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simplify docs part ii (#190)
* simplify docs. * clarify the cog checkpoints supported. * make the note smaller. * replace with sub * Apply suggestions from code review Co-authored-by: Aryan <aryan@huggingface.co> --------- Co-authored-by: Aryan <aryan@huggingface.co>
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@@ -135,14 +135,16 @@ For inference, refer [here](./docs/training/ltx_video.md#inference). For docs re
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<div align="center">
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| Model Name | Tasks | Ckpts Tested | Min. GPU<br>VRAM | Comments |
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|:------------:|:---------------------:|:------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------------------:|:--------------------------------------------------------------:|
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| [LTX-Video](https://huggingface.co/docs/diffusers/main/api/pipelines/ltx_video) | <ul><li>T2V ✅</li><li> I2V ❌</li></ul> | [Lightricks/LTX-Video](https://huggingface.co/Lightricks/LTX-Video) | 11 GB | Fast to train |
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| [HunyuanVideo](https://huggingface.co/docs/diffusers/main/api/pipelines/hunyuan_video) | <ul><li>T2V ✅</li><li> I2V ❌</li></ul> | [tencent/HunyuanVideo](https://huggingface.co/tencent/HunyuanVideo) | 42 GB | - |
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| [CogVideoX](https://huggingface.co/docs/diffusers/main/api/pipelines/cogvideox) | <ul><li>T2V ✅</li><li> I2V ❌</li></ul> | <ul><li>[THUDM/CogVideoX1.5-5B](https://huggingface.co/THUDM/CogVideoX1.5-5B)</li><li>[THUDM/CogVideoX-5b](https://huggingface.co/THUDM/CogVideoX-5b)</li><li>[THUDM/CogVideoX-2b](https://huggingface.co/THUDM/CogVideoX-2b)</li> | - GB | Training with multi-bucket, multi-resolution frames is supported. |
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| **Model Name** | **Tasks** | **Min. GPU VRAM** |
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|:---:|:---:|:---:|
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| [LTX-Video](./docs/training/ltx_video.md) | Text-to-Video | 11 GB |
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| [HunyuanVideo](./docs/training/hunyuan_video.md) | Text-to-Video | 42 GB |
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| [CogVideoX](./docs/training/cogvideox.md) | Text-to-Video | 12GB<sup>*</sup> |
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</div>
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<sub><sup>*</sup>Noted for the 5B variant.</sub>
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Note that the memory consumption in the table is reported with most of the options, discussed in [docs/training/optimizations](./docs/training/optimization.md), enabled.
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If you would like to use a custom dataset, refer to the dataset preparation guide [here](./docs/dataset/README.md).
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