job: custom_job
config:
  name: flux_train_replicate
  process:
  - type: custom_sd_trainer
    training_folder: output
    device: cuda:0
    trigger_word: Mandelshtam
    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
    train:
      batch_size: 1
      steps: 1000
      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:
      - '"a photo of an older Mandelshtam walking through Leningrad in 1930 while
        lamenting, by a Neva embankment, in word bubble the text: \YOUVE RETURNED.
        SO, THEN SWALLOW!\ and below it the text: \AS FAST AS YOU MIGHT! ALL THE FISH
        OIL OF LENINGRAD''S RIVERINE LIGHTS!\, Mandelshtam is unshaven, in a tattered
        black suit, scared"'
      - '"a photo of an older Mandelshtam walking through Leningrad in 1930 while
        lamenting, next to some Soviet brutalist buildings from the 30s, in word bubble
        the text: \I''VE RETURNED TO MY CITY! I KNOW IT TO TEARS... \, and below it
        more text: \TINY VEINS... AND TO GLANDS SWOLLEN UP... LIKE A KID''S!\, Mandelshtam
        is unshaven, in a tattered black suit, scared"'
      neg: ''
      seed: 42
      walk_seed: true
      guidance_scale: 3.5
      sample_steps: 28
meta:
  name: flux_train_replicate
  version: '1.0'