MIDNIGHT_NAI-XL_vPredV2

Model Type: Diffusion-based text-to-image generative model

Previous Base Model: MIDNIGHT_NAI-XL_vPredV1

License: CreativeML Open RAIL++-M

Model Description

MIDNIGHT_NAI-XL_vPredV2 is a specialized fine-tuning of the MIDNIGHT_NAI-XL_vPredV2 (NAI-XL) model, designed to enhance realistic precision, compositional coherence, and versatile style integration. This model excels in generating high-quality realistic images with vibrant colors while minimizing overexposure.

Usage Recommendations

Sampling Methods

MIDNIGHT_NAI-XL_vPredV2 is optimized specifically for Euler (normal).
Use ModelSamplingDiscrete with V-prediction and ZsNR set to true.
Other samplers may not provide stable results, and V-prediction models do not support other samplers.

CFG Scaling

Dynamic CFG Plugin is bypassed as a backup for potential future needs.
Manually adjust CFG scaling within a range of 5-6 for the best balance.
For optimal results, a preferred setting of 5.3 is recommended.

Custom Workflow

For an optimized generation process, use the MIDNIGHT1111_Chasm 02-05-25 ComfyUI workflow.
This workflow is specifically designed to leverage the strengths of MIDNIGHT_NAI-XL_vPredV2, providing a streamlined and efficient image generation pipeline.

MIDNIGHT1111_Chasm

For an optimized generation process, consider using the custom workflow MIDNIGHT1111_Chasm 02-05-25. This workflow is tailored to leverage the strengths of the MIDNIGHT_NAI-XL_vPredV1 model, providing a streamlined and efficient image generation pipeline.

MIDNIGHT1111_Chasm Workflow

Note: The above image is a preview of the MIDNIGHT1111_Chasm workflow.

Trigger Word Lists

To enhance the model's performance and specificity, the following trigger word lists are included:

These lists provide recognized tags for various artists and characters, facilitating more accurate and tailored image generation.

How to Use

Method I: reForge

  1. Installation: If not already installed, follow the instructions in the reForge repository to set up.
  2. Usage: Launch WebUI and use the model as usual.

Method II: ComfyUI

  1. Installation: Follow the setup instructions in the ComfyUI repository.
  2. Workflow Sample: Utilize the provided ComfyUI workflow sample for guidance.

Method III: WebUI

  1. Installation: Follow the instructions in the WebUI repository to set up.

  2. Navigate to the WebUI Directory: Before updating or switching branches, ensure you're inside the stable-diffusion-webui folder command: |

    cd stable-diffusion-webui
    
  3. Switch to the Development Branch (Optional, for testing new features): If you want to use the latest features from the development branch, run: command: |

    git switch dev
    git pull
    

    โš ๏ธ Note: The dev branch may contain bugs. If stability is your priority, it's best to stay on the main branch.

  4. Update WebUI (Main or Dev Branch): To pull the latest updates while on either branch, run: command: |

    git pull
    

    ๐Ÿ”„ Restart WebUI after updating to apply changes."

  5. Configuration: Ensure you're using a stable branch, as the dev branch may contain bugs.

Method IV: Diffusers

import torch
from diffusers import StableDiffusionXLPipeline
from diffusers import EulerDiscreteScheduler

ckpt_path = "/path/to/model.safetensors"
pipe = StableDiffusionXLPipeline.from_single_file(
    ckpt_path,
    use_safetensors=True,
    torch_dtype=torch.float16,
)
scheduler_args = {"prediction_type": "v_prediction", "rescale_betas_zero_snr": True}
pipe.scheduler = EulerDiscreteScheduler.from_config(pipe.scheduler.config, **scheduler_args)
pipe.enable_xformers_memory_efficient_attention()
pipe = pipe.to("cuda")

prompt = """masterpiece, best quality,artist:john_kafka,artist:nixeu,artist:quasarcake, chromatic aberration, film grain, horror \(theme\), limited palette, x-shaped pupils, high contrast, color contrast, cold colors, arlecchino \(genshin impact\), black theme,  gritty, graphite \(medium\)"""
negative_prompt = "nsfw, worst quality, old, early, low quality, lowres, signature, username, logo, bad hands, mutated hands, mammal, anthro, furry, ambiguous form, feral, semi-anthro"

image = pipe(
    prompt=prompt,
    negative_prompt=negative_prompt,
    width=832,
    height=1216,
    num_inference_steps=28,
    guidance_scale=5,
    generator=torch.Generator().manual_seed(42),
).images[0]

image.save("output.png")

Acknowledgments

Special thanks to:

  • Development Team: Laxhar Lab
  • Coding Contributions: Euge
  • Community Support: Various contributors

Additional Resources

License

This model is licensed under the CreativeML Open RAIL++-M License. By using this model, you agree to the terms and conditions outlined in the license.

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