job: custom_job
config:
  name: flux_train_replicate
  process:
  - type: custom_sd_trainer
    training_folder: output
    device: cuda:0
    trigger_word: MRSDN
    network:
      type: lora
      linear: 16
      linear_alpha: 16
    save:
      dtype: float16
      save_every: 100
      max_step_saves_to_keep: 1
    datasets:
    - folder_path: input_images
      caption_ext: txt
      caption_dropout_rate: 0.1
      shuffle_tokens: false
      cache_latents_to_disk: false
      cache_latents: true
      resolution:
      - 512
      - 768
      - 1024
    train:
      batch_size: 1
      steps: 2000
      gradient_accumulation_steps: 1
      train_unet: true
      train_text_encoder: false
      content_or_style: balanced
      gradient_checkpointing: true
      noise_scheduler: flowmatch
      optimizer: adamw8bit
      lr: 0.0004
      ema_config:
        use_ema: true
        ema_decay: 0.99
      dtype: bf16
    model:
      name_or_path: FLUX.1-dev
      is_flux: true
      quantize: true
    sample:
      sampler: flowmatch
      sample_every: 100
      width: 1024
      height: 1024
      prompts:
      - In the style of MRSDN, A rocky Maine coastline with bold, geometric shapes
        representing cliffs and waves. Strong colors and simplified forms dominate
        the composition.
      - ''
      - In the style of MRSDN, An abstract composition inspired by Berlin's urban
        life. Fragmented shapes, numbers, and symbols arranged in a Cubist-influenced
        style.
      - ''
      - In the style of MRSDN, A still life of flowers in a vase, rendered with thick
        brushstrokes and vibrant, non-naturalistic colors. Simplified forms show Cubist
        influence.
      - ''
      - In the style of MRSDN, A stark New Mexico landscape with stylized mountains
        and desert flora. Bold outlines and earthy colors capture the essence of the
        Southwest.
      - ''
      - In the style of MRSDN, A portrait of a WWI German soldier, composed of geometric
        shapes and military symbols. Strong, emotive use of color and form.
      - ''
      - In the style of MRSDN, Mount Katahdin in Maine, depicted with sharp angles
        and bold colors. The landscape is reduced to its essential forms, emphasizing
        its rugged nature.
      - ''
      - In the style of MRSDN, Modern New York skyscrapers rendered in Hartley's style.
        Geometric shapes and bold colors create a dynamic urban composition.
      - ''
      - In the style of MRSDN, An orbiting space station viewed through a Modernist
        lens. Fragmented forms and symbolic elements represent the futuristic structure.
      - ''
      - In the style of MRSDN, An electric car charging station, depicted with Cubist-inspired
        fragmentation. Bold colors and geometric shapes represent energy and technology.
      - ''
      - In the style of MRSDN, A composition of social media icons and symbols, arranged
        in a Modernist style reminiscent of Hartley's German officer paintings.
      - ''
      - In the style of MRSDN, An abstract representation of climate change, using
        Hartley's bold style to depict melting ice caps, rising seas, and changing
        weather patterns.
      - ''
      - In the style of MRSDN, A person wearing a VR headset, surrounded by fragmented,
        Cubist-inspired virtual elements. Bold colors and geometric forms dominate
        the composition.
      - ''
      - In the style of MRSDN, hamster
      neg: ''
      seed: 42
      walk_seed: true
      guidance_scale: 3.5
      sample_steps: 28
meta:
  name: flux_train_replicate
  version: '1.0'