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---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
- collage
- wallpaper
- vibrant
- multiple-panels
widget:
- text: >-
A vibrant red spiderman is depicted in a collage of multiple panels. The
background is a vibrant orange, adding a pop of color to the scene. The
spidermans suit is a deep red, with a white stripe running down the center
of his chest. His eyes are large, white, and his mouth is slightly open. His
hands are positioned in a way that he is facing towards the right side of
the frame. The entire frame is black, creating a striking contrast with the
red and orange background.
output:
url: images/C1.webp
- text: >-
A vibrant, black-suited Batman is depicted in a collage of multiple panels.
The background is a deep, intense blue, adding a dramatic tone to the scene.
Batmans suit is a rich black with a dark gray bat symbol on his chest. His
eyes are narrow and white, and his mouth is set in a serious expression. His
cape flows around him, and he is facing toward the right side of the frame,
giving a sense of movement. The entire frame is outlined in dark gray,
creating a bold contrast with the dark suit and blue background.
output:
url: images/C2.webp
- text: >-
A vibrant, red-suited Deadpool is depicted in a collage of multiple panels.
The background is a bold, electric yellow, adding an energetic vibe to the
scene. Deadpool’s suit is a striking red with black patches around his eyes
and across his torso, creating a dynamic look. His eyes are expressive and
white, and his mouth is curved into a mischievous smirk. His hands are
positioned confidently, holding one of his katanas, and he is facing toward
the right side of the frame, exuding a playful, yet intense energy. The
entire frame is outlined in black, creating a sharp contrast with the red
suit and vibrant yellow background.
output:
url: images/L3.webp
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: collage
license: creativeml-openrail-m
---
# Castor-Collage-Dim-Flux-LoRA
<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/Castor-Collage-Dim-Flux-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 & 3.2k |
| Epoch | 12 | Save Every N Epochs | 1 |
Labeling: florence2-en(natural language & English)
Total Images Used for Training : 27
## 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/Castor-Collage-Dim-Flux-LoRA"
trigger_word = "collage" # Leave trigger_word blank if not used.
pipe.load_lora_weights(lora_repo)
device = torch.device("cuda")
pipe.to(device)
```
## Sample Image + Prompt
| **Prompt** |
|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| A dynamic scene from GTA (Grand Theft Auto) is depicted in a collage of multiple panels. The background is a gritty, urban cityscape with neon lights casting vibrant shades of purple, blue, and orange, capturing the chaotic energy of the city at night. A character in casual streetwear, holding a bag of cash in one hand and a weapon in the other, stands confidently, slightly facing the right side of the frame. The character has a focused expression, exuding a sense of rebellion and risk. The entire frame is outlined in dark gray, creating a bold contrast with the vibrant city lights and shadowed streets, evoking the intense, action-packed vibe of GTA. |
## App File Structure
/project-root/
├── .gitattributes
├── README.md
├── app.py
├── pythonproject.py
# Best Dimensions
- 512 X 512
- 1024 X 1024
- 768 X 1024
## Trigger words 🧨
> [!WARNING]
> **Trigger words:** You should use `collage` to trigger the image generation.
## Download model
Weights for this model are available in Safetensors format.
[Download](/prithivMLmods/Castor-Collage-Dim-Flux-LoRA/tree/main) them in the Files & versions tab. |