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> **Note:** This model supports native resolution input. For optimal performance:
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> - **Image**: 448×448 resolution (pre-trained)
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> - **Video**: 224×224 resolution with 256 tokens per frame (pre-trained)
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> Use CLIP preprocessing from the [model repository](https://huggingface.co/lmms-lab/onevision-encoder-large).
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```python
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from transformers import AutoModel, AutoImageProcessor
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> **Note:** This model supports native resolution input. For optimal performance:
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> - **Image**: 448×448 resolution (pre-trained)
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> - **Video**: 224×224 resolution with 256 tokens per frame (pre-trained)
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```python
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from transformers import AutoModel, AutoImageProcessor
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