00