job: custom_job
config:
  name: flux_train_replicate
  process:
  - type: custom_sd_trainer
    training_folder: output
    device: cuda:0
    trigger_word: WSTF
    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: 1000
      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 bustling indoor scene at a mall, featuring vibrant shops with modern storefronts,
        fashionable shoppers carrying branded bags, and sleek architectural details
        like glass railings and polished floors. Bright lighting from skylights and
        ceiling fixtures creates a lively and energetic atmosphere, capturing the
        essence of a busy shopping day, WSTF style.
      - An elegant cafe inside a mall, with modern seating arrangements, cozy lighting,
        and patrons enjoying artisanal coffee and desserts. The background shows stylish
        decor, a touch of greenery, and the buzz of mall activity, blending sophistication
        with a casual vibe, WSTF style.
      - A wide-angle shot of the central atrium in a Mall, showcasing its expansive
        space with large decorative elements, a water fountain, and escalators leading
        to various levels. People of all ages are walking, shopping, and relaxing,
        immersed in the vibrant and luxurious mall experience, WSTF style.
      - A winter-themed promotional event at a mall, featuring a beautifully decorated
        area with fairy lights, a Christmas tree, and festive displays. Shoppers in
        coats and scarves enjoy the cheerful atmosphere, and a Santa Claus figure
        is interacting with children near a pop-up photo booth, WSTF style.
      neg: ''
      seed: 42
      walk_seed: true
      guidance_scale: 3.5
      sample_steps: 28
meta:
  name: flux_train_replicate
  version: '1.0'