Prompt

flat lay, a medium-sized young man, dressed in a black t-shirt with a yellow collar and a yellow baseball cap on his head. The mans face is angled slightly to the left, with a serious expression on his face. His hair is styled in a wavy bob, adding a pop of color to the scene. The background is a vibrant shade of blue, creating a striking contrast to the mans shirt. The word "ADER" is prominently displayed on the front of the shirt, with the word "error" written in a bold, red font.

Prompt

flat lay, a young man is seated against a stark white backdrop. He is wearing an orange t-shirt, adorned with the word "NATURE" in bold black letters, along with a graphic of three flowers. The mans face is turned to the right, with a serious expression. His left hand is resting on his knee, while his right hand rests on a basketball. His jeans are a dark blue denim, adding a pop of color to the scene.

Prompt

flat lay, A medium shot of a young man in a light purple t-shirt with the words "FRANKLY, DONT GIVE A TAMN!" written in black letters. The man is standing in front of a plain white wall with his left hand on his hip. He has short brown hair and a serious look on his face. He is wearing dark gray pants with a black stripe on the right side of his shirt.

Prompt

flat lay, a young man is seated against a stark white backdrop. He is dressed in a red polo shirt, adorned with a blue collar and a red and yellow stripe down the left side of the shirt. His hands are clasped in front of him, with a tattoo on his left arm. His right hand is resting on his knee, while his left hand rests on his right knee. He is wearing a silver ring on his finger, adding a touch of contrast to his outfit. His hair is short and neatly combed. His eyes are tinted with a light-colored tint.

Prompt

flat lay, a young man standing against a vibrant yellow backdrop. He is wearing a green sweatshirt with the phrase "STAY CURIOUS" printed in white on the chest. His dark blue jeans contrast sharply with the background. He has curly black hair and wears black-framed glasses. His expression is thoughtful, with his right hand resting under his chin. A white wristwatch peeks out from his left sleeve, adding a subtle detail to the composition.

Prompt

flat lay, a young man seated on a metal bench with a bright green backdrop behind him. He is wearing a red hoodie with "ENERGY" printed on the back in bold white letters. His dark gray joggers match his black and white sneakers. He has a relaxed posture, with his arms resting on the back of the bench. His hair is cropped short, and he wears a silver earring in his left ear.

Prompt

flat lay, a young man seated on a light gray floor against a pale yellow background. He is wearing a dark green hoodie with the word "ADVENTURE" printed in bold white letters. The hoodie has a large front pocket where he rests his hands. His dark brown hair is tousled, and he is looking straight ahead with a calm expression. His legs are crossed, and he is wearing white sneakers with bright red laces.

Prompt

flat lay, a young man is standing against a light gray background. He is dressed in a navy blue hoodie with the words "LIMITLESS" printed in bold white letters across the chest. His hands are in the pockets of the hoodie, and he is wearing black track pants with white stripes running down the sides. He has curly black hair and a neutral expression. The background creates a subtle contrast with the dark tones of his outfit.

Prompt

flat lay, a young man stands confidently in front of a bright yellow background. He’s wearing a oversized green hoodie with the word "CHAOS" printed in bold white letters across the chest. His hands are tucked into the pockets of his black joggers, and his hair is styled in loose curls. A pair of white sneakers adds a clean finish to the look. His expression is calm but focused, with his gaze slightly tilted downward.

Prompt

flat lay, A young man seated on a dark wooden bench against a rustic brick wall backdrop. He is wearing a dark green sweatshirt with the words "WILD & FREE" printed in white letters. His black joggers have two white stripes down the side, and he is wearing white sneakers with black soles. His hair is messy, and he is gazing down at a book he is holding in his lap. A coffee cup is placed beside him on the bench.

Prompt

flat lay, A young man is seated on the floor against a bright yellow backdrop. He is wearing a gray hoodie with the words "STAY CHILL" printed in neon green. He has ripped black jeans and white high-top sneakers. His head is tilted slightly downward, with a thoughtful expression on his face. He has medium-length hair styled with a middle parting, and he is holding a pair of black wireless headphones in his hands.

Prompt

flat lay, a young man standing against a light gray wall, wearing a white hoodie with a bold red heart graphic at the center, and the word "LOVE" written underneath it in black letters. He has dark curly hair and is wearing round, gold-rimmed glasses. His hands are tucked into the pockets of his light gray sweatpants, creating a laid-back and relaxed vibe.

Model description for Flux-FlatLay-LoRA

Image Processing Parameters

Parameter	Value	Parameter	Value
LR Scheduler	constant	Noise Offset	0.03
Optimizer	AdamW	Multires Noise Discount	0.1
Network Dim	64	Multires Noise Iterations	10
Network Alpha	32	Repeat & Steps	28 & 3900
Epoch	23	Save Every N Epochs	1

Labeling: florence2-en(natural language & English)

Total Images Used for Training : 60 [ 14 bit raw Camera Uncompressed Format {CUF} ]

Best Dimensions & Inference

Dimensions	Aspect Ratio	Recommendation
1280 x 832	3:1	Compatible
1024 x 1024	768*1024	Best
1024 x 1024	1:1	Default

Inference Range & Sample Endpoint / API

• Recommended Inference Steps: 30–35

Setting Up

import torch
from pipelines import DiffusionPipeline

base_model = "black-forest-labs/FLUX.1-dev"
pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=torch.bfloat16)

lora_repo = "strangerzonehf/Flux-FlatLay-LoRA"
trigger_word = "flat lay"  
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)

Trigger words

You should use flat lay to trigger the image generation.

Download model

Weights for this model are available in Safetensors format.

Download them in the Files & versions tab.