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blending for esrgan like its currently for gfpgan #14

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1blackbar opened this issue Aug 26, 2022 · 1 comment
Closed

blending for esrgan like its currently for gfpgan #14

1blackbar opened this issue Aug 26, 2022 · 1 comment

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@1blackbar
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1blackbar commented Aug 26, 2022 •
edited

All is working well but i was wondering can you incorporate esrgan blending with original ? So we can move slider like with gfpgan and it would blend two images (original preupscale+pastupscale ran through esrgan)
With bicubic or lanczos upscale blended with esrgan.Can a slider affect it in realtime in preview window? S you just render gfpgan at full strength and you blend with original one by moving the slider, so you dont have to resynthesize with gfpgan everytime you want less strength, it will save gpu , i believe this effect can be done by simply blending two images with opacity/blend of upscaled one adjustable in real time over original image.
I assume you blend gfpgan with original one upscaled by lanczos ? Would this work in realtime tho ? So you would upscale with gfpgan and then move slider to alter how strong the blend should be and it would affect the image in realtime ?
I belive gfpgan should be last step so esrgan wouldnt try to upscale the face on top of it., at the moment i think realsrgan sits on top of gfpgan and is upscaling the face making it look artificial again, thats why i think it should be below gfpgan in the pipeline.Face should look as natural as possible
The styles ccan vary so much that you might only need just a tiny bit of upscale with gfpgan or realsrgan to get best result while on other cases you can go to the max, such process would benefit strongly from realtime preview. But maybe it would need separate "blend" slider and not just renamed strength?

For basic sharpening maybe this would be useful with slider ?
https://www.analyticsvidhya.com/blog/2021/08/sharpening-an-image-using-opencv-library-in-python/#:~:text=To%20sharpen%20an%20image%20in,image%20that%20will%20undergo%20sharpening.
So ther would be 3 sharpening/upscaling methods on one panel ( realsrgan layer, filter2d layer, and face restoration layer )controled by blending sliders
Craftyawesome pushed a commit to Craftyawesome/stable-diffusion-webui that referenced this issue Aug 26, 2022
@hlky
Merge pull request AUTOMATIC1111#14 from EyeDeck/master
07edcd9 
UI tweaks 👑 🔥
@AUTOMATIC1111
Copy link
Owner

Blending multiple resize modes added in latest commit.

lonestriker pushed a commit to lonestriker/stable-diffusion-webui that referenced this issue Oct 19, 2022
@hlky
Merge pull request AUTOMATIC1111#14 from ShinkoNet/main
0da202a 
Update readme with installer instructions
CarlKenner pushed a commit to CarlKenner/stable-diffusion-webui that referenced this issue Nov 25, 2022
@uservar
Merge pull request AUTOMATIC1111#14 from CarlKenner/dev2-carl
1484c55 
Dev2 carl
eaglgenes101 referenced this issue in eaglgenes101/stable-diffusion-webui Dec 6, 2022
@eaglgenes101
Merge pull request #14 from d8ahazard/remaster
2f9a9a2 
make it possible to merge inpainting model with non-inpainting one
Sashimimochi pushed a commit to Sashimimochi/stable-diffusion-webui that referenced this issue Apr 7, 2023
@AbdBarho
Update FAQ (AUTOMATIC1111#14)
561664e 
Closes AUTOMATIC1111#9

Add fix to green output
zhchaoxing added a commit to AIRI-AUBE/stable-diffusion-webui that referenced this issue May 25, 2023
@zhchaoxing
Rebased api_airi_jerry_merge branch with the latest master of a111
c91d386 
Rebased api_airi_jerry_merge branch with the latest master of a111, except:
- removed requirements.txt following aws jerry api
- used modules/shared.py, webui.py, webui.sh, requirements_versions.txt from a1111 master for now

Squashed api_airi_jerry_merge commit of the following:

commit 2dc849a
Merge: 1cc9b93 63613b8
Author: Hal <zhchaoxing@hotmail.com>
Date:   Thu May 25 00:49:46 2023 -0700

    Merge branch 'api' into api_airi_new_merge

commit 63613b8
Merge: b34e11e c74d4fe
Author: Hal <zhchaoxing@hotmail.com>
Date:   Thu May 25 00:48:37 2023 -0700

    Merge branch 'api' of https://github.com/AIRI-AUBE/aws-stable-diffusion-webui-api into api

commit 1cc9b93
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Mon May 22 11:44:46 2023 +0800

    easier debug

    - change config.json
    - cleanup api.py log

commit c74d4fe
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon May 22 10:30:49 2023 +0800

    add interrogateapi

commit 17ea042
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu May 18 21:33:33 2023 +0800

    update api.py

commit 1573f3a
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon May 15 13:11:57 2023 +0800

    update api.py

commit ccac477
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon May 15 12:34:48 2023 +0800

    revert change in api.py

commit 0237723
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon May 15 12:28:23 2023 +0800

    update api.py

commit f3b8f00
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon May 15 09:40:25 2023 +0800

    update api.py

commit ef68144
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun May 14 19:19:09 2023 +0800

    fix issues with s3_download

commit b6573ec
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat May 13 22:03:17 2023 +0800

    revise image exported to s3

commit 0c131b4
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed May 10 15:13:59 2023 +0800

    upgrade accelerate to 18.04

commit b26f7fb
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri May 5 21:59:55 2023 +0800

    cleanup

commit 9fdadbc
Merge: 480a6a8 93a20e2
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri May 5 21:54:43 2023 +0800

    Merge pull request AUTOMATIC1111#19 from xiehust/api

    dynamic models loading

commit 93a20e2
Merge: bd45110 480a6a8
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri May 5 21:54:32 2023 +0800

    Merge branch 'api' into api

commit 480a6a8
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri May 5 21:52:12 2023 +0800

    cleanup

commit bd45110
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri May 5 21:46:13 2023 +0800

    Update api.py

commit 3cef84f
Merge: cec5c44 6c0d58e
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri May 5 21:04:20 2023 +0800

    Merge pull request AUTOMATIC1111#20 from xieyongliang/api-dev

    merge from api-dev branch

commit 6c0d58e
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu May 4 15:49:52 2023 +0800

    fix issues with s3_download

commit 44029c4
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu May 4 14:57:37 2023 +0800

    fix issues with s3_download

commit cec5c44
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed May 3 23:49:21 2023 +0800

    add region_name into training script as hyperparameter

commit 666008c
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Apr 28 14:42:47 2023 +0800

    fix issues with s3_download

commit 62bec0b
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Apr 27 21:20:39 2023 +0800

    add debug info

commit f95f89c
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Apr 27 21:01:14 2023 +0800

    cleanup

commit 1d92fc5
Author: xie river <chuanxie@amazon.com>
Date:   Wed Apr 26 06:41:43 2023 +0000

    dynamic models loading

commit b34e11e
Merge: a28f598 71169e0
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Thu Apr 27 14:05:40 2023 +0800

    Merge branch 'xieyongliang:api' into api

commit 71169e0
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Apr 27 08:56:40 2023 +0800

    fix issues with mask in img2img api call

commit a28f598
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Wed Apr 26 21:36:55 2023 +0800

    exp with another place to put ultrasharp

commit 7c86c64
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Apr 26 19:41:30 2023 +0800

    fix download embeddings/hypernetworks form s3 into endpoint

commit bdd789d
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Wed Apr 26 19:40:57 2023 +0800

    added a couple of upscalers

commit 9023f4c
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Wed Apr 26 19:37:30 2023 +0800

    fixing embeddings

    changed a couple of parameters in api to get rid of useless components
    changed gitingore to include embeddings
    added embeddings of nfixer.

commit e1e15e9
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Tue Apr 25 16:31:54 2023 +0800

    Update config.json

    added more controlnet settings

commit ea7592c
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Apr 25 12:21:22 2023 +0800

    add id in req

commit 286d791
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Mon Apr 24 17:04:00 2023 +0800

    Update api.py

commit f8c29b9
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Mon Apr 24 17:02:20 2023 +0800

    add back config.json

    yes indeed. without this it does not work. putting back config.json

commit ef62422
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Mon Apr 24 16:41:26 2023 +0800

    [try to delete config json see if this is the reason controlnet 21 works]

commit 46174b9
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Mon Apr 24 16:40:22 2023 +0800

    Update api.py

commit 258577a
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Mon Apr 24 14:57:02 2023 +0800

    Update api.py

commit ac698f0
Merge: c9a372c 5e0a2d3
Author: aubeIT <128031040+aubeIT@users.noreply.github.com>
Date:   Mon Apr 24 10:42:37 2023 +0800

    Merge branch 'xieyongliang:api' into api

commit c9a372c
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Mon Apr 24 00:51:26 2023 +0800

    Update models.py

    try changing options to dict and try again

commit c464f29
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Mon Apr 24 00:35:32 2023 +0800

    updated models.py to enable more apis

commit 5e0a2d3
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Apr 24 00:17:36 2023 +0800

    cleanup

commit 3bb9b58
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Apr 24 00:11:55 2023 +0800

    cleanup

commit d6f0918
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 23 23:41:22 2023 +0800

    update webui.py

commit b5d78c1
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Sun Apr 23 23:37:37 2023 +0800

    Update config.json

commit 9639fca
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Sun Apr 23 23:09:09 2023 +0800

    Update api.py

    added a bunch of controls, let's try if everything works

commit 5da0f15
Author: KingLollipop <40582400+jacquesfeng123@users.noreply.github.com>
Date:   Sun Apr 23 22:48:33 2023 +0800

    Create config.json

    I am first adding a config with the controlnet settings, this should in principle change the controlnet settings to enable 2.1

commit 14aac6e
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 23 18:58:37 2023 +0800

    make embeddings_s3uri, hypernetwork_s3uri are optional

commit aef8660
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 23 18:43:29 2023 +0800

    fix typo in api.py

commit 6576099
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 23 14:03:35 2023 +0800

    cleanup

commit a39b362
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 23 14:00:46 2023 +0800

    Add error response and handle options and exceptions

commit d71aeac
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Apr 22 22:31:04 2023 +0800

    fix issues with IllegalLocationConstraintException

commit 7d2e184
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Apr 19 18:15:19 2023 +0800

    add missing files

commit eb17757
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Apr 19 17:15:52 2023 +0800

    cleanup

commit b9d4769
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Apr 19 15:14:10 2023 +0800

    cleanup

commit 4c25c5e
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Apr 19 13:58:21 2023 +0800

    cleanup

commit d5d5a9a
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Apr 19 11:25:46 2023 +0800

    update api.py

commit 0acee0b
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Apr 19 08:28:04 2023 +0800

    sync with latest stable-diffusion-webui-api repo

commit 680e362
Merge: 256fcbd 6ab3681
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Apr 18 23:02:49 2023 +0800

    Merge pull request AUTOMATIC1111#17 from xiehust/master

    add debug log

commit 256fcbd
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Apr 18 22:58:50 2023 +0800

    retrieve available lora models from backend

commit 6ab3681
Author: xie river <chuanxie@amazon.com>
Date:   Tue Apr 18 10:33:02 2023 +0000

    add debug log

commit 9a322ff
Merge: 99b2ca8 ba87e23
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Apr 17 19:58:35 2023 +0800

    Merge branch 'master' of https://github.com/xieyongliang/stable-diffusion-webui

commit 99b2ca8
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Apr 17 19:58:26 2023 +0800

    update ui.py

commit ba87e23
Merge: c68bad4 733e392
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Apr 17 18:20:28 2023 +0800

    Merge pull request AUTOMATIC1111#16 from xiehust/master

    fix image upload error

commit 733e392
Author: xie river <chuanxie@amazon.com>
Date:   Mon Apr 17 09:52:03 2023 +0000

    fix image upload error

commit c68bad4
Merge: 970f489 5605d1e
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Apr 17 14:53:34 2023 +0800

    Merge branch 'master' of https://github.com/xieyongliang/stable-diffusion-webui

commit 970f489
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Apr 17 14:53:05 2023 +0800

    add infer_type which will depends on the onvironment variable

commit 5605d1e
Merge: bddb41f 28531ec
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Apr 17 13:59:12 2023 +0800

    Merge pull request AUTOMATIC1111#14 from xiehust/master

    fix ckptmerge s3 url path error

commit 28531ec
Author: xie river <chuanxie@amazon.com>
Date:   Mon Apr 17 05:16:12 2023 +0000

    ckptmerger fix

commit a0a907d
Merge: bddb41f 8832e51
Author: xiehust <xiehust@163.com>
Date:   Mon Apr 17 13:07:52 2023 +0800

    Merge pull request AUTOMATIC1111#1 from xiehust/igg

    merger igg's ckptmerger fix

commit 8832e51
Author: xie river <chuanxie@amazon.com>
Date:   Mon Apr 17 05:04:23 2023 +0000

    fix ckptmerger and add user isolation

commit 54e983b
Author: xie river <chuanxie@amazon.com>
Date:   Sun Apr 16 15:39:37 2023 +0000

    IGG user isolation requirement

commit bddb41f
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 16 22:04:20 2023 +0800

    update api.py

commit 53065d1
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 16 12:20:31 2023 +0800

    revise the get_sd_models in shared

commit eb12a91
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 16 09:27:09 2023 +0800

    cleanup

commit 003d7d7
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 16 09:08:01 2023 +0800

    cleanup & fix issues with cookies handling

commit ad72065
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Apr 15 22:29:11 2023 +0800

    update webui.py

commit 3b41d8c
Merge: 24ab0c6 1052f5a
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Apr 15 14:46:59 2023 +0800

    Merge pull request AUTOMATIC1111#11 from xieyongliang/develop

    Develop

commit 1052f5a
Merge: 4470feb 5980c80
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Apr 15 14:38:18 2023 +0800

    Merge pull request AUTOMATIC1111#10 from JianyuZhan/dev-jyzhan

    Added support for checkpoint merge from S3

commit 5980c80
Merge: 63233fd 4470feb
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Apr 15 14:38:01 2023 +0800

    Merge branch 'develop' into dev-jyzhan

commit 63233fd
Author: Jianyu Zhan <jyzhan@amazon.com>
Date:   Fri Apr 14 11:06:48 2023 +0800

    Fix UI user tab missing problem

commit e19ab3c
Author: Jianyu Zhan <jyzhan@amazon.com>
Date:   Thu Apr 6 17:30:37 2023 +0800

    Added support for checkpoint merge from S3

commit 24ab0c6
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Apr 14 15:30:48 2023 +0800

    sync develop branch to master branch

commit 4470feb
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Apr 14 14:38:46 2023 +0800

    add support for load VAE models when endpoint is created

commit 59abb69
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Apr 13 21:58:33 2023 +0800

    update shared.py and ui.py

commit 19c8ccb
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Apr 13 20:58:09 2023 +0800

    update webui.py

commit 823e510
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Apr 13 20:08:24 2023 +0800

    update webui.py

commit 0b680c8
Merge: 06824a5 b6105fd
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Apr 13 19:56:10 2023 +0800

    Merge pull request AUTOMATIC1111#9 from xiehust/dev

    fix s3 path error

commit b6105fd
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Apr 13 19:55:37 2023 +0800

    Update webui.py

commit dd88ce6
Author: xie river <chuanxie@amazon.com>
Date:   Thu Apr 13 08:22:36 2023 +0000

    fix s3 path error

commit 06824a5
Merge: f352ab2 78afa45
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Apr 13 07:14:33 2023 +0800

    Merge pull request AUTOMATIC1111#7 from xiehust/dev

    River's dev branch merge

commit 78afa45
Author: xie river <chuanxie@amazon.com>
Date:   Wed Apr 12 14:05:58 2023 +0000

    fix model uploading s3 path

commit d8251f2
Author: xie river <chuanxie@amazon.com>
Date:   Wed Apr 12 10:13:00 2023 +0000

    image viewer

commit 02e3d02
Author: xie river <chuanxie@amazon.com>
Date:   Wed Apr 12 05:28:21 2023 +0000

    merge upstream

commit e3d2139
Merge: 972a04f f352ab2
Author: xie river <chuanxie@amazon.com>
Date:   Wed Apr 12 03:11:44 2023 +0000

    dynamic loading models

commit 972a04f
Author: xie river <chuanxie@amazon.com>
Date:   Tue Apr 11 02:33:17 2023 +0000

    dynamic loading models

commit 1aa2271
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Apr 11 07:18:17 2023 +0800

    cleanup

commit ccbfa67
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Apr 11 06:54:07 2023 +0800

    fix issues with upscaler

commit 218d298
Merge: 471add4 18cf813
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Apr 10 23:11:10 2023 +0800

    Merge branch 'master' of https://github.com/xieyongliang/stable-diffusion-webui

commit 471add4
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Apr 10 23:10:45 2023 +0800

    update call_queue.py

commit f352ab2
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Apr 10 16:59:40 2023 +0800

    update webui.py

commit 1807ea8
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Apr 10 16:16:22 2023 +0800

    update webui.py and api.py

commit 6445c3c
Merge: b155b27 18cf813
Author: xie river <chuanxie@amazon.com>
Date:   Mon Apr 10 01:26:56 2023 +0000

    Merge remote-tracking branch 'upstream/master' into dev

commit b155b27
Author: xie river <chuanxie@amazon.com>
Date:   Mon Apr 10 01:15:18 2023 +0000

    dynamic model laoding

commit ac15d03
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 9 23:29:57 2023 +0800

    update stable-diffusion-webui

commit 4331462
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 9 22:06:13 2023 +0800

    save generated imagess and models with user specific path

commit 5be73c9
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 9 21:25:27 2023 +0800

    update webui.py

commit 78b3a69
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 9 17:28:02 2023 +0800

    update webui.py

commit 18cf813
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Apr 9 08:31:14 2023 +0800

    fix issues with username and training embedding/hypernetwork and cleanup

commit 5b62b1b
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Apr 7 23:04:18 2023 +0800

    fix issues with users

commit 9857725
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Apr 7 20:36:24 2023 +0800

    cleanup

commit 0cdb815
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Apr 7 20:29:20 2023 +0800

    update webui.py

commit 91afed1
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Apr 7 19:56:24 2023 +0800

    update for lora

commit 53de970
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Apr 6 22:49:17 2023 +0800

    fix issues with http request

commit 553d553
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Apr 6 16:53:47 2023 +0800

    fix for the issues with request

commit 4ec1dd8
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Apr 4 22:33:50 2023 +0800

    add Lora support

commit 37bb2b1
Author: xie river <chuanxie@amazon.com>
Date:   Sun Apr 2 14:14:09 2023 +0000

    model file loaded dynamically from s3

commit 7146b33
Merge: 2eaf31c 3ca3a57
Author: xiehust <xiehust@163.com>
Date:   Sat Apr 1 20:25:41 2023 +0800

    Merge branch 'xieyongliang:master' into master

commit 2eaf31c
Author: xie river <chuanxie@amazon.com>
Date:   Fri Mar 31 02:33:15 2023 +0000

    add s3 upload

commit f222d10
Author: xie river <chuanxie@amazon.com>
Date:   Thu Mar 30 16:48:16 2023 +0000

    can upload train images to s3 via webui-timezone fix

commit 5301172
Author: xie river <chuanxie@amazon.com>
Date:   Thu Mar 30 16:04:04 2023 +0000

    can upload train images to s3 via webui

commit 3ca3a57
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Mar 30 10:27:18 2023 +0800

    hide the setting tabe when current user is admin

commit ad53fd5
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 29 19:45:55 2023 +0800

    fix typos with safetensors

commit 9e45f12
Author: xie river <chuanxie@amazon.com>
Date:   Wed Mar 29 11:20:49 2023 +0000

    add training job detail link after submit train job

commit dc48a76
Author: xie river <chuanxie@amazon.com>
Date:   Wed Mar 29 06:01:36 2023 +0000

    admin add user ui optimize, add wrap line

commit 725dd7a
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 28 06:44:59 2023 +0800

    fix issues with controlnet save images

commit ace896b
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Mar 27 23:45:36 2023 +0800

    fix issues with 1.x SD models training

commit ebdf607
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Mar 27 23:37:16 2023 +0800

    fix issues with 1.x SD models training

commit 54a56c7
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Mar 27 23:25:56 2023 +0800

    fix issues with image saving

commit 5673c52
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Mar 27 08:23:11 2023 +0800

    cleanup

commit 35e5fc0
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Mar 26 22:13:11 2023 +0800

    fix the model.tar.gz with the correct directory structure

commit 7c9b0fd
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Mar 26 17:58:27 2023 +0800

    update webui.py

commit 41c20d6
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Mar 26 17:27:11 2023 +0800

    fix issues with opt.data

commit 3e4f422
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Mar 25 19:56:33 2023 +0800

    cleanup

commit 4642385
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Mar 24 14:00:28 2023 +0800

    fix issues with load option data

commit 2a25e7b
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Mar 24 13:35:17 2023 +0800

    fix issues with update_username

commit 06ae2ff
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Mar 24 09:34:26 2023 +0800

    fix issues with automatic compress model file in tar format

commit 216a63c
Merge: 92d53f5 fa0bfc9
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Mar 23 07:19:06 2023 +0800

    cleanup

commit 92d53f5
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Mar 23 06:57:34 2023 +0800

    update webui.py

commit ad9b78f
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 23:37:54 2023 +0800

    cleanup

commit fa0bfc9
Merge: fc757bb ad48c63
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 22:16:35 2023 +0800

    Merge pull request AUTOMATIC1111#4 from zhazhn/master

    Automatic tar latest checkpoints and upload to s3

commit ad48c63
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 22:15:21 2023 +0800

    Update webui.py

commit ef8405b
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 22:13:27 2023 +0800

    Update webui.py

commit fc757bb
Merge: 5c9e430 0bd5c8a
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 22:09:49 2023 +0800

    Merge pull request AUTOMATIC1111#3 from JianyuZhan/dev-jyzhan

    Limit user to use his/her sagemaker endpoints

commit 0bd5c8a
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 22:08:16 2023 +0800

    Update shared.py

commit b571170
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 22:02:12 2023 +0800

    Update ui.py

commit a4911ee
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 21:59:37 2023 +0800

    Update webui.py

commit 09702d2
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 21:38:32 2023 +0800

    Update api.py

commit eefad18
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 21:31:08 2023 +0800

    cleanup

commit 8eb4f26
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 21:16:16 2023 +0800

    add debug info

commit 3eb2d5b
Author: zhazhn <62846877+zhazhn@users.noreply.github.com>
Date:   Wed Mar 22 20:14:30 2023 +0800

    Automatic tar latest checkpoints and upload to s3

commit 74d8fdf
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 19:38:20 2023 +0800

    cleanup

commit a2d7c5f
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 10:47:37 2023 +0800

    fix for dreambooth training with params_dict

commit 682894f
Author: Jianyu Zhan <jyzhan@amazon.com>
Date:   Fri Mar 17 15:23:13 2023 +0800

    Limit user to use his/her sagemaker endpoints

commit eda27b9
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 22 08:39:27 2023 +0800

    cleanup

commit b87dd97
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 21 22:59:57 2023 +0800

    update localizations/zh_CN.json

commit 5c9e430
Merge: 5447455 a5f7ca7
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 21 21:14:39 2023 +0800

    Merge pull request AUTOMATIC1111#1 from zhazhn/master

    update webui.py

commit 8dc1030
Merge: 59f91bd 5447455
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 21 19:24:02 2023 +0800

    Merge branch 'master' of https://github.com/xieyongliang/stable-diffusion-webui into 0318

commit 5447455
Merge: 4a085ec 7f76339
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 21 19:15:48 2023 +0800

    Merge pull request AUTOMATIC1111#2 from xiehust/master

    add xyz plot

commit 4a085ec
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 21 17:54:56 2023 +0800

    revise for .safetensors

commit 0231ec4
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 21 17:01:54 2023 +0800

    revise for safesentors file

commit d427458
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 21 15:33:26 2023 +0800

    fix for the issues with tempdir when gradio is upgraded to 3.16.2

commit 7f76339
Author: xie river <chuanxie@amazon.com>
Date:   Tue Mar 21 03:22:56 2023 +0000

    add xyz plot

commit a5f7ca7
Author: zhazhn <62846877+zhazhn@users.noreply.github.com>
Date:   Tue Mar 21 10:27:37 2023 +0800

    Update webui.py

    add import

commit 59f91bd
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 21 09:28:48 2023 +0800

    cleanup

commit fb0f6ff
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 21 09:13:08 2023 +0800

    update for dreambooth upgrade

commit 14ad93d
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Mar 20 12:25:36 2023 +0800

    cleanup

commit 8e0e392
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Mar 16 13:36:00 2023 +0800

    add username to filter endpoint with username

commit 31e5250
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Mar 16 11:32:06 2023 +0800

    fix issues with script_args

commit 569eb3a
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 15 08:47:12 2023 +0800

    fix issues with api_endpoint when training

commit 460fe3b
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Mar 13 17:13:50 2023 +0800

    fix for option loading

commit 4c0f8e4
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Mar 13 16:03:08 2023 +0800

    fix the issues with loading empty users data for admin user

commit 7faf90a
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Mar 13 08:01:30 2023 +0800

    cleanup

commit 67e6928
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Mar 12 23:50:31 2023 +0800

    cleanup

commit 75bb305
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Mar 12 23:31:31 2023 +0800

    cleanup

commit ba4d86c
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Mar 12 19:10:02 2023 +0800

    cleanup

commit 719eb1e
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Mar 12 15:42:52 2023 +0800

    revise for user logout

commit 547cc76
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Mar 12 07:53:28 2023 +0800

    cleanup

commit ed2b673
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Mar 12 06:55:28 2023 +0800

    fix issues with option saving

commit d34905c
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Mar 11 23:33:00 2023 +0800

    fix issues with option loading

commit 2bd01b7
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Mar 11 21:38:06 2023 +0800

    fix issues with load data when logining

commit 86ce539
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Mar 11 21:11:03 2023 +0800

    cleanup

commit d6a61ab
Merge: 9f7dec7 bdd7135
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Mar 11 21:09:09 2023 +0800

    cleanup

commit bdd7135
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Mar 11 21:04:12 2023 +0800

    cleanup

commit 2bd0d52
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Mar 11 09:31:40 2023 +0800

    update the localizations for zh_CN & zh_TW

commit a32195b
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Mar 11 08:27:57 2023 +0800

    revise for user authentication

commit 9f7dec7
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 8 20:02:05 2023 +0800

    fix issues with switching endpoint concurrently

commit 541d7c5
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 8 15:50:41 2023 +0800

    add queue lock for load_model_weights

commit c25694c
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 8 09:41:05 2023 +0800

    revise to get username from session token

commit a34026e
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 7 18:41:00 2023 +0800

    fix issues with dreambooth training

commit 231076a
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 7 18:39:53 2023 +0800

    fix issues with dreambooth training

commit 082f5b1
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Mar 7 15:17:43 2023 +0800

    cleanup

commit aa93e24
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Mar 6 07:02:44 2023 +0800

    fix issues with list cn models

commit d15c814
Merge: 2fe03e2 2b0026e
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Mar 5 20:54:35 2023 +0800

    cleanup

commit 2fe03e2
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Mar 5 08:52:29 2023 +0800

    cleanup

commit c25a16c
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Mar 4 19:33:20 2023 +0800

    cleanup

commit c9bf1d3
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 1 12:50:49 2023 +0800

    fix image processing with controlnet

commit 5078ae9
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Feb 28 07:07:00 2023 +0800

    revise for controlnet

commit 2b0026e
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Mar 5 08:52:29 2023 +0800

    cleanup

commit d62af5c
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Mar 4 19:33:20 2023 +0800

    cleanup

commit 47dd0bb
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 1 12:50:49 2023 +0800

    fix image processing with controlnet

commit a5abc21
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 1 12:46:55 2023 +0800

    update .gitignore

commit 98f6bf1
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 1 12:45:08 2023 +0800

    Revert "fix image processing with controlnet"

    This reverts commit 52df9cf.

commit 13eb78f
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 1 12:42:10 2023 +0800

    Revert "update .gitignore"

    This reverts commit 95eab05.

commit 52df9cf
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Mar 1 12:40:18 2023 +0800

    fix image processing with controlnet

commit 95eab05
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Feb 28 17:38:57 2023 +0800

    update .gitignore

commit a751e48
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Feb 28 17:38:00 2023 +0800

    update .gitignore

commit d72a2e0
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Feb 28 07:07:00 2023 +0800

    revise for controlnet

commit cf29601
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Feb 23 23:47:37 2023 +0800

    fix issues with list hypernetworks

commit 0ab83c1
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Feb 23 09:00:18 2023 +0800

    fix issues with hypernetwork training

commit 633095a
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Feb 17 22:37:16 2023 +0800

    fix issues with hypernetwork training

commit d4c32f0
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Feb 15 10:28:06 2023 +0800

    cleanup

commit 651c5e6
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Feb 12 21:40:17 2023 +0800

    cleanup

commit 241dd8a
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Feb 12 17:32:32 2023 +0800

    cleaup

commit a097d8d
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Feb 12 11:21:31 2023 +0800

    revise for get_sd_models/get_lora_models/get_db_models

commit a6a51da
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Feb 10 16:41:50 2023 +0800

    fix issues with concurrent training

commit 0ac9c57
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Feb 8 08:41:32 2023 +0800

    cleanup

commit 885497b
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Feb 7 23:48:51 2023 +0800

    revise visibility mgt for train dreambooth button

commit 4e7db20
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Feb 6 22:16:36 2023 +0800

    cleanup with sd_model

commit 326969a
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Feb 3 11:03:29 2023 +0800

    fix issues with dreambooth training invocation

commit 83446a5
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Feb 2 11:23:55 2023 +0800

    UI cleanup

commit 2109a90
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Feb 1 22:26:26 2023 +0800

    fix bugs with concurrent usage

commit 2fdec78
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Jan 16 09:30:16 2023 +0800

    fix issues with cfg_scale in img2img

commit 46814f8
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Jan 9 18:08:26 2023 +0800

    cleanup

commit 89b83ef
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Jan 6 10:11:54 2023 +0800

    cleanup

commit f41e8be
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Jan 3 09:17:49 2023 +0800

    revise webui.py

commit 52c313e
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Jan 2 22:44:57 2023 +0800

    revise localization support

commit 0298684
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Jan 2 08:30:53 2023 +0800

    fix build error for inference

commit 864d366
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Dec 31 19:18:57 2022 +0800

    cleanup

commit 99112d2
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Dec 29 16:35:19 2022 +0800

    add dreambooth support

commit 665db1c
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Thu Dec 22 10:02:43 2022 +0800

    cleanup

commit 552b206
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Dec 21 11:44:40 2022 +0800

    cleanup

commit f9ebe7c
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Dec 14 15:49:38 2022 +0800

    revise hypernetwork support

commit 03a84e1
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Dec 13 21:40:23 2022 +0800

    cleanup

commit 12df72e
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Dec 13 20:20:57 2022 +0800

    fix bugs in invacation when swapping models

commit 3ca03cd
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Dec 13 15:44:49 2022 +0800

    cleanup

commit b3d97a6
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Dec 12 23:32:38 2022 +0800

    fix bugs when s3 folder is empty

commit f2294b4
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Dec 12 17:28:09 2022 +0800

    cleanup

commit 7377a1f
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Dec 12 16:39:25 2022 +0800

    revise webui.sh

commit 7b26d01
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Dec 11 22:32:27 2022 +0800

    cleanup

commit 0e4a5fd
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Dec 11 21:12:00 2022 +0800

    add config.json

commit ed05192
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sun Dec 11 20:29:44 2022 +0800

    sync with latest repo to support sd2.0

commit 1eb35d5
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Dec 7 09:11:06 2022 +0800

    revise sd_model_checkpoint

commit 366b4c1
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Dec 6 09:49:19 2022 +0800

    review for iframe embedding

commit b1d9758
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Dec 5 09:50:41 2022 +0800

    revise multi-user support

commit 18815ab
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Fri Dec 2 16:29:19 2022 +0800

    big cleanup and revise for stable-diffusion-webui

commit 26ae67b
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Nov 26 07:27:11 2022 +0800

    add logo

commit 0cc9ee8
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Sat Nov 26 07:11:03 2022 +0800

    revise & big cleanup

commit e44eebc
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Mon Nov 14 09:03:23 2022 +0800

    add support for training

commit d69a1f6
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Nov 9 09:54:21 2022 +0800

    cleanup

commit 079d30b
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Nov 9 08:22:04 2022 +0800

    cleanup

commit 9707891
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Wed Nov 9 08:10:50 2022 +0800

    git submodule updated

commit 730f47b
Author: xieyongliang <yongliangxie@hotmail.com>
Date:   Tue Nov 8 17:26:02 2022 +0800

    add support to run it on sagemaker
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