How to use from the
Use from the
Diffusers library
pip install -U diffusers transformers accelerate
import torch
from diffusers import DiffusionPipeline

# switch to "mps" for apple devices
pipe = DiffusionPipeline.from_pretrained("circlestone-labs/Anima", dtype=torch.bfloat16, device_map="cuda")
pipe.load_lora_weights("SAkizuki/anima-deepseek")

prompt = "masterpiece, best quality, 1girl, solo, full body, deepseek, looking at viewer, maid, cetacean tail, straight-on, white socks, ankle socks"
image = pipe(prompt).images[0]

anima-deepseek

Prompt
masterpiece, best quality, 1girl, solo, full body, deepseek, looking at viewer, maid, cetacean tail, straight-on, white socks, ankle socks
Prompt
masterpiece, best quality, score_7, safe, 1girl, solo, deepseek, loli, (cetacean_tail:1.5), blue hair, gradient hair, maid, mary janes, white socks, ankle socks, sitting, on chair, rice, rice_bowl, holding_bowl, food in mouth, chopsticks, dining table, happy, excited, bright background. A loli maid girl with blue gradient hair and a cute cetacean tail sits at a dining table in a bright, cozy room, occupying about two-thirds of the frame. She is excitedly holding a rice bowl to her mouth and taking a big mouthful of white rice, chopsticks in hand and food still in her mouth, wearing a happy, thrilled and adorably dazed expression with bright sparkling eyes. Soft warm daylight from a nearby window keeps her face and white maid uniform clearly visible while the tidy kitchen background stays secondary. use the fixed style of (@funitarefu:2.0) and @kataokasan and @mika pikazo and @sy4 and @ogipote and @alien 888
Prompt
masterpiece, best quality, score_7, safe, 1girl, solo, deepseek, loli, (cetacean_tail:1.5), blue hair, gradient hair, maid, mary janes, white socks, ankle socks, sitting, on chair, rice, rice_bowl, holding_bowl, food in mouth, chopsticks, dining table, happy, excited, bright background. A loli maid girl with blue gradient hair and a cute cetacean tail sits at a dining table in a bright, cozy room, occupying about two-thirds of the frame. She is excitedly holding a rice bowl to her mouth and taking a big mouthful of white rice, chopsticks in hand and food still in her mouth, wearing a happy, thrilled and adorably dazed expression with bright sparkling eyes. Soft warm daylight from a nearby window keeps her face and white maid uniform clearly visible while the tidy kitchen background stays secondary. use the fixed style of (@funitarefu:2.0) and @kataokasan and @mika pikazo and @sy4 and @ogipote and @alien 888
Prompt
masterpiece, best quality, score_7, safe, 1girl, solo, deepseek, loli, blue hair, gradient hair, (cetacean_tail:1.5), maid, tactical_maid, white socks, ankle socks, mary janes, rifle, holding weapon, firing, charging forward, sam browne belt, knee pads, elbow pads, wrist guards, military, battlefield. A full body shot of the character, who occupies most of the frame, with the battlefield behind her kept as a clear but secondary background. She charges forward energetically while firing her rifle with both hands, her capable, spirited expression matching the dynamic action, her gradient blue hair streaming and her cetacean tail swinging behind her. A bright key light from the front-cast direction keeps her blue hair, face and maid uniform well exposed while the sky-lit background stays softly separated by depth. use the fixed style of @alma01 and @mika pikazo and @tarou2
Prompt
masterpiece, best quality, score_7, safe, 1girl, solo, deepseek, loli, blue hair, gradient hair, (cetacean_tail:1.5), maid, tactical_maid, white socks, ankle socks, mary janes, rifle, holding weapon, firing, charging forward, sam browne belt, knee pads, elbow pads, wrist guards, military, battlefield. A full body shot of the character, who occupies most of the frame, with the battlefield behind her kept as a clear but secondary background. She charges forward energetically while firing her rifle with both hands, her capable, spirited expression matching the dynamic action, her gradient blue hair streaming and her cetacean tail swinging behind her. A bright key light from the front-cast direction keeps her blue hair, face and maid uniform well exposed while the sky-lit background stays softly separated by depth.

ๆจกๅž‹็ฎ€ไป‹

ๆœฌๆจกๅž‹ๆ˜ฏๅŸบไบŽ circlestone-labs/Anima ่ฎญ็ปƒ็š„LoRAๆจกๅž‹๏ผŒๆ—จๅœจ่ฟ˜ๅŽŸใ€Œ่“่‰ฒๅคง่‚ฅ้ฑผใ€็š„ deepseek ่ŒๅŒ–ไบบ็‰ฉๅฝข่ฑกใ€‚ๆœฌๆจกๅž‹ๆ˜ฏๅฐ‘ๅฅณไฝ“ๅž‹็š„ๆจกๅž‹๏ผŒๅนถ้žQ็‰ˆๆจกๅž‹ใ€‚

ไฝฟ็”จๆ–นๆณ•

่ฏทไฝฟ็”จ deepseek ่งฆๅ‘ไบบ็‰ฉๅฝข่ฑกใ€‚ๅปบ่ฎฎ่ฟฝๅŠ ไปฅไธ‹ tag ๏ผŒไปฅ่พพๅˆฐๆ›ดๅฅฝ็š„ๆ•ˆๆžœ๏ผš

(cetacean tail:1.5), loli, blue hair, gradient hair, maid, mary janes, white socks, ankle socks

็ป่ฟ‡ๆต‹่ฏ•๏ผŒๅฆ‚ๆžœไธๅœจๆ็คบ่ฏไธญๅŒ…ๅซ deepseek๏ผŒ้‚ฃไนˆๆœฌๆจกๅž‹ๅ‡ ไนŽไธไผšๅฏนๅ…ถไป–ไบบ็‰ฉๅฝข่ฑก้€ ๆˆๅนฒๆ‰ฐใ€‚

็ป่ฟ‡ๆต‹่ฏ•๏ผŒๆœฌๆจกๅž‹ๅฏไปฅๅ’Œๅ…ถไป–็”ป้ฃŽLoRA้…ๅˆๅนถ่กจ็Žฐ่‰ฏๅฅฝใ€‚

็ป่ฟ‡ๆต‹่ฏ•๏ผŒๆœฌๆจกๅž‹ๅฏไปฅๅœจ anima-aesthetic-v1.1 ไธŠ่ฟ่กŒใ€‚

ๆŽจ่ๅผบๅบฆไธบ 1.

ๆจกๅž‹่ง„ๆ ผ

้กน็›ฎ ่ฏฆๆƒ…
ๆจกๅž‹็ฑปๅž‹ Anima LoRA
ๅบ•ๆจก Anima Base v1.0
LoRA Rank 32
LoRA Alpha 32
่ฎญ็ปƒ่Œƒๅ›ด ไป… UNet
ไฟๅญ˜็ฒพๅบฆ FP16
่พ“ๅ‡บๆ ผๅผ SafeTensors

่ฎญ็ปƒ่ฏฆๆƒ…

้กน็›ฎ ่ฏฆๆƒ…
่ฎญ็ปƒ่ฝฎๆ•ฐ 14+10+6 epochs
ๆ‰นๅคงๅฐ 2
ๆขฏๅบฆ็ดฏ็งฏ 1
ไผ˜ๅŒ–ๅ™จ Automagic
ๅญฆไน ็އ 2ร—10โปโต,2ร—10โปโต,3ร—10โปโต๏ผˆUNet๏ผ‰
ๅญฆไน ็އ่ฐƒๅบฆ Cosine with Restarts
่ฐƒๅบฆๅ‘จๆœŸๆ•ฐ 1
้ข„็ƒญๆญฅๆ•ฐ 50,20,20
่ฎญ็ปƒๅˆ†่พจ็އ 1024ร—1024

ๅ…ผๅฎนๆ€ง

ๆœฌๆจกๅž‹ๅŸบไบŽ Anima Base v1.0 ่ฎญ็ปƒ๏ผŒ็†่ฎบๅ…ผๅฎนไปฅไธ‹็Žฏๅขƒ๏ผš

  • ComfyUI๏ผˆไฝฟ็”จ LoRAๅŠ ่ฝฝๅ™จ๏ผˆไป…ๆจกๅž‹๏ผ‰ ๅŠ ่ฝฝ๏ผ‰
  • ๆ”ฏๆŒ LoKR ๅŠ ่ฝฝ็š„ Stable Diffusion ๅทฅๅ…ท้“พ
  • ๆ‰€ๆœ‰ๆ”ฏๆŒ SafeTensors ๆ ผๅผ็š„ SD ๅทฅๅ…ท

Trigger words

You should use deepseek to trigger the image generation.

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