job: custom_job
config:
  name: flux_train_replicate
  process:
  - type: custom_sd_trainer
    training_folder: output
    device: cuda:0
    trigger_word: Logo
    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: 0.05
      shuffle_tokens: false
      cache_latents_to_disk: false
      cache_latents: true
      resolution:
      - 512
      - 768
      - 1024
    train:
      batch_size: 1
      steps: 3000
      gradient_accumulation_steps: 1
      train_unet: true
      train_text_encoder: false
      content_or_style: balanced
      gradient_checkpointing: false
      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: false
    sample:
      sampler: flowmatch
      sample_every: 100
      width: 1024
      height: 1024
      prompts:
      - A minimalist, sleek waveform symbol representing innovation and dynamic progress,
        using gradient shades of teal and navy blue.
      - A simplified geometric mountain logo, with sharp triangular shapes and soft
        shadowing, colored in subtle monochrome shades.
      - A clean, minimalistic circle intertwined with connected nodes or dots, symbolizing
        technology and connectivity, in shades of electric green or cyan.
      - A smooth, contemporary infinity symbol with subtle gradient colors of deep
        purple and pastel lavender, symbolizing endless possibilities.
      - An elegant and sharp origami-style bird silhouette with clean geometric lines,
        colored in monochromatic shades of grey or muted pastel tones.
      - A modern logo featuring a simple leaf shape blended with circuit lines, accompanied
        by the company name 'EcoTech Solutions' in a sleek sans-serif typeface, in
        fresh green and silver tones.
      - A minimalistic city skyline silhouette above the text 'UrbanPeak,' set in
        bold, modern typography, with contrasting colors such as charcoal grey and
        bright orange.
      - An abstract, minimalist depiction of an interior room using geometric shapes
        and perspective lines, combined with subtle gradients of warm beige and cream.
      - A contemporary, minimalist house outline intertwined with subtle neural network
        nodes, symbolizing AI-driven interior design, in soft tones of navy blue and
        ivory.
      - A sophisticated and modern cube logo in minimalist style, utilizing a gradient
        effect from pastel teal to soft coral, symbolizing creativity and structure.
      - ''
      neg: ''
      seed: 42
      walk_seed: true
      guidance_scale: 3.5
      sample_steps: 28
meta:
  name: flux_train_replicate
  version: '1.0'