49 lines
1.6 KiB
Markdown
49 lines
1.6 KiB
Markdown
# What is latent blending?
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Latent blending allows you to generate smooth video transitions between two prompts. It is based on [stable diffusion 2.0](https://stability.ai/blog/stable-diffusion-v2-release) and remixes the latent reprensetation using spherical linear interpolations. This results in imperceptible transitions, where one image slowly turns into another one.
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# Example 1: simple transition
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(mp4), code
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# Example 2: inpainting transition
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(mp4), code
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# Example 3: concatenated transition
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(mp4), code
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# Relevant parameters
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# Installation
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#### Packages
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```commandline
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pip install -r requirements.txt
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```
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#### Download Models from Huggingface
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[Download the Stable Diffusion 2.0 Standard Model](https://huggingface.co/stabilityai/stable-diffusion-2)
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[Download the Stable Diffusion 2.0 Inpainting Model (optional)](https://huggingface.co/stabilityai/stable-diffusion-2-inpainting)
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#### Install [Xformers](https://github.com/facebookresearch/xformers)
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With xformers, stable diffusion 2 will run much faster. The recommended way of installation is via the supplied binaries (Linux).
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```commandline
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conda install xformers -c xformers/label/dev
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```
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Alternatively, you can build it from source:
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```commandline
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# (Optional) Makes the build much faster
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pip install ninja
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# Set TORCH_CUDA_ARCH_LIST if running and building on different GPU types
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pip install -v -U git+https://github.com/facebookresearch/xformers.git@main#egg=xformers
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# (this can take dozens of minutes)
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```
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# How does it work
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what makes a transition a good transition?
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* absence of movement
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* every frame looks like a credible photo
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