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LoRA model of ling/リィン/令 (Arknights)

What Is This?

This is the LoRA model of waifu ling/リィン/令 (Arknights).

How Is It Trained?

  • This model is trained with kohya-ss/sd-scripts, and the test images are generated with a1111's webui and API sdk.
  • The auto-training framework is maintained by DeepGHS Team. The architecture of base model is is SD1.5.
  • Dataset used for training is the stage3-p480-1200 in CyberHarem/ling_arknights, which contains 1335 images.
  • Trigger word is ling_arknights.
  • Pruned core tags for this waifu are blue hair, long hair, horns, dragon horns, pointy ears, breasts, very long hair, blue eyes, earrings, dragon girl, braid, multicolored hair, large breasts, tail, dragon tail. You can add them to the prompt when some features of waifu (e.g. hair color) are not stable.
  • For more details in training, you can take a look at training configuration file.
  • For more details in LoRA, you can download it, and read the metadata with a1111's webui.

How to Use It?

After downloading the safetensors files for the specified step, you need to use them like common LoRA.

  • Recommended LoRA weight is 0.5-0.85.
  • Recommended trigger word weight is 0.7-1.1.

For example, if you want to use the model from step 6700, you need to download 6700/ling_arknights.safetensors as LoRA. By using this model, you can generate images for the desired characters.

Which Step Should I Use?

We selected 5 good steps for you to choose. The best one is step 6700.

1080 images (1.15 GiB) were generated for auto-testing.

Metrics Plot

Here are the preview of the recommended steps:

Step Epoch CCIP AI Corrupt Bikini Plus Score Download pattern_0 pattern_1_0 pattern_1_1 pattern_2 pattern_3 pattern_4_0 pattern_4_1 pattern_5_0 pattern_5_1 pattern_6 pattern_7_0 pattern_7_1 pattern_7_2 pattern_8 pattern_9_0 pattern_9_1 pattern_9_2 pattern_10 pattern_11 portrait_0 portrait_1 portrait_2 full_body_0 full_body_1 profile_0 profile_1 free_0 free_1 shorts maid_0 maid_1 miko yukata suit china bikini_0 bikini_1 bikini_2 sit squat kneel jump crossed_arms angry smile cry grin n_lie_0 n_lie_1 n_stand_0 n_stand_1 n_stand_2 n_sex_0 n_sex_1
6700 20 0.978 0.958 0.804 0.892 Download pattern_0 pattern_1_0 pattern_1_1 pattern_2 pattern_3 pattern_4_0 pattern_4_1 pattern_5_0 pattern_5_1 pattern_6 pattern_7_0 pattern_7_1 pattern_7_2 pattern_8 pattern_9_0 pattern_9_1 pattern_9_2 pattern_10 pattern_11 portrait_0 portrait_1 portrait_2 full_body_0 full_body_1 profile_0 profile_1 free_0 free_1 shorts maid_0 maid_1 miko yukata suit china bikini_0 bikini_1 bikini_2 sit squat kneel jump crossed_arms angry smile cry grin n_lie_0 n_lie_1 n_stand_0 n_stand_1 n_stand_2 n_sex_0 n_sex_1
3685 11 0.976 0.963 0.815 0.833 Download pattern_0 pattern_1_0 pattern_1_1 pattern_2 pattern_3 pattern_4_0 pattern_4_1 pattern_5_0 pattern_5_1 pattern_6 pattern_7_0 pattern_7_1 pattern_7_2 pattern_8 pattern_9_0 pattern_9_1 pattern_9_2 pattern_10 pattern_11 portrait_0 portrait_1 portrait_2 full_body_0 full_body_1 profile_0 profile_1 free_0 free_1 shorts maid_0 maid_1 miko yukata suit china bikini_0 bikini_1 bikini_2 sit squat kneel jump crossed_arms angry smile cry grin n_lie_0 n_lie_1 n_stand_0 n_stand_1 n_stand_2 n_sex_0 n_sex_1
4020 12 0.975 0.954 0.812 0.797 Download pattern_0 pattern_1_0 pattern_1_1 pattern_2 pattern_3 pattern_4_0 pattern_4_1 pattern_5_0 pattern_5_1 pattern_6 pattern_7_0 pattern_7_1 pattern_7_2 pattern_8 pattern_9_0 pattern_9_1 pattern_9_2 pattern_10 pattern_11 portrait_0 portrait_1 portrait_2 full_body_0 full_body_1 profile_0 profile_1 free_0 free_1 shorts maid_0 maid_1 miko yukata suit china bikini_0 bikini_1 bikini_2 sit squat kneel jump crossed_arms angry smile cry grin n_lie_0 n_lie_1 n_stand_0 n_stand_1 n_stand_2 n_sex_0 n_sex_1
5360 16 0.975 0.957 0.810 0.786 Download pattern_0 pattern_1_0 pattern_1_1 pattern_2 pattern_3 pattern_4_0 pattern_4_1 pattern_5_0 pattern_5_1 pattern_6 pattern_7_0 pattern_7_1 pattern_7_2 pattern_8 pattern_9_0 pattern_9_1 pattern_9_2 pattern_10 pattern_11 portrait_0 portrait_1 portrait_2 full_body_0 full_body_1 profile_0 profile_1 free_0 free_1 shorts maid_0 maid_1 miko yukata suit china bikini_0 bikini_1 bikini_2 sit squat kneel jump crossed_arms angry smile cry grin n_lie_0 n_lie_1 n_stand_0 n_stand_1 n_stand_2 n_sex_0 n_sex_1
2680 8 0.975 0.957 0.810 0.776 Download pattern_0 pattern_1_0 pattern_1_1 pattern_2 pattern_3 pattern_4_0 pattern_4_1 pattern_5_0 pattern_5_1 pattern_6 pattern_7_0 pattern_7_1 pattern_7_2 pattern_8 pattern_9_0 pattern_9_1 pattern_9_2 pattern_10 pattern_11 portrait_0 portrait_1 portrait_2 full_body_0 full_body_1 profile_0 profile_1 free_0 free_1 shorts maid_0 maid_1 miko yukata suit china bikini_0 bikini_1 bikini_2 sit squat kneel jump crossed_arms angry smile cry grin n_lie_0 n_lie_1 n_stand_0 n_stand_1 n_stand_2 n_sex_0 n_sex_1

Anything Else?

Because the automation of LoRA training always annoys some people. So for the following groups, it is not recommended to use this model and we express regret:

  1. Individuals who cannot tolerate any deviations from the original character design, even in the slightest detail.
  2. Individuals who are facing the application scenarios with high demands for accuracy in recreating character outfits.
  3. Individuals who cannot accept the potential randomness in AI-generated images based on the Stable Diffusion algorithm.
  4. Individuals who are not comfortable with the fully automated process of training character models using LoRA, or those who believe that training character models must be done purely through manual operations to avoid disrespecting the characters.
  5. Individuals who finds the generated image content offensive to their values.

All Steps

We uploaded the files in all steps. you can check the images, metrics and download them in the following links:

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Dataset used to train CyberHarem/ling_arknights

Collection including CyberHarem/ling_arknights