This pipeline uses a LoRA model that has been finetuned from the runwayml/stable-diffusion-v1-5 base model on the iamkaikai/amazing_logos dataset with Nvidia A6000.

• train_batch_size=14
• gradient_accumulation_steps=30
• max_train_steps=3000
• learning_rate=1e-04
• lr_scheduler="cosine" --lr_warmup_steps=2900

Prompt Format

The prompt format is as follows:

{template keywords} + [company name] + [concept & country] + {template keywords}

For example:

Simple elegant logo for a **[Google]**, **[G circle United states]**, successful vibe, minimalist, thought-provoking, abstract, recognizable

The [concept & country] section can include words such as:

• lines
• circles
• triangles
• dot
• crosses
• waves
• square
• letters (A-Z)
• 3D
• Angled
• Arrows
• cube
• Diamond
• Hexagon
• Loops
• outline
• ovals
• rectangle
• reflection
• rings
• round
• semicircle
• spiral
• woven
• stars

Here are some examples of prompts:

• Simple elegant logo for a Digital Art, D A circle, successful vibe, minimalist, thought-provoking, abstract, recognizable
• Simple elegant logo for a 3M Technology Products, 3 M triangles square United states, successful vibe, minimalist, thought-provoking, abstract, recognizable
• Simple elegant logo for a 38Energy, lines drop fire flame water, successful vibe, minimalist, thought provoking, abstract, recognizable, relatable, sharp, vector art, even edges

Preview