config:
  name: Semiotic
  process:
  - datasets:
    - cache_latents_to_disk: true
      caption_dropout_rate: 0.2
      caption_ext: txt
      folder_path: /root/lorahub/flux-dev/Semiotic/dataset
      resolution:
      - 1024
      shuffle_tokens: true
      token_dropout_rate: 0.01
    device: cuda:0
    model:
      is_flux: true
      name_or_path: black-forest-labs/FLUX.1-dev
      quantize: true
      text_encoder_bits: 8
    network:
      linear: 64
      linear_alpha: 64
      transformer_only: true
      type: lora
    performance_log_every: 500
    sample:
      guidance_scale: 3.5
      height: 1024
      neg: ''
      prompts:
      - A sad rusty blue robot crying in the rain,[semiotic]
      - a beautiful woman hugging a fluffy bunny,[semiotic]
      - Spider-Man,[semiotic]
      - Adorable terrifying tentacled creature with large round eyes and soft fur,
        emerging from cosmic void filled with floating eyeballs and spiral galaxies,[semiotic]
      - Cat [semiotic]
      - Circular sticker design featuring faceless human in white hooded robe with
        black diagonal sash, wearing smooth chrome reflective mask that mirrors surrounding
        environment, carrying ornate copper steampunk scythe with visible gears and
        steam pipes,[semiotic]
      sample_every: 500
      sample_steps: 25
      sampler: flowmatch
      seed: 777
      walk_seed: true
      width: 1024
    save:
      dtype: float16
      max_step_saves_to_keep: 3
      save_every: 500
      save_format: diffusers
    train:
      batch_size: 1
      dtype: bf16
      ema_config:
        ema_decay: 0.99
        use_ema: true
      gradient_accumulation_steps: 1
      gradient_checkpointing: true
      linear_timesteps: true
      loss_type: mse
      lr: 0.5
      noise_scheduler: flowmatch
      optimizer: prodigy
      reg_weight: 0.5
      steps: 3000
      target_noise_multiplier: 1
      train_text_encoder: false
      train_unet: true
    training_folder: /root/lorahub/flux-dev
    trigger_word: semiotic
    type: loradex_trainer
job: extension
meta:
  description: semiotic standard from Alien