docs: revamp picture description example (#1015)
* docs: revamp picture description example Signed-off-by: Panos Vagenas <pva@zurich.ibm.com> * Improvements for visualization example (#1017) * fix colab install, use granite and improve viz of description Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * switch docs to notbook Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * show results with all models Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * show other vlm Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> --------- Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> --------- Signed-off-by: Panos Vagenas <pva@zurich.ibm.com> Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> Co-authored-by: Michele Dolfi <dol@zurich.ibm.com>
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docs/examples/pictures_description.ipynb
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docs/examples/pictures_description.ipynb
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import logging
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from pathlib import Path
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from docling_core.types.doc import PictureItem
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from docling.datamodel.base_models import InputFormat
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from docling.datamodel.pipeline_options import (
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PdfPipelineOptions,
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granite_picture_description,
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smolvlm_picture_description,
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)
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from docling.document_converter import DocumentConverter, PdfFormatOption
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def main():
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logging.basicConfig(level=logging.INFO)
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input_doc_path = Path("./tests/data/pdf/2206.01062.pdf")
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pipeline_options = PdfPipelineOptions()
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pipeline_options.do_picture_description = True
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pipeline_options.picture_description_options = smolvlm_picture_description
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# pipeline_options.picture_description_options = granite_picture_description
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pipeline_options.picture_description_options.prompt = (
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"Describe the image in three sentences. Be consise and accurate."
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)
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doc_converter = DocumentConverter(
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format_options={
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InputFormat.PDF: PdfFormatOption(
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pipeline_options=pipeline_options,
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)
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}
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)
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result = doc_converter.convert(input_doc_path)
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for element, _level in result.document.iterate_items():
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if isinstance(element, PictureItem):
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print(
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f"Picture {element.self_ref}\n"
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f"Caption: {element.caption_text(doc=result.document)}\n"
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f"Annotations: {element.annotations}"
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)
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if __name__ == "__main__":
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main()
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@ -75,7 +75,7 @@ nav:
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- "Figure enrichment": examples/develop_picture_enrichment.py
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- "Figure enrichment": examples/develop_picture_enrichment.py
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- "Table export": examples/export_tables.py
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- "Table export": examples/export_tables.py
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- "Multimodal export": examples/export_multimodal.py
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- "Multimodal export": examples/export_multimodal.py
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- "Annotate picture with local vlm": examples/pictures_description.py
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- "Annotate picture with local vlm": examples/pictures_description.ipynb
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- "Annotate picture with remote vlm": examples/pictures_description_api.py
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- "Annotate picture with remote vlm": examples/pictures_description_api.py
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- "Force full page OCR": examples/full_page_ocr.py
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- "Force full page OCR": examples/full_page_ocr.py
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- "Automatic OCR language detection with tesseract": examples/tesseract_lang_detection.py
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- "Automatic OCR language detection with tesseract": examples/tesseract_lang_detection.py
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