models/DMD2 Speed LoRA [SDXL, Pony, Illustrious] - dmd2_sdxl_4step_lora_fp16

DMD2 Speed LoRA [SDXL, Pony, Illustrious] - dmd2_sdxl_4step_lora_fp16

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9/28/2025
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9:19:56 AM
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A golden cat bathed in UV lighting amidst colorful flowers and butterflies, rendered in a painterly, textured oil painting style with a mysterious and dreamlike atmosphere.
A large futuristic tower with a wide top and mechanical gears at its base, surrounded by flowering pink trees and set against a blue sky with clouds.
Silhouette of a girl standing in a flowering meadow at sunset with a surreal twisted shadow swirling upward into a peach and mauve sky
A dark silhouette of a young woman with short hair in a high-contrast scarlet and crimson workshop illuminated by tenebrism lighting and deep shadows.

Recommended Negative Prompts

NSFW, naked, nude, watermark, text, simple background

Recommended Parameters

samplers

LCM, lcm

steps

8

cfg

1.4 - 1.8

other models

Checkpoints\Checkpoints\SDXL\Unsorted\juggernautXL_juggXIByRundiffusion.safetensors (33e58e8668)

Tips

Load the LoRA like any other and start with a weight of 0.7, adjusting as preferred.

Use with any SDXL or similar checkpoint for best results.

Merge the LoRA into a checkpoint to incorporate it directly and avoid separate loading.

If images appear washed out or bland, increase the CFG value.

The LoRA allows fewer steps for generation with better results but does not improve speed itself.

Version Highlights

dmd2_sdxl_4step_lora_fp16

This is the official DMD2 implementation LoRA from the Improved Distribution Matching Distillation for Fast Image Synthesis paper.

dmd2_sdxl_4step_lora

Original model at Huggingface tianweiy/DMD2.

Steps: 8

LoRA weight: 0.7

Sampler: LCM

Scheduler: Normal, Simple

CFG: 1.4 - 1.8

I use similar settings on both a low resolution base image, and the upscaled refinement pass (hires fix).

Usage

Load the LoRA like any other. I recommend a weight of 0.7, but feel free to play around.

You should be able to use it with any SDXL or similar checkpoint. Use the settings above.

You can also merge this into a checkpoint and save that, to include the result of the LoRA into the checkpoint directly. This means you no longer need to load this as a LoRA, and you can still use it with LCM and low steps for good result.

The LoRA itself doesn't add any speed improvement, it just allows you to generate at fewer steps, with better result.

If the results are washed out and bland, try increasing the CFG.

Licence

Creative Commons Attribution Non Commercial 4.0

I am not the creator of the model, just uploading the model here to make it easier to download and reference in creations. Full credit goes to Tianwei Yin.

Contributor

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Model Details

Model type

LORA

Base model

SDXL 1.0

Model version

dmd2_sdxl_4step_lora_fp16

Model hash

b3d9173815

Creator

Discussion

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Images by DMD2 Speed LoRA [SDXL, Pony, Illustrious] - dmd2_sdxl_4step_lora_fp16

A golden cat bathed in UV lighting amidst colorful flowers and butterflies, rendered in a painterly, textured oil painting style with a mysterious and dreamlike atmosphere.
A large futuristic tower with a wide top and mechanical gears at its base, surrounded by flowering pink trees and set against a blue sky with clouds.
Silhouette of a girl standing in a flowering meadow at sunset with a surreal twisted shadow swirling upward into a peach and mauve sky
A dark silhouette of a young woman with short hair in a high-contrast scarlet and crimson workshop illuminated by tenebrism lighting and deep shadows.

lora Images

A cyberpunk cyborg girl with blue hair and pink eyes sitting against a pastel blue background, wearing a pink jacket and black clothing, featuring mechanical legs and arms with detailed robot joints, illustrated in a watercolor retro style.
A white-haired girl with red eyes and asymmetrical hair stands in a foggy sword tomb wearing a black jacket and a golden spiked gauntlet, holding a red glowing sword.
A dark fantasy scene with a kneeling armored male figure with demon wings, glowing red eyes, and multicolored hair in front of a large glowing red moon, surrounded by swords in a pool of blood.
Close-up of a dark fantasy character with white hair, black horns, pointed ears, clad in ornate golden armor adorned with skull motifs, holding a red glowing spear.
A giant brain suspended inside a green stasis tank filled with bubbling water, surrounded by tubes and cables inside a dimly lit military laboratory with scientists observing.
A female elf with long black hair, long ears, and green eyes wearing a detailed black dress and holding a gnarled staff standing in a foggy graveyard.
An AI generated image using stable diffusion showing a grand wizard in a blue robe with a mystical figure behind him.
Anime-style depiction of a female warrior with green hair, wearing a teal outfit with a brown belt, a purple cape, and orange gloves and boots. The image is generated using stable diffusion.
A vintage woman with red hair in a black dress holding two skulls and laughing joyfully. This is an AI generated image using Stable Diffusion.
Samurai standing in a dimly lit alley at night, generated by AI using Stable Diffusion.

speed Images

A fierce woman with long flowing white hair rides a motorcycle sharply leaning on a winding mountain road while wearing a white wedding dress, anime style
Semi-realistic anime woman with jet-black hair, wearing a neon-accented racing jacket, standing by a metal railing near a Formula 1 track in neon-lit Shanghai at night.
Sunlit asphalt road with large yellow 'Go Fast' text formed by tire tracks, a car on the left side, and a dramatic sunset sky with clouds and mountains in the background.
Nighttime shot of a 1989 Mazda 787B race car speeding on a wet LeMans track with rain falling, water droplets trailing the tires, and a light streak behind.
Vibrant illustration of Pikachu charging towards the viewer with an aggressive expression, surrounded by colorful particles and motion blur effects.
Black and white luxury racing boat speeding on calm sea at sunset with motion blur, two people wearing helmets at the helm, pink tinted sky.
Red rally car racing through a snowy forest at night with heavy snow and glowing warm headlights.
A blurred carousel in rapid rotation with a dark horse figure flying through the air against an overcast sky and outdoor landscape.

tool Images

A furry humanoid character with a backpack and axe walking through a post-apocalyptic landscape. This is an AI generated image using Stable Diffusion.