NovelAI WEBUI部署从入门到入土(含文件下载)

最近很火的ai画图的模型安装教程

作者:XCwosjw,如有侵权请联系删除!

零.前言

最近NovelAI模型泄露的事可谓是闹得沸沸扬扬,一眨眼我小破站的首页推荐全都是这玩意,但我逛了一圈,却没有找到一个系统的NovelAI部署以及后续使用的教程,便打算写一篇来充充博客门面

一.准备工作

1.Python 3.x (必须)

直接去Python官网下载最新的版本3.x版本即可
别忘了把PIP源改成清华pip config set global.index-url https://pypi.tuna.tsinghua.edu.cn/simple

2.NovelAI.leak.Part1 (novelaileak)(必须) (约52.06GiB)

该包中包含了NovelAI的生产模型(大概是10月6日的?),必须下载
这里仅提供磁链(我自己加了好多tracker),网盘分流你可以自己找

展开/收起
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2.NovelAI.leak.Part2 (novelaileakpt2)(可选)(约124.53GiB)

该包中包含了NovelAI的一些额外模型,比较有用的是里面的GPT模型,可惜我们暂时还不会用,可选下载
这里仅提供磁链(我自己加了好多tracker),网盘分流你可以自己找

展开/收起
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3.stable-diffusion-webui (必须)

一个webui,在Github上开源
直接git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui.git 来安装(如果你没有Git,请访问Git官网来安装Git)

注意! 目前stable-diffusion-webui迭代非常快,每天都会有大量更新,因此建议每天都拉取最新代码。

4.官端 (可选)

先说下结论,在经过最后的优化后,官端与webui通过DIMM采样生成的图像质量已经几乎一致,但Eula仍有差距。有人可能会问,为啥要教部署webui而不是官端呢?因为官端想要跑起来需要至少11GB+的显存,想正常运行不容易爆显存就更恐怖了,需要20GB+,这已经不属于家用游戏显卡的范畴了。

如果你还是想部署官端,可以参考这篇文章

5.一块好Nvida显卡

显存大小很重要,越大越好,但低显存也能跑,只是容易爆,反正我没测试过最低支持多少。
性能也很重要,直接关系到出图时间。
记得安好CUDA驱动

 

二.部署

1.配置stable-diffusion-webui环境

这里就懒得多讲了,直接用stable-diffusion-webui自带的脚本一把梭。(注意!一定要科学上网,否则你将会痛不欲生!)

git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui.git
cd stable-diffusion-webui
webui-user.bat

这会自动帮你配置好Venv环境以及依赖。

2.复制粘贴

去前面你下载的novelaileak\stableckpt中挑一个你顺眼的模型,这里推荐选择animefull-final-pruned(当然你硬盘足够大的话全复制也没关系),然后把它的model.ckpt复制到stable-diffusion-webui\models\Stable-diffusion,并改个容易辨识的名称。

部署教程结束咯

 

三.使用

1.启动&各分区功能详解

直接运行webui.bat即可,正常的话它最后会输出Running on local URL: http://127.0.0.1:XXXX (如果你二-1没出问题的话) ,直接访问这个链接即可
一般来说你会看到以下界面

NovelAI WEBUI部署从入门到入土(含文件下载) 1

txt2img

根据 Prompt 和 Negative Prompt 以及相关参数来生成图像,其实就是把文字转换成图像

img2img

根据你所提供的图像和 Prompt 与 Negative Prompt 以及相关参数来生成图像,基本上是在你所提供的图像的基础上根据 Prompt 与 Negative Prompt 以及相关参数来修改,一般被用于对txt2img中生成的比较满意的图像进行细节修改

Extras

通过超分辨率算法来对图像进行放大。因为低显存显卡无法直接在txt2img中生成高分辨率图片,因此就需要用到 Extras 来进行放大

PNG Info

可以查看由 stable-diffusion-webui 所所处理过的图片所使用的参数,包括 Prompt , Negative Prompt , Steps , Sampler , CFG scale , Seed , Face restoration , Size , Model hash 等等

Checkpoint Merger

用于混合2个模型,混合后的模型会兼有2个模型的风格,至于偏向哪个模型就看你设置的混合比例了

Textual inversion

拿来训练的。一般人用不着,用得着的也不用我教

Settings

基本上没啥好调的。你可以在Settings-Stable Diffusion-Stable Diffusion checkpoint选择你想要的模型。记得点Apply settings
最新版stable-diffusion-webui已经可以在txt2img的左上角调整模型

 

2.参数详解

Prompt webui会根据此参数来生成图像,会尽可能包含Prompt中描述的元素。目前仅支持英文(和极少的几个颜文字),Prompt 是决定图像质量的最重要的参数之一

附上一张群友的 (https://zcyzcy88.github.io/TagTable/A/Sheet1.html)

Negative Prompt webui会根据此参数来生成图像,会避免出现Negative Prompt中描述的元素。目前仅支持英文,Negative Prompt 同样是是决定图像质量的最重要的参数之一

下面的解释来自TG群友

Step: 迭代多少次, 取值和 sampling method 有关, DDIM 收敛较快, 见 https://www.reddit.com/r/StableDiffusion/comments/wwm2at/sampler_vs_steps_comparison_low_to_mid_step_counts 我用 DDIM 取 20 够了.

Batch count/batch size: 决定生成的图片数量, 显存够就加 batch size, 不够就 batch count, 得到的图片数量是两者之积 (小显存还是只动 count 就好)

Sampling method: 我无脑 DDIM, Eula 也挺好用? (带 a 的是 ancient 的意思, step 增长出图不稳定)

Cfg scale: 符合 prompt 的程度, 值越高越会字面看待 prompt, 低则给模型较大的发挥空间, 但是实际模型表现上来看 cfg scale 低 (6-8) 饱和度低, 偏线稿, 偏杂乱, 高 (18-22) 则饱和度偏高, 偏 CG 风格.

Denoise Strength: img2img 专属参数, 从 0 到 1 取值, 值越高 AI 对原图的参考程度就越低 (同时增加迭代次数), 我个人喜欢低 cfg 高 denoise 重绘图, 高 cfg 低 denoise 改细节.

 

四.优化

其实这才是重头戏

1.添加vae模型

细心地你可能已经发现了,无论是novelaileak还是novelaileakpt2,它的模型目录下都有一个叫animevae.pt的文件,这就是vae模型(它应该适用于所有NovelAI泄露模型),里面包含一些NovelAI官方的调优参数,直接把它复制丢到stable-diffusion-webui\models\Stable-diffusion下,并改名成模型名称.vae.pt(假如你在二-2中将模型重命名为了NovelAI-final-pruned.ckpt,那vae模型就该叫NovelAI-final-pruned.vae.pt

启动时你如果能看到Loading VAE weights from:XXXX就说明你vae配置成功了

2.添加config

细心地你可能同样发现了,每个单独的模型文件夹中除了model.ckpt还有一个config.yaml,你用的是哪个模型就把它对应的config.yaml丢到stable-diffusion-webui\models\Stable-diffusion下,并改名成模型名称.yaml(假如你在二-2中将模型重命名为了NovelAI-final-pruned.ckpt,那config就该叫NovelAI-final-pruned.yaml

3.添加hypernetworks模型

直接将novelaileak\stableckpt\modules\modules下所有文件复制到stable-diffusion-webui\models\hypernetworks下,简单粗暴

你可以在Settings-Stable Diffusion-Stable Diffusion finetune hypernetwork选择你想要的hypernetwork模型

注意! 这一参数更多的是影响图像画风而不是图像质量,每张图以及每个人(个人口味)所适用的hypernetwork模型都是不同的!

4.修改Ignore last layers of CLIP model

这是NovelAI官方搞的小动作之一,如果将该选项保持默认会和官端有很大差距。
Settings-Stable Siffusion-Ignore last layers of CLIP model改成2即可

注意! 该参数仅适用于NovelAI泄露模型,别的模型请调回0!

5.使用Xformers

Xformers在生成高分辨率图片时能显著的提高图像生成速度。

30/40系卡

直接用文本编辑软件打开webui-user.bat,在COMMANDLINE_ARGS=后添加--xformers即可
然后你那一行就应该长得像这样

set COMMANDLINE_ARGS=--xformers

其他卡

其他卡需要手动编译。
注意! 根据Github上的说法,编译Xformers需要你的电脑上有Visual Studio 2022(且已安装Desktop development with C++)和CUDA工具包11.8

cd stable-diffusion-webui\repositories
git clone https://github.com/facebookresearch/xformers.git
cd xformers
git submodule update --init --recursive
stable-diffusion-webui\venv\Scripts\activate.bat
cd stable-diffusion-webui\repositories\xformers
pip install torch torchvision --extra-index-url https://download.pytorch.org/whl/cu113
pip install -r requirements.txt
pip install wheel
set NVCC_FLAGS=-allow-unsupported-compiler
python setup.py build
python setup.py bdist_wheel

喝杯茶,大概要花30多分钟。
中途可能会报些错,但只要最后在dist目录中生成了xformers-XXXX.whl就没问题
xformers-XXXX.whl复制到stable-diffusion-webui目录,然后

stable-diffusion-webui\venv\Scripts\activate.bat
cd stable-diffusion-webui
pip install xformers-XXXX.whl

报错?报错那就不用呗
报错可以尝试pip install -U setuptools更新setuptools

如果最后Successfully installed Xformers啥的,就说明你安装成功了。接下来我们要启用Xformers
用文本编辑软件打开webui-user.bat,在COMMANDLINE_ARGS=后添加--force-enable-xformers
然后你那一行就应该长得像这样

set COMMANDLINE_ARGS=--force-enable-xformers

运行webui,尝试出张图,如果没报错就成了

报错?报错那就把 --force-enable-xformers删了呗

 

五.FAQ

1.16系显卡生成黑色/绿色图

模仿四-5,在启动参数加 --precision full --no-half

2.显存不够

模仿四-5,在启动参数加 --medvram 或 --lowvram

3.目录结构

./models
├── Codeformer
├── ESRGAN
├── GFPGAN
├── hypernetworks
│   ├── aini.pt
│   ├── anime_2.pt
│   ├── anime_3.pt
│   ├── anime.pt
│   ├── furry_2.pt
│   ├── furry_3.pt
│   ├── furry_kemono.pt
│   ├── furry_protogen.pt
│   ├── furry.pt
│   ├── furry_scalie.pt
│   ├── furry_transformation.pt
│   └── pony.pt
├── LDSR
├── Stable-diffusion
│   ├── NovelAI-final-pruned.ckpt -> novelai 的 model.ckpt (pruned)
│   ├── NovelAI-final-pruned.vae.pt -> novelai 的 animevae.pt
│   └── NovelAI-final-pruned.yaml -> novelai 的 model.ckpt (pruned) 的 config.yaml
└── SwinIR

4.高分辨率下出怪图

来自https://gist.github.com/crosstyan/f912612f4c26e298feec4a2924c41d99

我原本以为是低显存触发 split attention 会这样, 不过似乎不管显存高低高分辨率都容易出怪东西.

群友的修复方法 (source)

  1. 使用 —medvram 或者 —lowvram 参数启动webui
  2. 正常输入 prompt,选择较小分辨率生成图片。记住你生成图片的分辨率。生成完毕之后,复制图片的Seed。
  3. 重点来了!生成完毕后,先查看图片是否满意。如果效果满意,直接将图片扔进Img2img。可点击“Send to img2img”。
  4. 在img2img界面底部,有一 Script 选项。将 Script 选为 SD Upscale,里面的 Tile overlap 尽量调小。
  5. 一般地,扔进Img2img的图,会继承原txt2img的所有prompt和negative prompt。如果你发现prompt有变动,回到txt2img,复制prompt到img2img。
  6. 选择合适的Sampling Steps和Sampling method。
  7. 确认你的 Width 和 Height 与原图一致。这一步非常重要!这里的 Width 和 Height 是超分时 img2img 的图片分割大小,如果不合适会导致出现重叠问题。
  8. 将第 2 步复制的 Seed 填入img2img的 Seed 里。
  9. Generate!

或者用 highres-fix

By default, txt2img makes horrible images at very high resolutions, and this makes it possible to avoid using the small picture’s composition.

5.我还是不会啊?

NovelAI官网请,25刀解决一切问题

六.最后的碎碎念

域名买了3年。博客前前后后搭了5,6次,结果现在才写第一篇博文,我真tm丢人
其实都是群友研究出来的,我就是整理了下,群里还有更多资料→https://t.me/StableDiffusion_CN

========================================================

作者:XCwosjw,如有侵权请联系删除!

分享几张我用差不多参数画的

NovelAI WEBUI部署从入门到入土(含文件下载) 2

NovelAI WEBUI部署从入门到入土(含文件下载) 3

NovelAI WEBUI部署从入门到入土(含文件下载) 4

NovelAI WEBUI部署从入门到入土(含文件下载) 5

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4040404
4040404
2022年10月23日 22:17

支持一下

择言Aleph
2022年10月23日 22:45

显卡不好的hxd可以试一试用colab线上部署novelai,不需要配置,能上网就行,b站有教程

神的righthand
2022年10月24日 00:03

收藏了

Sayori
2022年10月24日 01:03

貓耳大好(^・ω・^ )
原來最近很紅的機器作畫是這樣的啊
當初第一眼看到覺得有點化學醬油 化學雪糕的感覺
用現代方式(丟給程式/加各種香精)取代傳統人力(圖層著色渲染/花時間發酵)
不是說不好 但你用超便宜價格還傻傻的以為自己買的圖/醬油是傳統工法的話
就真的冤大頭了

einsflash
einsflash
2022年10月25日 18:33

Error code: 1
stdout: Looking in indexes: https://pypi.org/simple, https://download.pytorch.org/whl/cu113

stderr: ERROR: Could not find a version that satisfies the requirement torch==1.12.1+cu113 (from versions: none)
ERROR: No matching distribution found for torch==1.12.1+cu113

咋办

2652943174
2652943174
回复给  einsflash
2022年10月29日 13:00

我也遇到了这个问题,我重装低版本的python解决的(https://www.python.org/downloads/release/python-3107,然后重新clone webui的那个git项目,执行项目里面的webui-user.bat安装依赖就好了

有个名字就好
有个名字就好
2022年10月27日 21:50

封面实在是绷不住了(狗头)

良师益友
良师益友
2022年10月30日 01:13

想问一下,有没有人知道图片模糊怎么解决?
我想保留原图的东西多一些,denoising strength 调的很低,用同一张图往下生成,背景会越来越模糊,直到最后变成和油画一样(笑哭)

鸡鸣狗盗
鸡鸣狗盗
2022年11月21日 21:14

为毛我搞出来的不是很漂亮 QAQ

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