Instructions to use circlestone-labs/Anima with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusion Single File
How to use circlestone-labs/Anima with Diffusion Single File:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
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README.md
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- comfyui
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<img src="
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Anima is a 2 billion parameter text-to-image model created via a collaboration between CircleStone Labs and Comfy Org. It is focused mainly on anime concepts, characters, and styles, but is also capable of generating a wide variety of other non-photorealistic content. The model is designed for making illustrations and artistic images, and will not work well at realism.
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This preview version is an intermediate model checkpoint. The model is still training and the final version will improve, especially for fine details and overall aesthetics.
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# Installing and running
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The model is natively supported in ComfyUI. The above image contains a workflow; you can open it in ComfyUI or drag-and-drop to get the workflow. The model files go in their respective folders inside your model directory:
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- anima-preview.safetensors goes in ComfyUI/models/diffusion_models
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- qwen_3_06b_base.safetensors goes in ComfyUI/models/text_encoders
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- comfyui
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<img src="montage.jpg">
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Anima is a 2 billion parameter text-to-image model created via a collaboration between CircleStone Labs and Comfy Org. It is focused mainly on anime concepts, characters, and styles, but is also capable of generating a wide variety of other non-photorealistic content. The model is designed for making illustrations and artistic images, and will not work well at realism.
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This preview version is an intermediate model checkpoint. The model is still training and the final version will improve, especially for fine details and overall aesthetics.
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# Preview2
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The preview2 version is a small upgrade to the first preview.
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- A significant part of the training is redone with different hyperparameters and techniques, designed to help make the model more robust to finetuning.
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- It is trained for much longer at medium resolutions in order to acquire more character knowledge.
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- A regularization dataset is introduced to improve natural language comprehension and help preserve non-anime knowledge.
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- It has the same resolution limitations as the first preview. It is trained only briefly at 1024 resolution. Going much beyond this will cause the model to break down.
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- This is a base model with no aesthetic tuning. It is designed to be wild and creative, with the maximum possible breadth of knowledge. It is not optimized to produce aesthetic or consistent images.
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# Installing and running
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Workflow:
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<img src="example.png" width="200">
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The model is natively supported in ComfyUI. The above image contains a workflow; you can open it in ComfyUI or drag-and-drop to get the workflow. The model files go in their respective folders inside your model directory:
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- anima-preview.safetensors goes in ComfyUI/models/diffusion_models
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- qwen_3_06b_base.safetensors goes in ComfyUI/models/text_encoders
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