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docs/source/en/using-diffusers/text-img2vid.md

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> [!TIP]
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> HunyuanVideo is a 13B parameter model and requires a lot of memory. Refer to the HunyuanVideo [Quantization](../api/pipelines/hunyuan_video#quantization) guide to learn how to quantize the model. CogVideoX and LTX-Video are more lightweight options that can still generate high-quality videos.
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[HunyuanVideo](https://huggingface.co/hunyuanvideo-community/HunyuanVideo) features a dual-stream to single-stream diffusion transformer (DiT) for learning video and text tokens separately, and then subsequently concatenating the video and text tokens to combine their information. A single multimodal large language model (MLLM) serves as the text encoder, and videos are also spatio-temporally compressed with a 3D causal VAE.
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[HunyuanVideo](https://huggingface.co/tencent/HunyuanVideo) features a dual-stream to single-stream diffusion transformer (DiT) for learning video and text tokens separately, and then subsequently concatenating the video and text tokens to combine their information. A single multimodal large language model (MLLM) serves as the text encoder, and videos are also spatio-temporally compressed with a 3D causal VAE.
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```py
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import torch

src/diffusers/models/transformers/transformer_hunyuan_video.py

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class HunyuanVideoTransformer3DModel(ModelMixin, ConfigMixin, PeftAdapterMixin, FromOriginalModelMixin):
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r"""
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A Transformer model for video-like data used in
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[HunyuanVideo](https://huggingface.co/hunyuanvideo-community/HunyuanVideo).
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[HunyuanVideo](https://huggingface.co/tencent/HunyuanVideo).
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Args:
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in_channels (`int`, defaults to `16`):

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