From 02c44e87434b119c11b6aab119dd03674307a766 Mon Sep 17 00:00:00 2001 From: JSv4 Date: Sun, 21 Jul 2024 23:48:57 -0700 Subject: [PATCH 1/2] Added dynamic detection of PDFs needing OCR. Dynamically calling useOCR on nlm-ingestor. Added comprehensive tests for pdf utils module. --- config/settings/base.py | 2 +- opencontractserver/tasks/doc_tasks.py | 8 ++- opencontractserver/tests/fixtures/__init__.py | 1 + .../tests/fixtures/needs_ocr.pdf | Bin 0 -> 584861 bytes opencontractserver/tests/test_pdf_utils.py | 66 ++++++++++++++++++ opencontractserver/utils/pdf.py | 36 ++++++++-- 6 files changed, 106 insertions(+), 7 deletions(-) create mode 100644 opencontractserver/tests/fixtures/needs_ocr.pdf create mode 100644 opencontractserver/tests/test_pdf_utils.py diff --git a/config/settings/base.py b/config/settings/base.py index 5facdc87..09c0d74a 100644 --- a/config/settings/base.py +++ b/config/settings/base.py @@ -462,7 +462,7 @@ NLM_INGESTOR_ACTIVE = env.bool( "NLM_INGESTOR_ACTIVE", False ) # Use nlm-ingestor where this is True... otherwise PAWLs -NLM_INGEST_USE_OCR = False # IF True, always tell nlm-ingestor to use OCR (Tesseract) +NLM_INGEST_USE_OCR = True # IF True, allow ingestor to use OCR when no text found in pdf. NLM_INGEST_HOSTNAME = ( "http://nlm-ingestor:5001" # Hostname to send nlm-ingestor REST requests to ) diff --git a/opencontractserver/tasks/doc_tasks.py b/opencontractserver/tasks/doc_tasks.py index 156bd6e2..755524cb 100644 --- a/opencontractserver/tasks/doc_tasks.py +++ b/opencontractserver/tasks/doc_tasks.py @@ -37,7 +37,7 @@ from opencontractserver.utils.etl import build_document_export, pawls_bbox_to_funsd_box from opencontractserver.utils.pdf import ( extract_pawls_from_pdfs_bytes, - split_pdf_into_images, + split_pdf_into_images, check_if_pdf_needs_ocr, ) from opencontractserver.utils.permissioning import set_permissions_for_obj_to_user from opencontractserver.utils.text import __consolidate_common_equivalent_chars @@ -236,6 +236,10 @@ def nlm_ingest_pdf(user_id: int, doc_id: int) -> list[tuple[int, str]]: doc_path = doc.pdf_file.name doc_file = default_storage.open(doc_path, mode="rb") + # Check if OCR is needed + needs_ocr = check_if_pdf_needs_ocr(doc_file) + logger.debug(f"Document {doc_id} needs OCR: {needs_ocr}") + if settings.NLM_INGEST_API_KEY is not None: headers = {"API_KEY": settings.NLM_INGEST_API_KEY} else: @@ -244,7 +248,7 @@ def nlm_ingest_pdf(user_id: int, doc_id: int) -> list[tuple[int, str]]: files = {"file": doc_file} params = { "calculate_opencontracts_data": "yes", - "applyOcr": "yes" if settings.NLM_INGEST_USE_OCR else "no", + "applyOcr": "yes" if needs_ocr and settings.NLM_INGEST_USE_OCR else "no", } # Ensures calculate_opencontracts_data is set to True response = requests.post( diff --git a/opencontractserver/tests/fixtures/__init__.py b/opencontractserver/tests/fixtures/__init__.py index 6d85a5c5..b1b533ec 100644 --- a/opencontractserver/tests/fixtures/__init__.py +++ b/opencontractserver/tests/fixtures/__init__.py @@ -28,6 +28,7 @@ # files for nlm ingestor pipeline test NLM_INGESTOR_SAMPLE_PDF = pathlib.Path(__file__).parent / "sample.pdf" +NLM_INGESTOR_SAMPLE_PDF_NEEDS_OCR = pathlib.Path(__file__).parent / 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z;oo%-a11?HxAF0EcC&T|i0pcb8`tIx=q*_x0U;4y0dZbIAzeX9DG^C20TFHiAt?a? z8UF1IH!ZQpYB*aXF8lobu_D5_$KqImV=>g=NOYScpnJ^Y?LGm|hDCE}ElBie0B3MRV3c4z2gpUQ6ZM-~=HnM?%=6CZYaUnj6H@W8o@p&9?E zFCF^!Z$HE>9hB0&;zHrxDavGR7}U}ot2BAi@Ep~tyH;7&PYyl)rM-0cYSx#0;l4l# z!_tVw7pdKc$rBxqX_D{{bx=^neiEp$;Je`ZVnadgl-`2Bv>5WW;fQlM{zTdQV?No> z30X^mcdSk4Rq#ETFSdo`wsYj-^Jbr|7O1=s^c#;eLFMw_BPIA>kTTG*xy-L`EXX3l zB4o<1=45T-Z7jed2p(TR_}YL6e}@(S<~Y`}a6`I-k*(Xbk`lACD`_f|68|4r)#V}p literal 0 HcmV?d00001 diff --git a/opencontractserver/tests/test_pdf_utils.py b/opencontractserver/tests/test_pdf_utils.py new file mode 100644 index 00000000..5b6cf7e5 --- /dev/null +++ b/opencontractserver/tests/test_pdf_utils.py @@ -0,0 +1,66 @@ +import io +import os +import tempfile + +from django.test import TestCase +from django.core.files.base import ContentFile +from django.core.files.storage import default_storage +from unittest.mock import patch, MagicMock + +from opencontractserver.tests.fixtures import NLM_INGESTOR_SAMPLE_PDF, NLM_INGESTOR_SAMPLE_PDF_NEEDS_OCR +from opencontractserver.utils.pdf import ( + check_if_pdf_needs_ocr, + base_64_encode_bytes, + convert_hex_to_rgb_tuple, + createHighlight, + split_pdf_into_images, +) + +class PDFUtilsTestCase(TestCase): + def setUp(self): + # Create a sample PDF file for testing + self.sample_pdf_content = NLM_INGESTOR_SAMPLE_PDF.read_bytes() + self.need_ocr_pdf_content = NLM_INGESTOR_SAMPLE_PDF_NEEDS_OCR.read_bytes() + + def test_check_if_pdf_needs_ocr_with_text(self): + needs_ocr = check_if_pdf_needs_ocr(io.BytesIO(self.sample_pdf_content)) + self.assertFalse(needs_ocr) + + def test_check_if_pdf_needs_ocr_without_text(self): + # Create a PDF without extractable text + needs_ocr = check_if_pdf_needs_ocr(io.BytesIO(self.need_ocr_pdf_content)) + self.assertTrue(needs_ocr) + + def test_base_64_encode_bytes(self): + test_bytes = b"Hello, World!" + encoded = base_64_encode_bytes(test_bytes) + self.assertEqual(encoded, "SGVsbG8sIFdvcmxkIQ==") + + def test_convert_hex_to_rgb_tuple(self): + hex_color = "FF8000" + rgb_tuple = convert_hex_to_rgb_tuple(hex_color) + self.assertEqual(rgb_tuple, (255, 128, 0)) + + def test_create_highlight(self): + highlight = createHighlight( + x1=10, y1=20, x2=30, y2=40, + meta={"author": "Test Author", "contents": "Test Contents"}, + color=(1.0, 0.5, 0.0) + ) + self.assertEqual(highlight["/Type"], "/Annot") + self.assertEqual(highlight["/Subtype"], "/Highlight") + self.assertEqual(highlight["/T"], "Test Author") + self.assertEqual(highlight["/Contents"], "Test Contents") + + def test_split_pdf_into_images(self): + with tempfile.TemporaryDirectory() as temp_dir: + # Call the function + result = split_pdf_into_images(self.need_ocr_pdf_content, temp_dir) + print(f"Result: {result}") + # Check the results + self.assertEqual(len(result), 1) + self.assertTrue(all(path.endswith(".png") for path in result)) + + # Verify that files were actually created + for path in result: + self.assertTrue(os.path.exists(path)) diff --git a/opencontractserver/utils/pdf.py b/opencontractserver/utils/pdf.py index dd3866b4..a69a6801 100644 --- a/opencontractserver/utils/pdf.py +++ b/opencontractserver/utils/pdf.py @@ -5,6 +5,7 @@ import uuid from io import BytesIO +from PyPDF2 import PdfReader from django.conf import settings from PyPDF2.generic import ( ArrayObject, @@ -135,8 +136,19 @@ def split_pdf_into_images( page_paths = [] try: + + # Ensure target_format is uppercase + target_format = target_format.upper() + if target_format not in ["PNG", "JPEG"]: + raise ValueError(f"Unsupported target format: {target_format}") + # TODO - make sure target image resolution is compatible with PAWLS x,y coord system images = convert_from_bytes(pdf_bytes, size=(754, 1000)) + print(f"PDF images: {len(images)}") + + # Determine file extension and content type + file_extension = ".png" if target_format == "PNG" else ".jpg" + content_type = f"image/{target_format.lower()}" if settings.USE_AWS: import boto3 @@ -153,20 +165,22 @@ def split_pdf_into_images( img.save(img_bytes_stream, target_format) if settings.USE_AWS: - page_path = f"{storage_path}/{uuid.uuid4()}.pdf" + import boto3 + s3 = boto3.client("s3") + page_path = f"{storage_path}/{uuid.uuid4()}{file_extension}" s3.put_object( Key=page_path, Bucket=settings.AWS_STORAGE_BUCKET_NAME, Body=img_bytes_stream.getvalue(), + ContentType=content_type ) else: pdf_fragment_folder_path = pathlib.Path(storage_path) pdf_fragment_folder_path.mkdir(parents=True, exist_ok=True) - pdf_fragment_path = pdf_fragment_folder_path / f"{uuid.uuid4()}.pdf" + pdf_fragment_path = pdf_fragment_folder_path / f"{uuid.uuid4()}{file_extension}" with pdf_fragment_path.open("wb") as f: f.write(img_bytes_stream.getvalue()) - - page_path = pdf_fragment_path.resolve().__str__() + page_path = str(pdf_fragment_path.resolve()) page_paths.append(page_path) @@ -174,3 +188,17 @@ def split_pdf_into_images( logger.error(f"split_pdf_into_images() - failed due to unexpected error: {e}") return page_paths + + +def check_if_pdf_needs_ocr(file_object, threshold=10): + pdf_reader = PdfReader(file_object) + total_text = "" + + for page in pdf_reader.pages: + total_text += page.extract_text() + + # Reset file pointer to the beginning for subsequent use + file_object.seek(0) + + # If the total extracted text is less than the threshold, it likely needs OCR + return len(total_text.strip()) < threshold From d972338ec773f8375037c750675e5031b7f1a3d8 Mon Sep 17 00:00:00 2001 From: JSv4 Date: Sun, 21 Jul 2024 23:50:46 -0700 Subject: [PATCH 2/2] Ran linter. --- config/settings/base.py | 4 +++- opencontractserver/tasks/doc_tasks.py | 3 ++- opencontractserver/tests/test_pdf_utils.py | 18 +++++++++++------- opencontractserver/utils/pdf.py | 9 ++++++--- 4 files changed, 22 insertions(+), 12 deletions(-) diff --git a/config/settings/base.py b/config/settings/base.py index 09c0d74a..28388d45 100644 --- a/config/settings/base.py +++ b/config/settings/base.py @@ -462,7 +462,9 @@ NLM_INGESTOR_ACTIVE = env.bool( "NLM_INGESTOR_ACTIVE", False ) # Use nlm-ingestor where this is True... otherwise PAWLs -NLM_INGEST_USE_OCR = True # IF True, allow ingestor to use OCR when no text found in pdf. +NLM_INGEST_USE_OCR = ( + True # IF True, allow ingestor to use OCR when no text found in pdf. +) NLM_INGEST_HOSTNAME = ( "http://nlm-ingestor:5001" # Hostname to send nlm-ingestor REST requests to ) diff --git a/opencontractserver/tasks/doc_tasks.py b/opencontractserver/tasks/doc_tasks.py index 755524cb..5d305202 100644 --- a/opencontractserver/tasks/doc_tasks.py +++ b/opencontractserver/tasks/doc_tasks.py @@ -36,8 +36,9 @@ from opencontractserver.types.enums import PermissionTypes from opencontractserver.utils.etl import build_document_export, pawls_bbox_to_funsd_box from opencontractserver.utils.pdf import ( + check_if_pdf_needs_ocr, extract_pawls_from_pdfs_bytes, - split_pdf_into_images, check_if_pdf_needs_ocr, + split_pdf_into_images, ) from opencontractserver.utils.permissioning import set_permissions_for_obj_to_user from opencontractserver.utils.text import __consolidate_common_equivalent_chars diff --git a/opencontractserver/tests/test_pdf_utils.py b/opencontractserver/tests/test_pdf_utils.py index 5b6cf7e5..62fe2ae1 100644 --- a/opencontractserver/tests/test_pdf_utils.py +++ b/opencontractserver/tests/test_pdf_utils.py @@ -3,19 +3,20 @@ import tempfile from django.test import TestCase -from django.core.files.base import ContentFile -from django.core.files.storage import default_storage -from unittest.mock import patch, MagicMock -from opencontractserver.tests.fixtures import NLM_INGESTOR_SAMPLE_PDF, NLM_INGESTOR_SAMPLE_PDF_NEEDS_OCR +from opencontractserver.tests.fixtures import ( + NLM_INGESTOR_SAMPLE_PDF, + NLM_INGESTOR_SAMPLE_PDF_NEEDS_OCR, +) from opencontractserver.utils.pdf import ( - check_if_pdf_needs_ocr, base_64_encode_bytes, + check_if_pdf_needs_ocr, convert_hex_to_rgb_tuple, createHighlight, split_pdf_into_images, ) + class PDFUtilsTestCase(TestCase): def setUp(self): # Create a sample PDF file for testing @@ -43,9 +44,12 @@ def test_convert_hex_to_rgb_tuple(self): def test_create_highlight(self): highlight = createHighlight( - x1=10, y1=20, x2=30, y2=40, + x1=10, + y1=20, + x2=30, + y2=40, meta={"author": "Test Author", "contents": "Test Contents"}, - color=(1.0, 0.5, 0.0) + color=(1.0, 0.5, 0.0), ) self.assertEqual(highlight["/Type"], "/Annot") self.assertEqual(highlight["/Subtype"], "/Highlight") diff --git a/opencontractserver/utils/pdf.py b/opencontractserver/utils/pdf.py index a69a6801..9edba87a 100644 --- a/opencontractserver/utils/pdf.py +++ b/opencontractserver/utils/pdf.py @@ -5,8 +5,8 @@ import uuid from io import BytesIO -from PyPDF2 import PdfReader from django.conf import settings +from PyPDF2 import PdfReader from PyPDF2.generic import ( ArrayObject, DictionaryObject, @@ -166,18 +166,21 @@ def split_pdf_into_images( if settings.USE_AWS: import boto3 + s3 = boto3.client("s3") page_path = f"{storage_path}/{uuid.uuid4()}{file_extension}" s3.put_object( Key=page_path, Bucket=settings.AWS_STORAGE_BUCKET_NAME, Body=img_bytes_stream.getvalue(), - ContentType=content_type + ContentType=content_type, ) else: pdf_fragment_folder_path = pathlib.Path(storage_path) pdf_fragment_folder_path.mkdir(parents=True, exist_ok=True) - pdf_fragment_path = pdf_fragment_folder_path / f"{uuid.uuid4()}{file_extension}" + pdf_fragment_path = ( + pdf_fragment_folder_path / f"{uuid.uuid4()}{file_extension}" + ) with pdf_fragment_path.open("wb") as f: f.write(img_bytes_stream.getvalue()) page_path = str(pdf_fragment_path.resolve())