| # Reynolds Oil Style LoRA Models | |
| A collection of LoRA (Low-Rank Adaptation) models trained to generate images in the distinctive Reynolds oil painting style using Stable Diffusion 3.5 Large. | |
| ## Models Overview | |
| This repository contains four different model variants, each trained with different captioning strategies and optimizers: | |
| | Model Version | Captioning Strategy | Optimizer | Description | | |
| |---------------|-------------------|-----------|-------------| | |
| | **v0b** | PREFIX | PRODIGY | Optimized with Prodigy optimizer using prefix-style captions | | |
| | **v0c** | PREFIX | ADAMW8BIT | Optimized with AdamW 8-bit using prefix-style captions | | |
| | **v0d** | CONTEXT | PRODIGY | Optimized with Prodigy optimizer using contextual captions | | |
| | **v0f** | CONTEXT | ADAMW8BIT | Optimized with AdamW 8-bit using contextual captions | | |
| ## Dataset | |
| All models were trained on the same high-quality dataset: | |
| - **Dataset Source**: [mushroomfleet/reynolds-oil-style](https://huggingface.co/datasets/mushroomfleet/reynolds-oil-style) | |
| - **Base Model**: Stable Diffusion 3.5 Large | |
| - **Training Type**: LoRA (Low-Rank Adaptation) | |
| ## Usage | |
| ### Basic Usage with Diffusers | |
| ```python | |
| from diffusers import StableDiffusion3Pipeline | |
| import torch | |
| # Load the base model | |
| pipe = StableDiffusion3Pipeline.from_pretrained( | |
| "stabilityai/stable-diffusion-3.5-large", | |
| torch_dtype=torch.float16 | |
| ) | |
| # Load the LoRA weights (replace with your chosen variant) | |
| pipe.load_lora_weights("mushroomfleet/reynolds-oil-style", weight_name="reynolds-oil-style-b") | |
| # Generate an image | |
| prompt = "a majestic landscape in the style of Reynolds oil painting" | |
| image = pipe(prompt, num_inference_steps=28, guidance_scale=7.5).images[0] | |
| image.save("reynolds_style_output.png") | |
| ``` | |
| ### ComfyUI Usage | |
| 1. Download the desired model files (.safetensors) | |
| 2. Place them in your `ComfyUI/models/loras/` directory | |
| 3. Use the "Load LoRA" node in your workflow | |
| 4. Set the strength between 0.7-1.2 for optimal results | |
| ## Model Differences | |
| ### Captioning Strategies | |
| - **PREFIX captions**: Captions begin with style descriptors, helping the model associate the style trigger more directly | |
| - **CONTEXT captions**: Captions integrate style information contextually within the description | |
| ### Optimizers | |
| - **PRODIGY**: An adaptive learning rate optimizer that can provide better convergence for some datasets | |
| - **ADAMW8BIT**: Memory-efficient version of AdamW optimizer, good for stable training | |
| ## Recommended Settings | |
| - **Strength**: 0.8-1.2 | |
| - **CFG Scale**: 7.0-9.0 | |
| - **Steps**: 25-35 | |
| - **Sampler**: DPM++ 2M Karras or Euler A | |
| ## Trigger Words | |
| Use these terms in your prompts to activate the style: | |
| - "R3YN0LDS oil painting style" | |
| ## Example Prompts | |
| ``` | |
| a portrait of a noble gentleman, Reynolds oil painting style, classical lighting, rich colors | |
| a dramatic landscape with stormy skies, oil painting, academic style, detailed brushwork | |
| elegant lady in 18th century dress, Reynolds style portrait, soft lighting, refined details | |
| ``` | |
| ## Training Details | |
| - **Base Model**: Stable Diffusion 3.5 Large | |
| - **Training Resolution**: [Add resolution if known] | |
| - **Batch Size**: [Add if known] | |
| - **Learning Rate**: [Add if known] | |
| - **Training Steps**: [Add if known] | |
| ## License | |
| [Add appropriate license information] | |
| ## Credits | |
| - **Dataset**: Created and curated by mushroomfleet | |
| - **Training**: Conducted using advanced LoRA techniques on SD3.5 Large | |
| - **Style**: Inspired by the classical oil painting techniques of Joshua Reynolds | |
| ## Citation | |
| If you use these models in your research or creative work, please consider citing: | |
| ``` | |
| @misc{reynolds-oil-style-lora, | |
| title={Reynolds Oil Style LoRA Models for Stable Diffusion 3.5}, | |
| author={mushroomfleet}, | |
| year={2025}, | |
| url={https://huggingface.co/mushroomfleet/reynolds-oil-style} | |
| } | |
| ``` | |
| --- | |
| *For questions, issues, or feedback, please open an issue in this repository or contact the author.* |