---
license: other
base_model: "stabilityai/stable-diffusion-3.5-large"
tags:
  - sd3
  - sd3-diffusers
  - text-to-image
  - diffusers
  - simpletuner
  - not-for-all-audiences
  - lora
  - template:sd-lora
  - standard
inference: true
widget:
- text: 'unconditional (blank prompt)'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_0_0.png
- text: 'the face of a girl in the foreground with windswept red hair, green eyes full of determination, while a soft light highlights her'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_1_0.png
- text: 'a serene woman with long blonde hair lying across the branch of a tree, her body is relaxed as she gazes downward, next to her is a fierce black panther with its mouth open in a roar, the background is filled with soft purple and pink hues, creating a dreamlike atmosphere, the lighting casts warm shadows on the characters, blending nature and danger in a calm yet intense scene'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_2_0.png
- text: 'a beautiful woman with flowing hair adorned with flowers and intricate patterns, her expression is confident and mysterious as she holds her hand near her face, she wears an ornate outfit with floral designs, her skin and features are bathed in soft pink tones, the background is filled with decorative swirls and patterns that enhance the elegant and sensual atmosphere, the overall composition is delicate and detailed with a romantic and alluring vibe'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_3_0.png
- text: 'a lively blonde girl with voluminous curly hair wearing a cropped purple top and matching shorts, she holds a soda can with bubbles and fizz surrounding her, her expression is playful and energetic, the background is filled with bright pink and orange colors with comic-like elements and speech bubbles, the overall vibe is fun and vibrant with a pop art style, capturing a dynamic and bubbly atmosphere full of energy and color'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_4_0.png
- text: 'a seductive vampire woman with long flowing dark hair and pale skin, wearing a revealing outfit, she stands in a mystical pose under a crescent moon, her hands raised gracefully as a bat flies above her, her expression is serene and mysterious, the background features dark clouds and a glowing moon halo, creating an ethereal and supernatural atmosphere with soft lighting and shadows, the overall vibe is dark, alluring, and filled with gothic fantasy elements'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_5_0.png
- text: 'a woman with long flowing hair in a seductive pose, her body highlighted by soft blue and pink neon lighting, she glances over her shoulder with an intense and mysterious expression, the background features abstract patterns with a retro-futuristic style, combining halftone dots and sharp angular lines, the lighting creates dramatic shadows, emphasizing her curves and giving the scene a vibrant yet moody atmosphere with a mix of sensuality and artistic flair'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_6_0.png
- text: 'a playful and energetic woman with long flowing white and purple hair, wearing large glasses and a fluffy fur-trimmed outfit, she has cat ears on her head and a choker with a shiny pendant, her expression is lively as she makes a peace sign with her hand, the background is filled with hearts and vibrant neon accents, creating a colorful and dynamic atmosphere, the overall vibe is fun and vibrant with a cute yet bold aesthetic'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_7_0.png
- text: 'a stylish woman with long flowing hair wearing sunglasses, a studded black jacket, and ripped high-waisted shorts, she holds a cold drink in one hand, her outfit features lace accents and layered necklaces, creating a trendy and edgy look, the background shows a soft blue sky with subtle clouds, the overall vibe is fashionable and confident, combining modern street style with a chic, carefree attitude'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_8_0.png
- text: 'a futuristic space-themed girl with large, bright eyes and a cat-inspired helmet, her suit is sleek and white with glowing details, she has vibrant, flowing hair and is surrounded by neon elements and bold, colorful typography in both Japanese and English, the design features dynamic, playful shapes and a space travel theme, the background is filled with vibrant blues and purples, giving the image a fun, energetic, and sci-fi aesthetic with a retro-futuristic touch'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_9_0.png
- text: 'a stylish young woman with short, white-blonde hair, wearing a sleek, light-colored outfit, she stands against a dark background illuminated by vibrant, glowing yellow flowers, her eyes are sharp and glowing with a soft light, petals and embers float around her, giving the scene an ethereal and fiery atmosphere, the contrast between the dark background and the bright flowers creates a striking visual, combining beauty and intensity with a modern and artistic touch'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_10_0.png
- text: 'a dynamic and intense scene featuring a stylized woman with vibrant, neon-lit colors, her body twists in an expressive pose with her arms raised above her head, she has bold makeup, including large heart-shaped blush marks on her cheeks, and her hair flows wildly, illuminated with streaks of pink, blue, and green, she wears a dark, form-fitting outfit with torn, textured patterns that glow under the neon lights, the background is a chaotic mix of abstract splashes and geometric graffiti-like designs, with bright neon greens and pinks contrasting against the dark, midnight-blue backdrop, the overall vibe is energetic and rebellious, with a futuristic, cyberpunk aesthetic and a sense of movement and electricity in the air'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_11_0.png
- text: 'a terrifying, chaotic girl with a massive, gaping mouth full of sharp, jagged teeth, the girl''s face is twisted and deformed, with large, menacing white eyes that glow against the dark, swirling backdrop, her body appears to be made of an amorphous, fluid-like substance, with streams of red and black liquid splashing and twisting around its form, creating a sense of movement and chaos, the lighting casts deep shadows and highlights the glossy, organic texture of the girl, evoking a nightmarish, alien presence, the overall atmosphere is intense and unsettling, with a dark, horror-themed aesthetic that combines grotesque features with fluid, dynamic shapes'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_12_0.png
- text: 'a close-up of a mysterious and fierce girl with glowing pink eyes, her wild, flowing hair is illuminated by neon blue and pink lighting, partially obscuring her face, she has a sly, wicked grin, giving her a menacing and confident expression, her skin and features are highlighted by deep shadows and bright neon colors, creating a striking contrast, the background features abstract halftone patterns, enhancing the comic or manga style of the image, the overall atmosphere is intense and electric, with a cyberpunk aesthetic, showcasing her powerful, dangerous, and enigmatic presence'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_13_0.png
- text: 'a dramatic scene featuring two characters, a fierce woman and a determined man, standing side by side against the backdrop of a large, glowing full moon, the woman has long flowing black hair with neon pink and blue highlights, billowing wildly as she gazes intensely into the distance, she wears a tight, sleek outfit that reflects the glow of the moon and surrounding light, the man stands in a strong, resolute pose, wearing a formal suit with a red tie, his hair is tousled, and his expression is focused, around them, vibrant clouds of pink and blue swirl and mix, adding an ethereal and otherworldly atmosphere, the lighting casts soft neon glows on both characters, enhancing the sense of power and tension in the scene, the composition is dynamic and full of energy, blending gothic, fantasy, and cyberpunk elements for a visually stunning and impactful aesthetic'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_14_0.png
- text: 'a dark and mysterious woman with long, voluminous black hair that swirls around her in intricate, flowing patterns, her eyes are sharp and piercing, and she wears ornate jewelry, including a detailed headpiece with a central gemstone, her facial expression is confident and slightly mischievous, with dark lips and a smirk, her attire is adorned with layered necklaces and delicate chains, adding to her gothic, mystical appearance, the image is rendered in monochrome, with deep shadows and highlights that create a dramatic, high-contrast effect'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_15_0.png
- text: 'a fierce vampire woman with long, flowing dark hair stands in a dynamic pose, her glowing eyes locked on the viewer, she wears a revealing red outfit and a billowing cape, sharp nails poised as rose petals swirl around her, the roses and petals are painted as impressionistic strokes of color and light, abstract and vibrant rather than realistic, behind her, a large full moon with a textured surface showing detailed craters casts a pale glow, blending elegance and danger with her seductive, powerful presence'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_16_0.png
- text: 'profile of a dark-skinned woman with long blonde hair and green-yellow eyes, set against a background of large, vibrant leaves in shades of green, yellow, and red, the leaves dominate the foreground, creating a vivid contrast with the woman’s calm and focused expression, as if she is deep in thought, the lighting highlights her face and hair subtly, while the foliage around her adds a sense of motion and energy, the background fades into deeper greens and yellows'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_17_0.png
- text: 'a dark-skinned woman stands confidently under a starry sky, her long white-purple hair flowing in the wind as she gazes upward, wearing a animal-print slingshot swimsuit, she grips a staff in her hand, her other hand raised to touch her hair, the backdrop is filled with a cosmic expanse of deep purples and blues, with glowing stars scattered across the sky, creating a sense of vastness and mystery, the lighting highlights her sensual and alluring form, casting dramatic shadows, while the red glow around her adds an air of energy and power, her pose is both defiant and regal, as if she is commanding the universe itself'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_18_0.png
- text: 'a trio ready for action, the central figure is a young girl with bright orange hair and vivid blue eyes, her expression is excited and full of energy, she wears a white and red adventurer''s outfit with armored gloves, to her left, a young man with silver-blue hair and sharp eyes looks confidently over his shoulder, dressed in a dark military-style uniform with a high collar, to the right, a confident woman with voluminous white curls and striking green eyes smirks, holding a sword hilt, her outfit is elegant yet practical, combining a navy blue top with gold accents'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_19_0.png
- text: 'a powerful vampire woman stands under a glowing full moon, her pale skin illuminated by the soft moonlight, she wears a revealing, skin-tight red bodysuit with a plunging neckline that accentuates her curves, the outfit features high-cut sides and minimal coverage on her chest, connected by a thin strap at her waist, adding a seductive elegance, a high, stiff collar frames her neck, enhancing her regal, vampiric aura, her long, flowing dark hair cascades dramatically behind her as she tilts her head upward, her eyes half-closed in an intimate and focused expression, above her, a large bat hovers incredibly close, its face just inches from hers, creating the illusion that they are about to kiss, their proximity adds a charged, sensual tension to the scene, the bat’s wings curl around them protectively, while her hands are raised gracefully, almost inviting the encounter, the background is filled with swirling dark clouds, and the full moon casts an ethereal glow, heightening the intensity of the moment, the overall scene combines gothic horror and sensuality, with a striking contrast between the dark atmosphere and the bright highlights of the moon, capturing a moment of supernatural intimacy and power'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_20_0.png
- text: 'a mysterious woman stands in a confident, yet introspective pose, with one hand resting against her face, her black and blue hair flows in long strands, highlighted by vibrant streaks of neon colors, she wears a tight-fitting, glossy outfit adorned with intricate floral patterns, her clothing shimmers in the light, reflecting the vivid neon pink and blue hues around her, a spiked crown floats above her head, emitting sharp, glowing orange rays, giving her an otherworldly and commanding presence, the background is abstract, featuring dark silhouettes of flowers and geometric shapes, creating a futuristic, cyberpunk vibe, the entire scene is bathed in a surreal glow, blending elements of fashion, power, and mystery as she gazes thoughtfully at the viewer with a captivating expression'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_21_0.png
- text: 'a woman with long red hair is shown in a curled-up pose, her face tilted toward her knees, gazing intensely at the camera with a look that combines vulnerability and curiosity, her lips are slightly parted, adding a sense of intrigue, while her green eyes, half-shaded by her bangs, convey a mixture of thoughtfulness and quiet intensity, she wears a bright orange headband that contrasts vividly with the green of her outfit and the background, the outfit is made of olive-green lace, with intricate embroidery that stands out against her fair skin, her left arm is bent and rests on her leg, adorned with an ornate gold bracelet featuring white and black details, the background is a muted teal-green, which enhances the bold colors of the image, creating an elegant contrast between warm and cool tones, the overall atmosphere is sophisticated, with a mix of sensuality, mystery, and strength conveyed through her expressive gaze and compact pose'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_22_0.png
- text: 'a blonde woman, gazing with a confident and relaxed expression, she is wearing a voluminous orange-red fur coat that immediately catches the eye, the soft, fluffy texture contrasts with the gray stone architecture behind her, underneath the coat, a light gray satin sleeve elegantly peeks out, her hands are crossed, adorned with thin, modern rings, the background reveals a quiet city street with historical buildings in neutral tones'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_23_0.png
- text: 'a striking gothic female vampire with long flowing blonde hair wearing a black sleeveless dress, she has an elegant collar with a vampiric touch giving her a regal yet dangerous appearance, her glowing bright blue eyes emit an ethereal light, bats are flying in the background silhouetted against a neon pink and dark purple sky, the lighting emphasizes her pale skin and shadows accentuate her curves, creating a dark and mystical atmosphere filled with supernatural energy'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_24_0.png
---

# besch-style-st-sd3.5-lora-adamw-1e-5-bs2-v01-1050

This is a standard PEFT LoRA derived from [stabilityai/stable-diffusion-3.5-large](https://huggingface.co/stabilityai/stable-diffusion-3.5-large).


No validation prompt was used during training.




None


## Validation settings
- CFG: `5.5`
- CFG Rescale: `0.0`
- Steps: `20`
- Sampler: `None`
- Seed: `42`
- Resolution: `832x1216`

Note: The validation settings are not necessarily the same as the [training settings](#training-settings).

You can find some example images in the following gallery:


<Gallery />

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


## Training settings

- Training epochs: 46
- Training steps: 10500
- Learning rate: 1e-05
- Max grad norm: 0.01
- Effective batch size: 2
  - Micro-batch size: 2
  - Gradient accumulation steps: 1
  - Number of GPUs: 1
- Prediction type: flow-matching
- Rescaled betas zero SNR: False
- Optimizer: adamw_bf16
- Precision: Pure BF16
- Quantised: No
- Xformers: Not used
- LoRA Rank: 64
- LoRA Alpha: 64.0
- LoRA Dropout: 0.1
- LoRA initialisation style: default
    

## Datasets

### BESCH-SD35-V01-512
- Repeats: 1
- Total number of images: 70
- Total number of aspect buckets: 6
- Resolution: 0.262144 megapixels
- Cropped: True
- Crop style: random
- Crop aspect: closest
- Used for regularisation data: No
### BESCH-SD35-V01-768
- Repeats: 1
- Total number of images: 70
- Total number of aspect buckets: 6
- Resolution: 0.589824 megapixels
- Cropped: True
- Crop style: random
- Crop aspect: closest
- Used for regularisation data: No
### BESCH-SD35-V01-1024
- Repeats: 1
- Total number of images: 70
- Total number of aspect buckets: 6
- Resolution: 1.048576 megapixels
- Cropped: True
- Crop style: random
- Crop aspect: closest
- Used for regularisation data: No


## Inference


```python
import torch
from diffusers import DiffusionPipeline

model_id = 'stabilityai/stable-diffusion-3.5-large'
adapter_id = 'gattaplayer/besch-style-st-sd3.5-lora-adamw-1e-5-bs2-v01-1050'
pipeline = DiffusionPipeline.from_pretrained(model_id)
pipeline.load_lora_weights(adapter_id)

prompt = "An astronaut is riding a horse through the jungles of Thailand."
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=832,
    height=1216,
    guidance_scale=5.5,
).images[0]
image.save("output.png", format="PNG")
```