job: extension
config:
  name: cozy_house
  process:
  - type: sd_trainer
    training_folder: output
    device: cuda:0
    network:
      type: lora
      linear: 32
      linear_alpha: 32
    save:
      dtype: float16
      save_every: 1000
      max_step_saves_to_keep: 5
      push_to_hub: true
    hf_repo_id: linhqyy/cozy-house
    hf_private: false
    datasets:
    - folder_path: /workspace/cozy_house
      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: 5000
      gradient_accumulation_steps: 1
      train_unet: true
      train_text_encoder: false
      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: black-forest-labs/FLUX.1-dev
      is_flux: true
      quantize: false
    sample:
      sampler: flowmatch
      sample_every: 500
      width: 1344
      height: 768
      prompts:
      - This is a detailed CGI rendering of a cozy, warm, and inviting library room,
        likely situated in a rustic log cabin. The room is illuminated by warm, amber-toned
        lighting from various sources, including a fireplace and wall-mounted lamps.
        The walls are lined with wooden bookshelves, filled with a diverse collection
        of books, and the floor is covered in a rich, dark wooden planks. In the foreground,
        there is a small wooden bar with three bar stools, equipped with a few bottles
        and glasses. In the center of the room, a cozy armchair is positioned near
        a small wooden table, adorned with a few books and a lit candle. To the right,
        a wooden staircase with a wrought-iron railing ascends to a lofted area, adding
        to the room's cozy, cabin-like feel. The background features large floor-to-ceiling
        windows, which offer a view of a serene night sky filled with stars, enhancing
        the room's peaceful atmosphere. The windows are framed by wooden shutters.
        Scattered around the room are various items, including a small rug, a couple
        of cushions, and a few scattered books, adding to the lived-in, comfortable
        ambiance. The overall scene exudes warmth, comfort, and a sense of peaceful
        solitude.
      - This is a digitally created, hyper-realistic image of a cozy, warmly lit indoor
        space with a view of an autumnal night landscape through floor-to-ceiling
        glass windows. The interior features a rustic, wooden aesthetic with a fireplace
        on the left side, adorned with a stone mantel and a cozy, crackling fire.
        Above the mantel, there are several framed photographs and a decorative clock.
        To the right of the fireplace is a built-in wooden bookshelf filled with books
        and decorative items, including a large, colorful poster of a cityscape. In
        the foreground, a wooden coffee table holds a lit white candle, a small glass
        of wine, and a book. A comfortable, cushioned sofa with a colorful, zigzag-patterned
        throw pillow is positioned in front of the table. Two wicker chairs with cushions
        and throws are placed in front of the glass windows, providing a serene view
        of a cityscape with twinkling lights and distant mountains. The room is filled
        with warm, golden light from the fireplace and the hanging chandelier, which
        has five yellow-shaded bulbs. Autumnal trees with vibrant orange and yellow
        leaves frame the windows, enhancing the cozy, autumnal ambiance.
      neg: ''
      seed: 42
      walk_seed: true
      guidance_scale: 4
      sample_steps: 20
meta:
  name: human_training
  version: '1.0'