Merge remote-tracking branch 'origin/dev/add-r2l-tests' into multiple-updates

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>

.github/workflows/checks.yml

@@ -28,7 +28,7 @@ jobs:
         run: |
           for file in docs/examples/*.py; do
             # Skip batch_convert.py
-            if [[ "$(basename "$file")" =~ ^(batch_convert|minimal|export_multimodal|custom_convert|develop_picture_enrichment).py ]]; then
+            if [[ "$(basename "$file")" =~ ^(batch_convert|minimal|export_multimodal|custom_convert|develop_picture_enrichment|rapidocr_with_custom_models).py ]]; then
                 echo "Skipping $file"
                 continue
             fi

docling/backend/docling_parse_v2_backend.py

@@ -11,7 +11,7 @@ from PIL import Image, ImageDraw
 from pypdfium2 import PdfPage
 
 from docling.backend.pdf_backend import PdfDocumentBackend, PdfPageBackend
-from docling.datamodel.base_models import Cell, Size
+from docling.datamodel.base_models import Cell, Size, TextDirection
 
 if TYPE_CHECKING:
     from docling.datamodel.document import InputDocument
@@ -97,6 +97,7 @@ class DoclingParseV2PageBackend(PdfPageBackend):
             y0 = cell_data[cells_header.index("y0")]
             x1 = cell_data[cells_header.index("x1")]
             y1 = cell_data[cells_header.index("y1")]
+            ltr = cell_data[cells_header.index("left_to_right")]
 
             if x1 < x0:
                 x0, x1 = x1, x0
@@ -116,6 +117,11 @@ class DoclingParseV2PageBackend(PdfPageBackend):
                         t=y1 * page_size.height / parser_height,
                         coord_origin=CoordOrigin.BOTTOMLEFT,
                     ).to_top_left_origin(page_size.height),
+                    text_direction=(
+                        TextDirection.LEFT_TO_RIGHT
+                        if ltr
+                        else TextDirection.RIGHT_TO_LEFT
+                    ),
                 )
             )
             cell_counter += 1

docling/datamodel/base_models.py

@@ -120,10 +120,16 @@ class ErrorItem(BaseModel):
     error_message: str
 
 
+class TextDirection(str, Enum):
+    LEFT_TO_RIGHT = "left_to_right"
+    RIGHT_TO_LEFT = "right_to_left"
+
+
 class Cell(BaseModel):
     id: int
     text: str
     bbox: BoundingBox
+    text_direction: TextDirection = TextDirection.LEFT_TO_RIGHT
 
 
 class OcrCell(Cell):

docling/models/ds_glm_model.py

@@ -264,6 +264,7 @@ class GlmModel:
             glm_doc = self.model.apply_on_doc(ds_doc_dict)
 
             docling_doc: DoclingDocument = to_docling_document(glm_doc)  # Experimental
+            1 == 1
 
         # DEBUG code:
         def draw_clusters_and_cells(ds_document, page_no, show: bool = False):

docling/models/page_assemble_model.py

@@ -11,6 +11,7 @@ from docling.datamodel.base_models import (
     Page,
     PageElement,
     Table,
+    TextDirection,
     TextElement,
 )
 from docling.datamodel.document import ConversionResult
@@ -75,12 +76,23 @@ class PageAssembleModel(BasePageModel):
                     for cluster in page.predictions.layout.clusters:
                         # _log.info("Cluster label seen:", cluster.label)
                         if cluster.label in LayoutModel.TEXT_ELEM_LABELS:
+                            textlines = []
+
+                            dominant_text_direction = TextDirection.LEFT_TO_RIGHT
+
+                            # Naive code: dominant text direction == direction of first cell.
+                            for cell in cluster.cells:
+                                dominant_text_direction = cell.text_direction
+                                break
+
+                            for cell in cluster.cells:
+                                text = cell.text.replace("\x02", "-").strip()
+                                if text:
+                                    # if dominant_text_direction == TextDirection.RIGHT_TO_LEFT:
+                                    #    textlines.insert(0, text)  # Prepend RTL text
+                                    # else:
+                                    textlines.append(text)  # Append LTR text
 
-                            textlines = [
-                                cell.text.replace("\x02", "-").strip()
-                                for cell in cluster.cells
-                                if len(cell.text.strip()) > 0
-                            ]
                             text = self.sanitize_text(textlines)
                             text_el = TextElement(
                                 label=cluster.label,

docs/examples/batch_convert.py

@@ -49,6 +49,8 @@ def export_documents(
                 with (output_dir / f"{doc_filename}.md").open("w") as fp:
                     fp.write(conv_res.document.export_to_markdown())
 
+                conv_res.document.save_as_html(output_dir / f"{doc_filename}.html")
+
                 # Export Docling document format to text:
                 with (output_dir / f"{doc_filename}.txt").open("w") as fp:
                     fp.write(conv_res.document.export_to_markdown(strict_text=True))
@@ -103,10 +105,13 @@ def main():
     logging.basicConfig(level=logging.INFO)
 
     input_doc_paths = [
-        Path("./tests/data/2206.01062.pdf"),
-        Path("./tests/data/2203.01017v2.pdf"),
-        Path("./tests/data/2305.03393v1.pdf"),
-        Path("./tests/data/redp5110_sampled.pdf"),
+        Path("./tests/data/pdf/right_to_left_01.pdf"),
+        Path("./tests/data/pdf/right_to_left_02.pdf"),
+        Path("./tests/data/pdf/right_to_left_03.pdf"),
+        Path("./tests/data/pdf/2206.01062.pdf"),
+        Path("./tests/data/pdf/2203.01017v2.pdf"),
+        Path("./tests/data/pdf/2305.03393v1.pdf"),
+        Path("./tests/data/pdf/redp5110_sampled.pdf"),
     ]
 
     # buf = BytesIO(Path("./test/data/2206.01062.pdf").open("rb").read())

docs/examples/rapidocr_with_custom_models.py

@@ -0,0 +1,58 @@
+import os
+
+from huggingface_hub import snapshot_download
+
+from docling.datamodel.pipeline_options import PdfPipelineOptions, RapidOcrOptions
+from docling.document_converter import (
+    ConversionResult,
+    DocumentConverter,
+    InputFormat,
+    PdfFormatOption,
+)
+
+
+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)
+
+
+if __name__ == "__main__":
+    main()

mkdocs.yml

@@ -77,6 +77,7 @@ nav:
       - "Multimodal export": examples/export_multimodal.py
       - "Force full page OCR": examples/full_page_ocr.py
       - "Automatic OCR language detection with tesseract": examples/tesseract_lang_detection.py
+      - "RapidOCR with custom OCR models": examples/rapidocr_with_custom_models.py
       - "Accelerator options": examples/run_with_accelerator.py
       - "Simple translation": examples/translate.py
       - examples/backend_xml_rag.ipynb

poetry.lock

@@ -927,45 +927,23 @@ name = "docling-parse"
 version = "3.2.0"
 description = "Simple package to extract text with coordinates from programmatic PDFs"
 optional = false
-python-versions = "<4.0,>=3.9"
-files = [
-    {file = "docling_parse-3.2.0-cp310-cp310-macosx_13_0_x86_64.whl", hash = "sha256:16a43ab04f13f93602baf2b35dd96d4f2ac646732270e329d00ad6e1c714b013"},
-    {file = "docling_parse-3.2.0-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:5fd77a9bb0cee57e9bee9de2f417c83ed50e49145c5ddb736801b68e004471e1"},
-    {file = "docling_parse-3.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:87dc9071aa9fabd586c36599d983cda55f9eab0ba7618009f52f8f537598a70c"},
-    {file = "docling_parse-3.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5dc044ebad99808dd7a82fa2cf5beaf90f744522225bf6dce62200c810817c31"},
-    {file = "docling_parse-3.2.0-cp310-cp310-win_amd64.whl", hash = "sha256:e5048626ca165b24a35f417a58d3c4b3f936bc9d2271fc633153a98e788548cf"},
-    {file = "docling_parse-3.2.0-cp311-cp311-macosx_13_0_x86_64.whl", hash = "sha256:f3616a3fb3dacc87307b6794dc81e6aec09f59afbb42f487b0100f39571e7442"},
-    {file = "docling_parse-3.2.0-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:9df9d892d8206cc2a0091bb1e2e3ce6f3ab881342980c53bc7f4bf7c831bf057"},
-    {file = "docling_parse-3.2.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5e90e9c2b21e732b3e1af697abb5e7bca9c23a3be8e25a6cc4d92221d526953c"},
-    {file = "docling_parse-3.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:71595399283ecacb255cf1768d1840177f7c33aedd58195530505f9aa8cd5a24"},
-    {file = "docling_parse-3.2.0-cp311-cp311-win_amd64.whl", hash = "sha256:0f2a7801d6fa843cd3243aab38cd944e2f4ff386fb5e6fb7b27be1dfa69845c7"},
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-    {file = "docling_parse-3.2.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:0d73b0f920bd0940ea9daefb8c9d02aad86f62422c4e320e66dae74f07ef9888"},
-    {file = "docling_parse-3.2.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:68bcf3dcd80afbbce128e7cb2d319842a6fa0b719ad61e4c6872ca32c5063a88"},
-    {file = "docling_parse-3.2.0.tar.gz", hash = "sha256:d45e34860a2f845d1726d87af77e8deff17e0c6fb876707a7cf390492d408c2f"},
-]
+python-versions = "^3.9"
+files = []
+develop = false
 
 [package.dependencies]
-docling-core = ">=2.14.0,<3.0.0"
-pillow = ">=10.4.0,<11.0.0"
-pydantic = ">=2.10.5,<3.0.0"
+docling-core = "^2.14.0"
+pillow = "^10.4.0"
+pydantic = "^2.10.5"
 pywin32 = {version = ">=305", markers = "sys_platform == \"win32\""}
 tabulate = ">=0.9.0,<1.0.0"
 
+[package.source]
+type = "git"
+url = "https://github.com/DS4SD/docling-parse.git"
+reference = "93e281576e740345d0161ad5da1b1fff815df8e4"
+resolved_reference = "93e281576e740345d0161ad5da1b1fff815df8e4"
+
 [[package]]
 name = "docutils"
 version = "0.21.2"
@@ -7837,4 +7815,4 @@ tesserocr = ["tesserocr"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "907c7cef6722358ac30193f07f9cc15684daf1b75b6c400104e87f3b22137632"
+content-hash = "dcab39f8f6cc4a2b24e25774c147dce5eb9da775309d69a9304b72c47725b021"

pyproject.toml

@@ -29,7 +29,8 @@ pydantic = "^2.0.0"
 docling-core = {extras = ["chunking"], version = "^2.17.0"}
 docling-ibm-models = "^3.3.0"
 deepsearch-glm = "^1.0.0"
-docling-parse = "^3.1.0"
+# docling-parse = "^3.1.0"
+docling-parse = { git = "https://github.com/DS4SD/docling-parse.git", rev = "93e281576e740345d0161ad5da1b1fff815df8e4"}
 filetype = "^1.2.0"
 pypdfium2 = "^4.30.0"
 pydantic-settings = "^2.3.0"

tests/test_backend_asciidoc.py

@@ -20,7 +20,7 @@ def _get_backend(fname):
 
 def test_asciidocs_examples():
 
-    fnames = sorted(glob.glob("./tests/data/*.asciidoc"))
+    fnames = sorted(glob.glob("./tests/data/asciidoc/*.asciidoc"))
 
     for fname in fnames:
         print(f"reading {fname}")

tests/test_backend_docling_parse.py

@@ -13,7 +13,7 @@ from docling.datamodel.document import InputDocument
 
 @pytest.fixture
 def test_doc_path():
-    return Path("./tests/data/2206.01062.pdf")
+    return Path("./tests/data/pdf/2206.01062.pdf")
 
 
 def _get_backend(pdf_doc):
@@ -28,7 +28,7 @@ def _get_backend(pdf_doc):
 
 
 def test_text_cell_counts():
-    pdf_doc = Path("./tests/data/redp5110_sampled.pdf")
+    pdf_doc = Path("./tests/data/pdf/redp5110_sampled.pdf")
 
     doc_backend = _get_backend(pdf_doc)
 

tests/test_backend_docling_parse_v2.py

@@ -12,7 +12,7 @@ from docling.datamodel.document import InputDocument
 
 @pytest.fixture
 def test_doc_path():
-    return Path("./tests/data/2206.01062.pdf")
+    return Path("./tests/data/pdf/2206.01062.pdf")
 
 
 def _get_backend(pdf_doc):
@@ -26,8 +26,19 @@ def _get_backend(pdf_doc):
     return doc_backend
 
 
+def test_cell_ordering():
+    pdf_doc = Path("tests/data/pdf/right_to_left_01.pdf")
+    doc_backend = _get_backend(pdf_doc)
+
+    for page_index in range(0, doc_backend.page_count()):
+        page_backend: DoclingParseV2PageBackend = doc_backend.load_page(page_index)
+        cells = list(page_backend.get_text_cells())
+
+        1 == 1
+
+
 def test_text_cell_counts():
-    pdf_doc = Path("./tests/data/redp5110_sampled.pdf")
+    pdf_doc = Path("./tests/data/pdf/redp5110_sampled.pdf")
 
     doc_backend = _get_backend(pdf_doc)
 

tests/test_backend_pdfium.py

@@ -13,7 +13,7 @@ from docling.datamodel.document import InputDocument
 
 @pytest.fixture
 def test_doc_path():
-    return Path("./tests/data/2206.01062.pdf")
+    return Path("./tests/data/pdf/2206.01062.pdf")
 
 
 def _get_backend(pdf_doc):
@@ -28,7 +28,7 @@ def _get_backend(pdf_doc):
 
 
 def test_text_cell_counts():
-    pdf_doc = Path("./tests/data/redp5110_sampled.pdf")
+    pdf_doc = Path("./tests/data/pdf/redp5110_sampled.pdf")
 
     doc_backend = _get_backend(pdf_doc)
 

tests/test_cli.py

@@ -18,7 +18,7 @@ def test_cli_version():
 
 
 def test_cli_convert(tmp_path):
-    source = "./tests/data/2305.03393v1-pg9.pdf"
+    source = "./tests/data/pdf/2305.03393v1-pg9.pdf"
     output = tmp_path / "out"
     output.mkdir()
     result = runner.invoke(app, [source, "--output", str(output)])

tests/test_code_formula.py

@@ -36,7 +36,7 @@ def get_converter():
 
 
 def test_code_and_formula_conversion():
-    pdf_path = Path("tests/data/code_and_formula.pdf")
+    pdf_path = Path("tests/data/pdf/code_and_formula.pdf")
     converter = get_converter()
 
     print(f"converting {pdf_path}")

tests/test_document_picture_classifier.py

@@ -37,7 +37,7 @@ def get_converter():
 
 
 def test_picture_classifier():
-    pdf_path = Path("tests/data/picture_classification.pdf")
+    pdf_path = Path("tests/data/pdf/picture_classification.pdf")
     converter = get_converter()
 
     print(f"converting {pdf_path}")

tests/test_e2e_conversion.py

@@ -15,7 +15,7 @@ GENERATE_V2 = False
 def get_pdf_paths():
 
     # Define the directory you want to search
-    directory = Path("./tests/data")
+    directory = Path("./tests/data/pdf/")
 
     # List all PDF files in the directory and its subdirectories
     pdf_files = sorted(directory.rglob("*.pdf"))

tests/test_input_doc.py

@@ -9,7 +9,7 @@ from docling.datamodel.settings import DocumentLimits
 
 def test_in_doc_from_valid_path():
 
-    test_doc_path = Path("./tests/data/2206.01062.pdf")
+    test_doc_path = Path("./tests/data/pdf/2206.01062.pdf")
     doc = _make_input_doc(test_doc_path)
     assert doc.valid == True
 
@@ -24,7 +24,7 @@ def test_in_doc_from_invalid_path():
 
 def test_in_doc_from_valid_buf():
 
-    buf = BytesIO(Path("./tests/data/2206.01062.pdf").open("rb").read())
+    buf = BytesIO(Path("./tests/data/pdf/2206.01062.pdf").open("rb").read())
     stream = DocumentStream(name="my_doc.pdf", stream=buf)
 
     doc = _make_input_doc_from_stream(stream)
@@ -41,7 +41,7 @@ def test_in_doc_from_invalid_buf():
 
 
 def test_in_doc_with_page_range():
-    test_doc_path = Path("./tests/data/2206.01062.pdf")
+    test_doc_path = Path("./tests/data/pdf/2206.01062.pdf")
     limits = DocumentLimits()
     limits.page_range = (1, 10)
 
@@ -81,10 +81,10 @@ def test_guess_format(tmp_path):
     temp_dir.mkdir()
 
     # Valid PDF
-    buf = BytesIO(Path("./tests/data/2206.01062.pdf").open("rb").read())
+    buf = BytesIO(Path("./tests/data/pdf/2206.01062.pdf").open("rb").read())
     stream = DocumentStream(name="my_doc.pdf", stream=buf)
     assert dci._guess_format(stream) == InputFormat.PDF
-    doc_path = Path("./tests/data/2206.01062.pdf")
+    doc_path = Path("./tests/data/pdf/2206.01062.pdf")
     assert dci._guess_format(doc_path) == InputFormat.PDF
 
     # Valid MS Office

tests/test_interfaces.py

@@ -15,7 +15,7 @@ GENERATE = False
 
 def get_pdf_path():
 
-    pdf_path = Path("./tests/data/2305.03393v1-pg9.pdf")
+    pdf_path = Path("./tests/data/pdf/2305.03393v1-pg9.pdf")
     return pdf_path
 
 

tests/test_invalid_input.py

@@ -9,7 +9,7 @@ from docling.document_converter import ConversionError, DocumentConverter
 
 def get_pdf_path():
 
-    pdf_path = Path("./tests/data/2305.03393v1-pg9.pdf")
+    pdf_path = Path("./tests/data/pdf/2305.03393v1-pg9.pdf")
     return pdf_path
 
 

tests/test_legacy_format_transform.py

@@ -16,7 +16,7 @@ def test_doc_paths():
         Path("tests/data/docx/lorem_ipsum.docx"),
         Path("tests/data/pptx/powerpoint_sample.pptx"),
         Path("tests/data/2305.03393v1-pg9-img.png"),
-        Path("tests/data/2206.01062.pdf"),
+        Path("tests/data/pdf/2206.01062.pdf"),
     ]
 
 

tests/test_options.py

@@ -17,7 +17,7 @@ from docling.document_converter import DocumentConverter, PdfFormatOption
 
 @pytest.fixture
 def test_doc_path():
-    return Path("./tests/data/2206.01062.pdf")
+    return Path("./tests/data/pdf/2206.01062.pdf")
 
 
 def get_converters_with_table_options():

tests/verify_utils.py

@@ -249,7 +249,13 @@ def verify_conversion_result_v1(
         doc_pred_dt = doc_result.legacy_document.export_to_document_tokens()
 
     engine_suffix = "" if ocr_engine is None else f".{ocr_engine}"
+
     gt_subpath = input_path.parent / "groundtruth" / "docling_v1" / input_path.name
+    if str(input_path.parent).endswith("pdf"):
+        gt_subpath = (
+            input_path.parent.parent / "groundtruth" / "docling_v1" / input_path.name
+        )
+
     pages_path = gt_subpath.with_suffix(f"{engine_suffix}.pages.json")
     json_path = gt_subpath.with_suffix(f"{engine_suffix}.json")
     md_path = gt_subpath.with_suffix(f"{engine_suffix}.md")
@@ -325,7 +331,13 @@ def verify_conversion_result_v2(
     doc_pred_dt = doc_result.document.export_to_document_tokens()
 
     engine_suffix = "" if ocr_engine is None else f".{ocr_engine}"
+
     gt_subpath = input_path.parent / "groundtruth" / "docling_v2" / input_path.name
+    if str(input_path.parent).endswith("pdf"):
+        gt_subpath = (
+            input_path.parent.parent / "groundtruth" / "docling_v2" / input_path.name
+        )
+
     pages_path = gt_subpath.with_suffix(f"{engine_suffix}.pages.json")
     json_path = gt_subpath.with_suffix(f"{engine_suffix}.json")
     md_path = gt_subpath.with_suffix(f"{engine_suffix}.md")