第一天
上个月有一些做图的需求，手工搞了几张实在是烦了，就想着搞搞 AI 让它画图。
正好之前调研过这玩意的部署难度，在我拥有的设备里就 Windows 和 M1 最简单，Mac mini Inter 最难，本来想着在我的电脑上部署一个给同事调戏着玩，介于投入产出比太低就一直没做。
最后还是选择了室友的 Windows 部署，为什么选择了 Windows 呢，只是因为 M1 那晚在后备箱里睡着了。
忽略一些调研祛魅的过程，虽然过程很有意思，但过程有些个人化，所以先直接说答案。
Windows 方案
这是我能找到的最傻瓜的方案下载包，也是实践过的方案。
这里有个最低配置前提，不满足这个条件就不要硬上了。
| 显卡 | 显存 | 内存 | 硬盘 |
|---|---|---|---|
| RTX 2060+ | 8G+ | 16G+ | SSD |
下载好之后一键启动就可以看到如下操作界面。接着就可以开始自己的炼丹之路了。
这里有一些概念还是要提前说一下，对理解使用 Stable Diffusion 很有帮助，后面可以回头参考，这里可以先忽略不看。[1]
AI 模型类型说明
-
Checkpoint / 大模型 / 底模型 / 主模型 Checkpoint 模型指是 SD 能够直接绘图的基础模型，因此被称为大模型、底模型或者主模型，在 WebUI 上就叫它 Stable Diffusion 模型。安装完 SD 软件后，必须搭配主模型才能使用。不同的主模型，其画风和擅长的领域都会有不同侧重。
-
LoRA 模型 目前最热门的微调模型，它可在原有大模型的基础上，对模型进行微调，从而能够生成特定的人物、物品或画风，比如很火的各种专门生成亚洲网红脸的真人美女 LoRA 模型。它们通常体积不会太大，且必须与 Checkpoint 模型一起使用。
-
ControlNet 模型 主要用于控制图片的主体结构、构图、线条、边界等，比如控制人物的动作、通过简单的线稿、原图来生成对应构图的 AI 作品。
这里只列出来三个，后面主要用到的还是这三个功能。
我花了半个晚上的时间下载好了安装包，又花了十几分钟装好了环境，然后就兴奋的去网上搜一些提示词尝试炼丹，但是我发现炼出来的都是卡通模型，很显然这不是我想要的，我还是喜欢那种真实的。
这个时候我还只会简单的【选择模型 → 输入正向提示词 → 负向提示词 → 生成】。做到这一步已经算是知行合一了。
第一天炼丹成果
第二天
第二天周六，为了画出一些写实的美女我又做了一些调研，这才逐渐有了更深的理解。
总结一下就是想达到自己预计的效果，就需要下载对应的基础模型 [2][3]
下面是对应模型的目录，下载后放置到对应位置
- Checkpoint：sd-webui-aki-v4.4\models\Stable-diffusion
- LoRA：sd-webui-aki-v4.4\models\ControlNet
- ControlNet：sd-webui-aki-v4.4\models\Lora
理解了套路之后就知道如何去创造了，之前默认的 Checkpoint 模型是卡通风格，所以再怎么改提示词生成的图片始终会是卡通风格。
Checkpoint
目前最流行的写实风格是 majicmixRealistic_v7，网上下一个就可以开造了 [2][3]。
这里提供一个测试案例效果，相关的参数都在 json 里。
{
"seed": 1674992022,
"steps": 30,
"width": 512,
"height": 768,
"n_iter": 1,
"prompt": "masterpiece,best quality,official art,extremely detailed CG unity 8k wallpaper,,ultra high res, (photorealistic:1.4), spring,(masterpiece,best quality,extremely detailed CG unity 8k wallpaper:1.29),oil painting,(depth of field:1.0),1girl, solo,facing away,(<lora:meimo:0.8>,Succubus Clothing:1.0),medium breasts,very long hair,parted bangs,brown eyes,sparkling eyes,(loafers:1.2),(showering:1.17),(ruins:1.17),earrings,(jewelry:1.14),pendant,(stars:1.26),day,<lora:koreanDollLikeness_v20:0.63>,<lora:taiwanDollLikeness_v20:0.05>,",
"tiling": false,
"hr_scale": 2,
"cfg_scale": 8,
"enable_hr": true,
"batch_size": 1,
"hr_upscaler": "R-ESRGAN 4x+",
"save_images": false,
"send_images": true,
"restore_faces": false,
"sampler_index": "Euler a",
"negative_prompt": "NSFW,(worst quality, low quality:2), monochrome, zombie,overexposure, watermark,text,bad anatomy,bad hand,extra hands,extra fingers,too many fingers,fused fingers,bad arm,distorted arm,extra arms,fused arms,extra legs,missing leg,disembodied leg,extra nipples, detached arm, liquid hand,inverted hand,disembodied limb, oversized head,extra body,extra navel,easynegative,(hair between eyes),sketch, duplicate, ugly, huge eyes, text, logo, worst face, (bad and mutated hands:1.3), (blurry:2.0), horror, geometry, bad_prompt, (bad hands), (missing fingers), multiple limbs, bad anatomy, (interlocked fingers:1.2), Ugly Fingers, (extra digit and hands and fingers and legs and arms:1.4), (deformed fingers:1.2), (long fingers:1.2),(bad-artist-anime), bad-artist, bad hand, extra legs ,(ng_deepnegative_v1_75t)",
"do_not_save_grid": false,
"override_settings": {
"sd_model_checkpoint": "majicmixRealistic_v7.safetensors"
},
"denoising_strength": 0.2,
"do_not_save_samples": false,
"hr_second_pass_steps": 0
}
效果是不是已经超越很多美女壁纸了。
LoRA
但是在我一次次调试过后又发现这些图片风格相似度都很高，这时再回头看文档我理解了 LoRA，而我在上面的 json 数据里也发现了 lora 的影子 lora:koreanDollLikeness_v20:0.63,lora:taiwanDollLikeness_v20:0.05
问题应该就出现在了这里，怎么办，先去下载 [3]。Checkpoint 搭配 LoRA 应该可以满足个人的精细化需求了。
第二天炼丹成果 LoRA
刚学会骑自行车，就想一直骑自行车，于是我又研究了下七十二变。
ControlNet
先贴一些参考教程吧，要想实现一些自定义个性化的素材，ControlNet 是一定要会的。
- AI绘画ControlNet插件使用及各模型算法预处理器教程-openAI维基百科
- Stable Diffusion进阶教程！超详细的 ControlNet 实用入门指南 - 优设网 - 学设计上优设
我也是按照教程一步步来才渐入佳境的，当天有事时间不充分我就简单搞了下，成品很一般，没做变人，只做了变物。
第二天炼丹成果 ControlNet
炼丹笔记
留一些关键词笔记，照着抄大概率都能得到好看的妹妹 [4]
第三天
星期天我又发现了一个问题，我总不能每次炼丹都带着家里的 Windows 吧，而且大部分情况下也不是所有人都有能力部署一套 Stable Diffusion，不能让所有人用起来的 AI 只能是科研成果，家里的电脑也不能每天都开着做穿透让外网使用。好在网上已经有了很多在线炼丹工具，我有了本地部署经验再重新审视这些网上做图工具，就有了更深的认识。
因为界面好看，这里我选择了LiblibAI·哩布哩布AI-中国领先的AI创作平台做为我的在线炼丹炉。（有时间专门写篇 LiblibAI 的教程）
第三天炼丹成果
没想到在线炼丹炉也挺好用，不但能炼出喜欢的类型，还能七十二变炼出简单的 1024
至此，我用了大概三天时间，自认为已经是一个合格的初级的炼丹师了，我可以相信看到这篇文章的你也可以。
还是建议用在线的炼丹炉，除了不能生成一些拉丝 18+ 的素材，日常的素材需求基本都能满足，唯一不足的就是炼丹需要排队等待，要么花钱，要么花时间，总要付出点什么才能得到回报。
参考
- [1]
-
Checkpoint / 大模型 / 底模型 / 主模型 Checkpoint 模型指是 SD 能够直接绘图的基础模型，因此被称为大模型、底模型或者主模型，在 WebUI 上就叫它 Stable Diffusion 模型。安装完 SD 软件后，必须搭配主模型才能使用。不同的主模型，其画风和擅长的领域都会有不同侧重。
-
LoRA 模型 目前最热门的微调模型，它可在原有大模型的基础上，对模型进行微调，从而能够生成特定的人物、物品或画风，比如很火的各种专门生成亚洲网红脸的真人美女 LoRA 模型。它们通常体积不会太大，且必须与 Checkpoint 模型一起使用。
-
VAE 美化模型 (变分自编码器) VAE 的全名叫 Variational autoenconder，中文叫变分自编码器。主要作用就是给图片加滤镜以及微调，有各种比如二次元、写实风格的不同 VAE。一些大模型会自带了 VAE (比如Chilloutmix)。如果你再加 VAE 则可能让图片效果变得混乱。
-
Embedding / Textual lnversion / 文本反转模型 / Hypernetworks Embeddings / Textual lnversion 文本反转，必须与 Checkpoint 模型一起使用。通过仅使用几张图像，就能让模型学习新的风格和概念，主要用于个性化图像生成。Embeddings 由于训练简单，文件小，因此也颇受欢迎。而且安装后，只需要在 Prompt 提示词中提到它就相当于调用了，很方便。不过由于 Embeddings 训练集较小，因此出图往往做不太到"形神兼似"，所以大多数人还是更喜欢使用 LoRA 模型。
-
LyCORIS 模型 LyCORIS 可看作是一个优化版的 LoRA 微调模型，只是实现算法不同，在 SD 实现更多的参数有效微调，层级更多，因此可理解为是算法更优化更简洁更节约训练资源的微调模型。实际出图效果似乎也都比较好。
-
ControlNet 模型 主要用于控制图片的主体结构、构图、线条、边界等，比如控制人物的动作、通过简单的线稿、原图来生成对应构图的 AI 作品。
-
- [2] 文中所有的下载素材因为忘记当时的下载地址就暂时不贴了，我能搜到的你们也应该能搜到，需要的我有空可以搞成百度网盘放出来
部分残次品展览
炼丹笔记
详细信息都在 parameters 参数里。参考信息 AI Random Image
{
"records": [
{
"id": 12898,
"taskId": 11489,
"url": "https://img.1953615.xyz/ai-img/1697965312600.png",
"parameters": "{'seed': 868916201, 'steps': 30, 'width': 600, 'height': 600, 'n_iter': 1, 'prompt': 'masterpiece,best quality,official art,extremely detailed CG unity 8k wallpaper,, summer,(masterpiece,best quality,extremely detailed CG unity 8k wallpaper:1.13),lens flare,1girl, solo,serafuku,curly_hair,(Side slit:1.22),(buttons:1.1),medium breasts,(multicolored hair:1.1),red eyeshadow,(sparkling eyes:1.29),shoes,chin_rest,(flowery meadow:1.13),sunset,<lora:JapaneseDollLikeness_v15:0.67>,', 'tiling': false, 'hr_scale': 2, 'cfg_scale': 8, 'enable_hr': true, 'batch_size': 1, 'hr_upscaler': 'R-ESRGAN 4x+', 'save_images': false, 'send_images': true, 'restore_faces': false, 'sampler_index': 'DPM++ 2M Karras', 'negative_prompt': 'NSFW,(worst quality, low quality:2), monochrome, zombie,overexposure, watermark,text,bad anatomy,bad hand,extra hands,extra fingers,too many fingers,fused fingers,bad arm,distorted arm,extra arms,fused arms,extra legs,missing leg,disembodied leg,extra nipples, detached arm, liquid hand,inverted hand,disembodied limb, oversized head,extra body,extra navel,easynegative,(hair between eyes),sketch, duplicate, ugly, huge eyes, text, logo, worst face, (bad and mutated hands:1.3), (blurry:2.0), horror, geometry, bad_prompt, (bad hands), (missing fingers), multiple limbs, bad anatomy, (interlocked fingers:1.2), Ugly Fingers, (extra digit and hands and fingers and legs and arms:1.4), (deformed fingers:1.2), (long fingers:1.2),(bad-artist-anime), bad-artist, bad hand, extra legs ,(ng_deepnegative_v1_75t)', 'do_not_save_grid': false, 'override_settings': {'sd_model_checkpoint': 'majicmixRealistic_v7.safetensors'}, 'denoising_strength': 0.2, 'do_not_save_samples': false, 'hr_second_pass_steps': 0}",
"resolution": "600x600",
"collect": false,
"chinesePrompt": "夏,更高质量,镜头光斑,1girl,水手服,卷发,开衩的,纽扣,中等胸,多色,红色眼影,闪闪发光的眼睛,鞋子,手撑着头,繁花草甸,落日,",
"randomTaskId": "UQpb7d7",
"liked": 25
},
{
"id": 11025,
"taskId": 9503,
"url": "https://img.1953615.xyz/ai-img/1697714470900.png",
"parameters": "{'seed': 388162751, 'steps': 30, 'width': 600, 'height': 800, 'n_iter': 1, 'prompt': 'masterpiece,best quality,official art,extremely detailed CG unity 8k wallpaper,,ultra high res, (photorealistic:1.4), autumn,masterpiece,best quality,extremely detailed CG unity 8k wallpaper,(photo:1.26),(depth of field:1.12),1girl, solo,sweater dress,(stomach:1.04),(hairband:1.15),uwabaki,lens flare,spooning,(hallway:1.21),<lora:chinaDollLikeness_v10:0.72>,<lora:taiwanDollLikeness_v20:0.05>,', 'tiling': false, 'hr_scale': 2, 'cfg_scale': 8, 'enable_hr': true, 'batch_size': 1, 'hr_upscaler': 'R-ESRGAN 4x+', 'save_images': false, 'send_images': true, 'restore_faces': false, 'sampler_index': 'Euler a', 'negative_prompt': 'NSFW,(worst quality, low quality:2), monochrome, zombie,overexposure, watermark,text,bad anatomy,bad hand,extra hands,extra fingers,too many fingers,fused fingers,bad arm,distorted arm,extra arms,fused arms,extra legs,missing leg,disembodied leg,extra nipples, detached arm, liquid hand,inverted hand,disembodied limb, oversized head,extra body,extra navel,easynegative,(hair between eyes),sketch, duplicate, ugly, huge eyes, text, logo, worst face, (bad and mutated hands:1.3), (blurry:2.0), horror, geometry, bad_prompt, (bad hands), (missing fingers), multiple limbs, bad anatomy, (interlocked fingers:1.2), Ugly Fingers, (extra digit and hands and fingers and legs and arms:1.4), (deformed fingers:1.2), (long fingers:1.2),(bad-artist-anime), bad-artist, bad hand, extra legs ,(ng_deepnegative_v1_75t)', 'do_not_save_grid': false, 'override_settings': {'sd_model_checkpoint': 'majicmixSombre_v20.safetensors'}, 'denoising_strength': 0.2, 'do_not_save_samples': false, 'hr_second_pass_steps': 0}",
"resolution": "600x800",
"collect": false,
"chinesePrompt": "秋,更高质量,照片,景深,1girl,毛衣裙,肚子,发带,女式学生鞋,炫光,侧躺,走廊,",
"randomTaskId": "LdE8hMY",
"liked": 16
},
{
"id": 13585,
"taskId": 12180,
"url": "https://img.1953615.xyz/ai-img/1698218665336.png",
"parameters": "{'seed': 2334058249, 'steps': 30, 'width': 512, 'height': 768, 'n_iter': 1, 'prompt': 'masterpiece,best quality,official art,extremely detailed CG unity 8k wallpaper,, summer,(masterpiece,best quality,extremely detailed CG unity 8k wallpaper:1.26),comic,light leaks,1girl, solo,pov,kigurumi\\\\animal costume,Strapless,(lace:1.04),huge_breasts,black_hair/black_eyes,alternate hair length,aqua eyes,blue eyeshadow,(uwabaki:1.23),sitting,beautiful detailed water,snow,', 'tiling': false, 'hr_scale': 2, 'cfg_scale': 8, 'enable_hr': true, 'batch_size': 1, 'hr_upscaler': 'R-ESRGAN 4x+', 'save_images': false, 'send_images': true, 'restore_faces': false, 'sampler_index': 'DPM++ 2M Karras', 'negative_prompt': 'NSFW,(worst quality, low quality:2), monochrome, zombie,overexposure, watermark,text,bad anatomy,bad hand,extra hands,extra fingers,too many fingers,fused fingers,bad arm,distorted arm,extra arms,fused arms,extra legs,missing leg,disembodied leg,extra nipples, detached arm, liquid hand,inverted hand,disembodied limb, oversized head,extra body,extra navel,easynegative,(hair between eyes),sketch, duplicate, ugly, huge eyes, text, logo, worst face, (bad and mutated hands:1.3), (blurry:2.0), horror, geometry, bad_prompt, (bad hands), (missing fingers), multiple limbs, bad anatomy, (interlocked fingers:1.2), Ugly Fingers, (extra digit and hands and fingers and legs and arms:1.4), (deformed fingers:1.2), (long fingers:1.2),(bad-artist-anime), bad-artist, bad hand, extra legs ,(ng_deepnegative_v1_75t)', 'do_not_save_grid': false, 'override_settings': {'sd_model_checkpoint': 'majicmixRealistic_v7.safetensors'}, 'denoising_strength': 0.2, 'do_not_save_samples': false, 'hr_second_pass_steps': 0}",
"resolution": "512x768",
"collect": false,
"chinesePrompt": "夏,更高质量,漫画,漏光,1girl,正面视角,玩偶装,无肩的,蕾丝,巨乳,黑发/黑眼,有长有短,水蓝色,蓝色眼影,女式学生鞋,坐,美丽细节的水上,下雪,",
"randomTaskId": "hLyk30T",
"liked": 7
},
{
"id": 13579,
"taskId": 12174,
"url": "https://img.1953615.xyz/ai-img/1698218268712.png",
"parameters": "{'seed': 1099370946, 'steps': 30, 'width': 600, 'height': 600, 'n_iter': 1, 'prompt': 'masterpiece,best quality,official art,extremely detailed CG unity 8k wallpaper,, winter,masterpiece,best quality,extremely detailed CG unity 8k wallpaper,sketch,light leaks,1girl, solo,<lora:black_pantyhose:1>, black pantyhose,hair bun,huge_breasts,(purple hair:1.28),(alternate hair length:1.04),(diagonal bangs:1.04),multicolored eyes,beautiful detailed eyes,mary_janes,on side,(dappled sunlight:1.05),<lora:taiwanDollLikeness_v20:0.61>,<lora:Tissue_Hina_v1.0:0.11>,', 'tiling': false, 'hr_scale': 2, 'cfg_scale': 8, 'enable_hr': true, 'batch_size': 1, 'hr_upscaler': 'R-ESRGAN 4x+', 'save_images': false, 'send_images': true, 'restore_faces': false, 'sampler_index': 'DPM++ 2M Karras', 'negative_prompt': 'NSFW,(worst quality, low quality:2), monochrome, zombie,overexposure, watermark,text,bad anatomy,bad hand,extra hands,extra fingers,too many fingers,fused fingers,bad arm,distorted arm,extra arms,fused arms,extra legs,missing leg,disembodied leg,extra nipples, detached arm, liquid hand,inverted hand,disembodied limb, oversized head,extra body,extra navel,easynegative,(hair between eyes),sketch, duplicate, ugly, huge eyes, text, logo, worst face, (bad and mutated hands:1.3), (blurry:2.0), horror, geometry, bad_prompt, (bad hands), (missing fingers), multiple limbs, bad anatomy, (interlocked fingers:1.2), Ugly Fingers, (extra digit and hands and fingers and legs and arms:1.4), (deformed fingers:1.2), (long fingers:1.2),(bad-artist-anime), bad-artist, bad hand, extra legs ,(ng_deepnegative_v1_75t)', 'do_not_save_grid': false, 'override_settings': {'sd_model_checkpoint': 'majicmixRealistic_v7.safetensors'}, 'denoising_strength': 0.2, 'do_not_save_samples': false, 'hr_second_pass_steps': 0}",
"resolution": "600x600",
"collect": false,
"chinesePrompt": "冬,更高质量,素描,漏光,1girl,嗨丝,包子头,巨乳,紫色,有长有短,斜刘海,五彩,美丽细致的眼睛,玛丽珍鞋,侧卧,斑驳的阳光,",
"randomTaskId": "yCtPqxT",
"liked": 6
},
{
"id": 13511,
"taskId": 12106,
"url": "https://img.1953615.xyz/ai-img/1698197603212.png",
"parameters": "{'seed': 4114269559, 'steps': 30, 'width': 800, 'height': 600, 'n_iter': 1, 'prompt': 'masterpiece,best quality,official art,extremely detailed CG unity 8k wallpaper,, (masterpiece,best quality,extremely detailed CG unity 8k wallpaper:1.23),cinematic angle,1girl, solo,breast focus,({{lingerie}},garter belt,bride,bridal_veil,elbow gloves, hair ornament,jewelry,necklace,wedding dress,veil,tiara,midriff:1.24),twin_braids,braided bangs,glowing eyes,beautiful detailed eyes,(spooning:1.26),building,cute face,light smile,grin,<lora:BeautyNwsjMajic2-01:0.68>,,,<lora:koreanDollLikeness_v20:0.12>,', 'tiling': false, 'hr_scale': 2, 'cfg_scale': 8, 'enable_hr': true, 'batch_size': 1, 'hr_upscaler': 'R-ESRGAN 4x+', 'save_images': false, 'send_images': true, 'restore_faces': false, 'sampler_index': 'DPM++ 2M Karras', 'negative_prompt': 'NSFW,(worst quality, low quality:2), monochrome, zombie,overexposure, watermark,text,bad anatomy,bad hand,extra hands,extra fingers,too many fingers,fused fingers,bad arm,distorted arm,extra arms,fused arms,extra legs,missing leg,disembodied leg,extra nipples, detached arm, liquid hand,inverted hand,disembodied limb, oversized head,extra body,extra navel,easynegative,(hair between eyes),sketch, duplicate, ugly, huge eyes, text, logo, worst face, (bad and mutated hands:1.3), (blurry:2.0), horror, geometry, bad_prompt, (bad hands), (missing fingers), multiple limbs, bad anatomy, (interlocked fingers:1.2), Ugly Fingers, (extra digit and hands and fingers and legs and arms:1.4), (deformed fingers:1.2), (long fingers:1.2),(bad-artist-anime), bad-artist, bad hand, extra legs ,(ng_deepnegative_v1_75t)', 'do_not_save_grid': false, 'override_settings': {'sd_model_checkpoint': 'majicmixRealistic_v7.safetensors'}, 'denoising_strength': 0.2, 'do_not_save_samples': false, 'hr_second_pass_steps': 0}",
"resolution": "800x600",
"collect": false,
"chinesePrompt": "更高质量,电影镜头,1girl,胸部焦点,情趣婚纱,双辫子,辫子刘海,发光的眼睛,美丽细致的眼睛,侧躺,建筑,可爱表情,微笑,露齿而笑,",
"randomTaskId": "K04yPAx",
"liked": 5
},
{
"id": 12860,
"taskId": 11451,
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