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# Audio files - uncompressed
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README.md
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---
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tags:
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- text-to-image
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- lora
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- diffusers
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- template:diffusion-lora
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widget:
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- text: >-
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autumnProxy orange and red tree surrounded by grass and leaves with a double
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rainbow in the sky above the tree
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parameters:
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negative_prompt: cartoon, fake
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output:
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url: images/seasonallandsfluxdev_000100_04_20241227200714.png
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- text: 'autumnProxy red and green maple tree looking up at from underneath '
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parameters:
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negative_prompt: cartoon, fake
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output:
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url: images/seasonallandsflux_001500_03_20241227091256.png
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- text: >-
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autumnProxy orange and red tree surrounded by grass and leaves with a double
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rainbow in the sky above the tree
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parameters:
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negative_prompt: cartoon, fake
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output:
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url: images/seasonallandsfluxdev_000400_04_20241227222430.png
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- text: autumnProxy orange and green maple leaf
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parameters:
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negative_prompt: cartoon, fake
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output:
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url: images/seasonallandsfluxdev_000900_00_20241228020648.png
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- text: autumnProxy red and green leaf
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parameters:
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negative_prompt: cartoon, fake
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output:
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url: images/seasonallandsfluxdev_000400_02_20241227221919.png
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- text: autumnProxy red maple leaf
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parameters:
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negative_prompt: cartoon, fake
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output:
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url: images/seasonallandsfluxdev_000200_02_20241227204642.png
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base_model: black-forest-labs/FLUX.1-dev
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instance_prompt: autumnProxy
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license: apache-2.0
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---
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# seasonalLandsFluxDev
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<Gallery />
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## Model description
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# seasonalLandsFluxDev LoRA
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A LoRA fine-tune for FLUX.1 [dev] that specializes in generating seasonal landscapes with a focus on autumn scenery, foliage, and natural environments.
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## Overview
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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.
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## Installation
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First, ensure you have FLUX.1 [dev] installed:
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```python
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pip install -U diffusers
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Usage
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Loading with Diffusers
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Here's how to apply the LoRA to FLUX.1 [dev]:
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import torch
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from diffusers import FluxPipeline
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# Load base model
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pipe = FluxPipeline.from_pretrained("black-forest-labs/FLUX.1-dev", torch_dtype=torch.bfloat16)
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pipe.enable_model_cpu_offload()
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# Load and apply LoRA weights
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pipe.load_lora_weights("Borcherding/seasonalLandsFluxDev-lora")
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# Generate image
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prompt = "autumnProxy A majestic maple tree with vibrant red and orange leaves, golden afternoon light"
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image = pipe(
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prompt,
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height=1024,
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width=1024,
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guidance_scale=3.5,
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num_inference_steps=50,
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max_sequence_length=512,
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generator=torch.Generator("cpu").manual_seed(0)
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).images[0]
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image.save("autumn-scene.png")
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# Unload LoRA weights if needed
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pipe.unload_lora_weights()
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Merging LoRA (Optional)
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To permanently merge the LoRA weights with the base model:
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pythonCopyimport torch
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from diffusers import FluxPipeline
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# Load base model
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pipe = FluxPipeline.from_pretrained("black-forest-labs/FLUX.1-dev", torch_dtype=torch.bfloat16)
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# Load and merge LoRA weights
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pipe.load_lora_weights("Borcherding/SeasonalLandsFluxDev-lora")
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pipe.merge_lora_weights()
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# Save merged model
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pipe.save_pretrained("seasonal-lands-merged")
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Trigger Word
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```
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Use autumnProxy in your prompts to activate the seasonal enhancements
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Best results achieved when placing the trigger word at the start of the prompt
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Prompt Examples
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"autumnProxy A peaceful forest path covered in fallen maple leaves, morning mist rising"
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"autumnProxy Ancient oak trees with twisted branches, leaves turning golden and red"
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"autumnProxy Scenic mountain valley with autumn colors, warm sunset light"
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Specialized Features
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Enhanced autumn color palette (reds, oranges, yellows, greens)
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Detailed tree and leaf structures
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Natural seasonal lighting effects
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Atmospheric elements like fog and mist
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Realistic ground coverage with fallen leaves
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# Limitations
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This is a LoRA for FLUX.1 [dev] and requires the base model to function
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Focus on natural landscapes and seasonal elements
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Inherits base limitations from FLUX.1 [dev]
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License
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This LoRA falls under the same licensing terms as FLUX.1 [dev]. Please refer to the base model's license for usage terms.
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Credits
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Base model: FLUX.1 [dev] by Black Forest Labs
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LoRA training and development: [Borcherding at BorchInk]
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## Trigger words
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You should use `autumnProxy` to trigger the image generation.
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## Download model
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Weights for this model are available in Safetensors format.
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[Download](/Borcherding/seasonalLandsFluxDev-lora/tree/main) them in the Files & versions tab.
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