README.md

---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
- Fluid texture
- 3D-Bubbly
- Flux
- Flux-Dev
- LoRA
- SDXL
- SD
widget:
- text: >-
    Create a stunning wallpaper featuring a 3D bubbly-style Batman character in
    his iconic black and grey suit, prominently displaying the yellow bat symbol
    on his chest. The character should have his eyes closed in a relaxed pose,
    with one hand raised as if signaling a gesture. Surround him with a glossy,
    distorted beige background that has fluid-like waves, enhancing the surreal
    effect. Above the character, incorporate the name "Batman" in a bold, black
    comic-style font that matches the overall theme. The image should have a
    surreal, melted appearance, giving it a dynamic, fluid texture that makes it
    ideal for a wallpaper.
  output:
    url: images/1111.png
- text: >- 
    Create a stunning wallpaper featuring a 3D bubbly-style Tom and Jerry scene, showcasing both characters in a playful interaction. Tom should be depicted in his classic blue-gray color, looking surprised with wide eyes and a playful expression, while Jerry, the small brown mouse, should be in a cheeky pose, holding a piece of cheese with a mischievous grin. Surround them with a glossy, distorted beige background that has fluid-like waves, enhancing the surreal effect. Above the characters, incorporate the name "TOM AND JERRY" in a bold, black comic-style font that complements the lively theme. The image should have a surreal, melted appearance, giving it a dynamic, fluid texture that makes it ideal for a fun wallpaper.'
  output:
    url: images/2222.png
- text: >-
    Create a stunning wallpaper featuring a 3D bubbly-style Deadpool character in his iconic red and black suit, vividly showcasing his playful and irreverent personality. The character should be in a dynamic fighting pose, with his eyes narrowed and a cheeky grin, wielding dual katanas ready for action. Surround him with a glossy, distorted red and black background that has fluid-like waves, enhancing the chaotic and intense atmosphere. Above the character, incorporate the name "DEADPOOL" in a bold, white comic-style font with splatters of red, matching the overall theme. The image should have a surreal, melted appearance, giving it a dynamic, fluid texture that makes it ideal for a vibrant and action-packed wallpaper.'
  output:
    url: images/3333.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: 3d bubbly
license: creativeml-openrail-m
---
# Kepler-452b-LoRA-Flux-Dev-3D-Bubbly

<Gallery />

**The model is still in the training phase. This is not the final version and may contain artifacts and perform poorly in some cases.**

## Model description 

**prithivMLmods/Kepler-452b-LoRA-Flux-Dev-3D-Bubbly**

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           | 25 & 1K+ |
| Epoch                     | 20     | Save Every N Epochs       | 1      |

    Labeling: florence2-en(natural language & English)
    
    Total Images Used for Training : 50+ [ Hi-RES ] & More ...............

& More ...

## Trigger prompts

      Create a stunning wallpaper featuring a 3D bubbly-style Batman character in his iconic black and grey suit, prominently displaying the yellow bat symbol on his chest. The character should have his eyes closed in a relaxed pose, with one hand raised as if signaling a gesture. Surround him with a glossy, distorted beige background that has fluid-like waves, enhancing the surreal effect. Above the character, incorporate the name "Batman" in a bold, black comic-style font that matches the overall theme. The image should have a surreal, melted appearance, giving it a dynamic, fluid texture that makes it ideal for a wallpaper.

      Create a stunning wallpaper featuring a 3D bubbly-style Tom and Jerry scene, showcasing both characters in a playful interaction. Tom should be depicted in his classic blue-gray color, looking surprised with wide eyes and a playful expression, while Jerry, the small brown mouse, should be in a cheeky pose, holding a piece of cheese with a mischievous grin. Surround them with a glossy, distorted beige background that has fluid-like waves, enhancing the surreal effect. Above the characters, incorporate the name "TOM AND JERRY" in a bold, black comic-style font that complements the lively theme. The image should have a surreal, melted appearance, giving it a dynamic, fluid texture that makes it ideal for a fun wallpaper.

      Create a stunning wallpaper featuring a 3D bubbly-style Deadpool character in his iconic red and black suit, vividly showcasing his playful and irreverent personality. The character should be in a dynamic fighting pose, with his eyes narrowed and a cheeky grin, wielding dual katanas ready for action. Surround him with a glossy, distorted red and black background that has fluid-like waves, enhancing the chaotic and intense atmosphere. Above the character, incorporate the name "DEADPOOL" in a bold, white comic-style font with splatters of red, matching the overall theme. The image should have a surreal, melted appearance, giving it a dynamic, fluid texture that makes it ideal for a vibrant and action-packed wallpaper.
      
| Parameter       | Value                                                                                 |
|-----------------|---------------------------------------------------------------------------------------|
| Prompt          |  Create a stunning wallpaper featuring a 3D bubbly-style Deadpool character in his iconic red and black suit, vividly showcasing his playful and irreverent personality. The character should be in a dynamic fighting pose, with his eyes narrowed and a cheeky grin, wielding dual katanas ready for action. Surround him with a glossy, distorted red and black background that has fluid-like waves, enhancing the chaotic and intense atmosphere. Above the character, incorporate the name "DEADPOOL" in a bold, white comic-style font with splatters of red, matching the overall theme. The image should have a surreal, melted appearance, giving it a dynamic, fluid texture that makes it ideal for a vibrant and action-packed wallpaper.' |
| Sampler         | euler                                                                                 |

## 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 = "prithivMLmods/Kepler-452b-LoRA-Flux-Dev-3D-Bubbly"
trigger_word = "3d bubbly, Fluid texture "  # Leave trigger_word blank if not used.
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)
```
## Simple Gradio Implementation

## app.py
```
import gradio as gr

gr.load("models/prithivMLmods/Kepler-452b-LoRA-Flux-Dev-3D-Bubbly").launch()
```
## pythonproject.py
```
from fastapi import FastAPI
from fastapi.middleware.cors import CORSMiddleware
import gradio as gr

def image_generator(prompt):
    pass

interface = gr.Interface(fn=image_generator, inputs="text", outputs="image")
app = FastAPI()

app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],  
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)

app = gr.mount_gradio_app(app, interface, path="/")
```
## App File Structure

/project-root/
│
├── .gitattributes         
├── README.md      
├── app.py             
├── pythonproject.py     
│
## Trigger words

You should use `3d bubbly`, `Fluid texture ` to trigger the image generation.

## Similar/Older Variants

[prithivMLmods/Canopus-Pixar-Art](https://huggingface.co./prithivMLmods/Canopus-Pixar-Art) 

[prithivMLmods/Canopus-Pixar-3D-Flux-LoRA](https://huggingface.co./prithivMLmods/Canopus-Pixar-3D-Flux-LoRA) 

## Download model based on Flux-Dev 

Weights for this model are available in Safetensors format.

[Download](/prithivMLmods/Kepler-452b-LoRA-Flux-Dev-3D-Bubbly/tree/main) them in the Files & versions tab.

## Download LoRA based on SDXL

Weights for this model are available in Safetensors format.

[Download](/https://huggingface.co./prithivMLmods/Kepler-452b-LoRA-Flux-Dev-3D-Bubbly/tree/main/SDXL) them in the Files & versions tab.