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  ## PaddleOCR-VL-0.9B Usage with transformers
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- Currently, we support inference using the PaddleOCR-VL-0.9B model with the `transformers` library, which can recognize texts, formulas, tables, and chart elements. In the future, we plan to support full document parsing inference with `transformers`. Below is a simple script we provide to support inference using the PaddleOCR-VL-0.9B model with `transformers`. We currently recommend using the official method for inference, which is faster and can support page-level document parsing.
 
 
 
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  ```python
 
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  ## PaddleOCR-VL-0.9B Usage with transformers
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+ Currently, we support inference using the PaddleOCR-VL-0.9B model with the `transformers` library, which can recognize texts, formulas, tables, and chart elements. In the future, we plan to support full document parsing inference with `transformers`. Below is a simple script we provide to support inference using the PaddleOCR-VL-0.9B model with `transformers`.
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+ > [!NOTE]
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+ > Note: We currently recommend using the official method for inference, as it is faster and supports page-level document parsing. The example code below only supports element-level recognition.
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  ```python