28.07.2025
(SDXL,PONY,ILLUSTRIUS,NOOBAI EP) OneTrainer fine-tune settings:
MODEL TAB
Weight Data Type - float16
Override UNET Data Type - float16
Override Text Encoder 1-2 Data Type - float16
Override VAE Data Type - float16
Output Data Type - float16
TRAINING TAB
Optimizer - LION
Learning Rate Scheduler - COSINE
Learning Rate - begin with 1e-05, if it is very baked sample try 1e-06. Determining the learning rate correctly is crucial. A lot of trial and error.
Learning Rate Warmup Steps - 0.25
Epochs - 10 (at least 500 dataset) - If you have smaller dataset, please consider 10.000 - 12.000 steps. If you have bigger dataset epochs are lower.
Batch Size - 1
Train Data Type - float16
Fallback Train Data Type - bfoat16
SAMPLING TAB
Sample after - 300 steps - PNG
BACKUP TAB
Save Every - 1 or 2 EPOCH
Notes:
Once you've prepared a good dataset, you can use these settings. You can prepare the concepts in your dataset with TAGGUI or OneTrainer Dataset Tools. If you have only one or two concepts, LORA is more suitable. For multiple concepts, I recommend full fine-tuning.
Minimum Hardware Recommendation for Fine-Tune:
SDXL - If you want to train text encoders as well, RTX 3090 can handle this. If you leave the text encoders as embeddings, you can do it with the RTX 3080. At least 16GB VRAM
SD1.5 - You have to train the text encoder anyway; 30 epochs is enough for small dataset. Bigger dataset lower epochs. The RTX 3070 can do this job. 8GB VRAM
For Lora Training at least RTX 3060 8GB for sdxl and sd1.5 (768x768 pixels dataset), only unet training with sdxl, no text encoders.
Please don't write that it takes too long with the RTX 3060, it is the minimum hardware you can train with.
22.07.2025
PAINTERLINESS NAISDXL
This model has been fine-tuned with ONETRAINER on NOOBAI EPSILON PRED v1.1 SDXL version.
Recommended Settings:
- Sampling Method: Euler - Heun
- Schedule Type: KL Optimal - Karras
- CFG Scale: 5 - 6
- Sampling Steps: 30 - 50
- Width Res: 864 - Height Res: 1152 (864x1152 - 3:4)
- Hires. Fix - Upsacaler: None or 4x Ultrasharp, Remacri - Denoising Strength: 0.3 - 0.4
There are 3 version BF16, FP16 and FP8. You can use FP8, if you have very limited GPU RAM.
Prompt Recommendation:
- masterpiece, best quality, absurdres, highres, safe, 1woman, mature female, curvy, oil painting, traditional medium
- masterpiece, best quality, absurdres, highres, newest, 1girl, solo, curvy, perfect feminine (muscular:0.6) body, buzz cut, oil painting, traditional medium
Negative Prompt Recommendation:
- deformed iris, deformed pupils, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, deformed, bad anatomy, bad proportions, disfigured, fused fingers, too many fingers, bad hands, text, missing fingers, signature, watermark, username, low contrast
- nsfw, nudity, lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry, sepia, ugly
- nsfw, nudity, lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, blurry, ugly, sepia, deformed iris, deformed pupils, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, deformed, bad anatomy, bad proportions, disfigured, fused fingers, too many fingers, low contrast
21.07.2025
PAINTERLINESS ILSDXL
This model has been fine-tuned with ONETRAINER on ILLUSTRIOUS v2.0 SDXL version.
Recommended Settings:
- Sampling Method: DPM++ 2M SDE - DPM++ SDE
- Schedule Type: Karras - KL Optimal
- CFG Scale: 5 - 6
- Sampling Steps: 30 - 50
- Width Res: 864 - Height Res: 1152 (864x1152 - 3:4)
- Hires. Fix - Upsacaler: None or 4x Ultrasharp, Remacri - Denoising Strength: 0.3 - 0.4
There are 3 version BF16, FP16 and FP8. You can use FP8, if you have very limited GPU RAM.
Prompt Recommendation:
- masterpiece, best quality, absurdres, highres, safe, 1woman, mature female, curvy, oil painting, traditional medium
- masterpiece, best quality, absurdres, highres, newest, 1girl, solo, curvy, perfect feminine (muscular:0.6) body, buzz cut, oil painting, traditional medium
Negative Prompt Recommendation:
- deformed iris, deformed pupils, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, deformed, bad anatomy, bad proportions, disfigured, fused fingers, too many fingers, bad hands, text, missing fingers, signature, watermark, username, low contrast
- nsfw, nudity, lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry, sepia, ugly
- nsfw, nudity, lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, blurry, ugly, sepia, deformed iris, deformed pupils, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, deformed, bad anatomy, bad proportions, disfigured, fused fingers, too many fingers, low contrast
20.07.2025
PAINTERLINESS PDSDXL
This model has been fine-tuned with ONETRAINER on PONY DIFFUSION V6.0 SDXL version.
Recommended Settings:
- Sampling Method: DPM++ 2M SDE - DPM++ SDE
- Schedule Type: Karras - KL Optimal
- CFG Scale: 5 - 7
- Sampling Steps: 30 - 50
- Width Res: 864 - Height Res: 1152 (864x1152 - 3:4)
- Hires. Fix - Upsacaler: None or 4x Ultrasharp, Remacri - Denoising Strength: 0.3 - 0.4
There are 3 version BF16, FP16 and FP8. You can use FP8, if you have very limited GPU RAM.
Prompt Recommendation:
- score_9, score_8_up, score_7_up, rating_safe, 1woman, mature female, curvy body, oil painting, traditional medium
Negative Prompt Recommendation:
- score_6, score_5, score_4, score_3, deformed iris, deformed pupils, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, deformed, bad anatomy, bad proportions, disfigured, fused fingers, too many fingers, bad hands, text, missing fingers, signature, watermark, username, low contrast
19.07.2025
PAINTERLINESS PDSD1.5
This model has been fine-tuned with ONETRAINER on PONY DIFFUSION V6.0 SD1.5 version.
Recommended Settings:
- Clip Skip 2
- Sampling Method: DPM++ 2M SDE - DPM++ SDE
- Schedule Type: Karras - KL Optimal
- CFG Scale: 5 - 7
- Sampling Steps: 30 - 50
- Width Res: 768 - Height Res: 1024 (768x1024 - 3:4)
- Hires. Fix - Upsacaler: None or 4x Ultrasharp, Remacri - Denoising Strength: 0.3 - 0.4
There are 3 version BF16, FP16 and FP8. You can use FP8, if you have very limited GPU RAM.
Prompt Recommendation:
- score_9, score_8_up, score_7_up, rating_safe, 1woman, mature female, curvy body, oil painting, traditional medium
Negative Prompt Recommendation:
- score_6, score_5, score_4, score_3, deformed iris, deformed pupils, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, deformed, bad anatomy, bad proportions, disfigured, fused fingers, too many fingers, bad hands, text, missing fingers, signature, watermark, username, low contrast
Explanations:
score_9, score_8_up, score_7_up: It is rating system for Pony Diffusion. If you don't use it, you will get crappy results.
oil painting, traditional medium: If you want oil painting on canvas effect, use it.