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docs/source/en/api/models/autoencoder_kl_hunyuan_video.md

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# AutoencoderKLHunyuanVideo
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The 3D variational autoencoder (VAE) model with KL loss used in [HunyuanVideo](https://github.com/tencent/HunyuanVideo/), which was introduced in [HunyuanVideo: A Systematic Framework For Large Video Generative Models](https://huggingface.co/papers/2412.03603) by Tencent.
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The 3D variational autoencoder (VAE) model with KL loss used in [HunyuanVideo](https://github.com/Tencent/HunyuanVideo/), which was introduced in [HunyuanVideo: A Systematic Framework For Large Video Generative Models](https://huggingface.co/papers/2412.03603) by Tencent.
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The model can be loaded with the following code snippet.
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docs/source/en/api/pipelines/hunyuan_video.md

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- VAE should be in `torch.float16`.
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- `num_frames` should be of the form `4 * k + 1`, for example `49` or `129`.
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- For smaller resolution videos, try lower values of `shift` (between `2.0` to `5.0`) in the [Scheduler](https://huggingface.co/docs/diffusers/main/en/api/schedulers/flow_match_euler_discrete#diffusers.FlowMatchEulerDiscreteScheduler.shift). For larger resolution images, try higher values (between `7.0` and `12.0`). The default value is `7.0` for HunyuanVideo.
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- For more information about supported resolutions and other details, please refer to the original repository [here](https://github.com/tencent/HunyuanVideo/).
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- For more information about supported resolutions and other details, please refer to the original repository [here](https://github.com/Tencent/HunyuanVideo/).
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## Quantization
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