feat: Code and equation model for PDF and code blocks in markdown (#752)
* propagated changes for new CodeItem class Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com> * Rebased branch on latest main. changes for CodeItem Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com> * removed unused files Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com> * chore: update lockfile Signed-off-by: Christoph Auer <cau@zurich.ibm.com> * pin latest docling-core Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * update docling-core pinning Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * pin docling-core Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * use new add_code in backends and update typing in MD backend Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * added if statement for backend Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com> * removed unused import Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com> * removed print statements Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com> * gt for new pdf Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com> * Update docling/pipeline/standard_pdf_pipeline.py Co-authored-by: Michele Dolfi <97102151+dolfim-ibm@users.noreply.github.com> Signed-off-by: Matteo <43417658+Matteo-Omenetti@users.noreply.github.com> * fixed doc comment of __call__ function of code_formula_model Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com> * fix artifacts_path type Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * move imports Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * move expansion_factor to base class Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> --------- Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com> Signed-off-by: Christoph Auer <cau@zurich.ibm.com> Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> Signed-off-by: Matteo <43417658+Matteo-Omenetti@users.noreply.github.com> Co-authored-by: Christoph Auer <cau@zurich.ibm.com> Co-authored-by: Michele Dolfi <dol@zurich.ibm.com> Co-authored-by: Michele Dolfi <97102151+dolfim-ibm@users.noreply.github.com>
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@@ -1,7 +1,7 @@
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import logging
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import sys
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from pathlib import Path
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from typing import Iterable, Optional
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from typing import Optional
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from docling_core.types.doc import DocItem, ImageRef, PictureItem, TableItem
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@@ -17,8 +17,8 @@ from docling.datamodel.pipeline_options import (
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TesseractCliOcrOptions,
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TesseractOcrOptions,
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)
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from docling.models.base_model import BasePageModel
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from docling.models.base_ocr_model import BaseOcrModel
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from docling.models.code_formula_model import CodeFormulaModel, CodeFormulaModelOptions
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from docling.models.ds_glm_model import GlmModel, GlmOptions
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from docling.models.easyocr_model import EasyOcrModel
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from docling.models.layout_model import LayoutModel
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@@ -93,8 +93,25 @@ class StandardPdfPipeline(PaginatedPipeline):
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self.enrichment_pipe = [
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# Other models working on `NodeItem` elements in the DoclingDocument
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# Code Formula Enrichment Model
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CodeFormulaModel(
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enabled=pipeline_options.do_code_enrichment
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or pipeline_options.do_formula_enrichment,
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artifacts_path=pipeline_options.artifacts_path,
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options=CodeFormulaModelOptions(
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do_code_enrichment=pipeline_options.do_code_enrichment,
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do_formula_enrichment=pipeline_options.do_formula_enrichment,
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),
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accelerator_options=pipeline_options.accelerator_options,
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),
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]
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if (
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self.pipeline_options.do_formula_enrichment
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or self.pipeline_options.do_code_enrichment
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):
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self.keep_backend = True
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@staticmethod
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def download_models_hf(
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local_dir: Optional[Path] = None, force: bool = False
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