job: extension
config:
  name: flux_dev_finetune
  process:
  - type: sd_trainer
    training_folder: /content/output
    performance_log_every: 50
    device: cuda:0
    network:
      type: lora
      linear: 16
      linear_alpha: 32
    save:
      dtype: float16
      save_every: 250
      max_step_saves_to_keep: 4
    datasets:
    - folder_path: /content/dataset
      caption_ext: txt
      caption_dropout_rate: 0.05
      shuffle_tokens: true
      cache_latents_to_disk: true
      resolution:
      - 512
    train:
      batch_size: 8
      steps: 1000
      gradient_accumulation_steps: 2
      train_unet: true
      train_text_encoder: false
      content_or_style: balanced
      gradient_checkpointing: true
      noise_scheduler: flowmatch
      optimizer: adamw
      lr: 0.0001
      ema_config:
        use_ema: true
        ema_decay: 0.99
      dtype: float16
    model:
      name_or_path: black-forest-labs/FLUX.1-dev
      is_flux: true
      quantize: true
    sample:
      sampler: flowmatch
      sample_every: 500
      width: 512
      height: 512
      prompts:
      - An intricate floral motif inspired by traditional Mughal art, with ornate
        paisleys and delicate vines in shades of deep maroon, emerald green, and gold
        on a cream background, reminiscent of classic shalwar kameez patterns.
      - A luxurious pattern featuring block-printed motifs of lotus flowers and mandalas
        in muted pastel tones of pink, peach, and mint green, evoking the rich textile
        traditions of Pakistans artisanal heritage.
      - A sophisticated fusion of contemporary minimalism with traditional Pakistani
        embroidery, featuring delicate floral butis scattered over a soft linen base
        in pastel tones, perfect for summer tunics.
      - A sophisticated fusion of contemporary minimalism with traditional Pakistani
        embroidery, featuring delicate floral butis scattered over a soft linen base
        in pastel tones, perfect for summer tunics.
      - A Balochi-style geometric pattern with diamond and triangle shapes in earthy
        tones of rust, brown, and cream, paying homage to the nomadic craftsmanship
        of Pakistans western regions
      - A playful polka dot pattern with oversized, irregular dots in bold primary
        colors like red, blue, and yellow, set against a crisp white background, giving
        a retro yet fresh vibe for summer dresses
      - A sophisticated tartan pattern in deep shades of forest green, navy, and burgundy,
        perfect for stylish woolen skirts and scarves, channeling a refined Scottish
        heritage look.
      - A Kashmiri shawl-inspired pattern featuring delicate swirls of vines and paisleys
        in soft pastel shades, woven into an intricate border design for a light,
        airy, and elegant fabric.
      - a serene mountain landscape pattern with stylized pine trees, snow-capped
        peaks, and tranquil lakes, in earthy tones and soft pastels, creating a calming
        atmosphere
      - A hand-painted style floral pattern inspired by the phulkari art of Punjab,
        with large blooming flowers in bright shades of fuchsia, orange, and yellow,
        set against a neutral beige background.
      neg: ''
      seed: 42
      walk_seed: true
      guidance_scale: 4
      sample_steps: 20
meta:
  name: flux_dev_finetune
  version: '1.0'