README.md

metadata

license: other
base_model: black-forest-labs/FLUX.1-dev
tags:
  - flux
  - flux-diffusers
  - text-to-image
  - image-to-image
  - diffusers
  - simpletuner
  - safe-for-work
  - lora
  - template:sd-lora
  - standard
pipeline_tag: text-to-image
inference: true
widget:
  - text: unconditional (blank prompt)
    parameters:
      negative_prompt: ''''
    output:
      url: ./assets/image_0_0.png
  - text: >-
      photography of a beautiful 26 year old woman in a yoga studio looking at
      the camera, wearing a full white body hugging top with no bra and tight
      white yoga pants. She has nearly white Platinum Blonde long hair and huge
      breasts that are stretching her top to it's limit.
    parameters:
      negative_prompt: ''''
    output:
      url: ./assets/image_1_0.png
  - text: >-
      A photorealistic full body top down angle Instagram influencer-style photo
      featuring a captivating 20-year-old Scandinavian woman. She wears an
      imaginatively stylized corset with a garter belt and delicate stockings,
      exuding a magical, alluring, and sultry charm. Her toned physique is
      emphasized with a narrow waist, long slim legs, and a thigh gap. She has
      bright long golden hair and hazel eyes, laying in the soft grass, against
      a hyper-detailed and beautifully magical fantasy background. The overall
      scene is vibrant and dynamic, showcasing her perfect facial features and
      radiant eyes in an ultra-maximalist style. 
    parameters:
      negative_prompt: ''''
    output:
      url: ./assets/image_2_0.png
  - text: >-
      A young woman with short, bright blue hair stands on a rain-soaked street
      in a neon-lit cyberpunk city, her face fierce and determined. The woman is
      dressed in futuristic armor, glowing with electric lines as she stares
      down a dark alley.
    parameters:
      negative_prompt: ''''
    output:
      url: ./assets/image_3_0.png
  - text: >-
      A heartbreakingly beautiful tall 22 year old woman with long platinum
      blonde hair styled over one eye. She has heavy makeup with dramatic
      eyeshadow and winged mascara and glossy blood red lips. She has piercing
      ice-blue eyes. She has a fit, toned and very tanned body with 36D natural
      breasts. She is wearing school uniform with a black pleated skirt and a
      white shirt that is tied in a knot to reveal her midriff. She has black
      stockings with lace tops and black high heeled school shoes. She gives the
      viewer a flirty smile over her shoulder. She is lifting her skirt to show
      her booty from behind has one hand on her peachy ass with her skirtlift to
      reveal her tiny navy blue panties. She is in a highly detailed classroom
      with the backboard and schools desks and chair visible. The view is from
      behind and below.
    parameters:
      negative_prompt: ''''
    output:
      url: ./assets/image_4_0.png
  - text: >-
      Realistic wide shot photo of woman posing in a luxurious satin lingerie
      set, featuring a plunging bra, delicate thong and a classic garter belt
      with black stockings. The satin lingerie shimmers softly in the light, and
      the cut emphasizes both sophistication and a hint of allure. The lingerie
      is detailed with fine lace edges, highlighting her alluring figure. She
      has light brown hair elegantly styled as if getting ready for a formal
      event. The photo has a cinematic quality with rays of light and dramatic
      play of shadow and light
    parameters:
      negative_prompt: ''''
    output:
      url: ./assets/image_5_0.png

reddy-v1

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

The main validation prompt used during training was:

Realistic wide shot photo of woman posing in a luxurious satin lingerie set, featuring a plunging bra, delicate thong and a classic garter belt with black stockings. The satin lingerie shimmers softly in the light, and the cut emphasizes both sophistication and a hint of allure. The lingerie is detailed with fine lace edges, highlighting her alluring figure. She has light brown hair elegantly styled as if getting ready for a formal event. The photo has a cinematic quality with rays of light and dramatic play of shadow and light

Validation settings

• CFG: 3.5
• CFG Rescale: 0.0
• Steps: 20
• Sampler: FlowMatchEulerDiscreteScheduler
• Seed: 42
• Resolution: 832x1216
• Skip-layer guidance:

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

'

Prompt

photography of a beautiful 26 year old woman in a yoga studio looking at the camera, wearing a full white body hugging top with no bra and tight white yoga pants. She has nearly white Platinum Blonde long hair and huge breasts that are stretching her top to it's limit.

Negative Prompt

'

Prompt

A photorealistic full body top down angle Instagram influencer-style photo featuring a captivating 20-year-old Scandinavian woman. She wears an imaginatively stylized corset with a garter belt and delicate stockings, exuding a magical, alluring, and sultry charm. Her toned physique is emphasized with a narrow waist, long slim legs, and a thigh gap. She has bright long golden hair and hazel eyes, laying in the soft grass, against a hyper-detailed and beautifully magical fantasy background. The overall scene is vibrant and dynamic, showcasing her perfect facial features and radiant eyes in an ultra-maximalist style.

Negative Prompt

'

Prompt

A young woman with short, bright blue hair stands on a rain-soaked street in a neon-lit cyberpunk city, her face fierce and determined. The woman is dressed in futuristic armor, glowing with electric lines as she stares down a dark alley.

Negative Prompt

'

Prompt

A heartbreakingly beautiful tall 22 year old woman with long platinum blonde hair styled over one eye. She has heavy makeup with dramatic eyeshadow and winged mascara and glossy blood red lips. She has piercing ice-blue eyes. She has a fit, toned and very tanned body with 36D natural breasts. She is wearing school uniform with a black pleated skirt and a white shirt that is tied in a knot to reveal her midriff. She has black stockings with lace tops and black high heeled school shoes. She gives the viewer a flirty smile over her shoulder. She is lifting her skirt to show her booty from behind has one hand on her peachy ass with her skirtlift to reveal her tiny navy blue panties. She is in a highly detailed classroom with the backboard and schools desks and chair visible. The view is from behind and below.

Negative Prompt

'

Prompt

Realistic wide shot photo of woman posing in a luxurious satin lingerie set, featuring a plunging bra, delicate thong and a classic garter belt with black stockings. The satin lingerie shimmers softly in the light, and the cut emphasizes both sophistication and a hint of allure. The lingerie is detailed with fine lace edges, highlighting her alluring figure. She has light brown hair elegantly styled as if getting ready for a formal event. The photo has a cinematic quality with rays of light and dramatic play of shadow and light

Negative Prompt

'

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

Training settings

• Training epochs: 5

• Training steps: 1500

• Learning rate: 0.0001

  • Learning rate schedule: constant
  • Warmup steps: 500

• Max grad value: 2.0

• Effective batch size: 1

  • Micro-batch size: 1
  • Gradient accumulation steps: 1
  • Number of GPUs: 1

• Gradient checkpointing: True

• Prediction type: flow-matching (extra parameters=['shift=3', 'flux_guidance_mode=constant', 'flux_guidance_value=1.0', 'flow_matching_loss=compatible', 'flux_lora_target=all'])

• Optimizer: adamw_bf16

• Trainable parameter precision: Pure BF16

• Base model precision: int8-quanto

• Caption dropout probability: 0.0%

• LoRA Rank: 32

• LoRA Alpha: None

• LoRA Dropout: 0.1

• LoRA initialisation style: default

Datasets

reddy-v1-512

• Repeats: 10
• 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

reddy-v1-1024

• Repeats: 10
• Total number of images: 8
• 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

model_id = 'black-forest-labs/FLUX.1-dev'
adapter_id = 'Unmapped2895/reddy-v1'
pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
pipeline.load_lora_weights(adapter_id)

prompt = "Realistic wide shot photo of woman posing in a luxurious satin lingerie set, featuring a plunging bra, delicate thong and a classic garter belt with black stockings. The satin lingerie shimmers softly in the light, and the cut emphasizes both sophistication and a hint of allure. The lingerie is detailed with fine lace edges, highlighting her alluring figure. She has light brown hair elegantly styled as if getting ready for a formal event. The photo has a cinematic quality with rays of light and dramatic play of shadow and light"


## Optional: quantise the model to save on vram.
## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
from optimum.quanto import quantize, freeze, qint8
quantize(pipeline.transformer, weights=qint8)
freeze(pipeline.transformer)
    
pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
model_output = 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(42),
    width=832,
    height=1216,
    guidance_scale=3.5,
).images[0]

model_output.save("output.png", format="PNG")