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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
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