
ๆฉใใจๅใฎStable Diffusion WebUI Forge่ฉฆใใฆใฟใ
ใใใซใกใฏใRcatใงใใ
ไปๅใฏ็ปๅ็ๆAI Stable Diffusionใฎ้ซใใใฉใผใใณใน็ใๅบใใจใใใใจใงใๆฉ้่ฉฆใใฆใใใใใจๆใใพใใ
Stable Diffusion WebUI Forgeใจใฏ
Stable Diffusion WebUI Forge๏ผไปฅ้Forge๏ผใฏใๆขๅญใฎWebUIใ้ซ้ๅใใ็ฉใฎใใใงใใใคใพใใไปใพใงไฝฟใฃใฆใใไบบใชใ็ฐกๅใซใใกใใซไนใๆใใใใจใใงใใฆใใพใใพใใ
ๆจ่ซใฎ้ซ้ๅใจใกใขใชใฎไฝฟ็จ้่ปฝๆธใๅณใใใฆใใใใใงใใ
vramใฎๅฐใชใๅ่ฝใกใฎGPUใไฝฟใฃใฆใใ็งใซใฏใใใใใๅญๅจใงใใ
ใจใฏใใใๆๅญใง่ฒใ
่จใใใฆใๅใใใชใใฎใงใใจใใใใไฝฟใฃใฆใฟใพใใใใ
ๅฎ้จๆกไปถ
GPU
RTX2060ย 6GBใขใใซ
SakuraMixใตใณใใฉใผ
DPM++ 2M Karrasใตใณใใชใณใฐในใใใ
20ใตใคใบ
512ร768็ๆๆๆฐ
5ๆใขใใในใฑใผใฉใผ
R-ESRGAN 4x+ Anime6B 1.7ๅ
Forgeใฎใคใณในใใผใซๆนๆณ
ไธ่จใใใใฆใณใญใผใใใใใจใใงใใพใใ
https://github.com/lllyasviel/stable-diffusion-webui-forge
็งใฏgitใณใใณใใใคใณในใใผใซใใฆใใใฎใงใไธ่จใฎใใใซไปปๆใฎใใฉใซใใงใณใใณใใๅฎ่กใใฆๅ
ฅๆใใพใใใ
git clone https://github.com/lllyasviel/stable-diffusion-webui-forge.gitๅพใง็ขบ่ชใใพใใใใDownload ZIPใฎใใฟใณใงใๅ จใๅใใใฎใๅ ฅๆใงใใพใใ

ๅ
ฅๆใๅฎไบใใใไธ็ชไธใฎใใใใๅฎ่กใใใฐ็ซใกไธใใใพใใ
ไธญ่บซใซSHใใกใคใซใใใใฎใงใใฉใใใLinuxใงใOKใฟใใใงใใญใ

ๅๅใฏใปใใใขใใใฎๆ้ใใใใฎใงใ็ฐๅขใซใใฃใฆใใฐใใๆ้ใใใใใพใใ
ใใฐใใใพใงใฏใใคใใฎUIใ่กจ็คบใใใใใใซใชใใฏใใงใใ
WebUIใ็ซใกไธใใฃใใใๅพใฏใใคใ้ใใใฉใซใใฎไธญใซใขใใซใจvaeใๅ
ฅใใฆใใใใ ใใงใใ
ใใฎ่พบใๆฎ้ใฎWebUIใฎๆนใจๅ
จใๅใใชใฎใงๆธๆใใใจใฏใใใพใใใ

WebUI Forgeใฎๅฎๅ
ๆฉ้Forgeใ่ฉฆใใฆใใใพใใใใ
ใพใใฏใขใใในใฑใผใซใชใใงใฎ็ๆ็ตๆใงใใ
1ๆใใใ็ด5็งใง็ตไบใใฆใใพใใ
็ปๅ็ๆใฎ้้ใๅคๅฐ็ฉบใใฎใง5ร5็งใงใฏใชใใงใใญใ
ใจใใใใ40็ง็จๅบฆใง5ๆ็ๆใใใใจใใงใใพใใใ
To load target model BaseModel
Begin to load 1 model
[Memory Management] Current Free GPU Memory (MB) = 4746.2412109375
[Memory Management] Model Memory (MB) = 1639.4137649536133
[Memory Management] Minimal Inference Memory (MB) = 1024.0
[Memory Management] Estimated Remaining GPU Memory (MB) = 2082.8274459838867
Moving model(s) has taken 0.38 seconds
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [00:06<00:00, 3.28it/s]
Memory cleanup has taken 0.64 secondsโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 100/100 [00:36<00:00, 3.30it/s]
Total progress: 100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 100/100 [00:38<00:00, 2.56it/s]
Total progress: 100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 100/100 [00:38<00:00, 3.30it/s]
ๆฌกใซใขใใในใฑใผใซใ่พผใฟใฎๅ ดๅใงใใ
1ๆใใใ40็ง็จๅบฆใง็ๆใใงใใพใใใ
To load target model BaseModel
Begin to load 1 model
[Memory Management] Current Free GPU Memory (MB) = 4719.02294921875
[Memory Management] Model Memory (MB) = 1639.4137649536133
[Memory Management] Minimal Inference Memory (MB) = 1024.0
[Memory Management] Estimated Remaining GPU Memory (MB) = 2055.6091842651367
Moving model(s) has taken 0.37 seconds
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [00:25<00:00, 1.28s/it]
Memory cleanup has taken 0.83 secondsโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 200/200 [03:16<00:00, 1.28s/it]
Total progress: 100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 200/200 [03:22<00:00, 1.01s/it]
Total progress: 100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 200/200 [03:22<00:00, 1.28s/it]

ใใฌใใฃใใซไฝใๅ ฅใใฆใชใใฎใงใใกใใฃใจๅพฎๅฆใชๆใใซใชใฃใกใใใพใใwใใใญใณใใใฎๅ ๅฎนใฏไปฒ่ฏใๅงๅฆนใฎๅพฎ็ฌใพใใๅ ๆฏใงใใ
ๆงWebUIใฎๅฎๅ
1ๆใใใ10็งใปใฉใงใ็ๆใๅฎไบใใพใใใ
็ปๅ็ๆใฎ้ใฎ้้ใใใใฎใงใใดใฃใใ50็งใงใฏใชใใงใใญใ
ใใใใใใใ ใ่ฆใฆใforgeใฏๅใใใๆฉใใชใฃใฆใใใใจใใใใใพใใใใใชใซๅทฎใใใใจใฏๆใใพใใใงใใใ
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [00:10<00:00, 1.92it/s]
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [00:10<00:00, 1.95it/s]
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [00:10<00:00, 1.95it/s]
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [00:10<00:00, 1.94it/s]
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [00:10<00:00, 1.94it/s]
Total progress: 100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 100/100 [00:55<00:00, 1.79it/s]ๆฌกใซใขใใในใฑใผใซ่พผใฟใง่ฉฆใใใใงใใใForgeใงใฏใงใใ่จญๅฎใใใกใใงใฏใใชใใใคใใใงใใ
ใจใใใฎใใขใใในใฑใผใซใฏใกใขใชใๅคง้ใซไฝฟใใฎใงใGPUใฎๅฐ็จใกใขใชใไฝฟใๅใฃใฆใใพใใใทในใใ ใฎๅ
ฑๆใกใขใชใพใงใฏใฟๅบใฆใใพใใ
ใใใฆใใใชใฃใ็ฌ้ๆฟใใใซใชใใฎใใใฎAIใชใใงใใใญโฆใ
ๅ
ฑ็จใกใขใชใฎใฐใฉใไธ้ใฏ24GBใชใฎใงใๅคงไฝ6Gใใใใฏใฟๅบใฆใใใจใใใใจใงใใใใโฆใ

ใกใชใฟใซForgeใฎๆใฏไปฅไธใฎใใใชใฐใฉใใซใชใฃใฆใใพใใใ
ใชใใจใกใขใชใๅๅใไฝฟใฃใฆใใพใใใ

้
ใใใฆ5ๆใใฃใฆใใชใใฎใงใใใ1ๆๅฝใใ9ๅใใใฃใฆใพใใใชใใจForgeใฎ13ๅไปฅไธๆ้ใใใใฃใฆใใพใใ
ใใๅฐใ่จญๅฎใ็ทฉใใใซใใฆใGPUใกใขใชๅ
ใซๅใใฆใใใใฐใใๅฐใๆฉใ็ๆใงใใใจใฏๆใใพใใใใใใใๅใๆกไปถใงๅฎ่กใงใใชใใจใใใจใใใงใๅทฎใ็พใใฆใใพใใญใ
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [00:10<00:00, 1.93it/s]
Total prTile 1/1510%|โโโโโโโ | 20/200 [00:19<01:28, 2.02it/s]
Tile 2/15
Tile 3/15
Tile 4/15
Tile 5/15
Tile 6/15
Tile 7/15
Tile 8/15
Tile 9/15
Tile 10/15
Tile 11/15
Tile 12/15
Tile 13/15
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Tile 15/15
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [07:59<00:00, 23.97s/it]
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [00:10<00:00, 1.93it/s]
Total prTile 1/1530%|โโโโโโโโโโโโโโโโโโโโ | 60/200 [09:21<01:13, 1.90it/s]
Tile 2/15
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Tile 4/15
Tile 5/15
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100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [08:30<00:00, 25.51s/it]
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [00:10<00:00, 1.89it/s]
Total prTile 1/1550%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ | 100/200 [18:22<00:51, 1.93it/s]
ใใญใณใใใฎๅ ฅๅใฏไธใจๅใใ
ไปใพใงไฝฟใใชใใฃใใขใใซใไฝฟใใใใใซใชใฃใ
ใ ใใถๅใฎใใจใงใใใemiใจใใใขใใซใไฝฟใฃใฆใฟใใใจใใใใจใใใใพใใ
ใใใใใใกใใขใใซใฎใตใคใบใๅคงใใ่ชญใฟ่พผใฟใพใงใฏใงใใใใงใใใ็ๆใใงใใชใ็ถๆ
ใงใใใๅ
ทไฝ็ใซใฏในใฟใผใใใฟใณใๆผใใจ่ตฐใใใงใใใ้ไธญใง่ฝใกใใใงใใvramใ่ถณใใชใใใไปๆนใชใใใจ่ซฆใใฆใใใใงใใใใใใซ็ปๅ ดใใForgeใใใใฏไฝฟใฃใฆใฟใใใใชใ!!ใ
็ๆ็ตๆใฏใใกใ
ใชใใจๆฎ้ใซ็ๆใงใใกใใใพใใใ
ใชใใชใใซ็ฌ็นใช็ตตๆใงใใญใ

ใกใชใฟใซใกใขใชใฎไฝฟ็จ็ถๆณใฏใใกใใ
ๅ
ใปใฉใพใงใฎใขใใในใฑใผใซใใใใใใซใกใขใชใไฝฟ็จใใฆใใพใใใใใซใใใใใขใใในใฑใผใซใจใชใใจใกใใฃใจๅณใใใงใใใใ๏ผ

ใจๆใฃใฆใใฃใฆใฟใใฎใงใใใใชใใใใใพใๅคใใใพใใใญใ
ไธ็ชๅพใใๆฎ้ใฎๅ
็ใฎๅฑฑใงใใใฎๅใฎๅฑฑใใขใใในใฑใผใซใฎๅฑฑใงใใ
ใใใ่ฆใ้ใใขใใในใฑใผใซใฎๅคงใใใๅคงใใใใใจใใใงใใกใขใชใไฝฟ็จ้ใฏๅขใใชใใจใใใใจใงใใใใ๏ผ


่่ถณโฆใขใใในใฑใผใซMAXใงใๅใใฎใ
็ๆใตใคใบใๅคใใใซใUpscalerใฎในใฑใผใซใMAXใฎ4ๅใซใใฆใฟใพใใใ
(ใขใใซใฏๆปใใฆsakuramixใงใ)
4ๅใซใใใจ้ซใใ3000่ถ
ใใพใใญโฆ่กใใใงใใใใ

็ตๆโฆ10ๅใใใใพใใใใใใพใใ!
o load target model BaseModel | 0/20 [00:00<?, ?it/s]
Begin to load 1 model
[Memory Management] Current Free GPU Memory (MB) = 4712.58935546875
[Memory Management] Model Memory (MB) = 1639.4137649536133
[Memory Management] Minimal Inference Memory (MB) = 1024.0
[Memory Management] Estimated Remaining GPU Memory (MB) = 2049.1755905151367
Moving model(s) has taken 0.45 seconds
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [00:04<00:00, 4.70it/s]
Memory cleanup has taken 0.67 secondsโโโโโโโโโโโโโโโโโ | 20/40 [00:04<00:04, 4.69it/s]
Cleanup minimal inference memory.
tiled upscale: 100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 15/15 [00:01<00:00, 12.59it/s]
To load target model BaseModel
Begin to load 1 model
[Memory Management] Current Free GPU Memory (MB) = 4956.85400390625
[Memory Management] Model Memory (MB) = 1639.4137649536133
[Memory Management] Minimal Inference Memory (MB) = 1024.0
[Memory Management] Estimated Remaining GPU Memory (MB) = 2293.4402389526367
Moving model(s) has taken 0.65 seconds
100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 20/20 [07:31<00:00, 22.59s/it]
To load target model AutoencoderKLโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 40/40 [08:13<00:00, 22.63s/it]
Begin to load 1 model
[Memory Management] Current Free GPU Memory (MB) = 4951.59619140625
[Memory Management] Model Memory (MB) = 319.11416244506836
[Memory Management] Minimal Inference Memory (MB) = 1024.0
[Memory Management] Estimated Remaining GPU Memory (MB) = 3608.4820289611816
Moving model(s) has taken 0.73 seconds
Total progress: 100%|โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 40/40 [09:54<00:00, 14.86s/it]
To load target model BaseModelโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ| 40/40 [09:54<00:00, 22.63s/it]
ใกใขใชใฎไฝฟ็จ็ถๆณใฏใใฎ้ใใ
ๅฎๅ
จใซๅ
ฑ็จใกใขใชใซใฏใฟๅบใฆใพใใใใใใงใMAXใฎใขใใในใฑใผใซใซ่ใใฆใใพใใพใใใญโฆใใกใชใฟใซใกใขใชใฏ48Gใงใใ
ๅ ใใฟ

4ๅๅ
ๅคงใใใใใฏใใใใฉๅดฉใใฆใพใใญโฆใ
ใงใใใใฉใใ้ใใฏ่ฏใใชใใจโฆใ

APIใฏไฝฟใใใฎใ
ไธ่จใฎ่จไบใง็ดนไปใใDiscordBOTใฏใWEB UIใฎAPIใ็จใใฆDiscord็ต็ฑใงใฎ็ปๅ็ๆใๅฏ่ฝใซใใฆใใพใใ
ใใกใใจForgeใฎ้ฃๆบใใงใใใฐไฝฟ็จๅฏ่ฝใจใใใใจใซใชใใพใใ
็ตๆโฆไฝฟใใพใใใ
ใใจใใจWEB UIใใใผในใซใใฆใใใ ใใใฃใฆใใฎ่พบใฏๅคใใใชใใใใงใใญใ

ใกใชใฟใซCPUใงไฝฟใใใฎใ่ฉฆใใฆใฟใ
ไธ่จใฎ่จไบใงCPUใง็ปๅ็ๆใ่กใฃใฆใใใฎใงForgeใงใ่ฉฆใใฆใฟใพใใใ
็ต่ซใใ่จใใจ้ง็ฎใงใใ
ใจใฉใผใฎไธญใซๅบใฆใใ"CUDA"ใจใใใฎใฏNVIDIA่ฃฝใฎGPUใคใพใGTXใจใRTXใจใใใใใฃใใฐใฉใใฎใใใฎใใญใฐใฉใใณใฐ่จ่ชใงใใใใ้ขไฟใงใจใฉใผใๅบใฆใใใใจใใใForgeใๆ้ฉๅใ่กใฃใฆใใใฎใฏGPUใฎๅ
้จๅฆ็ใฎใใใงๅฎๅ
จใซGPUๅฐ็จใฎใใฎใจใชใฃใฆใใใใใงใใญใ
Cannot locate TCMalloc. Do you have tcmalloc or google-perftool installed on your system? (improves CPU memory usage)
Python 3.10.12 (main, Nov 20 2023, 15:14:05) [GCC 11.4.0]
Version: f0.0.17v1.8.0rc-latest-273-gb9705c58
Commit hash: b9705c58f66c6fd2c4a0168b26c5cf1fa6c0dde3
Legacy Preprocessor init warning: Unable to install insightface automatically. Please try run `pip install insightface` manually.
Launching Web UI with arguments: --skip-torch-cuda-test --precision full --no-half --listen
Traceback (most recent call last):
File "/SSD/stable-diffusion-webui-forge/launch.py", line 51, in <module>
main()
File "/SSD/stable-diffusion-webui-forge/launch.py", line 47, in main
start()
File "/SSD/stable-diffusion-webui-forge/modules/launch_utils.py", line 541, in start
import webui
File "/SSD/stable-diffusion-webui-forge/webui.py", line 17, in <module>
initialize_forge()
File "/SSD/stable-diffusion-webui-forge/modules_forge/initialization.py", line 50, in initialize_forge
import ldm_patched.modules.model_management as model_management
File "/SSD/stable-diffusion-webui-forge/ldm_patched/modules/model_management.py", line 122, in <module>
total_vram = get_total_memory(get_torch_device()) / (1024 * 1024)
File "/SSD/stable-diffusion-webui-forge/ldm_patched/modules/model_management.py", line 91, in get_torch_device
return torch.device(torch.cuda.current_device())
File "/SSD/stable-diffusion-webui-forge/venv/lib/python3.10/site-packages/torch/cuda/__init__.py", line 769, in current_device
_lazy_init()
File "/SSD/stable-diffusion-webui-forge/venv/lib/python3.10/site-packages/torch/cuda/__init__.py", line 289, in _lazy_init
raise AssertionError("Torch not compiled with CUDA enabled")
AssertionError: Torch not compiled with CUDA enabledใพใจใ
ไปๅใฏ้ซ้ๅใ็ด ๆดใใใForgeใไฝฟ็จใใฆใฟใพใใใ
ๆญฃ็ดใใๅฐใ้ใณใใใชใGPUใ่ฒทใๆใใชใใจใชใใจๆใฃใฆใใใใงใใใใฉใใใใใฎๅฟ
่ฆใฏใชใใใใงใใญใไปใพใงในใฑใผใซใขใใใใใใใจใใ้ฃใใใฃใใฎใใใกใใไฝฟ็จใใใใจใงๅ
จใๅ้กใชใใฌใใซใซใชใฃใฆใใพใใ
GPUใ็ฉใใงใใไบบใงใใใฐใใใกใใซไนใๆใใฏ็ขบๅฎใงใใใใ
ใใใงใฏใพใใไผใใใพใใใใ