Apache License
                           Version 2.0, January 2004
                        http://www.apache.org/licenses/

   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION

   1. Definitions.

      "License" shall mean the terms and conditions for use, reproduction,
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   END OF TERMS AND CONDITIONS

   APPENDIX: How to apply the Apache License to your work.

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   Licensed under the Apache License, Version 2.0 (the "License");
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                    GNU GENERAL PUBLIC LICENSE
                       Version 3, 29 June 2007

 Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
 Everyone is permitted to copy and distribute verbatim copies
 of this license document, but changing it is not allowed.

                            Preamble

  The GNU General Public License is a free, copyleft license for
software and other kinds of works.

  The licenses for most software and other practical works are designed
to take away your freedom to share and change the works.  By contrast,
the GNU General Public License is intended to guarantee your freedom to
share and change all versions of a program--to make sure it remains free
software for all its users.  We, the Free Software Foundation, use the
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your programs, too.

  When we speak of free software, we are referring to freedom, not
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  To protect your rights, we need to prevent others from denying you
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  Developers that use the GNU GPL protect your rights with two steps:
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  Some devices are designed to deny users access to install or run
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  The precise terms and conditions for copying, distribution and
modification follow.

                       TERMS AND CONDITIONS

  0. Definitions.

  "This License" refers to version 3 of the GNU General Public License.

  "Copyright" also means copyright-like laws that apply to other kinds of
works, such as semiconductor masks.

  "The Program" refers to any copyrightable work licensed under this
License.  Each licensee is addressed as "you".  "Licensees" and
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  To "modify" a work means to copy from or adapt all or part of the work
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earlier work or a work "based on" the earlier work.

  A "covered work" means either the unmodified Program or a work based
on the Program.

  To "propagate" a work means to do anything with it that, without
permission, would make you directly or secondarily liable for
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public, and in some countries other activities as well.

  To "convey" a work means any kind of propagation that enables other
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  An interactive user interface displays "Appropriate Legal Notices"
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extent that warranties are provided), that licensees may convey the
work under this License, and how to view a copy of this License.  If
the interface presents a list of user commands or options, such as a
menu, a prominent item in the list meets this criterion.

  1. Source Code.

  The "source code" for a work means the preferred form of the work
for making modifications to it.  "Object code" means any non-source
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  The "Corresponding Source" for a work in object code form means all
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  The Corresponding Source need not include anything that users
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  The Corresponding Source for a work in source code form is that
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  2. Basic Permissions.

  All rights granted under this License are granted for the term of
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permission to run the unmodified Program.  The output from running a
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  You may make, run and propagate covered works that you do not
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  4. Conveying Verbatim Copies.

  You may convey verbatim copies of the Program's source code as you
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keep intact all notices of the absence of any warranty; and give all
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  You may charge any price or no price for each copy that you convey,
and you may offer support or warranty protection for a fee.

  5. Conveying Modified Source Versions.

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produce it from the Program, in the form of source code under the
terms of section 4, provided that you also meet all of these conditions:

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    b) The work must carry prominent notices stating that it is
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    c) You must license the entire work, as a whole, under this
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  A compilation of a covered work with other separate and independent
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  6. Conveying Non-Source Forms.

  You may convey a covered work in object code form under the terms
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  A "User Product" is either (1) a "consumer product", which means any
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  "Installation Information" for a User Product means any methods,
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  If you convey an object code work under this section in, or with, or
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been installed in ROM).

  The requirement to provide Installation Information does not include a
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  Corresponding Source conveyed, and Installation Information provided,
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  7. Additional Terms.

  "Additional permissions" are terms that supplement the terms of this
License by making exceptions from one or more of its conditions.
Additional permissions that are applicable to the entire Program shall
be treated as though they were included in this License, to the extent
that they are valid under applicable law.  If additional permissions
apply only to part of the Program, that part may be used separately
under those permissions, but the entire Program remains governed by
this License without regard to the additional permissions.

  When you convey a copy of a covered work, you may at your option
remove any additional permissions from that copy, or from any part of
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  Notwithstanding any other provision of this License, for material you
add to a covered work, you may (if authorized by the copyright holders of
that material) supplement the terms of this License with terms:

    a) Disclaiming warranty or limiting liability differently from the
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    b) Requiring preservation of specified reasonable legal notices or
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  All other non-permissive additional terms are considered "further
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received it, or any part of it, contains a notice stating that it is
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a further restriction but permits relicensing or conveying under this
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  If you add terms to a covered work in accord with this section, you
must place, in the relevant source files, a statement of the
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  Additional terms, permissive or non-permissive, may be stated in the
form of a separately written license, or stated as exceptions;
the above requirements apply either way.

  8. Termination.

  You may not propagate or modify a covered work except as expressly
provided under this License.  Any attempt otherwise to propagate or
modify it is void, and will automatically terminate your rights under
this License (including any patent licenses granted under the third
paragraph of section 11).

  However, if you cease all violation of this License, then your
license from a particular copyright holder is reinstated (a)
provisionally, unless and until the copyright holder explicitly and
finally terminates your license, and (b) permanently, if the copyright
holder fails to notify you of the violation by some reasonable means
prior to 60 days after the cessation.

  Moreover, your license from a particular copyright holder is
reinstated permanently if the copyright holder notifies you of the
violation by some reasonable means, this is the first time you have
received notice of violation of this License (for any work) from that
copyright holder, and you cure the violation prior to 30 days after
your receipt of the notice.

  Termination of your rights under this section does not terminate the
licenses of parties who have received copies or rights from you under
this License.  If your rights have been terminated and not permanently
reinstated, you do not qualify to receive new licenses for the same
material under section 10.

  9. Acceptance Not Required for Having Copies.

  You are not required to accept this License in order to receive or
run a copy of the Program.  Ancillary propagation of a covered work
occurring solely as a consequence of using peer-to-peer transmission
to receive a copy likewise does not require acceptance.  However,
nothing other than this License grants you permission to propagate or
modify any covered work.  These actions infringe copyright if you do
not accept this License.  Therefore, by modifying or propagating a
covered work, you indicate your acceptance of this License to do so.

  10. Automatic Licensing of Downstream Recipients.

  Each time you convey a covered work, the recipient automatically
receives a license from the original licensors, to run, modify and
propagate that work, subject to this License.  You are not responsible
for enforcing compliance by third parties with this License.

  An "entity transaction" is a transaction transferring control of an
organization, or substantially all assets of one, or subdividing an
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licenses to the work the party's predecessor in interest had or could
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Corresponding Source of the work from the predecessor in interest, if
the predecessor has it or can get it with reasonable efforts.

  You may not impose any further restrictions on the exercise of the
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【コード解説】
- 4行目: GPUにアクセスする必要があるため，CUDAがインストール済みのUbuntu20.04をベースに設定
- 6-8行目: GPUの全機能が使えるように環境変数を設定
- 13行目: イメージのビルド中にインタラクティブな操作が入ると処理が停止してしまうので，
  インタラクティブ処理を停止
- 14行目: ソースコードのビルドが必要な場合に備えて，作業ディレクトリを設定
  (結果的に，今回は必要ありませんでした(^^;))
- 19-33行目: 開発時によく使うツールをまとめてインストール
  この中で必須のものは `git` と `python3-dev` です．
- 38-47行目: 日本語の表示や処理が必要な場合に備えて，日本語環境をインストール
- 54-55行目: Pythonのパッケージ管理ツールをインストール
- 57行目: Python用仮想環境構築ツール `virtualenv` をインストール
- 62-73行目: Python3.10をインストール
- 76行目: 作業ディレクトリを削除

docker build -t sd_dev/base:ubuntu20.04 -f ./Dockerfile_base ./

【コード解説】
- 12行目: ベースDockerイメージを基にビルドを行うことを指定
- 15行目: GTK (GUIツールキット) による警告を抑制する設定
- 16行目: イメージのビルド中にインタラクティブな操作が入ると処理が停止してしまうので，
  インタラクティブ処理を停止
- 21-41行目: 開発環境向けのパッケージをインストール．
  34-38行目で`sudo` を使用可能にする設定をしています．
- 46行目: 開発用Pythonモジュールをインストール
- 48-52行目: Dockerコンテナ立ち上げ時の実行コマンドを設定
- 57-62行目: Emacsインストール

【コード解説】
- 23-28行目: 同名ユーザ作成
- 30-34行目: ユーザが `sudo` を実行できるように設定
- 37-42行目: ユーザグループの作成
- 45-54行目: ホームディレクトリの作成
- 56-58行目: ホストととの共有ディレクトリを設定
- 60行目: ユーザに `sudo` 権限を与えてコマンドを実行 (通常は/bin/bashなど)

docker build -t sd_dev/dev:ubuntu20.04 -f ./Dockerfile_dev ./

docker run --gpus all -it --rm --net host \
       --env UNAME=${USER} \
       --env UID=${UID} \
       --env GNAME=`id -g -n ${USER}` \
       --env GID=`id -g ${USER}` \
       --env UHOME=${HOME} \
       --env WORKSPACE=${HOME} \
       --enb SHELL="/bin/bash" \
       sd_dev/dev:ubuntu20.04 bash -l

mkdir sd_apps
cd sd_apps

git clone https://github.com/salesforce/BLIP
git clone https://github.com/Stability-AI/generative-models
git clone https://github.com/crowsonkb/k-diffusion
git clone https://github.com/Stability-AI/stablediffusion
git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui

git clone https://github.com/kohya-ss/sd-scripts
git clone https://github.com/bmaltais/kohya_ss -b v23.0.11

cd ~
python3 -m virtualenv -p python3.10 py310
source py310/bin/activate

mkdir requirements

cp sd_apps/BLIP/requirements.txt requirements/blip_dependencies.txt
cp sd_apps/generative-models/requirements/pt2.txt requirements/gmodel_dependencies.txt
cp sd_apps/k-diffusion/requirements.txt requirements/kd_dependencies.txt
cp sd_apps/stablediffusion/requirements.txt requirements/sd_dependencies.txt
cp sd_apps/stable-diffusion-webui/requirements.txt requirements/sdw_dependencies.txt

cp sd_apps/sd-scripts/requirements.txt requirements/ss_dependencies.txt
cp sd_apps/kohya_ss/requirements.txt requirements/kss_dependencies.txt

vi ./requirements/base.txt

# Common
gradio==3.41.2
pytorch-lightning==1.9.5
# For stable-diffusion-webui
pydantic==1.10.11
packbits
pytoshop==1.1.0
# For kohya-ss
bitsandbytes

vi ./requirements.txt

-r ./requirements/base.txt
-r ./requirements/blip_dependencies.txt
-r ./requirements/gmodel_dependencies.txt
-r ./requirements/kd_dependencies.txt
-r ./requirements/kss_dependencies.txt
-r ./requirements/ld_dependencies.txt
-r ./requirements/sd_dependencies.txt
-r ./requirements/sdw_dependencies.txt
-r ./requirements/ss_dependencies.txt

pip install -r ./requirements.txt

cd sd_apps/steble-diffusion-webui
mkdir repositories
cd repositories

ln -s ../../BLIP
ln -s ../../generative-models
ln -s ../../k-diffusion
ln -s ../../stablediffusion/ stable-diffusion-stability-ai
git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui-assets

creating model quickly: OSError
Traceback (most recent call last):
  File "C:\stable-diffusion-webui\venv\lib\site-packages\huggingface_hub\utils\_errors.py", line 261, in hf_raise_for_status
    response.raise_for_status()
  File "C:\stable-diffusion-webui\venv\lib\site-packages\requests\models.py", line 1021, in raise_for_status
    raise HTTPError(http_error_msg, response=self)
requests.exceptions.HTTPError: 404 Client Error: Not Found for url: https://huggingface.co/None/resolve/main/config.json

# Solve https://github.com/AUTOMATIC1111/stable-diffusion-webui/issues/13245
# modules/sd_disable_initialization.py
# Line 67-70
# def CLIPTextModel_from_pretrained(pretrained_model_name_or_path, *model_args, **kwargs):
#             res = self.CLIPTextModel_from_pretrained(None, *model_args, config=pretrained_model_name_or_path, state_dict={}, **kwargs)
#             res.name_or_path = pretrained_model_name_or_path
#             return res
def CLIPTextModel_from_pretrained(pretrained_model_name_or_path, *model_args, **kwargs):
            res = self.CLIPTextModel_from_pretrained(pretrained_model_name_or_path, *model_args, config=pretrained_model_name_or_path, state_dict={}, **kwargs)
            res.name_or_path = pretrained_model_name_or_path
            return re

cd ~/sd_apps/stable-diffusion-webui
python3 webui.py

No module 'xformers'. Proceeding without it.
Loading weights [6ce0161689] from /home/takayaman/sd_apps_stable_gradio3412/stable-diffusion-webui/models/Stable-diffusion/v1-5-pruned-emaonly.safetensors
Running on local URL:  http://127.0.0.1:7860
Creating model from config: /home/takayaman/sd_apps_stable_gradio3412/stable-diffusion-webui/configs/v1-inference.yaml
Applying attention optimization: Doggettx... done.
Model loaded in 2.5s (load weights from disk: 0.5s, create model: 0.5s, apply weights to model: 1.1s, load textual inversion embeddings: 0.2s, calculate empty prompt: 0.1s).

To create a public link, set `share=True` in `launch()`.
Startup time: 7.0s (import torch: 2.4s, import gradio: 0.6s, setup paths: 0.9s, initialize shared: 0.1s, other imports: 0.2s, load scripts: 0.3s, create ui: 0.4s, gradio launch: 2.2s).

cd ~/sd_apps/kohya_ss
rmdir sd-scripts
ln -s ../sd-scripts

cd ~/sd_apps/kohya_ss
python3 kohya_gui.py

16:35:38-563399 INFO     headless: False
16:35:38-566199 INFO     Load CSS...
Running on local URL:  http://127.0.0.1:7860

To create a public link, set `share=True` in `launch()`.