Hugging Face's logo

Dnau15
/
flux-training-losercity-next

Text-to-Image
Diffusers
stable-diffusion
stable-diffusion-diffusers
simpletuner
lora
template:sd-lora
Model card Files Community
flux-training-losercity-next / README.md
Dnau15's picture
Dnau15
Model card auto-generated by SimpleTuner
2ed4b3d verified
preview code
|
raw
history blame contribute delete
6.63 kB
metadata
license: creativeml-openrail-m
base_model: black-forest-labs/FLUX.1-dev
tags:
  - stable-diffusion
  - stable-diffusion-diffusers
  - text-to-image
  - diffusers
  - simpletuner
  - lora
  - template:sd-lora
inference: true
widget:
  - text: unconditional (blank prompt)
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_0_0.png
  - text: ddttfm, A steaming bowl of ramen with chopsticks resting on the edge.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_1_0.png
  - text: ddttfm, A child holding a colorful kite in a park on a sunny day.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_2_0.png
  - text: >-
      ddttfm, An artist painting a canvas with bright, abstract colors in a
      studio.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_3_0.png
  - text: ddttfm, A stack of old vinyl records next to a vintage turntable.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_4_0.png
  - text: ddttfm, A golden retriever playing fetch with a red ball in the backyard.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_5_0.png
  - text: ddttfm, A woman in a red dress dancing gracefully under a spotlight.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_6_0.png
  - text: ddttfm, A man in a suit typing on a laptop at a modern office desk.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_7_0.png
  - text: >-
      ddttfm, A cup of tea with a lemon slice on a wooden table with a book
      beside it.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_8_0.png
  - text: ddttfm, A bicycle parked against a brick wall covered in ivy.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_9_0.png
  - text: >-
      ddttfm, A chef garnishing a gourmet dish with fresh herbs in a restaurant
      kitchen.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_10_0.png
  - text: ddttfm, A cozy reading nook with a green armchair and a stack of novels.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_11_0.png
  - text: ddttfm, A blue suitcase with travel stickers and a passport peeking out.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_12_0.png
  - text: ddttfm, A street artist painting a vibrant mural on a city wall.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_13_0.png
  - text: ddttfm, A dog wearing a superhero cape playing in the backyard.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_14_0.png
  - text: >-
      ddttfm, A set of art supplies including brushes, paints, and a sketchbook
      on a table.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_15_0.png
  - text: >-
      ddttfm, A man in casual clothes relaxing with a fishing rod by a serene
      lake.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_16_0.png
  - text: ddttfm, A woman in a yoga pose on a beach at sunrise.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_17_0.png
  - text: >-
      ddttfm, A futuristic city skyline with tall, illuminated skyscrapers at
      dusk.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_18_0.png
  - text: >-
      ddttfm, A vintage typewriter with a blank sheet of paper ready to be typed
      on.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_19_0.png
  - text: ddttfm, A collection of colorful balloons floating in the sky at a party.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_20_0.png
  - text: ddttfm, Small green frog napping on the nose of a golden retriever
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_21_0.png
  - text: ddttfm, Small tree frog perching on the tip of a golden retriever's nose
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_22_0.png
  - text: loona from helluva boss is eating a donut
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_23_0.png

flux-training-losercity-next

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

The main validation prompt used during training was:

loona from helluva boss is eating a donut

Validation settings

  • CFG: 3.5
  • CFG Rescale: 0.0
  • Steps: 15
  • Sampler: None
  • Seed: 42
  • Resolution: 1024

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
ddttfm, A steaming bowl of ramen with chopsticks resting on the edge.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A child holding a colorful kite in a park on a sunny day.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, An artist painting a canvas with bright, abstract colors in a studio.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A stack of old vinyl records next to a vintage turntable.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A golden retriever playing fetch with a red ball in the backyard.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A woman in a red dress dancing gracefully under a spotlight.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A man in a suit typing on a laptop at a modern office desk.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A cup of tea with a lemon slice on a wooden table with a book beside it.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A bicycle parked against a brick wall covered in ivy.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A chef garnishing a gourmet dish with fresh herbs in a restaurant kitchen.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A cozy reading nook with a green armchair and a stack of novels.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A blue suitcase with travel stickers and a passport peeking out.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A street artist painting a vibrant mural on a city wall.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A dog wearing a superhero cape playing in the backyard.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A set of art supplies including brushes, paints, and a sketchbook on a table.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A man in casual clothes relaxing with a fishing rod by a serene lake.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A woman in a yoga pose on a beach at sunrise.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A futuristic city skyline with tall, illuminated skyscrapers at dusk.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A vintage typewriter with a blank sheet of paper ready to be typed on.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, A collection of colorful balloons floating in the sky at a party.
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, Small green frog napping on the nose of a golden retriever
Negative Prompt
blurry, cropped, ugly
Prompt
ddttfm, Small tree frog perching on the tip of a golden retriever's nose
Negative Prompt
blurry, cropped, ugly
Prompt
loona from helluva boss is eating a donut
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: 466
  • Training steps: 2800
  • Learning rate: 0.0001
  • Effective batch size: 6
    • Micro-batch size: 6
    • Gradient accumulation steps: 1
    • Number of GPUs: 1
  • Prediction type: flow-matching
  • Rescaled betas zero SNR: False
  • Optimizer: AdamW, stochastic bf16
  • Precision: Pure BF16
  • Xformers: Enabled
  • LoRA Rank: 64
  • LoRA Alpha: None
  • LoRA Dropout: 0.1
  • LoRA initialisation style: default

Datasets

smart_tuner

  • Repeats: 0
  • Total number of images: 36
  • Total number of aspect buckets: 1
  • Resolution: 1 megapixels
  • Cropped: True
  • Crop style: center
  • Crop aspect: square

Inference 

import torch
from diffusers import DiffusionPipeline

model_id = 'black-forest-labs/FLUX.1-dev'
adapter_id = 'Dnau15/flux-training-losercity-next'
pipeline = DiffusionPipeline.from_pretrained(model_id)
pipeline.load_lora_weights(adapter_id)

prompt = "loona from helluva boss is eating a donut"


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=15,
    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=3.5,
).images[0]
image.save("output.png", format="PNG")