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Merged
tachella merged 1 commit into from
Jul 11, 2025
Merged

docstring return denoise_diffusion #600

tachella merged 1 commit into from
Jul 11, 2025

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@mathurinm mathurinm commented Jul 11, 2025

closes #599

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codecov bot commented Jul 11, 2025 •
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Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 81.13%. Comparing base (35b0745) to head (04fbefd).
Report is 1 commits behind head on main.

✅ All tests successful. No failed tests found.

Additional details and impacted files 
@@           Coverage Diff           @@
##             main     #600   +/-   ##
=======================================
  Coverage   81.13%   81.13%           
=======================================
  Files         195      195           
  Lines       17793    17793           
  Branches     2381     2381           
=======================================
  Hits        14436    14436           
  Misses       2555     2555           
  Partials      802      802

☔ View full report in Codecov by Sentry.
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@tachella tachella merged commit 387e4cc into deepinv:main Jul 11, 2025
5 checks passed
Tmodrzyk pushed a commit to Tmodrzyk/deepinv that referenced this pull request Jul 17, 2025
@mathurinm @Tmodrzyk
docstring return denoise_diffusion (deepinv#600)
5367443
jscanvic added a commit to jscanvic/deepinv that referenced this pull request Aug 4, 2025
@jscanvic
Squashed commit of the following:
2081843 
commit d479673
Author: Andrewwango <[email protected]>
Date:   Mon Aug 4 10:27:47 2025 +0100

    docs for new thresholding

commit 428c5e9
Author: Andrewwango <[email protected]>
Date:   Mon Aug 4 10:11:40 2025 +0100

    Update deepinv/models/ram.py

commit 4ff9e8d
Merge: f1da894 fdab7ce
Author: Matthieu Terris <[email protected]>
Date:   Sun Aug 3 17:54:09 2025 +0200

    merge norm

commit f1da894
Author: Matthieu Terris <[email protected]>
Date:   Sun Aug 3 17:29:09 2025 +0200

    norm

commit fdab7ce
Author: Andrewwango <[email protected]>
Date:   Fri Aug 1 22:49:14 2025 +0100

    add multi-physics models to user guide

commit 76f1624
Author: Andrewwango <[email protected]>
Date:   Fri Aug 1 22:49:01 2025 +0100

    fix doc

commit 574379d
Author: Andrewwango <[email protected]>
Date:   Fri Aug 1 22:32:31 2025 +0100

    black

commit 3fb4cad
Merge: 90f7620 25224a4
Author: Andrewwango <[email protected]>
Date:   Fri Aug 1 22:32:21 2025 +0100

    Merge branch 'main' into ram

commit 90f7620
Author: Andrewwango <[email protected]>
Date:   Fri Aug 1 22:31:03 2025 +0100

    julian comments

commit 25224a4
Author: Andrewwango <[email protected]>
Date:   Fri Aug 1 18:48:19 2025 +0100

    More MRI, more downsampling, and more fixes (deepinv#608)

    * modify downsampling and its generator

    * better imsize handling and update_parameters in downsampling

    * deal with imsize better

    * update warning

    * fastmri better raw transform

    * bug

    * nan

    * fastmri data is so annoying

    * doc

    * temp

    * fastmri docstrings

    * changelog

    * fix downsampling tests

    * fix test + doc bug

    * better raw mri tour

    * allow batched filter strings

    * placeholder imsize_dynamic

    * fix

    * submodule add imresize

    * add matlab downsampling

    * small fix to trainer

    * minor fixes

    * fastmri bugfix

    * fix lpips and niqe

    * minor dtype

    * fix cmrxrecon mistake

    * skmtea dataset!

    * spelling

    * update skmtea + small bib

    * add skmtea to init

    * skmtea docs

    * skmtea test

    * changelog + fix ruff

    * downsampling matlab docs

    * Remove submodule

    * tests + remove imresize

    * remove import

    * remove gitmodules

    * fastmri tests

    * downsamplingmatlab tests

    * fix example

    * fix

    * jeremy comments 1

    * imresive uses backprop adjoint + fix tests

    * fix ruff

    * Update deepinv/datasets/fastmri.py

    Co-authored-by: Minh Hai Nguyen <[email protected]>

    * hai comments + fix doctest

    * ruff

    * add div2k performance test

    * fix

    * temp

    * rerun ci

    ---------

    Co-authored-by: Minh Hai Nguyen <[email protected]>

commit 5738b03
Author: Jérémy Scanvic <[email protected]>
Date:   Fri Aug 1 10:59:47 2025 +0200

    Fix deepinv#634 (deepinv#637)

    * fix device inference in GaussianNoise

    * pass kwargs down super in LinearPhysics

    * Revert "pass kwargs down super in LinearPhysics"

    This reverts commit 49b3e5e.

    A better fix is featured in 8d08d86

    * exclude GPU-only branch from coverage

    * fix the other noise models

    * fix set initialization

    * fix types syntax

    * change the assert into a RuntimeError

    * add TensorList support

commit d8189a6
Author: Minh Hai Nguyen <[email protected]>
Date:   Thu Jul 31 22:46:46 2025 +0200

    Update library dependencies, issue template, codecov on linux only (deepinv#654)

    * codecov linux only and adding uv

    * mv wandb to optional dependency

    * rm hdf5storage, add h5py to datasets

    * add device for pytest

    * mv natsort to datasets

    * finished dependencies

    * update issue template

    * changelog

    * uv not supported on github

    * requests is needed

    * update import error check

    * update import error check

    * codecov ignore import optinal modules

    * last changes

    * issue template

    * h5py back to dependency

    * discord

    ---------

    Co-authored-by: mh-nguyen712 <[email protected]>

commit 99526f0
Author: vsechaud <[email protected]>
Date:   Thu Jul 31 17:42:00 2025 +0200

    Fix for Issue deepinv#647 – UNet uses zero-padding even when it shouldn't (deepinv#653)

    * fix bug unet padding mode

    * black unet file

    * change log

commit 3569ab3
Author: Jérémy Scanvic <[email protected]>
Date:   Thu Jul 31 15:57:45 2025 +0200

    Fixing tests on GPU (deepinv#569)

    * create pr

    * fix test_dataloader_formats

    * fix test_trainer_physics_generator_params

    * fix test_trainer_multidatasets

    * fix test_trainer_identity

    * black

    * fix test_DEQ

    * fix test_inpainting_generators

    * fix test_metrics

    * fix test_wavelet_decomposition

    * black

    * fix test_noise_model

    * black

    * fix None-related bug

    * making rng states buffers again

    * specify dtype as well

    * revert changes made in test_wavelet_decomposition

    * Revert "revert changes made in test_wavelet_decomposition"

    This reverts commit 9bc2a3b.

commit 55bc94f
Author: Jérémy Scanvic <[email protected]>
Date:   Wed Jul 30 22:03:29 2025 +0200

    Add a missing line in the docs (deepinv#632)

    * add missing param in the docs

    * fix the docstring

    * add missing import

    * silence a weird sphinx warning

commit 9d28b63
Author: Matthieu Terris <[email protected]>
Date:   Wed Jul 30 11:01:40 2025 +0200

    fix

commit 183513a
Author: Minh Hai Nguyen <[email protected]>
Date:   Tue Jul 29 22:26:53 2025 +0200

    Fix memory leak (deepinv#651)

    * start

    * fix

    * fix

    * changelog

    ---------

    Co-authored-by: mh-nguyen712 <[email protected]>

commit 8636b1d
Author: Matthieu Terris <[email protected]>
Date:   Tue Jul 29 18:45:35 2025 +0200

    clean

commit 8e1c3ef
Author: Matthieu Terris <[email protected]>
Date:   Tue Jul 29 18:35:36 2025 +0200

    thresholding

commit 9c9a31c
Author: Matthieu Terris <[email protected]>
Date:   Mon Jul 28 19:23:09 2025 +0200

    black

commit bd724af
Author: Matthieu Terris <[email protected]>
Date:   Mon Jul 28 19:20:37 2025 +0200

    max

commit 44ed2ab
Author: Matthieu Terris <[email protected]>
Date:   Mon Jul 28 19:18:15 2025 +0200

    max

commit 54f8edd
Author: Matthieu Terris <[email protected]>
Date:   Mon Jul 28 18:02:53 2025 +0200

    abs tensorlist

commit 88e3c17
Author: Matthieu Terris <[email protected]>
Date:   Mon Jul 28 15:37:40 2025 +0200

    norm

commit 2f9ff55
Merge: b70d651 7116f70
Author: Matthieu Terris <[email protected]>
Date:   Mon Jul 28 10:36:16 2025 +0200

    normalize

commit b70d651
Author: Matthieu Terris <[email protected]>
Date:   Mon Jul 28 10:28:42 2025 +0200

    normalize

commit 7116f70
Author: Jérémy Scanvic <[email protected]>
Date:   Sun Jul 27 18:55:29 2025 +0200

    Remove ignored arguments (deepinv#640)

    * CLN warn user about unused parameters in Physics

    * CLN move kwargs to physics

    * TST check that the warning is raised

    * FIX linting

    * black

    * get rid of ignored arguments

    * get rid of ignored arguments

    * get rid of ignored arguments

    * get rid of no-ops

    ---------

    Co-authored-by: tommoral <[email protected]>
    Co-authored-by: Andrewwango <[email protected]>

commit a7bc80a
Author: Matthieu Terris <[email protected]>
Date:   Sun Jul 27 17:11:50 2025 +0200

    black

commit 8d08d86
Author: Thomas Moreau <[email protected]>
Date:   Sun Jul 27 17:06:10 2025 +0200

    CLN warn user about unused parameters in Physics (deepinv#423)

    * CLN warn user about unused parameters in Physics

    * CLN move kwargs to physics

    * TST check that the warning is raised

    * FIX linting

    * black

    ---------

    Co-authored-by: Andrewwango <[email protected]>

commit bafc63d
Author: Matthieu Terris <[email protected]>
Date:   Sun Jul 27 16:57:11 2025 +0200

    black

commit a1ddacc
Merge: dfa2477 09be3a9
Author: Matthieu Terris <[email protected]>
Date:   Sun Jul 27 16:56:49 2025 +0200

    merge main

commit dfa2477
Author: Matthieu Terris <[email protected]>
Date:   Sun Jul 27 16:54:45 2025 +0200

    cleaning

commit 0853fe8
Author: Matthieu Terris <[email protected]>
Date:   Sun Jul 27 15:14:03 2025 +0200

    comments

commit f815630
Author: Matthieu Terris <[email protected]>
Date:   Sun Jul 27 14:55:45 2025 +0200

    revert

commit f7814c0
Author: Matthieu Terris <[email protected]>
Date:   Sun Jul 27 13:41:20 2025 +0200

    failing test but good idea

commit 09be3a9
Author: Jérémy Scanvic <[email protected]>
Date:   Sat Jul 26 13:49:48 2025 +0200

    Make zips strict (deepinv#635)

    * enable zip-without-explicit-strict rule in ruff

    * make zip calls strict

    * black

    * replace zips on key-values by items calls

    * black

commit 735bed7
Author: Fedor <[email protected]>
Date:   Fri Jul 25 14:02:44 2025 +0200

    added a warning in the doc for get_freer_gpu  (deepinv#570)

    * added warning in the doc

    * added str literal, changed doc sentences; changed set/no set behaviour

    * full code refactor

    * fixed black/added changelog

    * typo in changelog

    * reorder arguments for backwards compatibility

    * adapt the tests to a behavior change

    * test new arguments

    ---------

    Co-authored-by: Jérémy Scanvic <[email protected]>
    Co-authored-by: Jérémy Scanvic <[email protected]>

commit 28a6c33
Author: Jérémy Scanvic <[email protected]>
Date:   Fri Jul 25 13:51:02 2025 +0200

    Warn against default interpolation mode in `deepinv.transform.Rotate` (deepinv#633)

    * add a warning for default interpolation mode

    * black

commit d48e26b
Author: Andrewwango <[email protected]>
Date:   Thu Jul 24 18:09:48 2025 +0100

    Tiny spelling (deepinv#631)

commit 55ca5fc
Author: Jérémy Scanvic <[email protected]>
Date:   Thu Jul 24 16:06:51 2025 +0200

    Flag unused imports in CI (deepinv#557)

    * create pr

    * enable rule F401 of ruff in continuous integration

    * run ruff --fix on unused imports

    * black

    * run unsafe ruff fix

    * black

    * fix the 4 last errors manually

    * disable ruff for an import with side effects

    * black

    * ignore ruff false positive for fixture

    * black

    * trigger ci

    * ignore ruff false positive for (other) fixture

    * apply ruff safe fix

    ruff check --target-version "py310" --fix --select "F401"

    * apply ruff unsafe fix

    ruff check --target-version "py310" --preview --fix --unsafe-fixes --select "F401"

    * black

    * get rid of no-op

    * add missing import

    * add missing import

    * restore __init__.py files from the main branch

    git restore --source=upstream/main -- '**/__init__.py'

    * disable the unused imports rules for init files

    * apply ruff safe fix

    ruff check --target-version "py310" --fix --select "F401"

    * restore mistakenly removed imports

commit b3743f0
Author: Julián Tachella <[email protected]>
Date:   Thu Jul 24 16:05:46 2025 +0200

    fix (deepinv#630)

commit a113107
Author: Julián Tachella <[email protected]>
Date:   Tue Jul 22 18:20:17 2025 +0200

    readd online docs push

commit da1d8fe
Author: Samuel Hurault <[email protected]>
Date:   Tue Jul 22 14:55:26 2025 +0200

    Add bibtex style cite for references  (deepinv#575)

    * ref bib

    * add refs to loss

    * refs

    * continue bib

    * continue bib

    * black

    * examples refs

    * end cites

    * black

    * changelog

    * black

    * fixes

    * fixes

    * toml

    * toml

    * dncnn

    * merge

    * docs

    * docs

    * docs

    * merge

    * dataset refs

    * dataset refs

    * agha

    * refs

    * black

    * corr refs

    * corr refs

    * pb refs

    * merge

    * remove refs from first line in class doc

    * black

    * fix bugs refs

    * black

    * add sep

    * black

    * revert old noisy data fid

    * black

    * line pb

    * black

    * try

    * change bib style

    * change bib style

    * correct build docs

    * repeadted entry

    * docstring guidelines

    * andrews comments

    * paper part problem for docs --> move to start of contributinc.rst

    * andrew comment

    * add automatically the ref to examples

    * black

    * update some refs

    * remove REF in examples

    * black

    * change citation style GAN example

    * change citation style GAN example

    * update bib and correction julian

    * Juli{\a}n

    * corret refs

    * Update CHANGELOG.rst

    Co-authored-by: Andrewwango <[email protected]>

    * Andrews comments

    * Update examples/self-supervised-learning/demo_ei_transforms.py

    Co-authored-by: Julián Tachella <[email protected]>

    * Update deepinv/loss/moi.py

    Co-authored-by: Julián Tachella <[email protected]>

    * Update deepinv/transform/scale.py

    Co-authored-by: Julián Tachella <[email protected]>

    ---------

    Co-authored-by: Samuel Hurault <[email protected]>
    Co-authored-by: Andrewwango <[email protected]>
    Co-authored-by: Julián Tachella <[email protected]>

commit 75f140d
Author: Matthieu Terris <[email protected]>
Date:   Mon Jul 21 21:27:27 2025 +0200

    andrews comments

commit fcc45a1
Author: Matthieu Terris <[email protected]>
Date:   Mon Jul 21 20:13:05 2025 +0200

    julians comments

commit ce1f56e
Author: Jérémy Scanvic <[email protected]>
Date:   Mon Jul 21 12:58:41 2025 +0200

    Increase test coverage of `deepinv.utils` (deepinv#555)

    * test phantom datasets

    * test tensor list dirac_like

    * get rid of bleeding edge parameter strict in zip

    * improve coverage of plotting functions and fix bugs

    * add tests for plot_curves

    * test plot_parameters

    * add test parameters and fix bugs

    * test resize_pad_square_tensor and torch2cpu

    * test get_freer_gpu

    * get rid of mistakenly commited files

    * test deprecation of deepinv.utils.metric functions

    * fix typo

    * test load_degradation

    * test load_dataset

    * export deepinv.utils.parameters members in deepinv.utils

    * test test_get_GSPnP_params

    * test ProgressMeter

    * test tensorlist methods

    * test load_image

    * change deprecated tmpdir to standard tmp_path

    * fix the tests on CPU-only devices

    * improve non-idiomatic code

    * trigger ci

    * restore demos

    * pin sphinx_sitemap to v2.6.0 see deepinv#508 and deepinv#555

    * make variable names more consistent

    * black

    * merge non_interactive_matplotlib and no_plot

    * black

commit 488df3a
Author: Thibaut Modrzyk <[email protected]>
Date:   Mon Jul 21 10:56:41 2025 +0200

    Add support for new parameters in ``plot_inset`` (deepinv#611)

    * Add support for new parameters in ``plot_inset``

    Now the parameters match the one used in ``plot``.

    * Add fig and axs parameters

    * Fix docstring

    * Enable intersphinx mapping for Matplotlib

commit 871f690
Author: mathurinm <[email protected]>
Date:   Mon Jul 21 10:46:25 2025 +0200

    DOC pass on DPS example (deepinv#612)

    * DOC dps example

    * simpler alphas/betas handling

    * Apply suggestions from code review

    * black + minor tweaks

    * widehat x_t > widehat x_0

    * typo

    * Update examples/sampling/demo_dps.py

commit 4671cb9
Author: Matthieu Terris <[email protected]>
Date:   Sat Jul 19 14:37:33 2025 +0200

    doctests

commit f5a5b01
Author: Matthieu Terris <[email protected]>
Date:   Sat Jul 19 13:30:03 2025 +0200

    comments

commit 86f75fa
Author: Matthieu Terris <[email protected]>
Date:   Sat Jul 19 12:12:33 2025 +0200

    comments

commit 8061545
Author: Matthieu Terris <[email protected]>
Date:   Sat Jul 19 12:08:17 2025 +0200

    docs api

commit 6cece22
Author: Matthieu Terris <[email protected]>
Date:   Sat Jul 19 10:45:39 2025 +0200

    docs api

commit 0446b0d
Author: Matthieu Terris <[email protected]>
Date:   Sat Jul 19 00:25:33 2025 +0200

    docs api

commit f70c314
Author: Matthieu Terris <[email protected]>
Date:   Fri Jul 18 22:47:11 2025 +0200

    docs api

commit bdc3b85
Author: Matthieu Terris <[email protected]>
Date:   Fri Jul 18 20:28:05 2025 +0200

    jk Im back

commit 4030bf0
Author: Matthieu Terris <[email protected]>
Date:   Fri Jul 18 19:48:59 2025 +0200

    bye

commit 0fea485
Author: Matthieu Terris <[email protected]>
Date:   Fri Jul 18 19:39:18 2025 +0200

    api autosummary + docs

commit 7c17b77
Author: Matthieu Terris <[email protected]>
Date:   Fri Jul 18 19:26:52 2025 +0200

    ram denoise + gamma -> gain

commit 088bd41
Author: Matthieu Terris <[email protected]>
Date:   Fri Jul 18 18:59:06 2025 +0200

    add tests upsampling

commit 338ddb5
Author: Matthieu Terris <[email protected]>
Date:   Fri Jul 18 18:58:54 2025 +0200

    add tests upsampling

commit 1a15f57
Author: Matthieu Terris <[email protected]>
Date:   Fri Jul 18 17:29:32 2025 +0200

    fix tests

commit 52b22e3
Author: Matthieu Terris <[email protected]>
Date:   Fri Jul 18 15:37:43 2025 +0200

    tests ram

commit 99379cf
Author: Andrewwango <[email protected]>
Date:   Fri Jul 18 11:53:34 2025 +0100

    Tiny modifications to repo-level things (deepinv#616)

    * fix contrib

    * remove version from citation

commit 64dfb69
Merge: e7d748a 464ec13
Author: Matthieu Terris <[email protected]>
Date:   Fri Jul 18 09:06:09 2025 +0200

    Merge branch 'main' into ram

commit 464ec13
Author: mathurinm <[email protected]>
Date:   Fri Jul 18 07:12:20 2025 +0200

    add __all__ to __about__.py (deepinv#615)

commit ece6368
Author: Minh Hai Nguyen <[email protected]>
Date:   Fri Jul 18 00:22:47 2025 +0200

    Update python version to 3.10+ (deepinv#605)

    * Export all changes: workflow updates, pyproject.toml changes to py>=310

    * rm torch version dependency

    * update

    * changelog

    * py version as str

    * py version in lint

    * debug

    * debug py311

    * torch27

    * torch>=2.2.0

    * save_path in n2n example

    * update python version in badge

    * merge main

    ---------

    Co-authored-by: mh-nguyen712 <[email protected]>

commit 67b4d37
Author: Minh Hai Nguyen <[email protected]>
Date:   Thu Jul 17 16:28:21 2025 +0200

    Link to download the built doc for PRs (deepinv#613)

    * download url of built doc

    * syntax

    * comment artifact

    * comment not working

    * simple solution

    * update contrib guide

    * rm workflow

    * changes

commit 16c599f
Author: mathurinm <[email protected]>
Date:   Wed Jul 16 13:57:07 2025 +0200

    DOC add size requirement for pretrained diffunet (deepinv#610)

    * add size requirement for pretrained diffunet

    * Update deepinv/models/diffunet.py

    * Update deepinv/models/diffunet.py

    * Apply suggestions from code review

    * black trailing whitespaces

    * cosmit forward diffusion

commit 98c5df0
Author: Julián Tachella <[email protected]>
Date:   Wed Jul 16 13:15:24 2025 +0200

    remove circle ci + add pr docs predisplay (deepinv#607)

    * remove circle ci + modify docs push

    * hai comments + contributing guidelines

    * fix yaml

    * edit if message exists

    * yaml refix

    * prpreview cleanup

    * try sth

    * fix

    * fix again

    * fix

    * try sth 2

    * fix again

    * try

    * and now

    * ahhh

    * add permission

    * fix link

    * fix link

    * move to end

    * add tip

commit e7d748a
Author: Matthieu Terris <[email protected]>
Date:   Sat Jul 12 17:31:51 2025 +0200

    test circleci

commit fda1224
Author: Matthieu Terris <[email protected]>
Date:   Sat Jul 12 17:01:11 2025 +0200

    test circleci

commit f304b6a
Author: romainvo <[email protected]>
Date:   Sat Jul 12 07:25:29 2025 +0200

    Remove unused nf argument in DRUNet. Complete doc and indicate that DRUNet has a fixed number of scales. (deepinv#603)

commit 387e4cc
Author: mathurinm <[email protected]>
Date:   Fri Jul 11 11:50:05 2025 +0200

    docstring return denoise_diffusion (deepinv#600)

commit aa74b9a
Merge: 36e91a3 35b0745
Author: Matthieu Terris <[email protected]>
Date:   Mon Jul 7 13:02:53 2025 +0200

    merge main

commit 36e91a3
Author: Matthieu Terris <[email protected]>
Date:   Mon Jul 7 12:57:40 2025 +0200

    docs + tests
jscanvic pushed a commit that referenced this pull request Aug 10, 2025
@Tmodrzyk @mathurinm
@romainvo @tachella @mh-nguyen712 @Andrewwango
Fix issue #594 related to the fontsize parameter in plot (#596)
02d2563 
* Remove the size parameter in calls to plt.suptitle and set_title

* Add the cpu option in the trainer, the default being cuda if a gpu is available. All tensors in the example are on the cpu, so if the system has an available GPU the example breaks and the associated doc can't be generated.

* Other errors in the examples, related to the device when a GPU is available, mix up between cpu and cuda.

* Add the ansmath package to the tex environment of matlplotlib so that lines containing \text{} compile correctly

* Further device errors in examples when building with a GPU available

* Call to config_matplotlib in conf.py + remove default fontsize value in plot parameters

* Set figure title fontsize and axes title fontsize explicitely in ``config_matplotlib``

When using seaborn, fontsize had again no effect on the fontsize of the titles, but only on suptitles.
Now one can use seaborn and still control the fontsize of the titles.

* trigger CI docs rerun

* fix demo_tou_mri.py example on gpu

* remove matplotlib fontsize 9

* fix example demove_remote_sensing on GPU

* docstring return denoise_diffusion (#600)

* Remove unused nf argument in DRUNet. Complete doc and indicate that DRUNet has a fixed number of scales. (#603)

* remove circle ci + add pr docs predisplay (#607)

* remove circle ci + modify docs push

* hai comments + contributing guidelines

* fix yaml

* edit if message exists

* yaml refix

* prpreview cleanup

* try sth

* fix

* fix again

* fix

* try sth 2

* fix again

* try

* and now

* ahhh

* add permission

* fix link

* fix link

* move to end

* add tip

* DOC add size requirement for pretrained diffunet (#610)

* add size requirement for pretrained diffunet

* Update deepinv/models/diffunet.py

* Update deepinv/models/diffunet.py

* Apply suggestions from code review

* black trailing whitespaces

* cosmit forward diffusion

* Link to download the built doc for PRs (#613)

* download url of built doc

* syntax

* comment artifact

* comment not working

* simple solution

* update contrib guide

* rm workflow

* changes

* trigger CI docs rerun

* Another fix to set fontsize globally in the docs

My previous solution for the global fontsize was still overwritten by new calls to ``setup_matplotlib``

* fix plot_ortho3D default fontsize

* fix layout issues causing cutoff of long titles

* Various fixes in examples

* fix horizontal display issue + css improvements

* fix css again

* add little margin to the figures

---------

Co-authored-by: mathurinm <[email protected]>
Co-authored-by: romainvo <[email protected]>
Co-authored-by: Julián Tachella <[email protected]>
Co-authored-by: Minh Hai Nguyen <[email protected]>
Co-authored-by: Andrewwango <[email protected]>
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output of DiffUnet.forward_diffusion() has 6 channels instead of 3

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@mathurinm @tachella