job: extension
config:
  name: furniture_lora_flux
  process:
  - type: sd_trainer
    training_folder: output
    device: cuda:0
    network:
      type: lora
      linear: 16
      linear_alpha: 16
    save:
      dtype: float16
      save_every: 500
      max_step_saves_to_keep: 4
      push_to_hub: true
    datasets:
    - folder_path: /workspace/furniture/FHGD/imgs
      caption_ext: txt
      caption_dropout_rate: 0.05
      shuffle_tokens: false
      cache_latents_to_disk: true
      resolution:
      - 512
      - 768
      - 1024
    train:
      batch_size: 1
      steps: 10000
      gradient_accumulation_steps: 1
      train_unet: true
      train_text_encoder: false
      gradient_checkpointing: true
      noise_scheduler: flowmatch
      optimizer: adamw8bit
      lr: 0.0001
      ema_config:
        use_ema: true
        ema_decay: 0.99
      dtype: bf16
    model:
      name_or_path: black-forest-labs/FLUX.1-dev
      is_flux: true
      quantize: false
    sample:
      sampler: flowmatch
      sample_every: 250
      width: 1344
      height: 768
      prompts:
      - "A serene, modern caf\xE9 overlooking a rocky coastline, set against a backdrop\
        \ of rain gently falling over the ocean. The caf\xE9 features large glass\
        \ windows, allowing a clear view of the cozy interior where shelves of bottles\
        \ and warm lighting create a welcoming atmosphere. Outside, there is a stylish\
        \ seating area with plush, gray outdoor furniture arranged on a wooden deck,\
        \ offering a perfect spot to relax and enjoy the soothing sounds of the rain\
        \ and the waves crashing against the shore. The entire scene is tranquil and\
        \ inviting, ideal for unwinding in a peaceful environment, detailed, good\
        \ depth, best quality"
      neg: ''
      seed: 42
      walk_seed: true
      guidance_scale: 4
      sample_steps: 20
meta:
  name: furniture_lora_flux
  version: '1.0'