metadata

license: other
base_model: black-forest-labs/FLUX.1-dev
tags:
  - flux
  - flux-diffusers
  - text-to-image
  - diffusers
  - simpletuner
  - safe-for-work
  - 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: >-
      This idyllic alpine scene captures a serene lake nestled between lush
      green hills and towering mountains capped with snow. A wooden chalet,
      located on a gently sloping hill, overlooks the vibrant turquoise waters
      of the lake, its spacious balcony offering sweeping views of the
      breathtaking landscape. The surrounding meadows are dotted with colorful
      wildflowers, and tall trees line the hillsides, blending harmoniously with
      the forested mountains in the distance. Beyond the lake, a small village
      can be seen, framed by majestic peaks that rise sharply against a bright
      blue sky adorned with fluffy white clouds. The crystal-clear water
      reflects the sky and the surrounding greenery, enhancing the tranquility
      of the scene. Every detail, from the texture of the grass to the snow on
      the distant mountains, is rendered with vibrant clarity, evoking a sense
      of peace and natural beauty in this picturesque mountain retreat.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_1_0.png
  - text: >-
      This picturesque landscape captures a breathtaking view of an alpine
      valley where a tranquil lake nestles among lush green hills. Snow-capped
      mountain peaks tower in the background, creating a dramatic contrast with
      the vivid greenery and deep blue waters. A winding path, flanked by
      wildflowers and fresh grass, leads the eye through the scene, inviting
      exploration into this pristine environment. The foreground is dotted with
      yellow and purple wildflowers, adding splashes of color that enhance the
      natural beauty of the area. Patches of trees scattered across the
      hillsides and along the lake's edge provide depth and texture to the
      landscape. Above, fluffy white clouds float in a clear blue sky, casting
      soft shadows on the mountains and reflecting the serene atmosphere of this
      peaceful retreat. The entire scene is bathed in bright, natural light,
      highlighting the rich details and vibrant colors of this idyllic mountain
      setting.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_2_0.png
  - text: >-
      A tranquil night scene unfolds over a still lake, where a large, golden
      full moon hangs low in the sky, its soft light mirrored perfectly in the
      water below. Towering evergreen trees line both sides of the lake, their
      dark silhouettes blending into the night, while dense bushes and tall
      grasses along the shoreline create a lush and natural frame. The sky is
      dotted with a scattering of stars and wispy clouds, gently illuminated by
      the moonlight, casting soft reflections on the lake's glassy surface. The
      atmosphere is serene and mystical, with the moon's warm glow contrasting
      against the deep greens of the forest and the cool blues of the night sky.
      Every element, from the texture of the trees to the gentle ripples in the
      water, is rendered in vivid detail, enhancing the peaceful, otherworldly
      mood of this enchanted forest scene.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_3_0.png
  - text: >-
      This idyllic mountain landscape captures a breathtaking alpine scene
      bathed in the golden glow of the setting sun. A cozy wooden cabin sits
      nestled on a verdant hillside, with a winding path leading from the
      foreground to the house. The path is flanked by vibrant pink flowers in
      full bloom, adding color and warmth to the lush green fields. In the
      background, towering snow-capped mountains rise majestically, their rugged
      peaks partially veiled by wisps of clouds. A serene pond near the cabin
      reflects the sunlight and clouds, further enhancing the tranquil
      atmosphere. The sunlight beams through the valley, casting long shadows
      and illuminating the landscape with a peaceful, harmonious glow. The
      entire scene feels like a perfect retreat into nature's beauty, filled
      with vivid colors and natural serenity.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_4_0.png
  - text: >-
      This idyllic alpine scene captures a serene lake nestled between lush
      green hills and towering mountains capped with snow. A wooden chalet,
      located on a gently sloping hill, overlooks the vibrant turquoise waters
      of the lake, its spacious balcony offering sweeping views of the
      breathtaking landscape. The surrounding meadows are dotted with colorful
      wildflowers, and tall trees line the hillsides, blending harmoniously with
      the forested mountains in the distance. Beyond the lake, a small village
      can be seen, framed by majestic peaks that rise sharply against a bright
      blue sky adorned with fluffy white clouds. The crystal-clear water
      reflects the sky and the surrounding greenery, enhancing the tranquility
      of the scene. Every detail, from the texture of the grass to the snow on
      the distant mountains, is rendered with vibrant clarity, evoking a sense
      of peace and natural beauty in this picturesque mountain retreat.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_5_0.png

train-realistic-16-09

This is a standard PEFT LoRA derived from black-forest-labs/FLUX.1-dev.

The main validation prompt used during training was:

This idyllic alpine scene captures a serene lake nestled between lush green hills and towering mountains capped with snow. A wooden chalet, located on a gently sloping hill, overlooks the vibrant turquoise waters of the lake, its spacious balcony offering sweeping views of the breathtaking landscape. The surrounding meadows are dotted with colorful wildflowers, and tall trees line the hillsides, blending harmoniously with the forested mountains in the distance. Beyond the lake, a small village can be seen, framed by majestic peaks that rise sharply against a bright blue sky adorned with fluffy white clouds. The crystal-clear water reflects the sky and the surrounding greenery, enhancing the tranquility of the scene. Every detail, from the texture of the grass to the snow on the distant mountains, is rendered with vibrant clarity, evoking a sense of peace and natural beauty in this picturesque mountain retreat.

Validation settings

CFG: 3.5
CFG Rescale: 0.0
Steps: 20
Sampler: None
Seed: 42
Resolution: 1344x768

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
This idyllic alpine scene captures a serene lake nestled between lush green hills and towering mountains capped with snow. A wooden chalet, located on a gently sloping hill, overlooks the vibrant turquoise waters of the lake, its spacious balcony offering sweeping views of the breathtaking landscape. The surrounding meadows are dotted with colorful wildflowers, and tall trees line the hillsides, blending harmoniously with the forested mountains in the distance. Beyond the lake, a small village can be seen, framed by majestic peaks that rise sharply against a bright blue sky adorned with fluffy white clouds. The crystal-clear water reflects the sky and the surrounding greenery, enhancing the tranquility of the scene. Every detail, from the texture of the grass to the snow on the distant mountains, is rendered with vibrant clarity, evoking a sense of peace and natural beauty in this picturesque mountain retreat.

Negative Prompt
blurry, cropped, ugly

Prompt
This picturesque landscape captures a breathtaking view of an alpine valley where a tranquil lake nestles among lush green hills. Snow-capped mountain peaks tower in the background, creating a dramatic contrast with the vivid greenery and deep blue waters. A winding path, flanked by wildflowers and fresh grass, leads the eye through the scene, inviting exploration into this pristine environment. The foreground is dotted with yellow and purple wildflowers, adding splashes of color that enhance the natural beauty of the area. Patches of trees scattered across the hillsides and along the lake's edge provide depth and texture to the landscape. Above, fluffy white clouds float in a clear blue sky, casting soft shadows on the mountains and reflecting the serene atmosphere of this peaceful retreat. The entire scene is bathed in bright, natural light, highlighting the rich details and vibrant colors of this idyllic mountain setting.

Negative Prompt
blurry, cropped, ugly

Prompt
A tranquil night scene unfolds over a still lake, where a large, golden full moon hangs low in the sky, its soft light mirrored perfectly in the water below. Towering evergreen trees line both sides of the lake, their dark silhouettes blending into the night, while dense bushes and tall grasses along the shoreline create a lush and natural frame. The sky is dotted with a scattering of stars and wispy clouds, gently illuminated by the moonlight, casting soft reflections on the lake's glassy surface. The atmosphere is serene and mystical, with the moon's warm glow contrasting against the deep greens of the forest and the cool blues of the night sky. Every element, from the texture of the trees to the gentle ripples in the water, is rendered in vivid detail, enhancing the peaceful, otherworldly mood of this enchanted forest scene.

Negative Prompt
blurry, cropped, ugly

Prompt
This idyllic mountain landscape captures a breathtaking alpine scene bathed in the golden glow of the setting sun. A cozy wooden cabin sits nestled on a verdant hillside, with a winding path leading from the foreground to the house. The path is flanked by vibrant pink flowers in full bloom, adding color and warmth to the lush green fields. In the background, towering snow-capped mountains rise majestically, their rugged peaks partially veiled by wisps of clouds. A serene pond near the cabin reflects the sunlight and clouds, further enhancing the tranquil atmosphere. The sunlight beams through the valley, casting long shadows and illuminating the landscape with a peaceful, harmonious glow. The entire scene feels like a perfect retreat into nature's beauty, filled with vivid colors and natural serenity.

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: 2
Training steps: 2500
Learning rate: 8e-05
Effective batch size: 1
- Micro-batch size: 1
- Gradient accumulation steps: 1
- Number of GPUs: 1
Prediction type: flow-matching
Rescaled betas zero SNR: False
Optimizer: adamw_bf16
Precision: Pure BF16
Quantised: Yes: int8-quanto
Xformers: Not used
LoRA Rank: 64
LoRA Alpha: None
LoRA Dropout: 0.1
LoRA initialisation style: default

Datasets

realistic-16-09-512

Repeats: 10
Total number of images: 23
Total number of aspect buckets: 1
Resolution: 0.262144 megapixels
Cropped: False
Crop style: None
Crop aspect: None

realistic-16-09-1024

Repeats: 10
Total number of images: 23
Total number of aspect buckets: 1
Resolution: 1.048576 megapixels
Cropped: False
Crop style: None
Crop aspect: None

realistic-16-09-512-crop

Repeats: 10
Total number of images: 23
Total number of aspect buckets: 1
Resolution: 0.262144 megapixels
Cropped: True
Crop style: random
Crop aspect: square

realistic-16-09-1024-crop

Repeats: 10
Total number of images: 23
Total number of aspect buckets: 1
Resolution: 1.048576 megapixels
Cropped: True
Crop style: random
Crop aspect: square

Inference

import torch
from diffusers import DiffusionPipeline

model_id = 'black-forest-labs/FLUX.1-dev'
adapter_id = 'datnt114/train-realistic-16-09'
pipeline = DiffusionPipeline.from_pretrained(model_id)
pipeline.load_lora_weights(adapter_id)

prompt = "This idyllic alpine scene captures a serene lake nestled between lush green hills and towering mountains capped with snow. A wooden chalet, located on a gently sloping hill, overlooks the vibrant turquoise waters of the lake, its spacious balcony offering sweeping views of the breathtaking landscape. The surrounding meadows are dotted with colorful wildflowers, and tall trees line the hillsides, blending harmoniously with the forested mountains in the distance. Beyond the lake, a small village can be seen, framed by majestic peaks that rise sharply against a bright blue sky adorned with fluffy white clouds. The crystal-clear water reflects the sky and the surrounding greenery, enhancing the tranquility of the scene. Every detail, from the texture of the grass to the snow on the distant mountains, is rendered with vibrant clarity, evoking a sense of peace and natural beauty in this picturesque mountain retreat."

pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu')
image = pipeline(
    prompt=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=1344,
    height=768,
    guidance_scale=3.5,
).images[0]
image.save("output.png", format="PNG")