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- 投稿日：
事前準備
セットアップコマンド
MSYS2などのPOSIX互換レイヤー上のシェルで動かすことを想定
# get Stable Diffusion web UI
git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui.git
# get extentions
git clone https://github.com/nolanaatama/sd-webui-tunnels stable-diffusion-webui/extensions/sd-webui-tunnels
git clone https://github.com/Mikubill/sd-webui-controlnet stable-diffusion-webui/extensions/sd-webui-controlnet
git clone https://github.com/fkunn1326/openpose-editor stable-diffusion-webui/extensions/openpose-editor
git clone https://github.com/yfszzx/stable-diffusion-webui-images-browser stable-diffusion-webui/extensions/stable-diffusion-webui-images-browser
git clone https://github.com/DominikDoom/a1111-sd-webui-tagcomplete stable-diffusion-webui/extensions/a1111-sd-webui-tagcomplete
git clone https://github.com/Bing-su/dddetailer stable-diffusion-webui/extensions/dddetailer
git clone https://github.com/mcmonkeyprojects/sd-dynamic-thresholding stable-diffusion-webui/extensions/d-dynamic-thresholding
# make resource dirs
mkdir -p stable-diffusion-webui/models/ESRGAN/
mkdir -p stable-diffusion-webui/models/Lora/
mkdir -p stable-diffusion-webui/models/VAE/
mkdir -p stable-diffusion-webui/models/hypernetworks/
mkdir -p stable-diffusion-webui/extensions/sd-webui-controlnet/models/
# get controlnet
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/t2iadapter_canny_sd14v1.pth https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_canny_sd14v1.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/t2iadapter_color_sd14v1.pth https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_color_sd14v1.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/t2iadapter_depth_sd14v1.pth https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_depth_sd14v1.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/t2iadapter_keypose_sd14v1.pth https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_keypose_sd14v1.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/t2iadapter_openpose_sd14v1.pth https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_openpose_sd14v1.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/t2iadapter_seg_sd14v1.pth https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_seg_sd14v1.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/t2iadapter_sketch_sd14v1.pth https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_sketch_sd14v1.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/t2iadapter_style_sd14v1.pth https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_style_sd14v1.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11e_sd15_ip2p.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11e_sd15_ip2p.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11e_sd15_shuffle.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11e_sd15_shuffle.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11f1e_sd15_tile.pth.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11f1e_sd15_tile.pth.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11f1p_sd15_depth.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11f1p_sd15_depth.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11p_sd15_canny.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_canny.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11p_sd15_inpaint.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_inpaint.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11p_sd15_lineart.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_lineart.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11p_sd15_mlsd.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_mlsd.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11p_sd15_normalbae.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_normalbae.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11p_sd15_openpose.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_openpose.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11p_sd15_scribble.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_scribble.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11p_sd15_seg.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_seg.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11p_sd15_softedge.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_softedge.pth
curl -Lo stable-diffusion-webui/extensions/sd-webui-controlnet/models/control_v11p_sd15s2_lineart_anime.pth https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15s2_lineart_anime.pth
# get embeddings
curl -Lo stable-diffusion-webui/embeddings/badhandv4.pt https://civitai.com/api/download/models/20068
curl -Lo stable-diffusion-webui/embeddings/EasyNegative.pt https://huggingface.co/datasets/gsdf/EasyNegative/resolve/main/EasyNegative.pt
# get model
# upscaler
curl -Lo stable-diffusion-webui/models/ESRGAN/4x-UltraSharp.pth https://huggingface.co/nolanaatama/ESRGAN/resolve/main/4x-UltraSharp.pth
curl -Lo stable-diffusion-webui/models/ESRGAN/TGHQFace8x_500k.pth https://huggingface.co/dwnmf/deliberatev2/resolve/main/TGHQFace8x_500k.pth
# model
curl -Lo stable-diffusion-webui/models/Stable-diffusion/AOM3A1B_orangemixs.safetensors https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/Models/AbyssOrangeMix3/AOM3A1B_orangemixs.safetensors
# vae
curl -Lo stable-diffusion-webui/models/VAE/orangemix.vae.pt https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/VAEs/orangemix.vae.pt
curl -Lo stable-diffusion-webui/models/VAE/kl-f8-anime2.ckpt https://huggingface.co/hakurei/waifu-diffusion-v1-4/resolve/main/vae/kl-f8-anime2.ckpt
起動コマンド
dddetailerの依存ライブラリインストールで初回起動はかなり時間が掛かるので気長に待つ。
./webui-user.bat
設定
- Settings -> User Interface
- Quicksettings listに以下を追加
, sd_vae, CLIP_stop_at_last_layers
- 投稿日：
Colab Proとローカルマシンでどのくらい差が出るか簡単にベンチマークしてみたのでその結果です。
レンダリング条件
今回は以下の設定で回した結果を比較します。前回と同じです。
ColabProでのNotebookは以下を使いました。
https://gist.github.com/Lycolia/cb432ad1b1ce083482b5487c131b5d12/80a059931c538b10d55cf9fcbf82220f24e64653
設定値は以下の通りです。
| 設定 | 値 |
|---|---|
| Propmpt | (illustration:1.0), masterpiece, best quality, 1girl, solo, happy, smile, theater, (perspective:1.3), from below, (looking away:1.2), (from side:1.0), {{shot_hair}}, smile, bangs, shaggy, (brown hair:1.1), swept_bangs, thick_eyebrows, skin_fang, closed mouth, {{purple eyes}}, gray {{jacket}}, white shirt, glasses, {{small breasts}}, |
| Negative Prompt | nsfw, (worst quality, low quality:1.4), (depth of field, blurry, bokeh:1.5), (greyscale, monochrome:1.0), multiple views, text, title, logo, signature, (tooth, lip, nose, 3d, realistic:1.0), dutch angle,(cropped:1.4), text, title, signature, logo, (loli:1.2), school satchel, pink, school bag, school uniform, from behind |
| Model | AOM3A1B |
| VAE | orangemix.vae.pt |
| Sampleing method | Euler a |
| Sampleing steps | 20 |
| Width | 512px |
| Height | 512px |
| Batch count | 1 |
| Batch size | 1 |
| CFG Scale | 7 |
| Seed | -1 |
ローカルマシンのスペック
Local 1
| 機材 | 内容 | 備考 |
|---|---|---|
| OS | Windows 11 Pro | |
| M/B | ASUS ROG STRIX Z390-F GAMING | PCIe 3.0 |
| CPU | Intel Core i9-9900 | |
| GPU | GeForce RTX 4070 Ti | |
| MEM | DDR4-3200 16GB * 4 |
Local 2
PCIeのバージョンを上げるとベンチスコアが伸びると聞いたので試してみた
| 機材 | 内容 | 備考 |
|---|---|---|
| OS | Windows 11 Pro | |
| M/B | ASUS TUF GAMING Z790-PLUS D4 | PCIe 5.0 |
| CPU | Intel Core i7 13700 | |
| GPU | GeForce RTX 4070 Ti | |
| MEM | DDR4-3200 16GB * 4 |
ベンチマーク結果
Colabは時間帯によって処理時間が変わるので2点計測しています。
4070 TiがColabProに大きく勝る結果となりました。UIの安定性や応答性でも体感ColabProを大きく上回り、ローカルストレージに出力結果や環境を溜め込み続けられる利便性があったり、起動速度に雲泥の差があったり、設定を記憶できたり、ローカルで動かせるならそれが一番楽だと感じました。
グラボはZOTAC GAMING GeForce RTX 4070 Ti Trinity OCを使っていますが、発熱も60度くらいに収まるのでぼちぼち悪くないかなと思ってます。
おまけ
今回もベンチマーク中に生成された画像を何枚かピックアップして載せておきます
おまけ2
ローカルだと気楽に作れるのでサッと作ってみた高品質版
設定値は以下の通りです。
| 設定 | 値 |
|---|---|
| Propmpt | (masterpiece, sidelighting, finely detailed beautiful eyes: 1.2), masterpiece*portrait, realistic, 3d face, glowing eyes, shiny hair, lustrous skin, (brown hair:1.1), short hair, smile, 1girl, embarassed, small breasts, theater, thick eyebrows, closed mouth, {{purple eyes}}, gray {{jacket}}, {{{{white shirt}}}}, glasses, {{small breasts} |
| Negative Prompt | {{{{{{{nsfw}}}}}}, (worst quality, low quality:1.4), (depth of field, blurry, bokeh:1.5), (greyscale, monochrome:1.0), multiple views, text, title, logo, signature, (tooth, lip, nose, 3d, realistic:1.0), dutch angle,(cropped:1.4), text, title, signature, logo, (loli:1.2), school satchel, pink, school bag, school uniform, from behind |
| Model | AOM3A1B |
| VAE | orangemix.vae.pt |
| Sampleing steps | 32 |
| Sampleing method | DPM++ SDE Karras |
| CFG Scale | 7 |
| Width | 512px |
| Height | 756px |
| Clip skip | 2 |
| Seed | -1 |