config:
  name: flux_dev_tosti_vector_without_captions
  process:
  - datasets:
    - cache_latents_to_disk: true
      caption_dropout_rate: 0.2
      caption_ext: txt
      folder_path: /root/lorahub/flux_dev_tosti_vector_without_captions/dataset
      resolution:
      - 512
      - 768
      - 1024
      shuffle_tokens: false
      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: 42
      linear_alpha: 42
      transformer_only: true
      type: lora
    performance_log_every: 500
    sample:
      height: 1024
      neg: ''
      prompts:
      - This image is a bright, cartoon-style digital illustration. It features a
        simplified character of a person with large, rounded eyes, smooth skin, and
        exaggerated facial features, giving it a playful and humorous vibe. The person
        has curly brown hair, stylized in a consistent pattern, and wears a bright
        purple shirt. Their facial expression is slightly quirky, with a small, tilted
        smile and raised eyebrows, adding to the playful tone. Surrounding the person's
        head are five vibrant hummingbirds, depicted with outstretched wings in different
        flying positions. Each bird has bright green feathers with blue accents, and
        thin, pointed beaks, which are characteristic of hummingbirds. The wings have
        a gradient effect, transitioning from blue to gray, giving the impression
        of light and movement. The birds' small red eyes and slender bodies are also
        detailed, complementing the overall stylized look. The background is simple
        and white, which keeps the focus on the central figure and the birds. The
        art style is clean, with smooth, solid colors and no visible outlines, typical
        of vector art. The image is highly symmetrical, creating a balanced and visually
        appealing composition. This style is common in modern digital illustrations
        designed for lighthearted, fun contexts.
      - This is a digital cartoon illustration that portrays a character reminiscent
        of a horror or dark fantasy figure. The central figure is a pale, human-like
        face with an eerie, menacing expression. The character's skin is stark white,
        creating a ghostly appearance, and is crisscrossed with red lines forming
        a grid pattern on the head. At each intersection of the grid, there are metal
        nails or pins, all protruding outward in a symmetrical fashion, emphasizing
        a mechanical or tortured aesthetic. The eyes are dark and sunken with heavy,
        dark red and black shading around them, creating an ominous stare. The character's
        mouth is open, revealing sharp teeth with a distinct gap between the top and
        bottom sets, further adding to the unsettling look. The nose is thin, with
        blue-tinted shadows around it, enhancing the cold, inhuman feel of the face.
        The figure is dressed in black, with only the high collar visible, further
        isolating the attention on the face and head. The background is a gradient
        of dark gray to black, which contributes to the foreboding tone of the image.
        The overall style uses clean, solid lines and smooth gradients, typical of
        modern vector art, but the subject matter and atmosphere are much darker and
        gothic compared to typical cartoon illustrations.The image draws upon visual
        cues from horror characters, using sharp contrast, exaggerated facial features,
        and symmetrical patterns to evoke unease. The pins and grid pattern across
        the head give it a painful and torturous look, likely referencing themes of
        body modification or mechanical horror.
      - "This is a colorful and exaggerated digital cartoon illustration of a woman\
        \ with a dramatic and expressive facial expression. The character's large,\
        \ bright green eyes are wide open, with heavy, long eyelashes that are stylized\
        \ to the point of being almost comical. The eye makeup is bold, featuring\
        \ light green eyeshadow that contrasts with the vibrant yellow-green irises.\
        \ Her eyebrows are thick and arched in a way that adds to the intense expression.\
        \ Her mouth is open wide, revealing bright white teeth, a red tongue, and\
        \ exaggerated lips painted in glossy pink, suggesting that she's either screaming\
        \ or shouting in surprise. Her rosy cheeks and the deep lines on her forehead\
        \ further emphasize the animated emotion of shock or fear. The woman's hair\
        \ is voluminous and pure white, styled in large, flowing waves that frame\
        \ her face. The hair has a sharp, graphic quality, with defined highlights\
        \ and shadows that enhance its thickness and give it a dynamic appearance.\
        \ Her skin tone is a vibrant orange-tan, giving her a sun-kissed or possibly\
        \ artificial look, consistent with the exaggerated style of the image. Her\
        \ shoulders and upper chest are visible, drawn with similarly smooth shading\
        \ to give a sense of muscle or form, though there\u2019s no detail beyond\
        \ the neck. The background is a solid dark blue, which contrasts sharply with\
        \ the bright and bold colors of the figure, making her stand out. The overall\
        \ style is highly exaggerated and graphic, typical of pop art or caricature,\
        \ with an emphasis on bold colors, sharp contrasts, and overstated features\
        \ to evoke a larger-than-life presence. The image feels playful and theatrical,\
        \ with a sense of drama conveyed through the character's wide-open eyes and\
        \ mouth."
      - his digital cartoon illustration features a male character with a neutral
        expression. He is wearing a black helmet with two visible ventilation holes
        on top and a white logo resembling a cluster of circles. The helmet has chin
        straps on both sides, secured with buckles, adding a protective, sporty look.
        The man has glasses with rectangular frames, clear brown eyes, and a neatly
        trimmed beard and mustache, which frame his face symmetrically. His hair,
        partially visible under the helmet, is black and straight. The character wears
        a black shirt with a pointed collar, and a small part of a white undershirt
        is visible at the neckline, adding contrast to his dark outfit. His eyebrows
        are arched slightly, giving him a calm, thoughtful appearance. The background
        is a solid, bright yellow, which contrasts sharply with the black and dark
        tones of his helmet, beard, and clothing, making the character stand out prominently.
        The illustration uses smooth shading and bold, clean lines, typical of vector
        art. The overall tone is modern, simple, and slightly playful due to the bright
        background and clean design elements.
      - "This is a cartoon-style digital illustration of a character with a comical\
        \ fusion of a chimpanzee\u2019s head and a human body. The chimpanzee's face\
        \ is prominently featured, with exaggerated proportions for humor. Its large,\
        \ open mouth reveals pink gums, a long, wide tongue hanging out, and a few\
        \ cartoonishly exaggerated white teeth, giving it a goofy and playful appearance.\
        \ The chimp's small, round orange eyes have a curious and slightly mischievous\
        \ look, and the nostrils are depicted as small, dark circles above the mouth.\
        \ The ears are large and protrude from both sides of the head, adding to the\
        \ humorous, caricature-like design. The character wears a formal black suit\
        \ with a white shirt and a black tie, contrasting sharply with the animalistic\
        \ head. This creates a humorous juxtaposition between the sophisticated human\
        \ attire and the chimpanzee face. The background is a solid, deep purple,\
        \ which complements the brown tones of the chimp\u2019s fur and the black\
        \ suit, making the character pop visually. The illustration is done in a clean,\
        \ vector art style, with smooth shading and bold lines. The overall tone is\
        \ playful and surreal, combining elements of both human and animal features\
        \ in a whimsical and exaggerated manner."
      - This is a playful digital cartoon illustration featuring a young boy and a
        white cat. The boy has a cheerful expression, with wide brown eyes and an
        open mouth, showing his teeth in a happy, excited manner. His brown hair is
        short and styled with a slightly angular cut, with a lighter patch of brown
        forming a beard along his jawline. He is wearing a bright orange long-sleeved
        shirt, which contrasts nicely against the green background. The white cat
        is nestled closely against the boy, with its front paws affectionately draped
        over his shoulder as though it's hugging him. The cat's large yellow eyes,
        with narrow, black vertical pupils, give it a curious yet calm expression.
        Its ears are pointed, and its pink nose and whiskers are drawn simply but
        add to its cute, friendly appearance. The background is a solid green, which
        provides a clean, colorful backdrop that allows the figures of the boy and
        cat to stand out. The illustration is rendered in a modern, vector art style,
        characterized by bold lines, smooth shapes, and vibrant colors, giving it
        a fun and lively feel. The interaction between the boy and the cat suggests
        a strong bond, adding warmth and charm to the image.
      sample_every: 500
      sample_steps: 25
      sampler: flowmatch
      seed: 42
      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: 0.0002
      noise_scheduler: flowmatch
      optimizer: adamw8bit
      reg_weight: 1.0
      steps: 3000
      target_noise_multiplier: 1.0
      train_text_encoder: false
      train_unet: true
    training_folder: /root/lorahub
    trigger_word: ''
    type: sd_trainer
job: extension
meta:
  description: This training does not use captions