job: extension
config:
  name: latex_v1
  process:
  - type: diffusion_trainer
    training_folder: /data/app/output
    sqlite_db_path: /data/app/aitk_db.db
    device: cuda
    trigger_word: latex
    performance_log_every: 10
    network:
      type: lora
      linear: 32
      linear_alpha: 32
      conv: 16
      conv_alpha: 16
      lokr_full_rank: true
      lokr_factor: -1
      network_kwargs:
        ignore_if_contains: []
    save:
      dtype: bf16
      save_every: 250
      max_step_saves_to_keep: 4
      save_format: diffusers
      push_to_hub: false
    datasets:
    - folder_path: /data/app/datasets/latex_01
      mask_path: null
      mask_min_value: 0.1
      default_caption: ''
      caption_ext: txt
      caption_dropout_rate: 0.05
      cache_latents_to_disk: false
      is_reg: false
      network_weight: 1
      resolution:
      - 512
      - 768
      - 1024
      controls: []
      shrink_video_to_frames: true
      num_frames: 1
      do_i2v: true
      flip_x: false
      flip_y: false
    train:
      batch_size: 1
      bypass_guidance_embedding: false
      steps: 3000
      gradient_accumulation: 1
      train_unet: true
      train_text_encoder: false
      gradient_checkpointing: true
      noise_scheduler: flowmatch
      optimizer: adamw8bit
      timestep_type: weighted
      content_or_style: balanced
      optimizer_params:
        weight_decay: 0.0001
      unload_text_encoder: false
      cache_text_embeddings: false
      lr: 0.0001
      ema_config:
        use_ema: false
        ema_decay: 0.99
      skip_first_sample: false
      force_first_sample: false
      disable_sampling: false
      dtype: bf16
      diff_output_preservation: false
      diff_output_preservation_multiplier: 1
      diff_output_preservation_class: person
      switch_boundary_every: 1
      loss_type: mse
      do_differential_guidance: true
      differential_guidance_scale: 3
    model:
      name_or_path: Tongyi-MAI/Z-Image-Turbo
      quantize: true
      qtype: qfloat8
      quantize_te: true
      qtype_te: qfloat8
      arch: zimage:turbo
      low_vram: false
      model_kwargs: {}
      layer_offloading: false
      layer_offloading_text_encoder_percent: 1
      layer_offloading_transformer_percent: 1
      assistant_lora_path: ostris/zimage_turbo_training_adapter/zimage_turbo_training_adapter_v2.safetensors
    sample:
      sampler: flowmatch
      sample_every: 300
      width: 512
      height: 512
      samples:
      - prompt: A high-detail editorial portrait of a woman wearing a sleek, shining
          black latex bodysuit. High neck, long sleeves. The surface shows intense
          specular highlights and realistic micro-creases at the joints. Soft studio
          lighting, 8k resolution, minimalist grey background.
      - prompt: A fashion model walking in a neon-lit city street, wearing a form-fitting
          red latex crop top paired with baggy denim jeans. The glossy texture of
          the latex contrasts with the rough fabric of the denim. Cinematic lighting,
          rain-slicked pavement, vibrant reflections.
      - prompt: Full body shot of a woman in a midnight blue latex catsuit performing
          a dynamic pose. The suit has a mirror-like finish, reflecting the surrounding
          environment. Sharp focus on the stretching material around the knees and
          elbows. Professional photography, clean composition.
      - prompt: Extreme close-up macro shot of polished purple latex fabric. Focus
          on the smooth, non-porous surface and the way light curves around the edges.
          Subtle highlights and deep shadows, showing the thickness and elasticity
          of the material.
      - prompt: A high-fashion avant-garde look featuring a structured emerald green
          latex dress with exaggerated shoulder pads. The material is highly reflective
          and stiff, shimmering under bright runway lights. Fashion photography, blurred
          audience in the background.
      - prompt: A sci-fi heroine standing in a futuristic laboratory, wearing a white
          latex tactical suit with silver accents. The pearlescent latex surface catches
          the blue and orange glow of holographic displays. Hyper-realistic, volumetric
          lighting, intricate details.
      - prompt: A professional fashion shot of a model in a high-gloss black latex
          outfit, standing next to a sleek, minimalist wall. On the wall is a high-quality
          acrylic sign that reads "Valenti Dynasty" in elegant typography. The reflective
          surface of the latex catches the glow from the sign. Sharp focus, cinematic
          studio lighting, premium aesthetic.
      neg: ''
      seed: 42
      walk_seed: true
      guidance_scale: 1
      sample_steps: 8
      num_frames: 1
      fps: 1
meta:
  name: latex_v1
  version: '1.0'