使用自定义OCR模型的RapidOCR
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import os
导入操作系统
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from huggingface_hub import snapshot_download
从 huggingface_hub 导入快照下载
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from docling.datamodel.pipeline_options import PdfPipelineOptions, RapidOcrOptions
from docling.document_converter import (
ConversionResult,
DocumentConverter,
InputFormat,
PdfFormatOption,
)
来自 docling.datamodel.pipeline_options 的 PdfPipelineOptions、RapidOcrOptions
来自 docling.document_converter 的 (
转换结果,
文档转换器,
输入格式,
Pdf格式选项,
)
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def main():
# Source document to convert
source = "https://arxiv.org/pdf/2408.09869v4"
# Download RappidOCR models from HuggingFace
print("Downloading RapidOCR models")
download_path = snapshot_download(repo_id="SWHL/RapidOCR")
# Setup RapidOcrOptions for english detection
det_model_path = os.path.join(
download_path, "PP-OCRv4", "en_PP-OCRv3_det_infer.onnx"
)
rec_model_path = os.path.join(
download_path, "PP-OCRv4", "ch_PP-OCRv4_rec_server_infer.onnx"
)
cls_model_path = os.path.join(
download_path, "PP-OCRv3", "ch_ppocr_mobile_v2.0_cls_train.onnx"
)
ocr_options = RapidOcrOptions(
det_model_path=det_model_path,
rec_model_path=rec_model_path,
cls_model_path=cls_model_path,
)
pipeline_options = PdfPipelineOptions(
ocr_options=ocr_options,
)
# Convert the document
converter = DocumentConverter(
format_options={
InputFormat.PDF: PdfFormatOption(
pipeline_options=pipeline_options,
),
},
)
conversion_result: ConversionResult = converter.convert(source=source)
doc = conversion_result.document
md = doc.export_to_markdown()
print(md)
def main():
# 源文档转换
source = "https://arxiv.org/pdf/2408.09869v4"
# 从HuggingFace下载RappidOCR模型
print("正在下载RapidOCR模型")
download_path = snapshot_download(repo_id="SWHL/RapidOCR")
# 设置英文检测的RapidOcrOptions
det_model_path = os.path.join(
download_path, "PP-OCRv4", "en_PP-OCRv3_det_infer.onnx"
)
rec_model_path = os.path.join(
download_path, "PP-OCRv4", "ch_PP-OCRv4_rec_server_infer.onnx"
)
cls_model_path = os.path.join(
download_path, "PP-OCRv3", "ch_ppocr_mobile_v2.0_cls_train.onnx"
)
ocr_options = RapidOcrOptions(
det_model_path=det_model_path,
rec_model_path=rec_model_path,
cls_model_path=cls_model_path,
)
pipeline_options = PdfPipelineOptions(
ocr_options=ocr_options,
)
# 转换文档
converter = DocumentConverter(
format_options={
InputFormat.PDF: PdfFormatOption(
pipeline_options=pipeline_options,
),
},
)
conversion_result: ConversionResult = converter.convert(source=source)
doc = conversion_result.document
md = doc.export_to_markdown()
print(md)
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if __name__ == "__main__":
main()
如果 __name__ == "__main__":
main()