job: extension
config:
  name: watch_styling_photography
  process:
  - type: ui_trainer
    training_folder: /workspace/ai-toolkit/output
    sqlite_db_path: /workspace/ai-toolkit/aitk_db.db
    device: cuda
    trigger_word: wphoto
    performance_log_every: 10
    network:
      type: lora
      linear: 16
      linear_alpha: 16
      conv: 4
      conv_alpha: 4
      lokr_full_rank: true
      lokr_factor: -1
      network_kwargs:
        ignore_if_contains: []
    save:
      dtype: bf16
      save_every: 250
      max_step_saves_to_keep: 6
      save_format: diffusers
      push_to_hub: false
    datasets:
    - folder_path: /workspace/ai-toolkit/datasets/wphoto
      control_path: null
      mask_path: null
      mask_min_value: 0.1
      default_caption: ''
      caption_ext: txt
      caption_dropout_rate: 0.1
      cache_latents_to_disk: false
      is_reg: false
      network_weight: 1
      resolution:
      - 512
      - 768
      - 1024
      - 1280
      - 1536
      controls: []
    train:
      batch_size: 1
      bypass_guidance_embedding: false
      steps: 1500
      gradient_accumulation: 1
      train_unet: true
      train_text_encoder: false
      gradient_checkpointing: true
      noise_scheduler: flowmatch
      optimizer: adamw8bit
      timestep_type: shift
      content_or_style: style
      optimizer_params:
        weight_decay: 0.01
      unload_text_encoder: false
      lr: 0.0001
      ema_config:
        use_ema: true
        ema_decay: 0.99
      dtype: bf16
      diff_output_preservation: false
      diff_output_preservation_multiplier: 1
      diff_output_preservation_class: person
    model:
      name_or_path: black-forest-labs/FLUX.1-dev
      quantize: false
      quantize_te: true
      arch: flux
      low_vram: false
      model_kwargs: {}
    sample:
      sampler: flowmatch
      sample_every: 250
      width: 1024
      height: 1024
      prompts:
      - wphoto, luxury watch on marble surface, elegant background bokeh, professional
        product styling
      - wphoto, rose gold timepiece with wooden background, warm ambient lighting,
        sophisticated composition
      - wphoto, vintage watch collection arranged artistically, rich textured background,
        premium photography
      - wphoto, single watch positioned on silk fabric, soft studio lighting, luxury
        brand photography
      neg: ''
      seed: 42
      walk_seed: true
      guidance_scale: 3
      sample_steps: 30
      num_frames: 1
      fps: 1
meta:
  name: watch_styling_photography
  version: '1.0'