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Furkan-SD3

This is a LyCORIS adapter derived from stabilityai/stable-diffusion-3.5-large.

The main validation prompt used during training was:

A photo-realistic image of a cat

Validation settings

  • CFG: 4.0
  • CFG Rescale: 0.0
  • Steps: 20
  • Sampler: None
  • Seed: 42
  • Resolution: 1024x1024

Note: The validation settings are not necessarily the same as the training settings.

You can find some example images in the following gallery:

Prompt
unconditional (blank prompt)
Negative Prompt
blurry, cropped, ugly
Prompt
A fusion of Furkan and Megamind, keeping Furkan’s curly hair, glasses, and beard but giving him blue skin and a large head. He wears a sleek black leather suit with a cape, exuding confidence and intellect. Standing in a neon-lit futuristic city, he’s ready to conquer the world with both charm and genius.
Negative Prompt
blurry, cropped, ugly
Prompt
Dr. Furkan, a brilliant AI researcher with many PhDs and papers. He wears a lab coat, filled with pens and gadgets, and keeps his signature curly hair, beard, and glasses. In a futuristic lab surrounded by holograms and robots, he’s deep in thought, crafting the next breakthrough in AI.
Negative Prompt
blurry, cropped, ugly
Prompt
Furkan as an eccentric pizza chef, tossing glowing dough into the air with flair. He wears a flour-dusted apron and a tall chef’s hat, grinning as if about to reveal a bizarre new recipe. The kitchen is chaotic, with flying ingredients and robots helping him prepare his masterpiece.
Negative Prompt
blurry, cropped, ugly
Prompt
Furkan as a wild rockstar, dressed in leather with a guitar slung over his shoulder. His curly hair spills from under a spiked crown, and his beard has glowing streaks. On stage, bathed in neon lights, he shreds a guitar solo while the crowd roars, glasses reflecting the spotlight.
Negative Prompt
blurry, cropped, ugly
Prompt
furkan wearing a large turban wrapped carefully in multiple layers, creating a tall and imposing shape, the turban is adorned with intricate patterns reflecting the traditional art of the region, his robe is embellished with detailed embroidery especially on the chest and along the sleeves, his cloak appears to be embroidered as well with geometric designs, his gaze is direct and determined conveying a sense of pride and authority
Negative Prompt
blurry, cropped, ugly
Prompt
Furkan standing atop a windswept dune, his cloak billowing behind him in the desert breeze, the sun casts a golden glow highlighting the intricate beadwork on his vest, his turban is wrapped elegantly with a feather tucked into the folds, his boots are sturdy yet ornate with silver buckles, his gaze is fixed on the horizon embodying a spirit of adventure and resilience.
Negative Prompt
blurry, cropped, ugly
Prompt
Furkan seated beside a tranquil river under the shade of ancient willow trees, his lute rests gently on his lap adorned with mother-of-pearl inlays, his tunic is woven with threads of gold forming delicate floral patterns, his turban is modest yet dignified signifying wisdom, his fingers poised to strum a melody, his eyes reflect a deep serenity and connection with nature.
Negative Prompt
blurry, cropped, ugly
Prompt
Furkan walking through a bustling bazaar filled with vibrant colors and enticing aromas, his robes are layered and flowing embellished with patterns of swirling calligraphy, his turban is crowned with a precious gem catching the light, he carries a staff carved with symbols of protection, his smile is warm and welcoming exuding generosity and leadership.
Negative Prompt
blurry, cropped, ugly
Prompt
Furkan riding a majestic horse across verdant plains under a clear sky, his armor is crafted with meticulous detail showcasing craftsmanship of the highest order, his turban is secured tightly ready for the journey ahead, his cape features emblems of his lineage, his posture is upright and commanding illustrating nobility and courage.
Negative Prompt
blurry, cropped, ugly
Prompt
Furkan meditating atop a sacred mountain enveloped in mist, his robes are simple yet adorned with sacred texts along the hems, his turban is pure white symbolizing enlightenment, around his neck hangs a pendant inscribed with ancient runes, his hands rest gently on his knees, his expression is peaceful and introspective indicating spiritual depth and wisdom.
Negative Prompt
blurry, cropped, ugly
Prompt
A young woman dancing gracefully in a meadow blanketed with wildflowers, her dress flows effortlessly adorned with lace and delicate embroidery, her hair is woven with blossoms reflecting the natural beauty around her, she wears a pendant shaped like a crescent moon, her movements are fluid and expressive conveying joy and freedom.
Negative Prompt
blurry, cropped, ugly
Prompt
An elderly man crafting a wooden sculpture in his rustic workshop filled with tools and wood shavings, his apron is worn and stained telling stories of years dedicated to his craft, his hands are steady and skilled carving intricate details, sunlight streams through the window illuminating dust particles, his eyes are focused and content embodying dedication and mastery.
Negative Prompt
blurry, cropped, ugly
Prompt
A child exploring a secret garden hidden behind an old gate covered in ivy, wearing overalls with patches in various shapes and colors, carrying a small satchel filled with collected treasures like stones and feathers, their shoes are muddy from adventure, their face lights up with curiosity and wonder capturing the essence of innocence and discovery.
Negative Prompt
blurry, cropped, ugly
Prompt
A scholar engrossed in ancient texts within a grand library lined with towering bookshelves, their spectacles rest low on their nose, a quill in hand poised over parchment filled with notes, their robe is simple but accented with a finely woven scarf, candles flicker casting a warm glow, their expression is thoughtful and analytical demonstrating intellect and passion for knowledge.
Negative Prompt
blurry, cropped, ugly
Prompt
An artist painting a vibrant mural on a city wall, wearing a jumpsuit splattered with a spectrum of colors, their hair is tied back revealing earrings shaped like tiny palettes, a collection of brushes protrudes from their pocket, passersby stop to admire the emerging masterpiece, their face shows determination and creativity highlighting the transformative power of art.
Negative Prompt
blurry, cropped, ugly
Prompt
A photo-realistic image of a cat
Negative Prompt
blurry, cropped, ugly

The text encoder was not trained. You may reuse the base model text encoder for inference.

Training settings

  • Training epochs: 3
  • Training steps: 2500
  • Learning rate: 1e-05
  • Max grad norm: 0.01
  • Effective batch size: 3
    • Micro-batch size: 1
    • Gradient accumulation steps: 1
    • Number of GPUs: 3
  • Prediction type: flow-matching
  • Rescaled betas zero SNR: False
  • Optimizer: optimi-lion
  • Precision: Pure BF16
  • Quantised: No
  • Xformers: Not used
  • LyCORIS Config:
{
    "bypass_mode": true,
    "algo": "lokr",
    "multiplier": 1.0,
    "full_matrix": true,
    "linear_dim": 10000,
    "linear_alpha": 1,
    "factor": 12,
    "apply_preset": {
        "target_module": [
            "Attention"
        ],
        "module_algo_map": {
            "Attention": {
                "factor": 6
            }
        }
    }
}

Datasets

reg-512

  • Repeats: 0
  • Total number of images: ~288
  • Total number of aspect buckets: 11
  • Resolution: 0.262144 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None
  • Used for regularisation data: Yes

reg-1024

  • Repeats: 0
  • Total number of images: ~291
  • Total number of aspect buckets: 14
  • Resolution: 1.048576 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None
  • Used for regularisation data: Yes

furkan-uncut-512

  • Repeats: 30
  • Total number of images: ~18
  • Total number of aspect buckets: 1
  • Resolution: 0.262144 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None
  • Used for regularisation data: No

furkan-cropped-512

  • Repeats: 30
  • Total number of images: ~18
  • Total number of aspect buckets: 3
  • Resolution: 0.262144 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None
  • Used for regularisation data: No

furkan-uncut-1024

  • Repeats: 30
  • Total number of images: ~12
  • Total number of aspect buckets: 1
  • Resolution: 1.048576 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None
  • Used for regularisation data: No

furkan-cropped-1024

  • Repeats: 30
  • Total number of images: ~12
  • Total number of aspect buckets: 1
  • Resolution: 1.048576 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None
  • Used for regularisation data: No

Inference

import torch
from diffusers import DiffusionPipeline
from lycoris import create_lycoris_from_weights

model_id = 'stabilityai/stable-diffusion-3.5-large'
adapter_id = 'pytorch_lora_weights.safetensors' # you will have to download this manually
lora_scale = 1.0
wrapper, _ = create_lycoris_from_weights(lora_scale, adapter_id, pipeline.transformer)
wrapper.merge_to()

prompt = "A photo-realistic image of a cat"
negative_prompt = 'blurry, cropped, ugly'
pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu')
image = pipeline(
    prompt=prompt,
    negative_prompt=negative_prompt,
    num_inference_steps=20,
    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(1641421826),
    width=1024,
    height=1024,
    guidance_scale=4.0,
).images[0]
image.save("output.png", format="PNG")
Inference API
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