diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md index 048fca3..d5f34d0 100644 --- a/CODE_OF_CONDUCT.md +++ b/CODE_OF_CONDUCT.md @@ -2,14 +2,14 @@ ## Submitting a new issue -* Search through existing Issues and Discussions, in case your issue already exists and a solution is being developed. -* Ensure you read & follow the template form. -* Consider you may be the best person to investigate and fix. +- Search through existing Issues and Discussions, in case your issue already exists and a solution is being developed. +- Ensure you read & follow the template form. +- Consider you may be the best person to investigate and fix. ## Contributing to an existing Issue -* Read the entire thread. -* Ensure your comment is contributing something new/useful. Remember you can simply react to other comments. -* Be concise: +- Read the entire thread. +- Ensure your comment is contributing something new/useful. Remember you can simply react to other comments. +- Be concise: - use the formatting options - if replying to a big comment, instead of quoting it, link to it diff --git a/MANIFEST.in b/MANIFEST.in deleted file mode 100644 index c934289..0000000 --- a/MANIFEST.in +++ /dev/null @@ -1 +0,0 @@ -recursive-include fastmrz *.onnx \ No newline at end of file diff --git a/fastmrz/fastmrz.py b/fastmrz/fastmrz.py index 09c823f..07464eb 100644 --- a/fastmrz/fastmrz.py +++ b/fastmrz/fastmrz.py @@ -1,21 +1,28 @@ -import numpy as np -import cv2 -import pytesseract -import os import base64 +import os from datetime import datetime from io import BytesIO + +import cv2 +import numpy as np +import pytesseract from PIL import Image + class FastMRZ: - def __init__(self, tesseract_path=""): + def __init__(self, tesseract_path="", tessdata_path=""): self.tesseract_path = tesseract_path + self.tessdata_path = tessdata_path self.net = cv2.dnn.readNetFromONNX( os.path.join(os.path.dirname(__file__), "model/mrz_seg.onnx") ) def _process_image(self, image_path): - image = cv2.imread(image_path, cv2.IMREAD_COLOR) if isinstance(image_path, str) else image_path + image = ( + cv2.imread(image_path, cv2.IMREAD_COLOR) + if isinstance(image_path, str) + else image_path + ) image = cv2.resize(image, (256, 256), interpolation=cv2.INTER_NEAREST) image = np.asarray(np.float32(image / 255)) @@ -29,7 +36,11 @@ def _process_image(self, image_path): def _get_roi(self, output_data, image_path): if self.tesseract_path != "": pytesseract.pytesseract.tesseract_cmd = self.tesseract_path - image = cv2.imread(image_path, cv2.IMREAD_COLOR) if isinstance(image_path, str) else image_path + image = ( + cv2.imread(image_path, cv2.IMREAD_COLOR) + if isinstance(image_path, str) + else image_path + ) output_data = (output_data[0, :, :, 0] > 0.25) * 1 output_data = np.uint8(output_data * 255) @@ -38,7 +49,9 @@ def _get_roi(self, output_data, image_path): kernel = np.ones((5, 5), dtype=np.float32) altered_image = cv2.erode(altered_image, kernel, iterations=1) - contours, hierarchy = cv2.findContours(altered_image.copy(), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE) + contours, hierarchy = cv2.findContours( + altered_image.copy(), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE + ) if len(contours) == 0: return "" @@ -65,16 +78,29 @@ def _get_roi(self, output_data, image_path): # roi_dilate = cv2.dilate(roi_gray, kernel, iterations=1) # roi_dilate = cv2.erode(roi_dilate, kernel, iterations=1) - roi_threshold = cv2.threshold(roi_gray, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)[1] + roi_threshold = cv2.threshold( + roi_gray, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU + )[1] # Configure pytesseract parameters for better MRZ recognition - custom_config = r'--oem 3 --psm 6' - return pytesseract.image_to_string(roi_threshold, lang="mrz", config=custom_config) + custom_config = r"--oem 3 --psm 6" + ( + f" --tessdata-dir {self.tessdata_path}" if self.tessdata_path else "" + ) + return pytesseract.image_to_string( + roi_threshold, lang="mrz", config=custom_config + ) def _cleanse_roi(self, mrz_text): input_list = mrz_text.replace(" ", "").split("\n") - selection_length = next((len(item) for item in input_list if "<" in item and len(item) in {30, 36, 44}), None,) + selection_length = next( + ( + len(item) + for item in input_list + if "<" in item and len(item) in {30, 36, 44} + ), + None, + ) if selection_length is None: return "" new_list = [item for item in input_list if len(item) >= selection_length] @@ -83,12 +109,20 @@ def _cleanse_roi(self, mrz_text): def _get_final_checkdigit(self, input_string, input_type): if input_type == "TD3": - return self._get_checkdigit(input_string[1][:10] + input_string[1][13:20] + input_string[1][21:43]) + return self._get_checkdigit( + input_string[1][:10] + input_string[1][13:20] + input_string[1][21:43] + ) elif input_type == "TD2": - return self._get_checkdigit(input_string[1][:10] + input_string[1][13:20] + input_string[1][21:35]) + return self._get_checkdigit( + input_string[1][:10] + input_string[1][13:20] + input_string[1][21:35] + ) else: - return self._get_checkdigit(input_string[0][5:] + input_string[1][:7] + input_string[1][8:15] - + input_string[1][18:29]) + return self._get_checkdigit( + input_string[0][5:] + + input_string[1][:7] + + input_string[1][8:15] + + input_string[1][18:29] + ) def _get_checkdigit(self, input_string): weights_pattern = [7, 3, 1] @@ -161,8 +195,10 @@ def _parse_mrz(self, mrz_text, include_checkdigit=True): mrz_code_dict = {} if len(mrz_lines) == 2: - if mrz_lines[1][-1] == '<': - mrz_code_dict["mrz_type"] = "MRVB" if len(mrz_lines[0]) == 36 else "MRVA" + if mrz_lines[1][-1] == "<": + mrz_code_dict["mrz_type"] = ( + "MRVB" if len(mrz_lines[0]) == 36 else "MRVA" + ) else: mrz_code_dict["mrz_type"] = "TD2" if len(mrz_lines[0]) == 36 else "TD3" @@ -180,10 +216,14 @@ def _parse_mrz(self, mrz_text, include_checkdigit=True): # Line 2 mrz_code_dict["document_number"] = mrz_lines[1][:9].replace("<", "") - document_number_checkdigit = self._get_checkdigit(mrz_code_dict["document_number"]) + document_number_checkdigit = self._get_checkdigit( + mrz_code_dict["document_number"] + ) if document_number_checkdigit != mrz_lines[1][9]: mrz_code_dict["status"] = "FAILURE" - mrz_code_dict["status_message"] = "Document number checksum is not matching" + mrz_code_dict["status_message"] = ( + "Document number checksum is not matching" + ) if include_checkdigit: mrz_code_dict["document_number_checkdigit"] = document_number_checkdigit @@ -196,7 +236,9 @@ def _parse_mrz(self, mrz_text, include_checkdigit=True): birth_date_checkdigit = self._get_checkdigit(mrz_code_dict["birth_date"]) if birth_date_checkdigit != mrz_lines[1][19]: mrz_code_dict["status"] = "FAILURE" - mrz_code_dict["status_message"] = "Date of birth checksum is not matching" + mrz_code_dict["status_message"] = ( + "Date of birth checksum is not matching" + ) if include_checkdigit: mrz_code_dict["birth_date_checkdigit"] = birth_date_checkdigit mrz_code_dict["birth_date"] = self._format_date(mrz_code_dict["birth_date"]) @@ -207,20 +249,30 @@ def _parse_mrz(self, mrz_text, include_checkdigit=True): expiry_date_checkdigit = self._get_checkdigit(mrz_code_dict["expiry_date"]) if expiry_date_checkdigit != mrz_lines[1][27]: mrz_code_dict["status"] = "FAILURE" - mrz_code_dict["status_message"] = "Date of expiry checksum is not matching" + mrz_code_dict["status_message"] = ( + "Date of expiry checksum is not matching" + ) if include_checkdigit: mrz_code_dict["expiry_date_checkdigit"] = expiry_date_checkdigit - mrz_code_dict["expiry_date"] = self._format_date(mrz_code_dict["expiry_date"]) - mrz_code_dict["birth_date"] = self._get_birth_date(mrz_code_dict["birth_date"], mrz_code_dict["expiry_date"]) + mrz_code_dict["expiry_date"] = self._format_date( + mrz_code_dict["expiry_date"] + ) + mrz_code_dict["birth_date"] = self._get_birth_date( + mrz_code_dict["birth_date"], mrz_code_dict["expiry_date"] + ) if mrz_code_dict["mrz_type"] == "TD2": mrz_code_dict["optional_data"] = mrz_lines[1][28:35].strip("<") elif mrz_code_dict["mrz_type"] == "TD3": mrz_code_dict["optional_data"] = mrz_lines[1][28:42].strip("<") - optional_data_checkdigit = self._get_checkdigit(mrz_code_dict["optional_data"].strip("<")) + optional_data_checkdigit = self._get_checkdigit( + mrz_code_dict["optional_data"].strip("<") + ) if optional_data_checkdigit != mrz_lines[1][42]: mrz_code_dict["status"] = "FAILURE" - mrz_code_dict["status_message"] = "Optional data checksum is not matching" + mrz_code_dict["status_message"] = ( + "Optional data checksum is not matching" + ) if include_checkdigit: mrz_code_dict["optional_data_checkdigit"] = optional_data_checkdigit elif mrz_code_dict["mrz_type"] == "MRVA": @@ -228,9 +280,12 @@ def _parse_mrz(self, mrz_text, include_checkdigit=True): else: mrz_code_dict["optional_data"] = mrz_lines[1][28:36].strip("<") - final_checkdigit = self._get_final_checkdigit(mrz_lines, mrz_code_dict["mrz_type"]) - if (mrz_lines[1][-1] != final_checkdigit - and mrz_code_dict["mrz_type"] not in ("MRVA", "MRVB")): + final_checkdigit = self._get_final_checkdigit( + mrz_lines, mrz_code_dict["mrz_type"] + ) + if mrz_lines[1][-1] != final_checkdigit and mrz_code_dict[ + "mrz_type" + ] not in ("MRVA", "MRVB"): mrz_code_dict["status"] = "FAILURE" mrz_code_dict["status_message"] = "Final checksum is not matching" if include_checkdigit: @@ -247,10 +302,14 @@ def _parse_mrz(self, mrz_text, include_checkdigit=True): mrz_code_dict["status_message"] = "Invalid MRZ format" mrz_code_dict["document_number"] = mrz_lines[0][5:14] - document_number_checkdigit = self._get_checkdigit(mrz_code_dict["document_number"]) + document_number_checkdigit = self._get_checkdigit( + mrz_code_dict["document_number"] + ) if document_number_checkdigit != mrz_lines[0][14]: mrz_code_dict["status"] = "FAILURE" - mrz_code_dict["status_message"] = "Document number checksum is not matching" + mrz_code_dict["status_message"] = ( + "Document number checksum is not matching" + ) if include_checkdigit: mrz_code_dict["document_number_checkdigit"] = document_number_checkdigit @@ -261,7 +320,9 @@ def _parse_mrz(self, mrz_text, include_checkdigit=True): birth_date_checkdigit = self._get_checkdigit(mrz_code_dict["birth_date"]) if birth_date_checkdigit != mrz_lines[1][6]: mrz_code_dict["status"] = "FAILURE" - mrz_code_dict["status_message"] = "Date of birth checksum is not matching" + mrz_code_dict["status_message"] = ( + "Date of birth checksum is not matching" + ) if include_checkdigit: mrz_code_dict["birth_date_checkdigit"] = birth_date_checkdigit mrz_code_dict["birth_date"] = self._format_date(mrz_code_dict["birth_date"]) @@ -272,12 +333,18 @@ def _parse_mrz(self, mrz_text, include_checkdigit=True): expiry_date_checkdigit = self._get_checkdigit(mrz_code_dict["expiry_date"]) if expiry_date_checkdigit != mrz_lines[1][14]: mrz_code_dict["status"] = "FAILURE" - mrz_code_dict["status_message"] = "Date of expiry checksum is not matching" + mrz_code_dict["status_message"] = ( + "Date of expiry checksum is not matching" + ) if include_checkdigit: mrz_code_dict["expiry_date_checkdigit"] = expiry_date_checkdigit - mrz_code_dict["expiry_date"] = self._format_date(mrz_code_dict["expiry_date"]) + mrz_code_dict["expiry_date"] = self._format_date( + mrz_code_dict["expiry_date"] + ) - mrz_code_dict["birth_date"] = self._get_birth_date(mrz_code_dict["birth_date"], mrz_code_dict["expiry_date"]) + mrz_code_dict["birth_date"] = self._get_birth_date( + mrz_code_dict["birth_date"], mrz_code_dict["expiry_date"] + ) mrz_code_dict["nationality_code"] = mrz_lines[1][15:18] if not mrz_code_dict["nationality_code"].isalpha(): @@ -285,7 +352,9 @@ def _parse_mrz(self, mrz_text, include_checkdigit=True): mrz_code_dict["status_message"] = "Invalid MRZ format" mrz_code_dict["optional_data_2"] = mrz_lines[0][18:29].strip("<") - final_checkdigit = self._get_final_checkdigit(mrz_lines, mrz_code_dict["mrz_type"]) + final_checkdigit = self._get_final_checkdigit( + mrz_lines, mrz_code_dict["mrz_type"] + ) if mrz_lines[1][-1] != final_checkdigit: mrz_code_dict["status"] = "FAILURE" mrz_code_dict["status_message"] = "Final checksum is not matching" @@ -314,7 +383,13 @@ def validate_mrz(self, mrz_text): else: return {"is_valid": False, "status_message": result.get("status_message")} - def get_details(self, input_data, input_type="imagepath", ignore_parse=False, include_checkdigit=True): + def get_details( + self, + input_data, + input_type="imagepath", + ignore_parse=False, + include_checkdigit=True, + ): if input_type == "imagepath": if not self._is_valid(input_data): raise ValueError("Input is not a valid image file.") @@ -322,24 +397,40 @@ def get_details(self, input_data, input_type="imagepath", ignore_parse=False, in image_array = self._base64_to_array(base64_string) mrz_text = self._get_mrz(image_array) - return mrz_text if ignore_parse else self._parse_mrz(mrz_text, include_checkdigit=include_checkdigit) + return ( + mrz_text + if ignore_parse + else self._parse_mrz(mrz_text, include_checkdigit=include_checkdigit) + ) elif input_type == "numpy": if not self._is_valid(input_data): raise ValueError("Input is not a valid NumPy array.") mrz_text = self._get_mrz(input_data) - return mrz_text if ignore_parse else self._parse_mrz(mrz_text, include_checkdigit=include_checkdigit) + return ( + mrz_text + if ignore_parse + else self._parse_mrz(mrz_text, include_checkdigit=include_checkdigit) + ) elif input_type == "base64": image_array = self._base64_to_array(input_data) mrz_text = self._get_mrz(image_array) - return mrz_text if ignore_parse else self._parse_mrz(mrz_text, include_checkdigit=include_checkdigit) + return ( + mrz_text + if ignore_parse + else self._parse_mrz(mrz_text, include_checkdigit=include_checkdigit) + ) elif input_type == "pdf": # get_details_from_pdf(input_data, ignore_parse=False, include_checkdigit=True) pass elif input_type == "text": mrz_text = self._cleanse_roi(input_data) - return mrz_text if ignore_parse else self._parse_mrz(mrz_text, include_checkdigit=include_checkdigit) + return ( + mrz_text + if ignore_parse + else self._parse_mrz(mrz_text, include_checkdigit=include_checkdigit) + ) else: raise ValueError(f"Unsupported input_type: {input_type}") diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..c3eca77 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,77 @@ +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[project] +name = "fastmrz" +version = "2.1" +description = "Extracts the Machine Readable Zone (MRZ) data from document images" +readme = "README.md" +requires-python = ">=3.8" +license = { text = "AGPLv3" } +authors = [ + { name = "Sivakumar Mahalingam" } +] +classifiers = [ + "Intended Audience :: Developers", + "License :: OSI Approved :: GNU Affero General Public License v3", + "License :: OSI Approved :: GNU Affero General Public License v3 or later (AGPLv3+)", + "Programming Language :: Python :: 3.8", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Operating System :: MacOS", + "Operating System :: POSIX :: Linux", + "Operating System :: Microsoft :: Windows :: Windows 10", + "Operating System :: Microsoft :: Windows :: Windows 11", + "Topic :: Scientific/Engineering", + "Topic :: Scientific/Engineering :: Artificial Intelligence", + "Topic :: Scientific/Engineering :: Image Processing", + "Topic :: Scientific/Engineering :: Image Recognition", + "Topic :: Scientific/Engineering :: Information Analysis", + "Topic :: Software Development", +] +keywords = [ + "fastmrz", + "mrz", + "image processing", + "image recognition", + "ocr", + "computer vision", + "text recognition", + "text detection", + "artificial intelligence", + "onnx" +] +dependencies = [ + "opencv-python-headless>=4.11.0.86", + "pytesseract>=0.3.10", +] + +[project.urls] +Homepage = "https://github.com/sivakumar-mahalingam/fastmrz/" +Source = "https://github.com/sivakumar-mahalingam/fastmrz" +Tracker = "https://github.com/sivakumar-mahalingam/fastmrz/issues" + +[tool.hatch.build.targets.wheel] +packages = ["fastmrz"] +include = [ + "fastmrz/**/*.onnx", +] + +[tool.hatch.build.targets.sdist] +include = [ + "fastmrz", + "tests", + "docs", + "tessdata", + "data", + "README.md", + "LICENSE", + "CODE_OF_CONDUCT.md", + "fastmrz/**/*.onnx", +] + +[project.scripts] +test = "unittest:main" diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index e5c5be2..0000000 --- a/requirements.txt +++ /dev/null @@ -1,2 +0,0 @@ -opencv-python>=4.9.0.80 -pytesseract>=0.3.10 diff --git a/setup.py b/setup.py deleted file mode 100644 index 99a5805..0000000 --- a/setup.py +++ /dev/null @@ -1,49 +0,0 @@ -from setuptools import setup, find_packages - -with open("README.md", "r", encoding="utf8") as f: - long_description = f.read() - - -setup( - name="fastmrz", - version="2.1", - author="Sivakumar Mahalingam", - description="Extracts the Machine Readable Zone (MRZ) data from document images", - long_description=long_description, - long_description_content_type="text/markdown", - url="https://github.com/sivakumar-mahalingam/fastmrz/", - project_urls={ - 'Source': 'https://github.com/sivakumar-mahalingam/fastmrz', - 'Tracker': 'https://github.com/sivakumar-mahalingam/fastmrz/issues', - }, - license="AGPLv3", - python_requires=">=3.8", - install_requires=[ - "opencv-python>=4.9.0.80", "pytesseract>=0.3.10", - ], - packages=find_packages(), - include_package_data=True, - classifiers=[ - "Intended Audience :: Developers", - "License :: OSI Approved :: GNU Affero General Public License v3", - "License :: OSI Approved :: GNU Affero General Public License v3 or later (AGPLv3+)", - "Programming Language :: Python :: 3.8", - "Programming Language :: Python :: 3.9", - "Programming Language :: Python :: 3.10", - "Programming Language :: Python :: 3.11", - "Programming Language :: Python :: 3.12", - "Operating System :: MacOS", - "Operating System :: POSIX :: Linux", - "Operating System :: Microsoft :: Windows :: Windows 10", - "Operating System :: Microsoft :: Windows :: Windows 11", - "Topic :: Scientific/Engineering", - "Topic :: Scientific/Engineering :: Artificial Intelligence", - "Topic :: Scientific/Engineering :: Image Processing", - "Topic :: Scientific/Engineering :: Image Recognition", - "Topic :: Scientific/Engineering :: Information Analysis", - "Topic :: Software Development", - ], - keywords=[ - "fastmrz", "mrz", "image processing", "image recognition", "ocr", "computer vision", "text recognition", "text detection", "artificial intelligence", "onnx" - ] -) diff --git a/tests/test.py b/tests/test.py index 72564d8..5a23c56 100644 --- a/tests/test.py +++ b/tests/test.py @@ -1,21 +1,28 @@ import unittest +from pathlib import Path + import numpy as np -import os + from fastmrz import FastMRZ -fast_mrz = FastMRZ() +BASE_DIR = Path(__file__).parent.parent +DATA_DIR = BASE_DIR / "data" + +fast_mrz = FastMRZ( + tessdata_path=BASE_DIR / "tessdata", +) class TestFastMRZMethods(unittest.TestCase): def test_process_image(self): - image_path = os.path.abspath("../data/td3.jpg") + image_path = DATA_DIR / "td3.jpg" processed_image = fast_mrz._process_image(image_path) self.assertIsInstance(processed_image, np.ndarray) self.assertEqual(processed_image.shape, (1, 256, 256, 3)) def test_get_roi(self): output_data = np.random.rand(1, 256, 256, 1) - image_path = os.path.abspath("../data/td3.jpg") + image_path = DATA_DIR / "td3.jpg" roi = fast_mrz._get_roi(output_data, image_path) self.assertIsInstance(roi, str) @@ -25,7 +32,9 @@ def test_cleanse_roi(self): self.assertIsInstance(cleansed_text, str) def test_get_final_check_digit(self): - input_string = "I= '3.12' and sys_platform == 'darwin'", + "python_full_version >= '3.12' and platform_machine == 'aarch64' and sys_platform == 'linux'", + "(python_full_version >= '3.12' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.12' and sys_platform != 'darwin' and sys_platform != 'linux')", + "python_full_version == '3.11.*' and sys_platform == 'darwin'", + "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'", + "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version == '3.11.*' and sys_platform != 'darwin' and sys_platform != 'linux')", + "python_full_version == '3.10.*' and sys_platform == 'darwin'", + "python_full_version == '3.10.*' and platform_machine == 'aarch64' and sys_platform == 'linux'", + "(python_full_version == '3.10.*' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version == '3.10.*' and sys_platform != 'darwin' and sys_platform != 'linux')", + "python_full_version == '3.9.*' and platform_machine == 'arm64' and sys_platform == 'darwin'", + "python_full_version == '3.9.*' and platform_machine == 'aarch64' and sys_platform == 'linux'", + "(python_full_version == '3.9.*' and platform_machine != 'arm64' and sys_platform == 'darwin') or (python_full_version == '3.9.*' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version == '3.9.*' and sys_platform != 'darwin' and sys_platform != 'linux')", + "python_full_version < '3.9' and platform_machine == 'arm64' and sys_platform == 'darwin'", + "python_full_version < '3.9' and platform_machine == 'aarch64' and sys_platform == 'linux'", + "(python_full_version < '3.9' and platform_machine != 'arm64' and sys_platform == 'darwin') or (python_full_version < '3.9' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.9' and sys_platform != 'darwin' and sys_platform != 'linux')", +] + +[[package]] +name = "fastmrz" +version = "2.1" +source = { editable = "." } +dependencies = [ + { name = "opencv-python-headless" }, + { name = "pytesseract" }, +] + +[package.metadata] +requires-dist = [ + { name = "opencv-python-headless", specifier = ">=4.11.0.86" }, + { name = "pytesseract", specifier = ">=0.3.10" }, +] + +[[package]] +name = "numpy" +version = "1.24.4" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version < '3.9' and platform_machine == 'arm64' and sys_platform == 'darwin'", + "python_full_version < '3.9' and platform_machine == 'aarch64' and sys_platform == 'linux'", + "(python_full_version < '3.9' and platform_machine != 'arm64' and sys_platform == 'darwin') or (python_full_version < '3.9' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.9' and sys_platform != 'darwin' and sys_platform != 'linux')", +] +sdist = { url = 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