seasonalLandsFluxDev
Model description
seasonalLandsFluxDev LoRA
A LoRA fine-tune for FLUX.1 [dev] that specializes in generating seasonal landscapes with a focus on autumn scenery, foliage, and natural environments.
Overview
This LoRA enhances FLUX.1 [dev]'s ability to generate detailed autumn landscapes with rich, vibrant fall colors, detailed trees, and seasonal elements. Use the trigger word `autumnProxy` to activate the autumn-specific capabilities.
Installation
First, ensure you have FLUX.1 [dev] installed:
pip install -U diffusers
Usage
Loading with Diffusers
Here's how to apply the LoRA to FLUX.1 [dev]:
import torch
from diffusers import FluxPipeline
# Load base model
pipe = FluxPipeline.from_pretrained("black-forest-labs/FLUX.1-dev", torch_dtype=torch.bfloat16)
pipe.enable_model_cpu_offload()
# Load and apply LoRA weights
pipe.load_lora_weights("Borcherding/seasonalLandsFluxDev-lora")
# Generate image
prompt = "autumnProxy A majestic maple tree with vibrant red and orange leaves, golden afternoon light"
image = pipe(
prompt,
height=1024,
width=1024,
guidance_scale=3.5,
num_inference_steps=50,
max_sequence_length=512,
generator=torch.Generator("cpu").manual_seed(0)
).images[0]
image.save("autumn-scene.png")
# Unload LoRA weights if needed
pipe.unload_lora_weights()
Merging LoRA (Optional)
To permanently merge the LoRA weights with the base model:
pythonCopyimport torch
from diffusers import FluxPipeline
# Load base model
pipe = FluxPipeline.from_pretrained("black-forest-labs/FLUX.1-dev", torch_dtype=torch.bfloat16)
# Load and merge LoRA weights
pipe.load_lora_weights("Borcherding/SeasonalLandsFluxDev-lora")
pipe.merge_lora_weights()
# Save merged model
pipe.save_pretrained("seasonal-lands-merged")
Trigger Word
Use autumnProxy in your prompts to activate the seasonal enhancements Best results achieved when placing the trigger word at the start of the prompt
Prompt Examples "autumnProxy A peaceful forest path covered in fallen maple leaves, morning mist rising" "autumnProxy Ancient oak trees with twisted branches, leaves turning golden and red" "autumnProxy Scenic mountain valley with autumn colors, warm sunset light" Specialized Features
Enhanced autumn color palette (reds, oranges, yellows, greens) Detailed tree and leaf structures Natural seasonal lighting effects Atmospheric elements like fog and mist Realistic ground coverage with fallen leaves
Limitations
This is a LoRA for FLUX.1 [dev] and requires the base model to function Focus on natural landscapes and seasonal elements Inherits base limitations from FLUX.1 [dev]
License This LoRA falls under the same licensing terms as FLUX.1 [dev]. Please refer to the base model's license for usage terms. Credits
Base model: FLUX.1 [dev] by Black Forest Labs LoRA training and development: [Borcherding at BorchInk]
Trigger words
You should use autumnProxy
to trigger the image generation.
Download model
Weights for this model are available in Safetensors format.
Download them in the Files & versions tab.
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Model tree for Borcherding/FLUX.1-dev-LoRA-AutumnSpringTrees
Base model
black-forest-labs/FLUX.1-dev