<h3 id="overview-az4nbzve8">Overview</h3><p><em>This LoRA is an effort to capture the style of </em><a target="_blank" rel="ugc" href="https://chibakotaro.com/"><em>Kotaro Chiba</em></a><em>, a modern Japanese artist known for his stunning illustrations inspired by the Ukiyo-e art style, which thrived in Japan from the 17th to 19th centuries. His work is praised for its intricate detail, traditional motifs, and elaborate scenes featuring female characters, animals, and mythical creatures in traditional Japanese attire. Seamlessly blending traditional elements with modern techniques, Chiba brings a fresh, contemporary perspective to Ukiyo-e, offering a captivating fusion of past and present while preserving its cultural essence with a distinctive oriental flair.</em></p><p></p><h3 id="usage-yjfyxycjn">Usage</h3><p>Showcase images were generated in ComfyUI with the following parameters:</p><pre><code>Model: flux1-dev (fp8e4m3fn)
Text Encoder: t5pxxl_fp16
Sampler: euler
Scheduler: 24 steps (normal)
Flux Guidance: 4
LoRA Strength: 1</code></pre><p></p><h3 id="training-6c41k0go1">Training</h3><p>LoRA fine-tuning was conducted using 274 images, which were auto-captioned with InternLM-XComposer2-4KHD. The prompt used was "&lt;ImageHere&gt;Please describe this image in detail." All captions were prefixed with the phrase "In style of Kotaro Chiba." <a target="_blank" rel="ugc" href="https://github.com/ostris/ai-toolkit/tree/94529293008684d8c90ebd6255c04052d2b71d52">AI Toolkit</a> was utilized (on a single RTX 3090) with the following hyperparameters (for parameters not mentioned below the default values were left):</p><pre><code>Rank: 16
Alpha: 1
Optimizer: prodigy
Steps: 3250
Batch size: 1
Learning rate: 1
Learning rate scheduler: cosine
Decouple: true
Use bias correction: false
Betas: (0.9, 0.99)
Weight decay: 0.05
Noise offset: 0.1
Resolution: (512, 768, 1024)</code></pre>

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