2DAura-Flux

Prompt

2D Aura, a white cat is facing to the right of a pink butterfly. The cats face is angled towards the left of the frame, while the butterfly is facing away from the cat. The butterflys body is positioned in front of a blue wall, creating a stark contrast to the cats body and the butterflys wings. The background is blurred, adding depth to the scene.

Prompt

2D Aura, a silhouette of a persons head is visible. The persons silhouette is positioned in front of a stark white background. The silhouette of the persons face is visible, with a red light in the upper right corner of the image. The white rabbit is facing to the right, with its head facing towards the left. The rabbits ears are pointed up, and its nose and ears are slightly bent. The background is a pale pink, adding a pop of color to the scene.

Prompt

2D Aura, the silhouette of a mans head is visible against a pink and purple background. The mans silhouette is positioned in a way that creates a stark contrast to the foreground, while the background is a solid pink. The silhouette of the mans neck and shoulders is visible in the bottom left corner of the frame, adding a touch of depth to the composition. The lighting is subdued, creating a sense of depth and composition.

Prompt

2D Aura, a small blue bird perches on the edge of a rusted fence. Its wings are folded neatly, and it gazes toward a soft yellow horizon. The background fades into a gradient of lavender and cream, blurring slightly to emphasize the bird’s form. A shadow of a distant tree subtly silhouettes in the top right corner.

Prompt

2D Aura, the silhouette of a tree stands to the left of the frame, branches sprawling wide against a pale gradient sky transitioning from mint to soft rose. A paper kite, caught in the upper branches, dangles with one tail caught on a twig. The distant mountains are suggested only by a faint line of color change near the bottom.

Prompt

2D Aura, the outline of a foxs head appears in profile, facing left. Its figure is washed in a warm coral orange, contrasting with a cool indigo background. A faint shimmer of stars dots the top half of the image, adding a dreamlike stillness. The fox’s ear is tilted slightly back, as if listening to the silence.

Model description for 2D Aura

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	22 & 3050
Epoch	23	Save Every N Epochs	1

Labeling: florence2-en(natural language & English)

Total Images Used for Training : 18

Best Dimensions & Inference

Dimensions	Aspect Ratio	Recommendation
1280 x 832	3:2	Best
1024 x 1024	1:1	Default

Inference Range

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/2DAura-Flux"
trigger_word = "2D Aura"  
pipe.load_lora_weights(lora_repo)

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