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Model card auto-generated by SimpleTuner

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  ---
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  license: other
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- base_model: black-forest-labs/FLUX.1-dev
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  tags:
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- - flux
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- - flux-diffusers
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- - text-to-image
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- - diffusers
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- - simpletuner
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- - safe-for-work
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- - lora
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- - template:sd-lora
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- - standard
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  inference: true
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- widget:
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- - text: unconditional (blank prompt)
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- parameters:
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- negative_prompt: blurry, cropped, ugly
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- output:
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- url: ./assets/image_0_0.png
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- - text: >-
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- In the style of a b3nbr4nd painting, A steaming bowl of ramen with
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- chopsticks resting on the edge, against a background of concentric orange
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- and blue circles. The noodles are detailed in a geometric pattern and the
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- steam creates a rhythmic design.
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- parameters:
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- negative_prompt: blurry, cropped, ugly
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- output:
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- url: ./assets/image_1_0.png
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- - text: >-
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- In the style of a b3nbr4nd painting, A vintage record player with vinyl
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- spinning, set on a yellow table. The background features an alternating
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- chevron pattern in purple and green. The turntable's mechanical parts are
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- rendered in precise geometric shapes.
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- parameters:
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- negative_prompt: blurry, cropped, ugly
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- output:
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- url: ./assets/image_2_0.png
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- - text: >-
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- In the style of a b3nbr4nd painting, A sleeping cat curled up in a modernist
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- chair, with a background of interlocking hexagons in red and blue. The cat's
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- fur is stylized into rhythmic curves, matching the geometric environment.
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- parameters:
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- negative_prompt: blurry, cropped, ugly
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- output:
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- url: ./assets/image_3_0.png
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- - text: >-
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- In the style of a b3nbr4nd painting, A classic motorcycle viewed from the
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- side, against a backdrop of radiating diamond patterns in teal and gold. The
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- chrome parts reflect abstract shapes, and the wheels create circular motifs
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- in the composition.
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- parameters:
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- negative_prompt: blurry, cropped, ugly
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- output:
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- url: ./assets/image_4_0.png
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- - text: >-
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- In the style of a b3nbr4nd painting, Portrait of a woman with silver hair
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- wearing dotted blue glasses and a white lace collar, against a swirling
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- background of green and yellow patterns. The background features geometric
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- circles and zigzag designs.
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- parameters:
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- negative_prompt: blurry, cropped, ugly
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- output:
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- url: ./assets/image_5_0.png
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- - text: >-
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- In the style of a b3nbr4nd painting, A storefront sign for 'Golden Palace
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- Noodles' in both English and Chinese characters, mounted on a tall pole
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- against a geometric cityscape with blue and tan buildings. A small arrow
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- points to available parking.
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- parameters:
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- negative_prompt: blurry, cropped, ugly
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- output:
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- url: ./assets/image_6_0.png
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- - text: >-
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- In the style of a b3nbr4nd painting, Dark purple figs sliced in half on a
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- terra cotta plate, revealing their seeded interiors. The background features
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- a repeating pattern of blue and yellow squares, with wavy lines creating a
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- dynamic lower section.
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- parameters:
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- negative_prompt: blurry, cropped, ugly
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- output:
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- url: ./assets/image_7_0.png
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- - text: >-
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- In the style of a b3nbr4nd painting, Two young people wearing matching navy
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- shirts and light gray face masks, posed against a warm yellow background.
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- Their curly hair and gentle head tilts create a symmetrical composition.
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- parameters:
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- negative_prompt: blurry, cropped, ugly
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- output:
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- url: ./assets/image_8_0.png
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- - text: >-
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- In the style of a b3nbr4nd painting, A hamster wearing tiny glasses and a
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- bowtie sitting at a miniature desk with a tiny laptop, against a background
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- of spiral patterns in teal and orange. Office supplies scaled to
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- hamster-size are arranged neatly on the desk.
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- parameters:
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- negative_prompt: blurry, cropped, ugly
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- output:
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- url: ./assets/image_9_0.png
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- - text: >-
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- In the style of a b3nbr4nd painting, A bearded man in a plaid shirt and
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- denim apron carefully sanding a mid-century modern chair, surrounded by
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- woodworking tools. The background features overlapping triangles in rust and
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- navy blue colors, with sawdust creating delicate patterns in the air.
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- parameters:
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- negative_prompt: blurry, cropped, ugly
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- output:
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- url: ./assets/image_10_0.png
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- - text: >-
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- In the style of a b3nbr4nd painting, The Fractured Cathedral – Ruined temple
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- standing between timelines, stained glass windows refracting multiple
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- realities, golden gears turning in the vaulted ceiling, priests in robes of
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- shifting colors, a mechanical choir humming in binary, relics of forgotten
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- AI scattered on an altar, static crackling like divine whispers.
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- output:
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- url: images/example_a42xk8qba.png
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- - text: >-
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- In the style of a b3nbr4nd painting, The Cartographer of Lost Time – A
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- hunched figure tracing glowing lines across an ancient map, ink shifting as
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- if alive, continents forming and vanishing, thousands of tiny golden orbs
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- orbiting the parchment, the map itself whispering of places that no longer
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- exist, candlelight flickering in unknown patterns.
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- output:
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- url: images/example_0916y8ymq.png
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- - text: >-
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- In the style of a b3nbr4nd painting, A steaming outdoor pool carved from
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- volcanic rock, floating lanterns casting rippling golden reflections, pale
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- steam curling upwards into a canopy of sapphire sky, koi fish with silver
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- scales swimming in slow, deliberate circles.
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- output:
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- url: images/example_aych9v4t1.png
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- - text: >-
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- In the style of a b3nbr4nd painting, A spiraling staircase covered in deep
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- red velvet, disappearing into a hazy golden glow, framed by walls of dark
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- mahogany, intricate carvings of animals moving subtly when not directly
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- observed.
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- output:
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- url: images/example_xm1y3tb6v.png
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- - text: >-
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- In the style of a b3nbr4nd painting, A vast, half-built cathedral where
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- stained-glass windows flicker between scenes, as though buffering reality
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- itself. The stone pillars extend endlessly into the sky, sometimes breaking
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- apart into pixels before reforming. At the altar, a priest made of light
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- raises their hands, their face cycling through a thousand unreadable
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- expressions.
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- output:
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- url: images/example_05vukxmgl.png
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- - text: >-
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- In the style of a b3nbr4nd painting, A spiraling stone staircase wrapped
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- around itself, leading both up and down in an endless paradox. Footsteps
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- echo from ahead and behind, but the traveler never sees another person.
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- Hanging lanterns flicker in rhythmic pulses, illuminating carvings of eyes
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- that seem to watch, waiting for the moment someone understands the pattern.
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- output:
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- url: images/example_xizv9nrx2.png
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- - text: >-
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- In the style of a b3nbr4nd painting, starry night sky, tall buildings,
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- skyscrapers, windows, connected buildings, walkway, green checkerboard
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- pattern walkway, arched windows, trees with lights, urban landscape,
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- geometric architecture, city night scene, multicolored buildings, modern
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- cityscape, midground walkway, background buildings, illuminated windows,
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- high-rise structures, blue building, city park with lights
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- output:
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- url: images/example_naqqp69cu.png
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- - text: >-
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- In the style of a b3nbr4nd painting, blue vases, pink tulips, table with
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- patterned tablecloth, orange mugs, green teapot, posters on wall, red
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- poster, text on red poster, white text, yellow wall, drawers in background,
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- multiple cups, ceramic kettle, lid on kettle, floral mug, window with
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- striped curtains, indoor scene, objects on table, vase in center, tea set
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- output:
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- url: images/example_gfqdxqy36.png
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- - text: >-
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- In the style of a b3nbr4nd painting, Towering red clocktower, golden clock
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- hands frozen at midnight, gears visible through glass windows, standing in a
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- misty valley, deep blue sky, orange and pink clouds, warm glowing lanterns
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- on stone pathway, ivy creeping up brick walls, metal staircase leading to a
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- rooftop observatory.
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- output:
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- url: images/example_6507viyod.png
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- - text: >-
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- In the style of a b3nbr4nd painting, Armored knight in reflective silver
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- plate, tattered blue cape, standing on a vast frozen lake, sword planted in
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- ice, glowing runes along blade, towering ice formations in background, pale
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- full moon overhead, scattered red leaves on ice surface, distant torches
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- flickering along mountain ridge.
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- output:
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- url: images/example_lso7epi33.png
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  ---
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@@ -211,7 +37,7 @@ None
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  Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
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- You can find some example images in the following gallery:
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  <Gallery />
@@ -222,10 +48,10 @@ You may reuse the base model text encoder for inference.
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  ## Training settings
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- - Training epochs: 1
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- - Training steps: 3500
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- - Learning rate: 0.0001
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- - Learning rate schedule: polynomial
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  - Warmup steps: 100
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  - Max grad norm: 0.1
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  - Effective batch size: 6
@@ -250,7 +76,7 @@ You may reuse the base model text encoder for inference.
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  ### ben-brand-256
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  - Repeats: 10
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  - Total number of images: 98
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- - Total number of aspect buckets: 1
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  - Resolution: 0.065536 megapixels
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  - Cropped: False
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  - Crop style: None
@@ -286,7 +112,7 @@ You may reuse the base model text encoder for inference.
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  ### ben-brand-768
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  - Repeats: 10
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  - Total number of images: 98
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- - Total number of aspect buckets: 6
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  - Resolution: 0.589824 megapixels
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  - Cropped: False
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  - Crop style: None
@@ -304,7 +130,7 @@ You may reuse the base model text encoder for inference.
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  ### ben-brand-1024
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  - Repeats: 10
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  - Total number of images: 98
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- - Total number of aspect buckets: 7
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  - Resolution: 1.048576 megapixels
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  - Cropped: False
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  - Crop style: None
@@ -322,7 +148,7 @@ You may reuse the base model text encoder for inference.
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  ### ben-brand-1440
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  - Repeats: 10
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  - Total number of images: 98
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- - Total number of aspect buckets: 4
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  - Resolution: 2.0736 megapixels
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  - Cropped: False
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  - Crop style: None
 
1
  ---
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  license: other
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+ base_model: "black-forest-labs/FLUX.1-dev"
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  tags:
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+ - flux
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+ - flux-diffusers
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+ - text-to-image
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+ - diffusers
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+ - simpletuner
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+ - safe-for-work
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+ - lora
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+ - template:sd-lora
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+ - standard
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  inference: true
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
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+
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  <Gallery />
 
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  ## Training settings
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+ - Training epochs: 2
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+ - Training steps: 3750
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+ - Learning rate: 0.00015
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+ - Learning rate schedule: constant
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  - Warmup steps: 100
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  - Max grad norm: 0.1
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  - Effective batch size: 6
 
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  ### ben-brand-256
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  - Repeats: 10
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  - Total number of images: 98
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+ - Total number of aspect buckets: 3
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  - Resolution: 0.065536 megapixels
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  - Cropped: False
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  - Crop style: None
 
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  ### ben-brand-768
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  - Repeats: 10
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  - Total number of images: 98
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+ - Total number of aspect buckets: 3
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  - Resolution: 0.589824 megapixels
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  - Cropped: False
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  - Crop style: None
 
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  ### ben-brand-1024
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  - Repeats: 10
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  - Total number of images: 98
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+ - Total number of aspect buckets: 4
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  - Resolution: 1.048576 megapixels
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  - Cropped: False
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  - Crop style: None
 
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  ### ben-brand-1440
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  - Repeats: 10
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  - Total number of images: 98
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+ - Total number of aspect buckets: 2
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  - Resolution: 2.0736 megapixels
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  - Cropped: False
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  - Crop style: None