Commit Graph

231 Commits

Author SHA1 Message Date
Suraj Patil b35d88c536
Stable diffusion inpainting. (#904)
* begin pipe

* add new pipeline

* add tests

* correct fast test

* up

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_inpaint.py

* Update tests/test_pipelines.py

* up

* up

* make style

* add fp16 test

* doc, comments

* up

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Anton Lozhkov <anton@huggingface.co>
2022-10-19 16:11:50 +02:00
Anton Lozhkov 8eb9d9703d
Improve ONNX img2img numpy handling, temporarily fix the tests (#899)
* [WIP] Onnx img2img determinism

* more numpy + seed

* numpy inpainting, tolerance

* revert test workflow
2022-10-19 11:26:32 +02:00
Žilvinas Ledas a9908ecfc1
Stable Diffusion image-to-image and inpaint using onnx. (#552)
* * Stabe Diffusion img2img using onnx.

* * Stabe Diffusion inpaint using onnx.

* Export vae_encoder, upgrade img2img, add test

* updated inpainting pipeline + test

* style

Co-authored-by: anton-l <anton@huggingface.co>
2022-10-18 17:44:01 +02:00
Anton Lozhkov 728a3f3ec1
Rename StableDiffusionOnnxPipeline -> OnnxStableDiffusionPipeline (#887)
Rename and deprecate
2022-10-18 09:14:30 +02:00
Pedro Cuenca 100e094cc9
Fix autoencoder test (#886)
Fix autoencoder test.
2022-10-17 21:47:13 +02:00
Anton Lozhkov cca59ce3a2
Add Apple M1 tests (#796)
* [CI] Add Apple M1 tests

* setup-python

* python build

* conda install

* remove branch

* only 3.8 is built for osx-arm

* try fetching prebuilt tokenizers

* use user cache

* update shells

* Reports and cleanup

* -> MPS

* Disable parallel tests

* Better naming

* investigate worker crash

* return xdist

* restart

* num_workers=2

* still crashing?

* faulthandler for segfaults

* faulthandler for segfaults

* remove restarts, stop on segfault

* torch version

* change installation order

* Use pre-RC version of PyTorch.

To be updated when it is released.

* Skip crashing test on MPS, add new one that works.

* Skip cuda tests in mps device.

* Actually use generator in test.

I think this was a typo.

* make style

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
2022-10-17 20:27:30 +02:00
Anton Lozhkov 1d3234cbca
Remove the last of ["sample"] (#842) 2022-10-14 14:45:43 +02:00
Anton Lozhkov 52394b53e2
Bump to 0.6.0.dev0 (#831)
* Bump to 0.6.0.dev0

* Deprecate tensor_format and .samples

* style

* upd

* upd

* style

* sample -> images

* Update src/diffusers/schedulers/scheduling_ddpm.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/schedulers/scheduling_ddim.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/schedulers/scheduling_karras_ve.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/schedulers/scheduling_lms_discrete.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/schedulers/scheduling_pndm.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/schedulers/scheduling_sde_ve.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/schedulers/scheduling_sde_vp.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-10-14 13:43:52 +02:00
Patrick von Platen 1d51224403
[Flax] Complete tests (#828) 2022-10-13 18:18:32 +02:00
Patrick von Platen 7c2262640b
Align PT and Flax API - allow loading checkpoint from PyTorch configs (#827)
* up

* finish

* add more tests

* up

* up

* finish
2022-10-13 17:43:06 +02:00
Patrick von Platen e713346ad1
Give more customizable options for safety checker (#815)
* Give more customizable options for safety checker

* Apply suggestions from code review

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion.py

* Finish

* make style

* Apply suggestions from code review

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

* up

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
2022-10-13 15:52:26 +02:00
Anton Lozhkov 26c7df5d82
Fix type mismatch error, add tests for negative prompts (#823) 2022-10-13 15:45:42 +02:00
Patrick von Platen f1d4289be8
[Flax] Add test (#824) 2022-10-13 13:55:39 +02:00
Patrick von Platen db47b1e4d9
[Dummy imports] Better error message (#795)
* [Dummy imports] Better error message

* Test: load pipeline with LMS scheduler.

Fails with a cryptic message if scipy is not installed.

* Correct

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
2022-10-12 14:41:16 +02:00
Patrick von Platen 6bc11782b7
[Img2Img] Fix batch size mismatch prompts vs. init images (#793)
* [Img2Img] Fix batch size mismatch prompts vs. init images

* Remove bogus folder

* fix

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_img2img.py

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
2022-10-12 13:00:36 +02:00
Akash Pannu a124204490
Flax: Trickle down `norm_num_groups` (#789)
* pass norm_num_groups param and add tests

* set resnet_groups for FlaxUNetMidBlock2D

* fixed docstrings

* fixed typo

* using is_flax_available util and created require_flax decorator
2022-10-11 20:05:10 +02:00
Patrick von Platen 22963ed826
Fix gradient checkpointing test (#797)
* Fix gradient checkpointing test

* more tsets
2022-10-10 19:40:33 +02:00
Patrick von Platen fab17528da
[Low CPU memory] + device map (#772)
* add accelerate to load models with smaller memory footprint

* remove low_cpu_mem_usage as it is reduntant

* move accelerate init weights context to modelling utils

* add test to ensure results are the same when loading with accelerate

* add tests to ensure ram usage gets lower when using accelerate

* move accelerate logic to single snippet under modelling utils and remove it from configuration utils

* format code using to pass quality check

* fix imports with isor

* add accelerate to test extra deps

* only import accelerate if device_map is set to auto

* move accelerate availability check to diffusers import utils

* format code

* add device map to pipeline abstraction

* lint it to pass PR quality check

* fix class check to use accelerate when using diffusers ModelMixin subclasses

* use low_cpu_mem_usage in transformers if device_map is not available

* NoModuleLayer

* comment out tests

* up

* uP

* finish

* Update src/diffusers/pipelines/stable_diffusion/safety_checker.py

* finish

* uP

* make style

Co-authored-by: Pi Esposito <piero.skywalker@gmail.com>
2022-10-10 18:05:49 +02:00
Patrick von Platen f3983d16ee
[Tests] Fix tests (#774)
* Fix tests

* remove bogus file
2022-10-07 19:38:40 +02:00
Suraj Patil 92d7086366
[img2img, inpainting] fix fp16 inference (#769)
* handle dtype in vae and image2image pipeline

* fix inpaint in fp16

* dtype should be handled in add_noise

* style

* address review comments

* add simple fast tests to check fp16

* fix test name

* put mask in fp16
2022-10-07 17:01:51 +02:00
James R T e0fece2b26
Add final latent slice checks to SD pipeline intermediate state tests (#731)
This is to ensure that the final latent slices stay somewhat consistent as more changes are introduced into the library.

Signed-off-by: James R T <jamestiotio@gmail.com>

Signed-off-by: James R T <jamestiotio@gmail.com>
2022-10-07 15:50:20 +02:00
apolinario fdfa7c8f15
Change fp16 error to warning (#764)
* Swap fp16 error to warning

Also remove the associated test

* Formatting

* warn -> warning

* Update src/diffusers/pipeline_utils.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* make style

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-10-07 10:31:52 +02:00
Patrick von Platen ae672d58ef
[Tests] Lower required memory for clip guided and fix super edge-case git pipeline module bug (#754)
* [Tests] Lower required memory

* fix

* up

* uP
2022-10-06 19:15:26 +02:00
Patrick von Platen 6613a8c7ff make CI happy 2022-10-06 17:16:01 +02:00
Patrick von Platen d9c449ea30
Custome Pipelines (#744)
* [Custom Pipelines]

* uP

* make style

* finish

* finish

* remove ipdb

* upload

* fix

* finish docs

* Apply suggestions from code review

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
Co-authored-by: apolinario <joaopaulo.passos@gmail.com>

* finish

* final uploads

* remove unnecessary test

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
Co-authored-by: apolinario <joaopaulo.passos@gmail.com>
2022-10-06 16:54:02 +02:00
Suraj Patil f3128c8788
Actually fix the grad ckpt test (#734)
* use_deterministic_algorithms  for grad ckpt test

* remove eval

* Apply suggestions from code review

* Update tests/test_models_unet.py
2022-10-06 16:04:00 +02:00
Anton Lozhkov 6c64741933
Raise an error when moving an fp16 pipeline to CPU (#749)
* Raise an error when moving an fp16 pipeline to CPU

* Raise an error when moving an fp16 pipeline to CPU

* style

* Update src/diffusers/pipeline_utils.py

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

* Update src/diffusers/pipeline_utils.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Improve the message

* cuda

* Update tests/test_pipelines.py

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
2022-10-06 15:51:03 +02:00
Suraj Patil c119dc4c04
allow multiple generations per prompt (#741)
* compute text embeds per prompt

* don't repeat uncond prompts

* repeat separatly

* update image2image

* fix repeat uncond embeds

* adapt inpaint pipeline

* ifx uncond tokens in img2img

* add tests and fix ucond embeds in im2img and inpaint pipe
2022-10-06 14:01:45 +02:00
Patrick von Platen 78744b6a8f
No more use_auth_token=True (#733)
* up

* uP

* uP

* make style

* Apply suggestions from code review

* up

* finish
2022-10-05 17:16:15 +02:00
Nicolas Patry 3dcc75cbd4
Removing `autocast` for `35-25% speedup`. (`autocast` considered harmful). (#511)
* Removing `autocast` for `35-25% speedup`.

* iQuality

* Adding a slow test.

* Fixing mps noise generation.

* Raising error on wrong device, instead of just casting on behalf of user.

* Quality.

* fix merge

Co-authored-by: Nouamane Tazi <nouamane98@gmail.com>
2022-10-05 15:33:13 +02:00
Anton Lozhkov 6b09f370c4
[Scheduler design] The pragmatic approach (#719)
* init

* improve add_noise

* [debug start] run slow test

* [debug end]

* quick revert

* Add docstrings and warnings + API tests

* Make the warning less spammy
2022-10-05 14:41:19 +02:00
Kashif Rasul 726aba089d
[Pytorch] pytorch only timesteps (#724)
* pytorch timesteps

* style

* get rid of if-else

* fix test

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-10-05 12:55:51 +02:00
Pi Esposito 4d1cce2fd0
add accelerate to load models with smaller memory footprint (#361)
* add accelerate to load models with smaller memory footprint

* remove low_cpu_mem_usage as it is reduntant

* move accelerate init weights context to modelling utils

* add test to ensure results are the same when loading with accelerate

* add tests to ensure ram usage gets lower when using accelerate

* move accelerate logic to single snippet under modelling utils and remove it from configuration utils

* format code using to pass quality check

* fix imports with isor

* add accelerate to test extra deps

* only import accelerate if device_map is set to auto

* move accelerate availability check to diffusers import utils

* format code

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-10-04 15:21:40 +02:00
Patrick von Platen f1484b81b0
[Utils] Add deprecate function and move testing_utils under utils (#659)
* [Utils] Add deprecate function

* up

* up

* uP

* up

* up

* up

* up

* uP

* up

* fix

* up

* move to deprecation utils file

* fix

* fix

* fix more
2022-10-03 23:44:24 +02:00
Anton Lozhkov 1070e1a38a
[CI] Speed up slow tests (#708)
* [CI] Localize the HF cache

* pip cache

* de-env

* refactor matrix

* fix fast cache

* less onnx steps

* revert

* revert pip cache

* revert pip cache

* remove debugging trigger
2022-10-03 22:16:23 +02:00
James R T 2558977bc7
Add callback parameters for Stable Diffusion pipelines (#521)
* Add callback parameters for Stable Diffusion pipelines

Signed-off-by: James R T <jamestiotio@gmail.com>

* Lint code with `black --preview`

Signed-off-by: James R T <jamestiotio@gmail.com>

* Refactor callback implementation for Stable Diffusion pipelines

* Fix missing imports

Signed-off-by: James R T <jamestiotio@gmail.com>

* Fix documentation format

Signed-off-by: James R T <jamestiotio@gmail.com>

* Add kwargs parameter to standardize with other pipelines

Signed-off-by: James R T <jamestiotio@gmail.com>

* Modify Stable Diffusion pipeline callback parameters

Signed-off-by: James R T <jamestiotio@gmail.com>

* Remove useless imports

Signed-off-by: James R T <jamestiotio@gmail.com>

* Change types for timestep and onnx latents

* Fix docstring style

* Return decode_latents and run_safety_checker back into __call__

* Remove unused imports

* Add intermediate state tests for Stable Diffusion pipelines

Signed-off-by: James R T <jamestiotio@gmail.com>

* Fix intermediate state tests for Stable Diffusion pipelines

Signed-off-by: James R T <jamestiotio@gmail.com>

Signed-off-by: James R T <jamestiotio@gmail.com>
2022-10-02 19:56:36 +02:00
Josh Achiam a784be2ebe
Allow resolutions that are not multiples of 64 (#505)
* Allow resolutions that are not multiples of 64

* ran black

* fix bug

* add test

* more explanation

* more comments

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-09-30 09:54:40 +02:00
Suraj Patil 84b9df57a7
[gradient checkpointing] lower tolerance for test (#652)
* lowe tolerance

* put model in eval mode
2022-09-29 11:57:37 +02:00
Anton Lozhkov 765506ce28
Fix the LMS pytorch regression (#664)
* Fix the LMS pytorch regression

* Copy over the changes from #637

* Copy over the changes from #637

* Fix betas test
2022-09-28 14:07:26 +02:00
Kashif Rasul bd8df2da89
[Pytorch] Pytorch only schedulers (#534)
* pytorch only schedulers

* fix style

* remove match_shape

* pytorch only ddpm

* remove SchedulerMixin

* remove numpy from karras_ve

* fix types

* remove numpy from lms_discrete

* remove numpy from pndm

* fix typo

* remove mixin and numpy from sde_vp and ve

* remove remaining tensor_format

* fix style

* sigmas has to be torch tensor

* removed set_format in readme

* remove set format from docs

* remove set_format from pipelines

* update tests

* fix typo

* continue to use mixin

* fix imports

* removed unsed imports

* match shape instead of assuming image shapes

* remove import typo

* update call to add_noise

* use math instead of numpy

* fix t_index

* removed commented out numpy tests

* timesteps needs to be discrete

* cast timesteps to int in flax scheduler too

* fix device mismatch issue

* small fix

* Update src/diffusers/schedulers/scheduling_pndm.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-09-27 15:27:34 +02:00
Grigory Sizov 35e9209601
Fix formula for noise levels in Karras scheduler and tests (#627)
fix formula for noise levels in karras scheduler and tests
2022-09-24 18:24:08 +02:00
Suraj Patil e7120bae95
[UNet2DConditionModel] add gradient checkpointing (#461)
* add grad ckpt to downsample blocks

* make it work

* don't pass gradient_checkpointing to upsample block

* add tests for UNet2DConditionModel

* add test_gradient_checkpointing

* add gradient_checkpointing for up and down blocks

* add functions to enable and disable grad ckpt

* remove the forward argument

* better naming

* make supports_gradient_checkpointing private
2022-09-22 15:36:47 +02:00
Anton Lozhkov 6bd005ebbe
[ONNX] Collate the external weights, speed up loading from the hub (#610) 2022-09-21 22:26:30 +02:00
Mishig Davaadorj 8685699392
Mv weights name consts to diffusers.utils (#605) 2022-09-21 11:30:14 +02:00
Anton Lozhkov 8a6833b85c
Add the K-LMS scheduler to the inpainting pipeline + tests (#587)
* Add the K-LMS scheduler to the inpainting pipeline + tests

* Remove redundant casts
2022-09-20 19:10:44 +02:00
Anton Lozhkov a45dca077c
Fix BaseOutput initialization from dict (#570)
* Fix BaseOutput initialization from dict

* style

* Simplify post-init, add tests

* remove debug
2022-09-20 18:32:16 +02:00
Anton Lozhkov 9727cda678
[Tests] Mark the ncsnpp model tests as slow (#575)
* [Tests] Mark the ncsnpp model tests as slow

* style
2022-09-19 17:20:58 +02:00
Anton Lozhkov 0a2c42f3e2
[Tests] Upload custom test artifacts (#572)
* make_reports

* add test utils

* style

* style
2022-09-19 17:08:29 +02:00
Jonatan Kłosko d7dcba4a13
Unify offset configuration in DDIM and PNDM schedulers (#479)
* Unify offset configuration in DDIM and PNDM schedulers

* Format

Add missing variables

* Fix pipeline test

* Update src/diffusers/schedulers/scheduling_ddim.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Default set_alpha_to_one to false

* Format

* Add tests

* Format

* add deprecation warning

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-09-17 14:07:43 +02:00
Patrick von Platen e5902ed11a
[Download] Smart downloading (#512)
* [Download] Smart downloading

* add test

* finish test

* update

* make style
2022-09-16 19:32:40 +02:00