Эта заметка адаптирована из этого:
https://colab.research.google.com/drive/1kw3egmSn-KgWsikYvOMjJkVDsPLjEMzl
https://colab.research.google.com/drive/1AfAmwLMd_Vx33O9IwY2TmO9wKZ8ABRRa
Спасибо большим ребятам за их вклад.
Окончательные результаты таковы:
https://blog.csdn.net/Algernon98/article/details/127332323?spm=1001.2014.3001.5501
#@title 杀掉colab进程，会使页面报错，但是不用担心，继续运行即可，请勿跳过
import os
os.kill(os.getpid(), 9)
#@title 加载Google云端硬盘
from google.colab import drive
import os
drive.mount('/content/drive')
#%cd /content/drive/MyDrive/ML2021/
#!ls
Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount("/content/drive", force_remount=True).
1. Клонируйте репозиторий git
!git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui.git
%cd stable-diffusion-webui
fatal: destination path 'stable-diffusion-webui' already exists and is not an empty directory.
/content/stable-diffusion-webui
2. Установите зависимости
!COMMANDLINE_ARGS="--exit" REQS_FILE="requirements.txt" python launch.py
Python 3.7.14 (default, Sep 8 2022, 00:06:44)
[GCC 7.5.0]
Commit hash: acedbe67d2b8a3af99ca3b9a2f809e7a2db285d1
Installing requirements for Web UI
Exiting because of --exit argument
3. Загрузите полную модель, выберите один из следующих двух способов.
#Рекомендуется использовать копию облачного диска и загружать полную модель самостоятельно.
#Если вы используете Gdown для загрузки, файл будет легко забанен, если будет слишком много людей
При использовании версии копии облачного диска строго следуйте приведенным ниже инструкциям, чтобы загрузить файл модели в Google Cloud Disk:
1. Войдите в Google Cloud Disk https://drive.google.com/drive/my-drive, чтобы найти корневой каталог облачного диска.
2. Создайте папку в корневом каталоге и назовите ее: stablekpt
3. Загрузите необходимые файлы по магнитной ссылке утекшей модели, как показано на рисунке ниже, загрузите папку animefull-final-pruned, папку modules и файл animevae.pt После загрузки сохраните его как есть. есть и не меняйте файл Формат пути внутри папки, иначе будет сообщение об ошибке из-за пути при копировании
4. Загрузите все файлы, загруженные на третьем шаге, в папку stableckpt, созданную на втором шаге, и дождитесь успешной загрузки.
(После того, как PS будет успешно загружен, файл будет храниться в Google Cloud Disk в течение длительного времени, и этот шаг можно пропустить при его повторном использовании)
Пожалуйста, выберите один из следующих двух методов и выполните только один
%cd /content/drive/MyDrive/ML2021/animefull-final-pruned/model.ckpt
[Errno 20] Not a directory: '/content/drive/MyDrive/ML2021/animefull-final-pruned/model.ckpt'
/content/stable-diffusion-webui
#@title 云盘复制版(推荐使用，需先进行文件上传)
!cp /content/drive/MyDrive/ML2021/animefull-final-pruned/model.ckpt /content/stable-diffusion-webui/models/Stable-diffusion/final-pruned.ckpt
!cp /content/drive/MyDrive/ML2021/animevae.pt /content/stable-diffusion-webui/models/Stable-diffusion/final-pruned.vae.pt
!mkdir /content/stable-diffusion-webui/models/hypernetworks
!cp -r /content/drive/MyDrive/ML2021/modules/modules/* /content/stable-diffusion-webui/models/hypernetworks
!rm /content/stable-diffusion-webui/repositories/stable-diffusion/configs/stable-diffusion/v1-inference.yaml
!cp /content/drive/MyDrive/ML2021/animefull-final-pruned/config.yaml /content/stable-diffusion-webui/repositories/stable-diffusion/configs/stable-diffusion/v1-inference.yaml
mkdir: cannot create directory ‘/content/stable-diffusion-webui/models/hypernetworks’: File exists
#@title Gdown下载版(使用人数过多，会导致文件被冻，不建议使用）
!gdown --id '1kJ2lCJ56_R342dQVzHfcvKdyq9HXIxQe' --output /content/stable-diffusion-webui/models/Stable-diffusion/final-pruned.ckpt
!gdown --id '1cZoN_PTmdOidDeVlj_B8kG99TvQZ2I0O' --output /content/stable-diffusion-webui/models/Stable-diffusion/final-pruned.vae.pt
!mkdir /content/temps
!gdown --id '1V7gSylOF9W_03CPap70etPUYKBmtkVi2' --output /content/temps/modules.zip
!unzip /content/temps/modules.zip -d /content/temps
!mkdir /content/stable-diffusion-webui/models/hypernetworks
!cp -r /content/temps/modules/* /content/stable-diffusion-webui/models/hypernetworks
#config
!rm /content/stable-diffusion-webui/repositories/stable-diffusion/configs/stable-diffusion/v1-inference.yaml
!gdown --id '1C1swqS024tgXK_JWr40d4_F3LYVW7W4F' --output /content/stable-diffusion-webui/repositories/stable-diffusion/configs/stable-diffusion/v1-inference.yaml
/usr/local/lib/python3.7/dist-packages/gdown/cli.py:131: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.
category=FutureWarning,
Access denied with the following error:
Too many users have viewed or downloaded this file recently. Please
try accessing the file again later. If the file you are trying to
access is particularly large or is shared with many people, it may
take up to 24 hours to be able to view or download the file. If you
still can't access a file after 24 hours, contact your domain
administrator.
You may still be able to access the file from the browser:
https://drive.google.com/uc?id=1kJ2lCJ56_R342dQVzHfcvKdyq9HXIxQe
/usr/local/lib/python3.7/dist-packages/gdown/cli.py:131: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.
category=FutureWarning,
Access denied with the following error:
Too many users have viewed or downloaded this file recently. Please
try accessing the file again later. If the file you are trying to
access is particularly large or is shared with many people, it may
take up to 24 hours to be able to view or download the file. If you
still can't access a file after 24 hours, contact your domain
administrator.
You may still be able to access the file from the browser:
https://drive.google.com/uc?id=1cZoN_PTmdOidDeVlj_B8kG99TvQZ2I0O
/usr/local/lib/python3.7/dist-packages/gdown/cli.py:131: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.
category=FutureWarning,
Access denied with the following error:
Too many users have viewed or downloaded this file recently. Please
try accessing the file again later. If the file you are trying to
access is particularly large or is shared with many people, it may
take up to 24 hours to be able to view or download the file. If you
still can't access a file after 24 hours, contact your domain
administrator.
You may still be able to access the file from the browser:
https://drive.google.com/uc?id=1V7gSylOF9W_03CPap70etPUYKBmtkVi2
unzip: cannot find or open /content/temps/modules.zip, /content/temps/modules.zip.zip or /content/temps/modules.zip.ZIP.
mkdir: cannot create directory ‘/content/stable-diffusion-webui/models/hypernetworks’: File exists
cp: cannot stat '/content/temps/modules/*': No such file or directory
rm: cannot remove '/content/stable-diffusion-webui/repositories/stable-diffusion/configs/stable-diffusion/v1-inference.yaml': No such file or directory
/usr/local/lib/python3.7/dist-packages/gdown/cli.py:131: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.
category=FutureWarning,
Downloading...
From: https://drive.google.com/uc?id=1C1swqS024tgXK_JWr40d4_F3LYVW7W4F
To: /content/stable-diffusion-webui/repositories/stable-diffusion/configs/stable-diffusion/v1-inference.yaml
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4. Разверните модель в градиенте
Используйте веб-интерфейс. Вы получите что-то вроде xxx.gradio.app, щелкните его, чтобы перейти на развернутую страницу.
Параметры командной строки следующие:
--share- Создайте онлайн-ссылку на gradio.app--gradio-debug- вывод на консоль--gradio-auth me:qwerty- Создайте пользователя, имя пользователя по умолчанию - я, пароль - qwerty, вы можете изменить его самостоятельно для входа
Постскриптум от 13 октября: Чтобы другие пользователи не сканировали ваше онлайн-развертывание для использования, настоятельно рекомендуется изменить имя пользователя и пароль. Пожалуйста, замените меня и qwerty на другие.
!COMMANDLINE_ARGS="--share --gradio-debug --gradio-auth algernon:code" REQS_FILE="requirements.txt" python launch.py
Python 3.7.14 (default, Sep 8 2022, 00:06:44)
[GCC 7.5.0]
Commit hash: acedbe67d2b8a3af99ca3b9a2f809e7a2db285d1
Installing requirements for Web UI
Launching Web UI with arguments: --share --gradio-debug --gradio-auth algernon:yhyfgcyydt98
LatentDiffusion: Running in eps-prediction mode
DiffusionWrapper has 859.52 M params.
making attention of type 'vanilla' with 512 in_channels
Working with z of shape (1, 4, 64, 64) = 16384 dimensions.
making attention of type 'vanilla' with 512 in_channels
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Loading weights [925997e9] from /content/stable-diffusion-webui/models/Stable-diffusion/final-pruned.ckpt
Loading VAE weights from: /content/stable-diffusion-webui/models/Stable-diffusion/final-pruned.vae.pt
Applying cross attention optimization (Doggettx).
Model loaded.
Loaded a total of 0 textual inversion embeddings.
Running on local URL: http://127.0.0.1:7860
Running on public URL: https://25278.gradio.app
This share link expires in 72 hours. For free permanent hosting, check out Spaces: https://huggingface.co/spaces
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25% 4/16 [00:00<00:02, 5.02it/s]
31% 5/16 [00:01<00:02, 4.98it/s]
38% 6/16 [00:01<00:02, 4.99it/s]
44% 7/16 [00:01<00:01, 5.01it/s]
50% 8/16 [00:01<00:01, 5.00it/s]
56% 9/16 [00:01<00:01, 5.02it/s]
62% 10/16 [00:02<00:01, 4.98it/s]
69% 11/16 [00:02<00:01, 4.97it/s]
75% 12/16 [00:02<00:00, 4.98it/s]
81% 13/16 [00:02<00:00, 4.97it/s]
88% 14/16 [00:02<00:00, 5.00it/s]
94% 15/16 [00:03<00:00, 4.99it/s]
100% 16/16 [00:03<00:00, 4.99it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.75it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:02, 5.09it/s]
19% 3/16 [00:00<00:02, 5.06it/s]
25% 4/16 [00:00<00:02, 5.04it/s]
31% 5/16 [00:00<00:02, 4.98it/s]
38% 6/16 [00:01<00:02, 4.96it/s]
44% 7/16 [00:01<00:01, 4.97it/s]
50% 8/16 [00:01<00:01, 4.98it/s]
56% 9/16 [00:01<00:01, 4.98it/s]
62% 10/16 [00:02<00:01, 4.95it/s]
69% 11/16 [00:02<00:01, 4.95it/s]
75% 12/16 [00:02<00:00, 4.94it/s]
81% 13/16 [00:02<00:00, 4.96it/s]
88% 14/16 [00:02<00:00, 4.98it/s]
94% 15/16 [00:03<00:00, 4.97it/s]
100% 16/16 [00:03<00:00, 4.98it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.74it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:02, 5.10it/s]
19% 3/16 [00:00<00:02, 5.04it/s]
25% 4/16 [00:00<00:02, 5.05it/s]
31% 5/16 [00:00<00:02, 4.98it/s]
38% 6/16 [00:01<00:02, 4.93it/s]
44% 7/16 [00:01<00:01, 4.96it/s]
50% 8/16 [00:01<00:01, 4.98it/s]
56% 9/16 [00:01<00:01, 4.98it/s]
62% 10/16 [00:02<00:01, 4.97it/s]
69% 11/16 [00:02<00:01, 4.96it/s]
75% 12/16 [00:02<00:00, 4.97it/s]
81% 13/16 [00:02<00:00, 4.99it/s]
88% 14/16 [00:02<00:00, 4.99it/s]
94% 15/16 [00:03<00:00, 4.97it/s]
100% 16/16 [00:03<00:00, 4.98it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.76it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.37it/s]
19% 3/16 [00:00<00:02, 4.86it/s]
25% 4/16 [00:00<00:02, 4.93it/s]
31% 5/16 [00:01<00:02, 4.92it/s]
38% 6/16 [00:01<00:02, 4.89it/s]
44% 7/16 [00:01<00:01, 4.92it/s]
50% 8/16 [00:01<00:01, 4.92it/s]
56% 9/16 [00:01<00:01, 4.96it/s]
62% 10/16 [00:02<00:01, 4.93it/s]
69% 11/16 [00:02<00:01, 4.91it/s]
75% 12/16 [00:02<00:00, 4.90it/s]
81% 13/16 [00:02<00:00, 4.92it/s]
88% 14/16 [00:02<00:00, 4.94it/s]
94% 15/16 [00:03<00:00, 4.93it/s]
100% 16/16 [00:03<00:00, 4.90it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.72it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.38it/s]
12% 2/16 [00:00<00:02, 4.72it/s]
19% 3/16 [00:00<00:02, 4.87it/s]
25% 4/16 [00:00<00:02, 4.91it/s]
31% 5/16 [00:01<00:02, 4.93it/s]
38% 6/16 [00:01<00:02, 4.91it/s]
44% 7/16 [00:01<00:01, 4.94it/s]
50% 8/16 [00:01<00:01, 4.97it/s]
56% 9/16 [00:01<00:01, 4.97it/s]
62% 10/16 [00:02<00:01, 4.96it/s]
69% 11/16 [00:02<00:01, 4.96it/s]
75% 12/16 [00:02<00:00, 4.96it/s]
81% 13/16 [00:02<00:00, 4.97it/s]
88% 14/16 [00:02<00:00, 4.98it/s]
94% 15/16 [00:03<00:00, 4.95it/s]
100% 16/16 [00:03<00:00, 4.92it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.74it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:02, 5.08it/s]
19% 3/16 [00:00<00:02, 5.06it/s]
25% 4/16 [00:00<00:02, 5.03it/s]
31% 5/16 [00:00<00:02, 4.97it/s]
38% 6/16 [00:01<00:02, 4.95it/s]
44% 7/16 [00:01<00:01, 4.98it/s]
50% 8/16 [00:01<00:01, 4.99it/s]
56% 9/16 [00:01<00:01, 4.99it/s]
62% 10/16 [00:02<00:01, 4.99it/s]
69% 11/16 [00:02<00:01, 4.98it/s]
75% 12/16 [00:02<00:00, 4.99it/s]
81% 13/16 [00:02<00:00, 5.00it/s]
88% 14/16 [00:02<00:00, 5.00it/s]
94% 15/16 [00:03<00:00, 4.96it/s]
100% 16/16 [00:03<00:00, 4.99it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.75it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:02, 5.06it/s]
19% 3/16 [00:00<00:02, 5.02it/s]
25% 4/16 [00:00<00:02, 5.02it/s]
31% 5/16 [00:00<00:02, 4.99it/s]
38% 6/16 [00:01<00:02, 4.97it/s]
44% 7/16 [00:01<00:01, 4.99it/s]
50% 8/16 [00:01<00:01, 4.99it/s]
56% 9/16 [00:01<00:01, 4.99it/s]
62% 10/16 [00:02<00:01, 4.99it/s]
69% 11/16 [00:02<00:01, 4.99it/s]
75% 12/16 [00:02<00:00, 5.00it/s]
81% 13/16 [00:02<00:00, 5.00it/s]
88% 14/16 [00:02<00:00, 5.00it/s]
94% 15/16 [00:03<00:00, 4.98it/s]
100% 16/16 [00:03<00:00, 4.99it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.79it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:02, 5.05it/s]
19% 3/16 [00:00<00:02, 5.05it/s]
25% 4/16 [00:00<00:02, 5.04it/s]
31% 5/16 [00:00<00:02, 4.99it/s]
38% 6/16 [00:01<00:02, 4.94it/s]
44% 7/16 [00:01<00:01, 4.97it/s]
50% 8/16 [00:01<00:01, 4.98it/s]
56% 9/16 [00:01<00:01, 5.01it/s]
62% 10/16 [00:02<00:01, 4.98it/s]
69% 11/16 [00:02<00:01, 4.98it/s]
75% 12/16 [00:02<00:00, 4.98it/s]
81% 13/16 [00:02<00:00, 4.98it/s]
88% 14/16 [00:02<00:00, 5.00it/s]
94% 15/16 [00:03<00:00, 4.99it/s]
100% 16/16 [00:03<00:00, 4.99it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.78it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:02, 5.02it/s]
19% 3/16 [00:00<00:02, 5.03it/s]
25% 4/16 [00:00<00:02, 5.03it/s]
31% 5/16 [00:00<00:02, 5.01it/s]
38% 6/16 [00:01<00:01, 5.01it/s]
44% 7/16 [00:01<00:01, 5.01it/s]
50% 8/16 [00:01<00:01, 5.02it/s]
56% 9/16 [00:01<00:01, 5.01it/s]
62% 10/16 [00:01<00:01, 4.99it/s]
69% 11/16 [00:02<00:01, 4.95it/s]
75% 12/16 [00:02<00:00, 4.94it/s]
81% 13/16 [00:02<00:00, 4.95it/s]
88% 14/16 [00:02<00:00, 4.98it/s]
94% 15/16 [00:03<00:00, 4.98it/s]
100% 16/16 [00:03<00:00, 4.99it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.79it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:02, 5.09it/s]
19% 3/16 [00:00<00:02, 5.06it/s]
25% 4/16 [00:00<00:02, 5.05it/s]
31% 5/16 [00:00<00:02, 4.98it/s]
38% 6/16 [00:01<00:02, 4.96it/s]
44% 7/16 [00:01<00:01, 5.00it/s]
50% 8/16 [00:01<00:01, 5.02it/s]
56% 9/16 [00:01<00:01, 5.02it/s]
62% 10/16 [00:01<00:01, 4.99it/s]
69% 11/16 [00:02<00:01, 4.99it/s]
75% 12/16 [00:02<00:00, 4.99it/s]
81% 13/16 [00:02<00:00, 5.01it/s]
88% 14/16 [00:02<00:00, 5.01it/s]
94% 15/16 [00:02<00:00, 5.02it/s]
100% 16/16 [00:03<00:00, 5.01it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.79it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.67it/s]
19% 3/16 [00:00<00:02, 4.96it/s]
25% 4/16 [00:00<00:02, 4.99it/s]
31% 5/16 [00:01<00:02, 5.03it/s]
38% 6/16 [00:01<00:02, 4.99it/s]
44% 7/16 [00:01<00:01, 4.99it/s]
50% 8/16 [00:01<00:01, 5.00it/s]
56% 9/16 [00:01<00:01, 5.02it/s]
62% 10/16 [00:02<00:01, 5.00it/s]
69% 11/16 [00:02<00:01, 4.98it/s]
75% 12/16 [00:02<00:00, 4.96it/s]
81% 13/16 [00:02<00:00, 4.96it/s]
88% 14/16 [00:02<00:00, 4.98it/s]
94% 15/16 [00:03<00:00, 5.00it/s]
100% 16/16 [00:03<00:00, 4.98it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.80it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.33it/s]
19% 3/16 [00:00<00:02, 4.87it/s]
25% 4/16 [00:00<00:02, 4.94it/s]
31% 5/16 [00:01<00:02, 4.96it/s]
38% 6/16 [00:01<00:02, 4.97it/s]
44% 7/16 [00:01<00:01, 4.98it/s]
50% 8/16 [00:01<00:01, 5.00it/s]
56% 9/16 [00:01<00:01, 5.00it/s]
62% 10/16 [00:02<00:01, 4.98it/s]
69% 11/16 [00:02<00:01, 4.95it/s]
75% 12/16 [00:02<00:00, 4.96it/s]
81% 13/16 [00:02<00:00, 5.00it/s]
88% 14/16 [00:02<00:00, 5.00it/s]
94% 15/16 [00:03<00:00, 5.01it/s]
100% 16/16 [00:03<00:00, 4.95it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.78it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.51it/s]
19% 3/16 [00:00<00:02, 4.92it/s]
25% 4/16 [00:00<00:02, 4.96it/s]
31% 5/16 [00:01<00:02, 4.96it/s]
38% 6/16 [00:01<00:02, 4.96it/s]
44% 7/16 [00:01<00:01, 4.96it/s]
50% 8/16 [00:01<00:01, 4.97it/s]
56% 9/16 [00:01<00:01, 4.98it/s]
62% 10/16 [00:02<00:01, 4.96it/s]
69% 11/16 [00:02<00:01, 4.95it/s]
75% 12/16 [00:02<00:00, 4.94it/s]
81% 13/16 [00:02<00:00, 4.96it/s]
88% 14/16 [00:02<00:00, 4.98it/s]
94% 15/16 [00:03<00:00, 4.97it/s]
100% 16/16 [00:03<00:00, 4.95it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.77it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.34it/s]
19% 3/16 [00:00<00:02, 4.89it/s]
25% 4/16 [00:00<00:02, 4.96it/s]
31% 5/16 [00:01<00:02, 4.97it/s]
38% 6/16 [00:01<00:02, 4.95it/s]
44% 7/16 [00:01<00:01, 4.98it/s]
50% 8/16 [00:01<00:01, 5.01it/s]
56% 9/16 [00:01<00:01, 5.03it/s]
62% 10/16 [00:02<00:01, 5.03it/s]
69% 11/16 [00:02<00:00, 5.02it/s]
75% 12/16 [00:02<00:00, 5.00it/s]
81% 13/16 [00:02<00:00, 5.02it/s]
88% 14/16 [00:02<00:00, 5.03it/s]
94% 15/16 [00:03<00:00, 5.01it/s]
100% 16/16 [00:03<00:00, 4.97it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.79it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.95it/s]
19% 3/16 [00:00<00:02, 5.03it/s]
25% 4/16 [00:00<00:02, 5.03it/s]
31% 5/16 [00:01<00:02, 4.97it/s]
38% 6/16 [00:01<00:02, 4.96it/s]
44% 7/16 [00:01<00:01, 4.96it/s]
50% 8/16 [00:01<00:01, 4.98it/s]
56% 9/16 [00:01<00:01, 4.99it/s]
62% 10/16 [00:02<00:01, 4.97it/s]
69% 11/16 [00:02<00:01, 4.97it/s]
75% 12/16 [00:02<00:00, 4.98it/s]
81% 13/16 [00:02<00:00, 4.98it/s]
88% 14/16 [00:02<00:00, 4.98it/s]
94% 15/16 [00:03<00:00, 4.98it/s]
100% 16/16 [00:03<00:00, 4.98it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.76it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.43it/s]
19% 3/16 [00:00<00:02, 4.92it/s]
25% 4/16 [00:00<00:02, 4.97it/s]
31% 5/16 [00:01<00:02, 5.00it/s]
38% 6/16 [00:01<00:02, 4.95it/s]
44% 7/16 [00:01<00:01, 4.96it/s]
50% 8/16 [00:01<00:01, 4.99it/s]
56% 9/16 [00:01<00:01, 5.02it/s]
62% 10/16 [00:02<00:01, 5.04it/s]
69% 11/16 [00:02<00:00, 5.01it/s]
75% 12/16 [00:02<00:00, 5.01it/s]
81% 13/16 [00:02<00:00, 5.02it/s]
88% 14/16 [00:02<00:00, 5.02it/s]
94% 15/16 [00:03<00:00, 5.03it/s]
100% 16/16 [00:03<00:00, 4.99it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.80it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.33it/s]
19% 3/16 [00:00<00:02, 4.87it/s]
25% 4/16 [00:00<00:02, 4.94it/s]
31% 5/16 [00:01<00:02, 4.94it/s]
38% 6/16 [00:01<00:02, 4.94it/s]
44% 7/16 [00:01<00:01, 4.97it/s]
50% 8/16 [00:01<00:01, 4.99it/s]
56% 9/16 [00:01<00:01, 5.00it/s]
62% 10/16 [00:02<00:01, 4.99it/s]
69% 11/16 [00:02<00:01, 4.96it/s]
75% 12/16 [00:02<00:00, 4.97it/s]
81% 13/16 [00:02<00:00, 4.99it/s]
88% 14/16 [00:02<00:00, 5.00it/s]
94% 15/16 [00:03<00:00, 5.01it/s]
100% 16/16 [00:03<00:00, 4.96it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.78it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.52it/s]
19% 3/16 [00:00<00:02, 4.93it/s]
25% 4/16 [00:00<00:02, 4.95it/s]
31% 5/16 [00:01<00:02, 4.96it/s]
38% 6/16 [00:01<00:02, 4.92it/s]
44% 7/16 [00:01<00:01, 4.94it/s]
50% 8/16 [00:01<00:01, 4.97it/s]
56% 9/16 [00:01<00:01, 4.99it/s]
62% 10/16 [00:02<00:01, 4.98it/s]
69% 11/16 [00:02<00:01, 4.97it/s]
75% 12/16 [00:02<00:00, 4.97it/s]
81% 13/16 [00:02<00:00, 4.99it/s]
88% 14/16 [00:02<00:00, 4.99it/s]
94% 15/16 [00:03<00:00, 4.96it/s]
100% 16/16 [00:03<00:00, 4.95it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.79it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.52it/s]
19% 3/16 [00:00<00:02, 4.90it/s]
25% 4/16 [00:00<00:02, 4.95it/s]
31% 5/16 [00:01<00:02, 4.94it/s]
38% 6/16 [00:01<00:02, 4.85it/s]
44% 7/16 [00:01<00:01, 4.89it/s]
50% 8/16 [00:01<00:01, 4.94it/s]
56% 9/16 [00:01<00:01, 4.96it/s]
62% 10/16 [00:02<00:01, 4.94it/s]
69% 11/16 [00:02<00:01, 4.89it/s]
75% 12/16 [00:02<00:00, 4.90it/s]
81% 13/16 [00:02<00:00, 4.93it/s]
88% 14/16 [00:02<00:00, 4.96it/s]
94% 15/16 [00:03<00:00, 4.96it/s]
100% 16/16 [00:03<00:00, 4.92it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.74it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.41it/s]
19% 3/16 [00:00<00:02, 4.87it/s]
25% 4/16 [00:00<00:02, 4.94it/s]
31% 5/16 [00:01<00:02, 4.98it/s]
38% 6/16 [00:01<00:02, 4.96it/s]
44% 7/16 [00:01<00:01, 4.97it/s]
50% 8/16 [00:01<00:01, 5.00it/s]
56% 9/16 [00:01<00:01, 5.01it/s]
62% 10/16 [00:02<00:01, 5.00it/s]
69% 11/16 [00:02<00:01, 4.94it/s]
75% 12/16 [00:02<00:00, 4.93it/s]
81% 13/16 [00:02<00:00, 4.97it/s]
88% 14/16 [00:02<00:00, 4.98it/s]
94% 15/16 [00:03<00:00, 5.00it/s]
100% 16/16 [00:03<00:00, 4.95it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.79it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.71it/s]
19% 3/16 [00:00<00:02, 4.95it/s]
25% 4/16 [00:00<00:02, 4.97it/s]
31% 5/16 [00:01<00:02, 4.94it/s]
38% 6/16 [00:01<00:02, 4.93it/s]
44% 7/16 [00:01<00:01, 4.96it/s]
50% 8/16 [00:01<00:01, 4.96it/s]
56% 9/16 [00:01<00:01, 4.99it/s]
62% 10/16 [00:02<00:01, 4.98it/s]
69% 11/16 [00:02<00:01, 4.96it/s]
75% 12/16 [00:02<00:00, 4.98it/s]
81% 13/16 [00:02<00:00, 4.98it/s]
88% 14/16 [00:02<00:00, 4.96it/s]
94% 15/16 [00:03<00:00, 4.95it/s]
100% 16/16 [00:03<00:00, 4.95it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.80it/s]
0% 0/16 [00:00<?, ?it/s]
6% 1/16 [00:00<00:03, 4.45it/s]
19% 3/16 [00:00<00:02, 4.89it/s]
25% 4/16 [00:00<00:02, 4.94it/s]
31% 5/16 [00:01<00:02, 4.94it/s]
38% 6/16 [00:01<00:02, 4.92it/s]
44% 7/16 [00:01<00:01, 4.94it/s]
50% 8/16 [00:01<00:01, 4.97it/s]
56% 9/16 [00:01<00:01, 4.99it/s]
62% 10/16 [00:02<00:01, 4.96it/s]
69% 11/16 [00:02<00:01, 4.96it/s]
75% 12/16 [00:02<00:00, 4.97it/s]
81% 13/16 [00:02<00:00, 4.98it/s]
88% 14/16 [00:02<00:00, 5.00it/s]
94% 15/16 [00:03<00:00, 4.97it/s]
100% 16/16 [00:03<00:00, 4.94it/s]
Total progress: 100% 16/16 [00:03<00:00, 4.77it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:06, 2.88it/s]
10% 2/20 [00:00<00:05, 3.59it/s]
15% 3/20 [00:00<00:04, 3.92it/s]
20% 4/20 [00:01<00:03, 4.08it/s]
25% 5/20 [00:01<00:03, 4.16it/s]
30% 6/20 [00:01<00:03, 4.22it/s]
35% 7/20 [00:01<00:03, 4.27it/s]
40% 8/20 [00:01<00:02, 4.30it/s]
45% 9/20 [00:02<00:02, 4.31it/s]
50% 10/20 [00:02<00:02, 4.31it/s]
55% 11/20 [00:02<00:02, 4.33it/s]
60% 12/20 [00:02<00:01, 4.33it/s]
65% 13/20 [00:03<00:01, 4.33it/s]
70% 14/20 [00:03<00:01, 4.33it/s]
75% 15/20 [00:03<00:01, 4.33it/s]
80% 16/20 [00:03<00:00, 4.34it/s]
85% 17/20 [00:04<00:00, 4.34it/s]
90% 18/20 [00:04<00:00, 4.34it/s]
95% 19/20 [00:04<00:00, 4.33it/s]
100% 20/20 [00:04<00:00, 4.24it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.26it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.48it/s]
10% 2/20 [00:00<00:04, 3.95it/s]
15% 3/20 [00:00<00:04, 4.09it/s]
20% 4/20 [00:00<00:03, 4.19it/s]
25% 5/20 [00:01<00:03, 4.18it/s]
30% 6/20 [00:01<00:03, 4.23it/s]
35% 7/20 [00:01<00:03, 4.26it/s]
40% 8/20 [00:01<00:02, 4.28it/s]
45% 9/20 [00:02<00:02, 4.29it/s]
50% 10/20 [00:02<00:02, 4.29it/s]
55% 11/20 [00:02<00:02, 4.30it/s]
60% 12/20 [00:02<00:01, 4.30it/s]
65% 13/20 [00:03<00:01, 4.31it/s]
70% 14/20 [00:03<00:01, 4.28it/s]
75% 15/20 [00:03<00:01, 4.28it/s]
80% 16/20 [00:03<00:00, 4.28it/s]
85% 17/20 [00:04<00:00, 4.30it/s]
90% 18/20 [00:04<00:00, 4.29it/s]
95% 19/20 [00:04<00:00, 4.31it/s]
100% 20/20 [00:04<00:00, 4.25it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.23it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.48it/s]
10% 2/20 [00:00<00:04, 3.92it/s]
15% 3/20 [00:00<00:04, 4.11it/s]
20% 4/20 [00:00<00:03, 4.19it/s]
25% 5/20 [00:01<00:03, 4.22it/s]
30% 6/20 [00:01<00:03, 4.25it/s]
35% 7/20 [00:01<00:03, 4.28it/s]
40% 8/20 [00:01<00:02, 4.30it/s]
45% 9/20 [00:02<00:02, 4.29it/s]
50% 10/20 [00:02<00:02, 4.31it/s]
55% 11/20 [00:02<00:02, 4.31it/s]
60% 12/20 [00:02<00:01, 4.29it/s]
65% 13/20 [00:03<00:01, 4.30it/s]
70% 14/20 [00:03<00:01, 4.31it/s]
75% 15/20 [00:03<00:01, 4.32it/s]
80% 16/20 [00:03<00:00, 4.32it/s]
85% 17/20 [00:03<00:00, 4.32it/s]
90% 18/20 [00:04<00:00, 4.31it/s]
95% 19/20 [00:04<00:00, 4.30it/s]
100% 20/20 [00:04<00:00, 4.26it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.24it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:06, 3.09it/s]
10% 2/20 [00:00<00:04, 3.74it/s]
15% 3/20 [00:00<00:04, 4.01it/s]
20% 4/20 [00:01<00:03, 4.14it/s]
25% 5/20 [00:01<00:03, 4.20it/s]
30% 6/20 [00:01<00:03, 4.25it/s]
35% 7/20 [00:01<00:03, 4.28it/s]
40% 8/20 [00:01<00:02, 4.30it/s]
45% 9/20 [00:02<00:02, 4.32it/s]
50% 10/20 [00:02<00:02, 4.32it/s]
55% 11/20 [00:02<00:02, 4.32it/s]
60% 12/20 [00:02<00:01, 4.33it/s]
65% 13/20 [00:03<00:01, 4.34it/s]
70% 14/20 [00:03<00:01, 4.34it/s]
75% 15/20 [00:03<00:01, 4.35it/s]
80% 16/20 [00:03<00:00, 4.34it/s]
85% 17/20 [00:04<00:00, 4.34it/s]
90% 18/20 [00:04<00:00, 4.35it/s]
95% 19/20 [00:04<00:00, 4.34it/s]
100% 20/20 [00:04<00:00, 4.26it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.24it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.54it/s]
10% 2/20 [00:00<00:04, 3.98it/s]
15% 3/20 [00:00<00:04, 4.15it/s]
20% 4/20 [00:00<00:03, 4.22it/s]
25% 5/20 [00:01<00:03, 4.27it/s]
30% 6/20 [00:01<00:03, 4.30it/s]
35% 7/20 [00:01<00:03, 4.31it/s]
40% 8/20 [00:01<00:02, 4.33it/s]
45% 9/20 [00:02<00:02, 4.33it/s]
50% 10/20 [00:02<00:02, 4.32it/s]
55% 11/20 [00:02<00:02, 4.34it/s]
60% 12/20 [00:02<00:01, 4.34it/s]
65% 13/20 [00:03<00:01, 4.33it/s]
70% 14/20 [00:03<00:01, 4.33it/s]
75% 15/20 [00:03<00:01, 4.32it/s]
80% 16/20 [00:03<00:00, 4.33it/s]
85% 17/20 [00:03<00:00, 4.33it/s]
90% 18/20 [00:04<00:00, 4.32it/s]
95% 19/20 [00:04<00:00, 4.33it/s]
100% 20/20 [00:04<00:00, 4.29it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.28it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:06, 3.07it/s]
10% 2/20 [00:00<00:04, 3.71it/s]
15% 3/20 [00:00<00:04, 3.96it/s]
20% 4/20 [00:01<00:03, 4.09it/s]
25% 5/20 [00:01<00:03, 4.16it/s]
30% 6/20 [00:01<00:03, 4.19it/s]
35% 7/20 [00:01<00:03, 4.24it/s]
40% 8/20 [00:01<00:02, 4.28it/s]
45% 9/20 [00:02<00:02, 4.29it/s]
50% 10/20 [00:02<00:02, 4.28it/s]
55% 11/20 [00:02<00:02, 4.28it/s]
60% 12/20 [00:02<00:01, 4.29it/s]
65% 13/20 [00:03<00:01, 4.29it/s]
70% 14/20 [00:03<00:01, 4.29it/s]
75% 15/20 [00:03<00:01, 4.29it/s]
80% 16/20 [00:03<00:00, 4.30it/s]
85% 17/20 [00:04<00:00, 4.29it/s]
90% 18/20 [00:04<00:00, 4.30it/s]
95% 19/20 [00:04<00:00, 4.29it/s]
100% 20/20 [00:04<00:00, 4.22it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.25it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:06, 3.11it/s]
10% 2/20 [00:00<00:04, 3.71it/s]
15% 3/20 [00:00<00:04, 3.95it/s]
20% 4/20 [00:01<00:03, 4.07it/s]
25% 5/20 [00:01<00:03, 4.14it/s]
30% 6/20 [00:01<00:03, 4.18it/s]
35% 7/20 [00:01<00:03, 4.21it/s]
40% 8/20 [00:01<00:02, 4.22it/s]
45% 9/20 [00:02<00:02, 4.24it/s]
50% 10/20 [00:02<00:02, 4.25it/s]
55% 11/20 [00:02<00:02, 4.26it/s]
60% 12/20 [00:02<00:01, 4.27it/s]
65% 13/20 [00:03<00:01, 4.27it/s]
70% 14/20 [00:03<00:01, 4.27it/s]
75% 15/20 [00:03<00:01, 4.27it/s]
80% 16/20 [00:03<00:00, 4.27it/s]
85% 17/20 [00:04<00:00, 4.26it/s]
90% 18/20 [00:04<00:00, 4.26it/s]
95% 19/20 [00:04<00:00, 4.26it/s]
100% 20/20 [00:04<00:00, 4.19it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.23it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.35it/s]
10% 2/20 [00:00<00:04, 3.84it/s]
15% 3/20 [00:00<00:04, 4.03it/s]
20% 4/20 [00:01<00:03, 4.12it/s]
25% 5/20 [00:01<00:03, 4.14it/s]
30% 6/20 [00:01<00:03, 4.18it/s]
35% 7/20 [00:01<00:03, 4.20it/s]
40% 8/20 [00:01<00:02, 4.23it/s]
45% 9/20 [00:02<00:02, 4.21it/s]
50% 10/20 [00:02<00:02, 4.21it/s]
55% 11/20 [00:02<00:02, 4.22it/s]
60% 12/20 [00:02<00:01, 4.23it/s]
65% 13/20 [00:03<00:01, 4.24it/s]
70% 14/20 [00:03<00:01, 4.23it/s]
75% 15/20 [00:03<00:01, 4.24it/s]
80% 16/20 [00:03<00:00, 4.24it/s]
85% 17/20 [00:04<00:00, 4.24it/s]
90% 18/20 [00:04<00:00, 4.22it/s]
95% 19/20 [00:04<00:00, 4.21it/s]
100% 20/20 [00:04<00:00, 4.18it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.15it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:06, 3.09it/s]
10% 2/20 [00:00<00:04, 3.69it/s]
15% 3/20 [00:00<00:04, 3.92it/s]
20% 4/20 [00:01<00:03, 4.05it/s]
25% 5/20 [00:01<00:03, 4.08it/s]
30% 6/20 [00:01<00:03, 4.12it/s]
35% 7/20 [00:01<00:03, 4.15it/s]
40% 8/20 [00:01<00:02, 4.19it/s]
45% 9/20 [00:02<00:02, 4.18it/s]
50% 10/20 [00:02<00:02, 4.18it/s]
55% 11/20 [00:02<00:02, 4.19it/s]
60% 12/20 [00:02<00:01, 4.22it/s]
65% 13/20 [00:03<00:01, 4.21it/s]
70% 14/20 [00:03<00:01, 4.18it/s]
75% 15/20 [00:03<00:01, 4.20it/s]
80% 16/20 [00:03<00:00, 4.21it/s]
85% 17/20 [00:04<00:00, 4.21it/s]
90% 18/20 [00:04<00:00, 4.20it/s]
95% 19/20 [00:04<00:00, 4.20it/s]
100% 20/20 [00:04<00:00, 4.14it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.12it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.48it/s]
10% 2/20 [00:00<00:04, 3.90it/s]
15% 3/20 [00:00<00:04, 4.03it/s]
20% 4/20 [00:00<00:03, 4.10it/s]
25% 5/20 [00:01<00:03, 4.11it/s]
30% 6/20 [00:01<00:03, 4.13it/s]
35% 7/20 [00:01<00:03, 4.16it/s]
40% 8/20 [00:01<00:02, 4.18it/s]
45% 9/20 [00:02<00:02, 4.17it/s]
50% 10/20 [00:02<00:02, 4.17it/s]
55% 11/20 [00:02<00:02, 4.18it/s]
60% 12/20 [00:02<00:01, 4.19it/s]
65% 13/20 [00:03<00:01, 4.19it/s]
70% 14/20 [00:03<00:01, 4.18it/s]
75% 15/20 [00:03<00:01, 4.19it/s]
80% 16/20 [00:03<00:00, 4.19it/s]
85% 17/20 [00:04<00:00, 4.19it/s]
90% 18/20 [00:04<00:00, 4.19it/s]
95% 19/20 [00:04<00:00, 4.17it/s]
100% 20/20 [00:04<00:00, 4.15it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.10it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.28it/s]
10% 2/20 [00:00<00:04, 3.79it/s]
15% 3/20 [00:00<00:04, 3.97it/s]
20% 4/20 [00:01<00:03, 4.06it/s]
25% 5/20 [00:01<00:03, 4.07it/s]
30% 6/20 [00:01<00:03, 4.11it/s]
35% 7/20 [00:01<00:03, 4.14it/s]
40% 8/20 [00:01<00:02, 4.15it/s]
45% 9/20 [00:02<00:02, 4.13it/s]
50% 10/20 [00:02<00:02, 4.12it/s]
55% 11/20 [00:02<00:02, 4.13it/s]
60% 12/20 [00:02<00:01, 4.15it/s]
65% 13/20 [00:03<00:01, 4.15it/s]
70% 14/20 [00:03<00:01, 4.16it/s]
75% 15/20 [00:03<00:01, 4.15it/s]
80% 16/20 [00:03<00:00, 4.16it/s]
85% 17/20 [00:04<00:00, 4.15it/s]
90% 18/20 [00:04<00:00, 4.13it/s]
95% 19/20 [00:04<00:00, 4.13it/s]
100% 20/20 [00:04<00:00, 4.10it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.07it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.20it/s]
10% 2/20 [00:00<00:04, 3.72it/s]
15% 3/20 [00:00<00:04, 3.91it/s]
20% 4/20 [00:01<00:03, 4.01it/s]
25% 5/20 [00:01<00:03, 4.06it/s]
30% 6/20 [00:01<00:03, 4.10it/s]
35% 7/20 [00:01<00:03, 4.12it/s]
40% 8/20 [00:01<00:02, 4.14it/s]
45% 9/20 [00:02<00:02, 4.12it/s]
50% 10/20 [00:02<00:02, 4.13it/s]
55% 11/20 [00:02<00:02, 4.13it/s]
60% 12/20 [00:02<00:01, 4.14it/s]
65% 13/20 [00:03<00:01, 4.13it/s]
70% 14/20 [00:03<00:01, 4.13it/s]
75% 15/20 [00:03<00:01, 4.14it/s]
80% 16/20 [00:03<00:00, 4.15it/s]
85% 17/20 [00:04<00:00, 4.16it/s]
90% 18/20 [00:04<00:00, 4.15it/s]
95% 19/20 [00:04<00:00, 4.14it/s]
100% 20/20 [00:04<00:00, 4.09it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.08it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.33it/s]
10% 2/20 [00:00<00:04, 3.79it/s]
15% 3/20 [00:00<00:04, 3.95it/s]
20% 4/20 [00:01<00:03, 4.02it/s]
25% 5/20 [00:01<00:03, 4.05it/s]
30% 6/20 [00:01<00:03, 4.08it/s]
35% 7/20 [00:01<00:03, 4.09it/s]
40% 8/20 [00:01<00:02, 4.12it/s]
45% 9/20 [00:02<00:02, 4.11it/s]
50% 10/20 [00:02<00:02, 4.11it/s]
55% 11/20 [00:02<00:02, 4.11it/s]
60% 12/20 [00:02<00:01, 4.13it/s]
65% 13/20 [00:03<00:01, 4.12it/s]
70% 14/20 [00:03<00:01, 4.12it/s]
75% 15/20 [00:03<00:01, 4.12it/s]
80% 16/20 [00:03<00:00, 4.12it/s]
85% 17/20 [00:04<00:00, 4.14it/s]
90% 18/20 [00:04<00:00, 4.15it/s]
95% 19/20 [00:04<00:00, 4.15it/s]
100% 20/20 [00:04<00:00, 4.08it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.07it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.52it/s]
10% 2/20 [00:00<00:04, 3.86it/s]
15% 3/20 [00:00<00:04, 3.99it/s]
20% 4/20 [00:01<00:03, 4.05it/s]
25% 5/20 [00:01<00:03, 4.04it/s]
30% 6/20 [00:01<00:03, 4.07it/s]
35% 7/20 [00:01<00:03, 4.10it/s]
40% 8/20 [00:01<00:02, 4.11it/s]
45% 9/20 [00:02<00:02, 4.09it/s]
50% 10/20 [00:02<00:02, 4.10it/s]
55% 11/20 [00:02<00:02, 4.11it/s]
60% 12/20 [00:02<00:01, 4.11it/s]
65% 13/20 [00:03<00:01, 4.10it/s]
70% 14/20 [00:03<00:01, 4.09it/s]
75% 15/20 [00:03<00:01, 4.10it/s]
80% 16/20 [00:03<00:00, 4.10it/s]
85% 17/20 [00:04<00:00, 4.09it/s]
90% 18/20 [00:04<00:00, 4.08it/s]
95% 19/20 [00:04<00:00, 4.09it/s]
100% 20/20 [00:04<00:00, 4.07it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.01it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.19it/s]
10% 2/20 [00:00<00:04, 3.70it/s]
15% 3/20 [00:00<00:04, 3.90it/s]
20% 4/20 [00:01<00:04, 3.99it/s]
25% 5/20 [00:01<00:03, 4.01it/s]
30% 6/20 [00:01<00:03, 4.04it/s]
35% 7/20 [00:01<00:03, 4.07it/s]
40% 8/20 [00:02<00:02, 4.09it/s]
45% 9/20 [00:02<00:02, 4.08it/s]
50% 10/20 [00:02<00:02, 4.09it/s]
55% 11/20 [00:02<00:02, 4.08it/s]
60% 12/20 [00:02<00:01, 4.08it/s]
65% 13/20 [00:03<00:01, 4.07it/s]
70% 14/20 [00:03<00:01, 4.07it/s]
75% 15/20 [00:03<00:01, 4.08it/s]
80% 16/20 [00:03<00:00, 4.10it/s]
85% 17/20 [00:04<00:00, 4.10it/s]
90% 18/20 [00:04<00:00, 4.11it/s]
95% 19/20 [00:04<00:00, 4.10it/s]
100% 20/20 [00:04<00:00, 4.04it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.03it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.29it/s]
10% 2/20 [00:00<00:04, 3.74it/s]
15% 3/20 [00:00<00:04, 3.91it/s]
20% 4/20 [00:01<00:04, 3.97it/s]
25% 5/20 [00:01<00:03, 3.99it/s]
30% 6/20 [00:01<00:03, 4.03it/s]
35% 7/20 [00:01<00:03, 4.06it/s]
40% 8/20 [00:02<00:02, 4.07it/s]
45% 9/20 [00:02<00:02, 4.07it/s]
50% 10/20 [00:02<00:02, 4.08it/s]
55% 11/20 [00:02<00:02, 4.07it/s]
60% 12/20 [00:02<00:01, 4.08it/s]
65% 13/20 [00:03<00:01, 4.06it/s]
70% 14/20 [00:03<00:01, 4.08it/s]
75% 15/20 [00:03<00:01, 4.08it/s]
80% 16/20 [00:03<00:00, 4.08it/s]
85% 17/20 [00:04<00:00, 4.08it/s]
90% 18/20 [00:04<00:00, 4.08it/s]
95% 19/20 [00:04<00:00, 4.09it/s]
100% 20/20 [00:04<00:00, 4.04it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.01it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.41it/s]
10% 2/20 [00:00<00:04, 3.81it/s]
15% 3/20 [00:00<00:04, 3.96it/s]
20% 4/20 [00:01<00:03, 4.03it/s]
25% 5/20 [00:01<00:03, 4.00it/s]
30% 6/20 [00:01<00:03, 4.03it/s]
35% 7/20 [00:01<00:03, 4.06it/s]
40% 8/20 [00:01<00:02, 4.08it/s]
45% 9/20 [00:02<00:02, 4.07it/s]
50% 10/20 [00:02<00:02, 4.06it/s]
55% 11/20 [00:02<00:02, 4.07it/s]
60% 12/20 [00:02<00:01, 4.08it/s]
65% 13/20 [00:03<00:01, 4.05it/s]
70% 14/20 [00:03<00:01, 4.03it/s]
75% 15/20 [00:03<00:01, 4.04it/s]
80% 16/20 [00:03<00:00, 4.07it/s]
85% 17/20 [00:04<00:00, 4.07it/s]
90% 18/20 [00:04<00:00, 4.06it/s]
95% 19/20 [00:04<00:00, 4.07it/s]
100% 20/20 [00:04<00:00, 4.04it/s]
Total progress: 100% 20/20 [00:05<00:00, 3.99it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.51it/s]
10% 2/20 [00:00<00:04, 3.82it/s]
15% 3/20 [00:00<00:04, 3.93it/s]
20% 4/20 [00:01<00:04, 3.98it/s]
25% 5/20 [00:01<00:03, 3.97it/s]
30% 6/20 [00:01<00:03, 4.00it/s]
35% 7/20 [00:01<00:03, 4.01it/s]
40% 8/20 [00:02<00:02, 4.03it/s]
45% 9/20 [00:02<00:02, 4.02it/s]
50% 10/20 [00:02<00:02, 4.02it/s]
55% 11/20 [00:02<00:02, 4.03it/s]
60% 12/20 [00:03<00:01, 4.04it/s]
65% 13/20 [00:03<00:01, 4.03it/s]
70% 14/20 [00:03<00:01, 4.04it/s]
75% 15/20 [00:03<00:01, 4.04it/s]
80% 16/20 [00:03<00:00, 4.05it/s]
85% 17/20 [00:04<00:00, 4.05it/s]
90% 18/20 [00:04<00:00, 4.04it/s]
95% 19/20 [00:04<00:00, 4.04it/s]
100% 20/20 [00:04<00:00, 4.01it/s]
Total progress: 100% 20/20 [00:05<00:00, 3.96it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:06, 3.03it/s]
10% 2/20 [00:00<00:05, 3.57it/s]
15% 3/20 [00:00<00:04, 3.78it/s]
20% 4/20 [00:01<00:04, 3.90it/s]
25% 5/20 [00:01<00:03, 3.92it/s]
30% 6/20 [00:01<00:03, 3.96it/s]
35% 7/20 [00:01<00:03, 3.99it/s]
40% 8/20 [00:02<00:02, 4.01it/s]
45% 9/20 [00:02<00:02, 4.00it/s]
50% 10/20 [00:02<00:02, 4.00it/s]
55% 11/20 [00:02<00:02, 4.04it/s]
60% 12/20 [00:03<00:01, 4.05it/s]
65% 13/20 [00:03<00:01, 4.03it/s]
70% 14/20 [00:03<00:01, 4.00it/s]
75% 15/20 [00:03<00:01, 4.02it/s]
80% 16/20 [00:04<00:00, 4.02it/s]
85% 17/20 [00:04<00:00, 3.99it/s]
90% 18/20 [00:04<00:00, 3.99it/s]
95% 19/20 [00:04<00:00, 4.02it/s]
100% 20/20 [00:05<00:00, 3.96it/s]
Total progress: 100% 20/20 [00:05<00:00, 3.93it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.49it/s]
10% 2/20 [00:00<00:04, 3.80it/s]
15% 3/20 [00:00<00:04, 3.90it/s]
20% 4/20 [00:01<00:04, 3.96it/s]
25% 5/20 [00:01<00:03, 3.92it/s]
30% 6/20 [00:01<00:03, 3.95it/s]
35% 7/20 [00:01<00:03, 3.98it/s]
40% 8/20 [00:02<00:03, 3.98it/s]
45% 9/20 [00:02<00:02, 3.97it/s]
50% 10/20 [00:02<00:02, 3.97it/s]
55% 11/20 [00:02<00:02, 3.98it/s]
60% 12/20 [00:03<00:02, 3.98it/s]
65% 13/20 [00:03<00:01, 3.97it/s]
70% 14/20 [00:03<00:01, 3.98it/s]
75% 15/20 [00:03<00:01, 3.98it/s]
80% 16/20 [00:04<00:01, 3.98it/s]
85% 17/20 [00:04<00:00, 3.97it/s]
90% 18/20 [00:04<00:00, 3.97it/s]
95% 19/20 [00:04<00:00, 3.97it/s]
100% 20/20 [00:05<00:00, 3.95it/s]
Total progress: 100% 20/20 [00:05<00:00, 3.90it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:06, 3.12it/s]
10% 2/20 [00:00<00:05, 3.60it/s]
15% 3/20 [00:00<00:04, 3.77it/s]
20% 4/20 [00:01<00:04, 3.85it/s]
25% 5/20 [00:01<00:03, 3.86it/s]
30% 6/20 [00:01<00:03, 3.90it/s]
35% 7/20 [00:01<00:03, 3.93it/s]
40% 8/20 [00:02<00:03, 3.95it/s]
45% 9/20 [00:02<00:02, 3.93it/s]
50% 10/20 [00:02<00:02, 3.93it/s]
55% 11/20 [00:02<00:02, 3.95it/s]
60% 12/20 [00:03<00:02, 3.94it/s]
65% 13/20 [00:03<00:01, 3.93it/s]
70% 14/20 [00:03<00:01, 3.92it/s]
75% 15/20 [00:03<00:01, 3.93it/s]
80% 16/20 [00:04<00:01, 3.94it/s]
85% 17/20 [00:04<00:00, 3.94it/s]
90% 18/20 [00:04<00:00, 3.93it/s]
95% 19/20 [00:04<00:00, 3.94it/s]
100% 20/20 [00:05<00:00, 3.90it/s]
Total progress: 100% 20/20 [00:05<00:00, 3.87it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:06, 3.09it/s]
10% 2/20 [00:00<00:04, 3.68it/s]
15% 3/20 [00:00<00:04, 3.91it/s]
20% 4/20 [00:01<00:03, 4.02it/s]
25% 5/20 [00:01<00:03, 4.07it/s]
30% 6/20 [00:01<00:03, 4.11it/s]
35% 7/20 [00:01<00:03, 4.14it/s]
40% 8/20 [00:01<00:02, 4.16it/s]
45% 9/20 [00:02<00:02, 4.18it/s]
50% 10/20 [00:02<00:02, 4.18it/s]
55% 11/20 [00:02<00:02, 4.18it/s]
60% 12/20 [00:02<00:01, 4.18it/s]
65% 13/20 [00:03<00:01, 4.18it/s]
70% 14/20 [00:03<00:01, 4.19it/s]
75% 15/20 [00:03<00:01, 4.19it/s]
80% 16/20 [00:03<00:00, 4.20it/s]
85% 17/20 [00:04<00:00, 4.20it/s]
90% 18/20 [00:04<00:00, 4.20it/s]
95% 19/20 [00:04<00:00, 4.18it/s]
100% 20/20 [00:04<00:00, 4.12it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.12it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.28it/s]
10% 2/20 [00:00<00:04, 3.79it/s]
15% 3/20 [00:00<00:04, 3.98it/s]
20% 4/20 [00:01<00:03, 4.08it/s]
25% 5/20 [00:01<00:03, 4.11it/s]
30% 6/20 [00:01<00:03, 4.13it/s]
35% 7/20 [00:01<00:03, 4.15it/s]
40% 8/20 [00:01<00:02, 4.17it/s]
45% 9/20 [00:02<00:02, 4.19it/s]
50% 10/20 [00:02<00:02, 4.17it/s]
55% 11/20 [00:02<00:02, 4.18it/s]
60% 12/20 [00:02<00:01, 4.18it/s]
65% 13/20 [00:03<00:01, 4.20it/s]
70% 14/20 [00:03<00:01, 4.17it/s]
75% 15/20 [00:03<00:01, 4.18it/s]
80% 16/20 [00:03<00:00, 4.19it/s]
85% 17/20 [00:04<00:00, 4.19it/s]
90% 18/20 [00:04<00:00, 4.21it/s]
95% 19/20 [00:04<00:00, 4.20it/s]
100% 20/20 [00:04<00:00, 4.14it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.13it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.35it/s]
10% 2/20 [00:00<00:04, 3.82it/s]
15% 3/20 [00:00<00:04, 3.99it/s]
20% 4/20 [00:01<00:03, 4.08it/s]
25% 5/20 [00:01<00:03, 4.12it/s]
30% 6/20 [00:01<00:03, 4.15it/s]
35% 7/20 [00:01<00:03, 4.19it/s]
40% 8/20 [00:01<00:02, 4.19it/s]
45% 9/20 [00:02<00:02, 4.21it/s]
50% 10/20 [00:02<00:02, 4.20it/s]
55% 11/20 [00:02<00:02, 4.21it/s]
60% 12/20 [00:02<00:01, 4.22it/s]
65% 13/20 [00:03<00:01, 4.20it/s]
70% 14/20 [00:03<00:01, 4.19it/s]
75% 15/20 [00:03<00:01, 4.19it/s]
80% 16/20 [00:03<00:00, 4.20it/s]
85% 17/20 [00:04<00:00, 4.21it/s]
90% 18/20 [00:04<00:00, 4.21it/s]
95% 19/20 [00:04<00:00, 4.21it/s]
100% 20/20 [00:04<00:00, 4.16it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.13it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.24it/s]
10% 2/20 [00:00<00:04, 3.79it/s]
15% 3/20 [00:00<00:04, 3.93it/s]
20% 4/20 [00:01<00:03, 4.05it/s]
25% 5/20 [00:01<00:03, 4.11it/s]
30% 6/20 [00:01<00:03, 4.15it/s]
35% 7/20 [00:01<00:03, 4.18it/s]
40% 8/20 [00:01<00:02, 4.21it/s]
45% 9/20 [00:02<00:02, 4.22it/s]
50% 10/20 [00:02<00:02, 4.23it/s]
55% 11/20 [00:02<00:02, 4.22it/s]
60% 12/20 [00:02<00:01, 4.23it/s]
65% 13/20 [00:03<00:01, 4.24it/s]
70% 14/20 [00:03<00:01, 4.24it/s]
75% 15/20 [00:03<00:01, 4.23it/s]
80% 16/20 [00:03<00:00, 4.23it/s]
85% 17/20 [00:04<00:00, 4.23it/s]
90% 18/20 [00:04<00:00, 4.23it/s]
95% 19/20 [00:04<00:00, 4.24it/s]
100% 20/20 [00:04<00:00, 4.17it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.17it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.45it/s]
10% 2/20 [00:00<00:04, 3.92it/s]
15% 3/20 [00:00<00:04, 4.09it/s]
20% 4/20 [00:00<00:03, 4.17it/s]
25% 5/20 [00:01<00:03, 4.18it/s]
30% 6/20 [00:01<00:03, 4.22it/s]
35% 7/20 [00:01<00:03, 4.25it/s]
40% 8/20 [00:01<00:02, 4.27it/s]
45% 9/20 [00:02<00:02, 4.27it/s]
50% 10/20 [00:02<00:02, 4.27it/s]
55% 11/20 [00:02<00:02, 4.28it/s]
60% 12/20 [00:02<00:01, 4.28it/s]
65% 13/20 [00:03<00:01, 4.29it/s]
70% 14/20 [00:03<00:01, 4.28it/s]
75% 15/20 [00:03<00:01, 4.27it/s]
80% 16/20 [00:03<00:00, 4.29it/s]
85% 17/20 [00:04<00:00, 4.30it/s]
90% 18/20 [00:04<00:00, 4.28it/s]
95% 19/20 [00:04<00:00, 4.27it/s]
100% 20/20 [00:04<00:00, 4.24it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.21it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.33it/s]
10% 2/20 [00:00<00:04, 3.83it/s]
15% 3/20 [00:00<00:04, 4.04it/s]
20% 4/20 [00:00<00:03, 4.14it/s]
25% 5/20 [00:01<00:03, 4.18it/s]
30% 6/20 [00:01<00:03, 4.21it/s]
35% 7/20 [00:01<00:03, 4.23it/s]
40% 8/20 [00:01<00:02, 4.25it/s]
45% 9/20 [00:02<00:02, 4.26it/s]
50% 10/20 [00:02<00:02, 4.26it/s]
55% 11/20 [00:02<00:02, 4.27it/s]
60% 12/20 [00:02<00:01, 4.28it/s]
65% 13/20 [00:03<00:01, 4.28it/s]
70% 14/20 [00:03<00:01, 4.28it/s]
75% 15/20 [00:03<00:01, 4.28it/s]
80% 16/20 [00:03<00:00, 4.27it/s]
85% 17/20 [00:04<00:00, 4.28it/s]
90% 18/20 [00:04<00:00, 4.29it/s]
95% 19/20 [00:04<00:00, 4.29it/s]
100% 20/20 [00:04<00:00, 4.22it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.22it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.43it/s]
10% 2/20 [00:00<00:04, 3.90it/s]
15% 3/20 [00:00<00:04, 4.08it/s]
20% 4/20 [00:00<00:03, 4.16it/s]
25% 5/20 [00:01<00:03, 4.19it/s]
30% 6/20 [00:01<00:03, 4.21it/s]
35% 7/20 [00:01<00:03, 4.25it/s]
40% 8/20 [00:01<00:02, 4.27it/s]
45% 9/20 [00:02<00:02, 4.28it/s]
50% 10/20 [00:02<00:02, 4.27it/s]
55% 11/20 [00:02<00:02, 4.28it/s]
60% 12/20 [00:02<00:01, 4.28it/s]
65% 13/20 [00:03<00:01, 4.29it/s]
70% 14/20 [00:03<00:01, 4.28it/s]
75% 15/20 [00:03<00:01, 4.27it/s]
80% 16/20 [00:03<00:00, 4.28it/s]
85% 17/20 [00:04<00:00, 4.29it/s]
90% 18/20 [00:04<00:00, 4.28it/s]
95% 19/20 [00:04<00:00, 4.28it/s]
100% 20/20 [00:04<00:00, 4.23it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.20it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.52it/s]
10% 2/20 [00:00<00:04, 3.93it/s]
15% 3/20 [00:00<00:04, 4.09it/s]
20% 4/20 [00:00<00:03, 4.18it/s]
25% 5/20 [00:01<00:03, 4.21it/s]
30% 6/20 [00:01<00:03, 4.22it/s]
35% 7/20 [00:01<00:03, 3.56it/s]
40% 8/20 [00:02<00:03, 3.76it/s]
45% 9/20 [00:02<00:02, 3.91it/s]
50% 10/20 [00:02<00:02, 4.02it/s]
55% 11/20 [00:02<00:02, 4.06it/s]
60% 12/20 [00:02<00:01, 4.12it/s]
65% 13/20 [00:03<00:01, 4.18it/s]
70% 14/20 [00:03<00:01, 4.22it/s]
75% 15/20 [00:03<00:01, 4.22it/s]
80% 16/20 [00:03<00:00, 4.23it/s]
85% 17/20 [00:04<00:00, 4.25it/s]
90% 18/20 [00:04<00:00, 4.26it/s]
95% 19/20 [00:04<00:00, 4.26it/s]
100% 20/20 [00:04<00:00, 4.11it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.09it/s]
0% 0/20 [00:00<?, ?it/s]
5% 1/20 [00:00<00:05, 3.23it/s]
10% 2/20 [00:00<00:04, 3.79it/s]
15% 3/20 [00:00<00:04, 4.01it/s]
20% 4/20 [00:01<00:03, 4.12it/s]
25% 5/20 [00:01<00:03, 4.16it/s]
30% 6/20 [00:01<00:03, 4.19it/s]
35% 7/20 [00:01<00:03, 4.22it/s]
40% 8/20 [00:01<00:02, 4.24it/s]
45% 9/20 [00:02<00:02, 4.25it/s]
50% 10/20 [00:02<00:02, 4.25it/s]
55% 11/20 [00:02<00:02, 4.26it/s]
60% 12/20 [00:02<00:01, 4.27it/s]
65% 13/20 [00:03<00:01, 4.28it/s]
70% 14/20 [00:03<00:01, 4.27it/s]
75% 15/20 [00:03<00:01, 4.28it/s]
80% 16/20 [00:03<00:00, 4.28it/s]
85% 17/20 [00:04<00:00, 4.29it/s]
90% 18/20 [00:04<00:00, 4.27it/s]
95% 19/20 [00:04<00:00, 4.27it/s]
100% 20/20 [00:04<00:00, 4.21it/s]
Total progress: 100% 20/20 [00:04<00:00, 4.20it/s]
