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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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- stable-diffusion
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- lora
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- diffusers
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- template:sd-lora
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widget:
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- text: >-
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a lizard riding a bicycle in space, hand colored etching, by thomas
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rowlandson <lora:thomas_rowlandson_sdxl_v1-000020:1.0>
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output:
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url: images/00238-2223492874.png
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- text: >-
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a cyborg robot sitting on the couch watching television while eating a
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cake, hand colored etching, by thomas rowlandson
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<lora:thomas_rowlandson_sdxl_v1-000020:1.0>
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output:
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url: images/00260-1848573368.png
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- text: >-
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a kangaroo riding jet-skis on the lake, hand colored etching, by thomas
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rowlandson <lora:thomas_rowlandson_sdxl_v1-000020:1.0>
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output:
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url: images/00269-3351763931.png
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- text: >-
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a frog sitting in a chair watching television and eating a soup, hand
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colored etching, by thomas rowlandson
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<lora:thomas_rowlandson_sdxl_v1-000020:1.0>
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output:
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url: images/00275-3938854558.png
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- text: >-
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a chameleon wearing a superhero costume, hand colored etching, by thomas
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rowlandson <lora:thomas_rowlandson_sdxl_v1-000020:1.0>
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output:
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url: images/00215-900192190.png
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- text: >-
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a monkey selling bananas in the jungle, hand colored etching, by thomas
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rowlandson <lora:thomas_rowlandson_sdxl_v1-000020:1.0>
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output:
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url: images/00265-347247939.png
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base_model: stabilityai/stable-diffusion-xl-base-1.0
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instance_prompt: hand painted etching by thomas rowlandson
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license: cc-by-nc-nd-4.0
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---
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# Thomas Rowlandson
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<Gallery />
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## Model description
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---
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[![Discord](https://img.shields.io/discord/1091306623819059300?color=7289da&label=Discord&logo=discord&logoColor=fff&style=for-the-badge)](https://discord.com/invite/m3TBB9XEkb)
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## Model Overview
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This model card introduces the Rowlandson Visions LoRA (Low-Rank Adaptation) model, trained on the Thomas Rowlandson Hand-Colored Etchings Collection. Accessible from our [Thomas Rowlandson Collection](https://huggingface.co/datasets/Blib-la/thomas_rowlandson_dataset), this model is tailored to recognize, analyze, and generate imagery inspired by Thomas Rowlandson's distinctive hand-colored etchings. These artworks, originating from the late 18th to early 19th century, offer a satirical and picturesque view of British life, society, and landscapes. The Rowlandson Visions LoRA model captures the essence of Rowlandson's artistry, enabling the generation of images that reflect his unique style and thematic focus.
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## Training Configuration
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- **Dataset**: [Thomas Rowlandson Collection](https://huggingface.co/datasets/Blib-la/thomas_rowlandson_dataset)
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- **Epochs**: 20
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- **Number of Images**: 80
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- **Repeats per Image**: 10 (Employing each image multiple times during training to deepen model understanding)
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- **Optimizer**: DAdaptAdam (Chosen for its adaptability and performance with LoRA models)
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- **Precision**: bf16 (For a balanced approach to computational efficiency and memory management)
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- **Main Trigger**: Activation by the phrase "hand painted etching by thomas rowlandson" to generate images reflecting Rowlandson's style.
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- **Xformers**: Utilized to improve transformer model operations
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- **Captioning Method**: Employing GPT-Vision with captions designed for token shuffling to maximize learning outcomes
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- **Base Model**: Built on the foundation of Stable Diffusion XL 1.0, known for its intricate and nuanced image generation
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## Model Usage
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The Rowlandson Visions LoRA model excels in producing images that mimic Thomas Rowlandson's renowned hand-colored etchings. It serves as a powerful tool for exploring historical art styles, educational purposes, and artistic inspiration, offering insights into British culture and humor of the era.
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## Performance and Limitations
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- **Performance**: Demonstrates a robust capability to generate art that aligns with Rowlandson's hand-colored etchings, capturing the humor and critique of British society.
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- **Limitations**: Given the dataset's focus on Rowlandson's work, the model might not fully encompass the broader spectrum of 18th and 19th-century art styles.
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## Ethical Considerations
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- **Intended Use**: Crafted for scholarly, educational, and non-commercial creative endeavors, aiming to foster appreciation and understanding of historical art.
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- **Bias and Fairness**: Reflects biases inherent in Rowlandson's subjects and perspectives, indicative of his time's societal attitudes.
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## Licensing
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- **Model License**: Provided for non-commercial use under the Creative Commons Attribution-NonCommercial 4.0 Generic (CC BY-NC 4.0) license.
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- **Dataset License**: The Thomas Rowlandson Collection is licensed under CC BY-NC 2.0.
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## Contributions and Feedback
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We welcome and value your contributions to improve the model and feedback regarding its performance. For further engagement, visit the model's Hugging Face page to share your insights or contribute.
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## Trigger Words
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Utilize the phrase "hand painted etching by thomas rowlandson" to prompt image generation in Rowlandson's style.
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## Trigger words
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You should use `hand painted etching by thomas rowlandson` 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](/Blib-la/thomas_rowlandson_lora_sdxl/tree/main) them in the Files & versions tab.
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