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fix: Test cases for RTL programmatic PDFs and fixes for the formula model (#903)

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fix: Support for RTL programmatic documents
fix(parser): detect and handle rotated pages
fix(parser): fix bug causing duplicated text
fix(formula): improve stopping criteria
chore: update lock file
fix: temporary constrain beautifulsoup


* switch to code formula model v1.0.1 and new test pdf

Signed-off-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>

* switch to code formula model v1.0.1 and new test pdf

Signed-off-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>

* cleaned up the data folder in the tests

Signed-off-by: Peter Staar <taa@zurich.ibm.com>

* switch to code formula model v1.0.1 and new test pdf

Signed-off-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>

* added three test-files for right-to-left

Signed-off-by: Peter Staar <taa@zurich.ibm.com>

* fix black

Signed-off-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>

* added new gt for test_e2e_conversion

Signed-off-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>

* added new gt for test_e2e_conversion

Signed-off-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>

* Add code to expose text direction of cell

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* new test file

Signed-off-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>

* update lock

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

* fix mypy reports

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

* fix example filepaths

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

* add test data results

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

* pin wheel of latest docling-parse release

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

* use latest docling-core

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

* remove debugging code

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

* fix path to files in example

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

* Revert unwanted RTL additions

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* Fix test data paths in examples

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

---------

Signed-off-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>
Signed-off-by: Peter Staar <taa@zurich.ibm.com>
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Co-authored-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>
Co-authored-by: Peter Staar <taa@zurich.ibm.com>
Co-authored-by: Christoph Auer <cau@zurich.ibm.com>
This commit is contained in:
Michele Dolfi 2025-02-07 08:43:31 +01:00 committed by GitHub
parent ed74fe2ec0
commit 9114ada7bc
No known key found for this signature in database
GPG Key ID: B5690EEEBB952194
91 changed files with 620 additions and 313 deletions
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7
docling/models/code_formula_model.py
View File

@ -2,6 +2,7 @@ import re
from pathlib import Path
from typing import Iterable, List, Literal, Optional, Tuple, Union
import numpy as np
from docling_core.types.doc import (
CodeItem,
DocItemLabel,
@ -103,7 +104,7 @@ class CodeFormulaModel(BaseItemAndImageEnrichmentModel):
artifacts_path = artifacts_path / self._model_repo_folder
self.code_formula_model = CodeFormulaPredictor(
artifacts_path=artifacts_path,
artifacts_path=str(artifacts_path),
device=device,
num_threads=accelerator_options.num_threads,
)
@ -123,7 +124,7 @@ class CodeFormulaModel(BaseItemAndImageEnrichmentModel):
repo_id="ds4sd/CodeFormula",
force_download=force,
local_dir=local_dir,
revision="v1.0.0",
revision="v1.0.1",
)
return Path(download_path)
@ -231,7 +232,7 @@ class CodeFormulaModel(BaseItemAndImageEnrichmentModel):
return
labels: List[str] = []
images: List[Image.Image] = []
images: List[Union[Image.Image, np.ndarray]] = []
elements: List[TextItem] = []
for el in element_batch:
assert isinstance(el.item, TextItem)

5
docling/models/document_picture_classifier.py
View File

@ -1,6 +1,7 @@
from pathlib import Path
from typing import Iterable, List, Literal, Optional, Tuple, Union
import numpy as np
from docling_core.types.doc import (
DoclingDocument,
NodeItem,
@ -94,7 +95,7 @@ class DocumentPictureClassifier(BaseEnrichmentModel):
artifacts_path = artifacts_path / self._model_repo_folder
self.document_picture_classifier = DocumentFigureClassifierPredictor(
artifacts_path=artifacts_path,
artifacts_path=str(artifacts_path),
device=device,
num_threads=accelerator_options.num_threads,
)
@ -161,7 +162,7 @@ class DocumentPictureClassifier(BaseEnrichmentModel):
yield element
return
images: List[Image.Image] = []
images: List[Union[Image.Image, np.ndarray]] = []
elements: List[PictureItem] = []
for el in element_batch:
assert isinstance(el, PictureItem)

4
docling/models/layout_model.py
View File

@ -150,10 +150,12 @@ class LayoutModel(BasePageModel):
else:
with TimeRecorder(conv_res, "layout"):
assert page.size is not None
page_image = page.get_image(scale=1.0)
assert page_image is not None
clusters = []
for ix, pred_item in enumerate(
self.layout_predictor.predict(page.get_image(scale=1.0))
self.layout_predictor.predict(page_image)
):
label = DocItemLabel(
pred_item["label"]

8
docs/examples/batch_convert.py
View File

@ -103,10 +103,10 @@ 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/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())

2
docs/examples/custom_convert.py
View File

@ -21,7 +21,7 @@ _log = logging.getLogger(__name__)
def main():
logging.basicConfig(level=logging.INFO)
input_doc_path = Path("./tests/data/2206.01062.pdf")
input_doc_path = Path("./tests/data/pdf/2206.01062.pdf")
###########################################################################

2
docs/examples/develop_formula_understanding.py
View File

@ -68,7 +68,7 @@ class ExampleFormulaUnderstandingPipeline(StandardPdfPipeline):
def main():
logging.basicConfig(level=logging.INFO)
input_doc_path = Path("./tests/data/2203.01017v2.pdf")
input_doc_path = Path("./tests/data/pdf/2203.01017v2.pdf")
pipeline_options = ExampleFormulaUnderstandingPipelineOptions()
pipeline_options.do_formula_understanding = True

2
docs/examples/develop_picture_enrichment.py
View File

@ -71,7 +71,7 @@ class ExamplePictureClassifierPipeline(StandardPdfPipeline):
def main():
logging.basicConfig(level=logging.INFO)
input_doc_path = Path("./tests/data/2206.01062.pdf")
input_doc_path = Path("./tests/data/pdf/2206.01062.pdf")
pipeline_options = ExamplePictureClassifierPipelineOptions()
pipeline_options.images_scale = 2.0

2
docs/examples/export_figures.py
View File

@ -16,7 +16,7 @@ IMAGE_RESOLUTION_SCALE = 2.0
def main():
logging.basicConfig(level=logging.INFO)
input_doc_path = Path("./tests/data/2206.01062.pdf")
input_doc_path = Path("./tests/data/pdf/2206.01062.pdf")
output_dir = Path("scratch")
# Important: For operating with page images, we must keep them, otherwise the DocumentConverter

2
docs/examples/export_multimodal.py
View File

@ -19,7 +19,7 @@ IMAGE_RESOLUTION_SCALE = 2.0
def main():
logging.basicConfig(level=logging.INFO)
input_doc_path = Path("./tests/data/2206.01062.pdf")
input_doc_path = Path("./tests/data/pdf/2206.01062.pdf")
output_dir = Path("scratch")
# Important: For operating with page images, we must keep them, otherwise the DocumentConverter

2
docs/examples/export_tables.py
View File

@ -12,7 +12,7 @@ _log = logging.getLogger(__name__)
def main():
logging.basicConfig(level=logging.INFO)
input_doc_path = Path("./tests/data/2206.01062.pdf")
input_doc_path = Path("./tests/data/pdf/2206.01062.pdf")
output_dir = Path("scratch")
doc_converter = DocumentConverter()

2
docs/examples/full_page_ocr.py
View File

@ -14,7 +14,7 @@ from docling.document_converter import DocumentConverter, PdfFormatOption
def main():
input_doc = Path("./tests/data/2206.01062.pdf")
input_doc = Path("./tests/data/pdf/2206.01062.pdf")
pipeline_options = PdfPipelineOptions()
pipeline_options.do_ocr = True

2
docs/examples/inspect_picture_content.py
View File

@ -4,7 +4,7 @@ from docling.datamodel.base_models import InputFormat
from docling.datamodel.pipeline_options import PdfPipelineOptions
from docling.document_converter import DocumentConverter, PdfFormatOption
source = "tests/data/amt_handbook_sample.pdf"
source = "tests/data/pdf/amt_handbook_sample.pdf"
pipeline_options = PdfPipelineOptions()
pipeline_options.images_scale = 2

2
docs/examples/run_with_accelerator.py
View File

@ -14,7 +14,7 @@ from docling.document_converter import DocumentConverter, PdfFormatOption
def main():
input_doc = Path("./tests/data/2206.01062.pdf")
input_doc = Path("./tests/data/pdf/2206.01062.pdf")
# Explicitly set the accelerator
# accelerator_options = AcceleratorOptions(

5
docs/examples/run_with_formats.py
View File

@ -25,9 +25,8 @@ def main():
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/test_01.asciidoc"),
Path("tests/data/test_01.asciidoc"),
Path("tests/data/pdf/2206.01062.pdf"),
Path("tests/data/asciidoc/test_01.asciidoc"),
]
## for defaults use:

2
docs/examples/tesseract_lang_detection.py
View File

@ -10,7 +10,7 @@ from docling.document_converter import DocumentConverter, PdfFormatOption
def main():
input_doc = Path("./tests/data/2206.01062.pdf")
input_doc = Path("./tests/data/pdf/2206.01062.pdf")
# Set lang=["auto"] with a tesseract OCR engine: TesseractOcrOptions, TesseractCliOcrOptions
# ocr_options = TesseractOcrOptions(lang=["auto"])

2
docs/examples/translate.py
View File

@ -32,7 +32,7 @@ def translate(text: str, src: str = "en", dest: str = "de"):
def main():
logging.basicConfig(level=logging.INFO)
input_doc_path = Path("./tests/data/2206.01062.pdf")
input_doc_path = Path("./tests/data/pdf/2206.01062.pdf")
output_dir = Path("scratch")
# Important: For operating with page images, we must keep them, otherwise the DocumentConverter

10
docs/v2.md
View File

@ -117,12 +117,12 @@ conv_result: ConversionResult = doc_converter.convert("https://arxiv.org/pdf/240
## Convert several files at once:
input_files = [
"tests/data/wiki_duck.html",
"tests/data/word_sample.docx",
"tests/data/lorem_ipsum.docx",
"tests/data/powerpoint_sample.pptx",
"tests/data/html/wiki_duck.html",
"tests/data/docx/word_sample.docx",
"tests/data/docx/lorem_ipsum.docx",
"tests/data/pptx/powerpoint_sample.pptx",
"tests/data/2305.03393v1-pg9-img.png",
"tests/data/2206.01062.pdf",
"tests/data/pdf/2206.01062.pdf",
]
# Directly pass list of files or streams to `convert_all`

449
poetry.lock generated
View File

@ -13,87 +13,92 @@ files = [
[[package]]
name = "aiohttp"
version = "3.11.11"
version = "3.11.12"
description = "Async http client/server framework (asyncio)"
optional = false
python-versions = ">=3.9"
files = [
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python-versions = ">=3.9"
files = [
{file = "types_pytz-2024.2.0.20241221-py3-none-any.whl", hash = "sha256:8fc03195329c43637ed4f593663df721fef919b60a969066e22606edf0b53ad5"},
{file = "types_pytz-2024.2.0.20241221.tar.gz", hash = "sha256:06d7cde9613e9f7504766a0554a270c369434b50e00975b3a4a0f6eed0f2c1a9"},
{file = "types_pytz-2025.1.0.20250204-py3-none-any.whl", hash = "sha256:32ca4a35430e8b94f6603b35beb7f56c32260ddddd4f4bb305fdf8f92358b87e"},
{file = "types_pytz-2025.1.0.20250204.tar.gz", hash = "sha256:00f750132769f1c65a4f7240bc84f13985b4da774bd17dfbe5d9cd442746bd49"},
]
[[package]]
@ -7851,4 +7850,4 @@ tesserocr = ["tesserocr"]
[metadata]
lock-version = "2.0"
python-versions = "^3.9"
content-hash = "7d8c8a4c2562f3e88673fb9a32d0a5f85aca0f7c7aeaa67a7a65a0f930a5c6c7"
content-hash = "ca0464df452664834ae9bccc59f89240e2f5e8f3b179761de615548c799680e7"

6
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@ -26,10 +26,10 @@ packages = [{include = "docling"}]
######################
python = "^3.9"
pydantic = "^2.0.0"
docling-core = {extras = ["chunking"], version = "^2.17.0"}
docling-core = {extras = ["chunking"], version = "^2.17.2"}
docling-ibm-models = "^3.3.0"
deepsearch-glm = "^1.0.0"
docling-parse = "^3.1.0"
docling-parse = "^3.3.0"
filetype = "^1.2.0"
pypdfium2 = "^4.30.0"
pydantic-settings = "^2.3.0"
@ -46,7 +46,7 @@ scipy = [
typer = "^0.12.5"
python-docx = "^1.1.2"
python-pptx = "^1.0.2"
beautifulsoup4 = "^4.12.3"
beautifulsoup4 = ">=4.12.3,<4.13.0"
pandas = "^2.1.4"
marko = "^2.1.2"
openpyxl = "^3.1.5"

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<document>
<subtitle-level-1><location><page_1><loc_22><loc_83><loc_45><loc_84></location>Java Code Example</subtitle-level-1>
<subtitle-level-1><location><page_1><loc_22><loc_83><loc_52><loc_84></location>JavaScript Code Example</subtitle-level-1>
<paragraph><location><page_1><loc_22><loc_63><loc_78><loc_81></location>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.</paragraph>
<paragraph><location><page_1><loc_39><loc_61><loc_61><loc_62></location>Listing 1: Simple Java Program</paragraph>
<paragraph><location><page_1><loc_22><loc_56><loc_55><loc_60></location>public static void print() { System.out.println( "Java Code" ); }</paragraph>
<paragraph><location><page_1><loc_22><loc_37><loc_78><loc_55></location>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.</paragraph>
<paragraph><location><page_1><loc_22><loc_57><loc_78><loc_63></location>Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet,</paragraph>
<paragraph><location><page_1><loc_36><loc_55><loc_63><loc_56></location>Listing 1: Simple JavaScript Program</paragraph>
<paragraph><location><page_1><loc_22><loc_49><loc_43><loc_54></location>function add(a, b) { return a + b; } console.log(add(3, 5));</paragraph>
<paragraph><location><page_1><loc_22><loc_29><loc_78><loc_47></location>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.</paragraph>
<paragraph><location><page_1><loc_22><loc_23><loc_78><loc_29></location>Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet,</paragraph>
<subtitle-level-1><location><page_2><loc_22><loc_84><loc_32><loc_85></location>Formula</subtitle-level-1>
<paragraph><location><page_2><loc_22><loc_65><loc_80><loc_82></location>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.</paragraph>
<paragraph><location><page_2><loc_22><loc_66><loc_80><loc_82></location>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.</paragraph>
<paragraph><location><page_2><loc_22><loc_58><loc_80><loc_65></location>Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet, consectetuer adipiscing elit, sed diam nonummy nibh euismod tincidunt.</paragraph>
<paragraph><location><page_2><loc_22><loc_38><loc_80><loc_55></location>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.</paragraph>
<paragraph><location><page_2><loc_22><loc_29><loc_80><loc_38></location>Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet, consectetuer adipiscing elit, sed diam nonummy nibh euismod tincidunt ut laoreet dolore magna aliquam erat volutpat.</paragraph>
<paragraph><location><page_2><loc_22><loc_29><loc_80><loc_37></location>Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet, consectetuer adipiscing elit, sed diam nonummy nibh euismod tincidunt ut laoreet dolore magna aliquam erat volutpat.</paragraph>
<paragraph><location><page_2><loc_22><loc_21><loc_80><loc_29></location>Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet, consectetuer adipiscing elit, sed diam nonummy nibh euismod tincidunt ut laoreet dolore magna aliquam erat volutpat.</paragraph>
</document>

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## Java Code Example
## JavaScript Code Example
Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.
Listing 1: Simple Java Program
Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet,
public static void print() { System.out.println( "Java Code" ); }
Listing 1: Simple JavaScript Program
function add(a, b) { return a + b; } console.log(add(3, 5));
Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.
Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet,
## Formula
Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.

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<document>
<subtitle-level-1><location><page_1><loc_37><loc_89><loc_85><loc_91></location>Pythonو R ةغلب ةجمربلا للاخ نم تلاكشملا لحو ةيجاتنلإا نيسحت</subtitle-level-1>
<paragraph><location><page_1><loc_15><loc_80><loc_85><loc_87></location>Python و R ةغلب ةجمربلا ربتعت ةلاعف لولح داجيإ يف دعاستو ةيجاتنلإا ززعت نأ نكمي يتلا ةيوقلا تاودلأا نم ءاملعلاو نيللحملا ىلع لهسي امم ،تانايبلا ليلحتل ةيلاثم اهلعجت ةديرف تازيمPython و R نم لك كلتمي .تلاكشملل ناك اذإ .ةلاعفو ةعيرس ةقيرطب ةدقعم تلايلحت ءارجإ مهسي نأ نكمي تاغللا هذه مادختسا نإف ،ةيليلحت ةيلقع كيدل .لمعلا جئاتن نيسحت يف ريبك لكشب</paragraph>
<paragraph><location><page_1><loc_34><loc_73><loc_34><loc_75></location>ً</paragraph>
<paragraph><location><page_1><loc_16><loc_71><loc_85><loc_78></location>جارختساو تانايبلا نم ةلئاه تايمك ةجلاعم نكمملا نم حبصي ،ةجمربلا تاراهم عم يليلحتلا ريكفتلا عمتجي امدنع ذيفنتلPython و R مادختسا نيجمربملل نكمي .اهنم تاهجوتلاو طامنلأا ةجذمنلا لثم ،ةمدقتم ةيليلحت تايلمع ةقد رثكأ تارارق ذاختا ىلإ ا ضيأ يدؤي نأ نكمي لب ،تقولا رفوي طقف سيل اذه .ةريبكلا تانايبلا ليلحتو ةيئاصحلإا تانايبلا ىلع ةمئاق تاجاتنتسا ىلع ءانب .</paragraph>
<paragraph><location><page_1><loc_83><loc_71><loc_83><loc_73></location>ً</paragraph>
<paragraph><location><page_1><loc_15><loc_63><loc_85><loc_70></location>ليلحتلا نم ،تاقيبطتلا نم ةعساو ةعومجم معدت ةينغ تاودأو تابتكمPython و R نم لك رفوت ،كلذ ىلع ةولاع ىلع .ةفلتخملا تلاكشملل ةركتبم لولح ريوطتل تابتكملا هذه نم ةدافتسلاا نيمدختسملل نكمي .يللآا ملعتلا ىلإ ينايبلا R رفوت امنيب ،ةءافكب تانايبلا ةرادلإ Python يف pandas ةبتكم مادختسا نكمي ،لاثملا ليبس مسرلل ةيوق تاودأ .نيللحملاو نيثحابلل ةيلاثم اهلعجي امم ،يئاصحلإا ليلحتلاو ينايبلا</paragraph>
<paragraph><location><page_1><loc_16><loc_56><loc_85><loc_61></location>Python و R ةغلب ةجمربلا يدؤت نأ نكمي ،ةياهنلا يف ةركتبم لولح ريفوتو ةيجاتنلإا نيسحت ىلإ ةيليلحت ةيلقع عم اهل نوكت نأ نكمي ةبسانملا ةيجمربلا بيلاسلأا قيبطتو لاعف لكشب تانايبلا ليلحت ىلع ةردقلا نإ .ةدقعملا تلاكشملل .ينهملاو يصخشلا ءادلأا ىلع ىدملا ةديعب ةيباجيإ تاريثأت</paragraph>
</document>

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## Pythonو R ةغلب ةجمربلا للاخ نم تلاكشملا لحو ةيجاتنلإا نيسحت
Python و R ةغلب ةجمربلا ربتعت ةلاعف لولح داجيإ يف دعاستو ةيجاتنلإا ززعت نأ نكمي يتلا ةيوقلا تاودلأا نم ءاملعلاو نيللحملا ىلع لهسي امم ،تانايبلا ليلحتل ةيلاثم اهلعجت ةديرف تازيمPython و R نم لك كلتمي .تلاكشملل ناك اذإ .ةلاعفو ةعيرس ةقيرطب ةدقعم تلايلحت ءارجإ مهسي نأ نكمي تاغللا هذه مادختسا نإف ،ةيليلحت ةيلقع كيدل .لمعلا جئاتن نيسحت يف ريبك لكشب
ً
جارختساو تانايبلا نم ةلئاه تايمك ةجلاعم نكمملا نم حبصي ،ةجمربلا تاراهم عم يليلحتلا ريكفتلا عمتجي امدنع ذيفنتلPython و R مادختسا نيجمربملل نكمي .اهنم تاهجوتلاو طامنلأا ةجذمنلا لثم ،ةمدقتم ةيليلحت تايلمع ةقد رثكأ تارارق ذاختا ىلإ ا ضيأ يدؤي نأ نكمي لب ،تقولا رفوي طقف سيل اذه .ةريبكلا تانايبلا ليلحتو ةيئاصحلإا تانايبلا ىلع ةمئاق تاجاتنتسا ىلع ءانب .
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ليلحتلا نم ،تاقيبطتلا نم ةعساو ةعومجم معدت ةينغ تاودأو تابتكمPython و R نم لك رفوت ،كلذ ىلع ةولاع ىلع .ةفلتخملا تلاكشملل ةركتبم لولح ريوطتل تابتكملا هذه نم ةدافتسلاا نيمدختسملل نكمي .يللآا ملعتلا ىلإ ينايبلا R رفوت امنيب ،ةءافكب تانايبلا ةرادلإ Python يف pandas ةبتكم مادختسا نكمي ،لاثملا ليبس مسرلل ةيوق تاودأ .نيللحملاو نيثحابلل ةيلاثم اهلعجي امم ،يئاصحلإا ليلحتلاو ينايبلا
Python و R ةغلب ةجمربلا يدؤت نأ نكمي ،ةياهنلا يف ةركتبم لولح ريفوتو ةيجاتنلإا نيسحت ىلإ ةيليلحت ةيلقع عم اهل نوكت نأ نكمي ةبسانملا ةيجمربلا بيلاسلأا قيبطتو لاعف لكشب تانايبلا ليلحت ىلع ةردقلا نإ .ةدقعملا تلاكشملل .ينهملاو يصخشلا ءادلأا ىلع ىدملا ةديعب ةيباجيإ تاريثأت

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<document>
<paragraph><location><page_1><loc_8><loc_3><loc_10><loc_4></location>11</paragraph>
<paragraph><location><page_1><loc_11><loc_50><loc_73><loc_75></location>،هيلعو ملا ةوا رملا لاول خواهييع ووص عضت ةيرص م لا ةموكح لا نإف ةو اب لأا نم ددي قي حت ىاي لمعلخب خال ةير وام جلا سي ئر د يسلا فياكت ا دو ه :خاسعر ىاي ويولولأا ةومئخق سعر ىا ي يرصملا نخسنلإا ءخهب فام عضو ، تخ ووومن تحدووعم قووي حت ىوو اي لو وم علا ،ليوواعللاو ةحووصلا تحخووجم اووف ةووصخل ىوووواي خوووو حلا ا وووو و ،تخوووو ي خل لا فوووواذع اووووف ةامخوووو و ةمادلووووسمو ةوووويوق وو يلودلاو ةوويمياقلإا تخيدوو حلل ا ءوووض اووف يرووصملا امووو لا نووملأا تاددووحم ،ة وو ام ةووعبخلم رارملووساو ،ةيووسخيسلا ة رخوواملا ر ي وو و لت د ووواو ةاووصاومو تخ ايوووو لاو ةوووفخ لا تخووو ام ريوووولت ، خوووهرلإا ةوووحفخ كمو ر ار لوووسحاو نوووملأا لي هخووو م وووسري ي ووولا وووو حهل ا ىووواي لدووولعملا اهيدووو لا خووولبلاو ،اه،وووولا .اعملجملا ماسلاو ةه،اوملا</paragraph>
<paragraph><location><page_1><loc_13><loc_45><loc_74><loc_48></location>رول لا لاول ةيرو ص م لا ةو موكحلا امخونرب دالوسي ،قبس خمل خً فوو 2024( -)2026 اتلآا وحهلا ىاي اهو ،ةسيئر ةيجيتارلسا اد هع ةعبرع قي حت :</paragraph>
<paragraph><location><page_1><loc_12><loc_37><loc_73><loc_40></location>نــــــــم ما ةــــــــيا م رـ صم لا يم وقل ا اــــسن ا ءاــــ نب رــــــــــــــــــــصم لا عاـــــصت ا ءاـــــ نب يــــــــــــــــــــــسبا نت قتسظا ق يقحت را ر يــــــــــــــــــــــــساي سلا</paragraph>
<paragraph><location><page_1><loc_12><loc_23><loc_73><loc_31></location>خهلوسحخب امخونرب لا ت خفدالوسم ديدحت لت دق هن ع ىلإ رخ لإا ردجت لكواب د روووصم ةو ووي ر تخ فدال ووو س م ىووو اي سيوووئر 2023 ر اوو وو حلا تخووو ساو تخيوووصوتو ، كيال ا تخ اووصيل اه،ووولا امخوونربلاو ،تارا ووو لا ت خ فدا لوو سمو ،اه،ووولا ،ةوو ي ا ةيه، ولا تخ ي جيتا رلسحا فالبمو .</paragraph>
<figure>
<location><page_1><loc_75><loc_23><loc_100><loc_76></location>
</figure>
</document>

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11
،هيلعو ملا ةوا رملا لاول خواهييع ووص عضت ةيرص م لا ةموكح لا نإف ةو اب لأا نم ددي قي حت ىاي لمعلخب خال ةير وام جلا سي ئر د يسلا فياكت ا دو ه :خاسعر ىاي ويولولأا ةومئخق سعر ىا ي يرصملا نخسنلإا ءخهب فام عضو ، تخ ووومن تحدووعم قووي حت ىوو اي لو وم علا ،ليوواعللاو ةحووصلا تحخووجم اووف ةووصخل ىوووواي خوووو حلا ا وووو و ،تخوووو ي خل لا فوووواذع اووووف ةامخوووو و ةمادلووووسمو ةوووويوق وو يلودلاو ةوويمياقلإا تخيدوو حلل ا ءوووض اووف يرووصملا امووو لا نووملأا تاددووحم ،ة وو ام ةووعبخلم رارملووساو ،ةيووسخيسلا ة رخوواملا ر ي وو و لت د ووواو ةاووصاومو تخ ايوووو لاو ةوووفخ لا تخووو ام ريوووولت ، خوووهرلإا ةوووحفخ كمو ر ار لوووسحاو نوووملأا لي هخووو م وووسري ي ووولا وووو حهل ا ىووواي لدووولعملا اهيدووو لا خووولبلاو ،اه،وووولا .اعملجملا ماسلاو ةه،اوملا
رول لا لاول ةيرو ص م لا ةو موكحلا امخونرب دالوسي ،قبس خمل خً فوو 2024( -)2026 اتلآا وحهلا ىاي اهو ،ةسيئر ةيجيتارلسا اد هع ةعبرع قي حت :
نــــــــم ما ةــــــــيا م رـ صم لا يم وقل ا اــــسن ا ءاــــ نب رــــــــــــــــــــصم لا عاـــــصت ا ءاـــــ نب يــــــــــــــــــــــسبا نت قتسظا ق يقحت را ر يــــــــــــــــــــــــساي سلا
خهلوسحخب امخونرب لا ت خفدالوسم ديدحت لت دق هن ع ىلإ رخ لإا ردجت لكواب د روووصم ةو ووي ر تخ فدال ووو س م ىووو اي سيوووئر 2023 ر اوو وو حلا تخووو ساو تخيوووصوتو ، كيال ا تخ اووصيل اه،ووولا امخوونربلاو ،تارا ووو لا ت خ فدا لوو سمو ،اه،ووولا ،ةوو ي ا ةيه، ولا تخ ي جيتا رلسحا فالبمو .
<!-- image -->

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<document>
<subtitle-level-1><location><page_1><loc_12><loc_90><loc_45><loc_93></location>یلخاد یلااک - یلصا رازاب رد شريذپ همانديما</subtitle-level-1>
<figure>
<location><page_1><loc_65><loc_88><loc_81><loc_96></location>
</figure>
<subtitle-level-1><location><page_1><loc_63><loc_81><loc_81><loc_84></location>لااک درادناتسا -2-5</subtitle-level-1>
<paragraph><location><page_1><loc_77><loc_79><loc_87><loc_81></location>درادناتسا مان</paragraph>
<paragraph><location><page_1><loc_11><loc_75><loc_44><loc_81></location>یرگ هتخير شور هب هدش ديلوت لاشمش و هشمش فرصم دروم هتسويپ یا هزاس یاهدلاوف رد - قباطم تسويپ زيلانآ</paragraph>
<paragraph><location><page_1><loc_71><loc_72><loc_87><loc_74></location>یلم درادناتسا هرامش</paragraph>
<paragraph><location><page_1><loc_40><loc_73><loc_45><loc_74></location>20300</paragraph>
<paragraph><location><page_1><loc_68><loc_70><loc_87><loc_72></location>؟تسا یرابجا درادناتسا</paragraph>
<paragraph><location><page_1><loc_65><loc_67><loc_87><loc_69></location>درادناتسا هدننکرداص عجرم</paragraph>
<paragraph><location><page_1><loc_28><loc_67><loc_44><loc_69></location>ناريا درادناتسا یلم نامزاس</paragraph>
<paragraph><location><page_1><loc_49><loc_62><loc_87><loc_66></location>ذخا ار روکذم درادناتسا ،لوصحم هدننکديلوت ايآ ؟تسا هدومن</paragraph>
<subtitle-level-1><location><page_1><loc_69><loc_56><loc_85><loc_58></location>سروب رد شريذپ -3</subtitle-level-1>
<paragraph><location><page_1><loc_68><loc_54><loc_83><loc_56></location>کرادم هئارا خيرات</paragraph>
<paragraph><location><page_1><loc_23><loc_54><loc_32><loc_56></location>1403/09/19</paragraph>
<paragraph><location><page_1><loc_72><loc_51><loc_83><loc_53></location>شريذپ خيرات</paragraph>
<paragraph><location><page_1><loc_23><loc_51><loc_32><loc_53></location>1403/10/04</paragraph>
<paragraph><location><page_1><loc_62><loc_48><loc_83><loc_50></location>هضرع هتيمک هسلج هرامش</paragraph>
<paragraph><location><page_1><loc_26><loc_49><loc_29><loc_50></location>436</paragraph>
<paragraph><location><page_1><loc_67><loc_45><loc_83><loc_47></location>همانديما جرد خيرات</paragraph>
<paragraph><location><page_1><loc_23><loc_46><loc_32><loc_48></location>1403/10/05</paragraph>
<paragraph><location><page_1><loc_71><loc_43><loc_83><loc_45></location>شريذپ رواشم</paragraph>
<paragraph><location><page_1><loc_21><loc_43><loc_34><loc_45></location>سروب نومرآ یرازگراک</paragraph>
<paragraph><location><page_1><loc_47><loc_37><loc_83><loc_42></location>رد لااک شريذپ زا سپ هياپ تميق نييعت ةوحن سروب</paragraph>
<paragraph><location><page_1><loc_18><loc_40><loc_36><loc_42></location>یناهج یاه تميق ساسا رب</paragraph>
<paragraph><location><page_1><loc_45><loc_32><loc_83><loc_37></location>شورف /شورف لک /ديلوت زا هضرع دصرد لقادح یلخاد</paragraph>
<paragraph><location><page_1><loc_14><loc_35><loc_40><loc_37></location>نت 47.500 اي هنايلاس ديلوت زا %50 لقادح</paragraph>
<paragraph><location><page_1><loc_68><loc_29><loc_83><loc_31></location>ليوحت زاجم یاطخ</paragraph>
<paragraph><location><page_1><loc_18><loc_30><loc_37><loc_31></location>ليوحت لباق هلومحم نيرخآ 5%</paragraph>
</document>

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## یلخاد یلااک - یلصا رازاب رد شريذپ همانديما
<!-- image -->
## لااک درادناتسا -2-5
درادناتسا مان
یرگ هتخير شور هب هدش ديلوت لاشمش و هشمش فرصم دروم هتسويپ یا هزاس یاهدلاوف رد - قباطم تسويپ زيلانآ
یلم درادناتسا هرامش
20300
؟تسا یرابجا درادناتسا
درادناتسا هدننکرداص عجرم
ناريا درادناتسا یلم نامزاس
ذخا ار روکذم درادناتسا ،لوصحم هدننکديلوت ايآ ؟تسا هدومن
## سروب رد شريذپ -3
کرادم هئارا خيرات
1403/09/19
شريذپ خيرات
1403/10/04
هضرع هتيمک هسلج هرامش
436
همانديما جرد خيرات
1403/10/05
شريذپ رواشم
سروب نومرآ یرازگراک
رد لااک شريذپ زا سپ هياپ تميق نييعت ةوحن سروب
یناهج یاه تميق ساسا رب
شورف /شورف لک /ديلوت زا هضرع دصرد لقادح یلخاد
نت 47.500 اي هنايلاس ديلوت زا %50 لقادح
ليوحت زاجم یاطخ
ليوحت لباق هلومحم نيرخآ 5%

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<document>
<section_header_level_1><location><page_1><loc_22><loc_83><loc_45><loc_84></location>Java Code Example</section_header_level_1>
<section_header_level_1><location><page_1><loc_22><loc_83><loc_52><loc_84></location>JavaScript Code Example</section_header_level_1>
<text><location><page_1><loc_22><loc_63><loc_78><loc_81></location>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.</text>
<paragraph><location><page_1><loc_39><loc_61><loc_61><loc_62></location>Listing 1: Simple Java Program</paragraph>
<code><location><page_1><loc_22><loc_56><loc_55><loc_60></location>public static void print() { System.out.println( "Java Code" ); }</code>
<text><location><page_1><loc_22><loc_37><loc_78><loc_55></location>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.</text>
<text><location><page_1><loc_22><loc_57><loc_78><loc_63></location>Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet,</text>
<paragraph><location><page_1><loc_36><loc_55><loc_63><loc_56></location>Listing 1: Simple JavaScript Program</paragraph>
<code><location><page_1><loc_22><loc_49><loc_43><loc_54></location>function add(a, b) { return a + b; } console.log(add(3, 5));</code>
<text><location><page_1><loc_22><loc_29><loc_78><loc_47></location>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.</text>
<text><location><page_1><loc_22><loc_23><loc_78><loc_29></location>Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet,</text>
<section_header_level_1><location><page_2><loc_22><loc_84><loc_32><loc_85></location>Formula</section_header_level_1>
<text><location><page_2><loc_22><loc_65><loc_80><loc_82></location>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.</text>
<text><location><page_2><loc_22><loc_66><loc_80><loc_82></location>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.</text>
<text><location><page_2><loc_22><loc_58><loc_80><loc_65></location>Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet, consectetuer adipiscing elit, sed diam nonummy nibh euismod tincidunt.</text>
<formula><location><page_2><loc_47><loc_56><loc_56><loc_57></location></formula>
<text><location><page_2><loc_22><loc_38><loc_80><loc_55></location>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.</text>
<text><location><page_2><loc_22><loc_29><loc_80><loc_38></location>Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet, consectetuer adipiscing elit, sed diam nonummy nibh euismod tincidunt ut laoreet dolore magna aliquam erat volutpat.</text>
<text><location><page_2><loc_22><loc_29><loc_80><loc_37></location>Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet, consectetuer adipiscing elit, sed diam nonummy nibh euismod tincidunt ut laoreet dolore magna aliquam erat volutpat.</text>
<text><location><page_2><loc_22><loc_21><loc_80><loc_29></location>Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet, consectetuer adipiscing elit, sed diam nonummy nibh euismod tincidunt ut laoreet dolore magna aliquam erat volutpat.</text>
</document>

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## Java Code Example
## JavaScript Code Example
Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.
Listing 1: Simple Java Program
Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet,
Listing 1: Simple JavaScript Program
```
public static void print() { System.out.println( "Java Code" ); }
function add(a, b) { return a + b; } console.log(add(3, 5));
```
Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.
Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulla facilisis at vero eros et accumsan et iusto odio dignissim qui blandit praesent luptatum zzril delenit augue duis dolore te feugait nulla facilisi. Lorem ipsum dolor sit amet,
## Formula
Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.

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<document>
<section_header_level_1><location><page_1><loc_37><loc_89><loc_85><loc_91></location>Pythonو R ةغلب ةجمربلا للاخ نم تلاكشملا لحو ةيجاتنلإا نيسحت</section_header_level_1>
<text><location><page_1><loc_15><loc_80><loc_85><loc_87></location>Python و R ةغلب ةجمربلا ربتعت ةلاعف لولح داجيإ يف دعاستو ةيجاتنلإا ززعت نأ نكمي يتلا ةيوقلا تاودلأا نم ءاملعلاو نيللحملا ىلع لهسي امم ،تانايبلا ليلحتل ةيلاثم اهلعجت ةديرف تازيمPython و R نم لك كلتمي .تلاكشملل ناك اذإ .ةلاعفو ةعيرس ةقيرطب ةدقعم تلايلحت ءارجإ مهسي نأ نكمي تاغللا هذه مادختسا نإف ،ةيليلحت ةيلقع كيدل .لمعلا جئاتن نيسحت يف ريبك لكشب</text>
<text><location><page_1><loc_34><loc_73><loc_34><loc_75></location>ً</text>
<text><location><page_1><loc_16><loc_71><loc_85><loc_78></location>جارختساو تانايبلا نم ةلئاه تايمك ةجلاعم نكمملا نم حبصي ،ةجمربلا تاراهم عم يليلحتلا ريكفتلا عمتجي امدنع ذيفنتلPython و R مادختسا نيجمربملل نكمي .اهنم تاهجوتلاو طامنلأا ةجذمنلا لثم ،ةمدقتم ةيليلحت تايلمع ةقد رثكأ تارارق ذاختا ىلإ ا ضيأ يدؤي نأ نكمي لب ،تقولا رفوي طقف سيل اذه .ةريبكلا تانايبلا ليلحتو ةيئاصحلإا تانايبلا ىلع ةمئاق تاجاتنتسا ىلع ءانب .</text>
<text><location><page_1><loc_83><loc_71><loc_83><loc_73></location>ً</text>
<text><location><page_1><loc_15><loc_63><loc_85><loc_70></location>ليلحتلا نم ،تاقيبطتلا نم ةعساو ةعومجم معدت ةينغ تاودأو تابتكمPython و R نم لك رفوت ،كلذ ىلع ةولاع ىلع .ةفلتخملا تلاكشملل ةركتبم لولح ريوطتل تابتكملا هذه نم ةدافتسلاا نيمدختسملل نكمي .يللآا ملعتلا ىلإ ينايبلا R رفوت امنيب ،ةءافكب تانايبلا ةرادلإ Python يف pandas ةبتكم مادختسا نكمي ،لاثملا ليبس مسرلل ةيوق تاودأ .نيللحملاو نيثحابلل ةيلاثم اهلعجي امم ،يئاصحلإا ليلحتلاو ينايبلا</text>
<text><location><page_1><loc_16><loc_56><loc_85><loc_61></location>Python و R ةغلب ةجمربلا يدؤت نأ نكمي ،ةياهنلا يف ةركتبم لولح ريفوتو ةيجاتنلإا نيسحت ىلإ ةيليلحت ةيلقع عم اهل نوكت نأ نكمي ةبسانملا ةيجمربلا بيلاسلأا قيبطتو لاعف لكشب تانايبلا ليلحت ىلع ةردقلا نإ .ةدقعملا تلاكشملل .ينهملاو يصخشلا ءادلأا ىلع ىدملا ةديعب ةيباجيإ تاريثأت</text>
</document>

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## Pythonو R ةغلب ةجمربلا للاخ نم تلاكشملا لحو ةيجاتنلإا نيسحت
Python و R ةغلب ةجمربلا ربتعت ةلاعف لولح داجيإ يف دعاستو ةيجاتنلإا ززعت نأ نكمي يتلا ةيوقلا تاودلأا نم ءاملعلاو نيللحملا ىلع لهسي امم ،تانايبلا ليلحتل ةيلاثم اهلعجت ةديرف تازيمPython و R نم لك كلتمي .تلاكشملل ناك اذإ .ةلاعفو ةعيرس ةقيرطب ةدقعم تلايلحت ءارجإ مهسي نأ نكمي تاغللا هذه مادختسا نإف ،ةيليلحت ةيلقع كيدل .لمعلا جئاتن نيسحت يف ريبك لكشب
ً
جارختساو تانايبلا نم ةلئاه تايمك ةجلاعم نكمملا نم حبصي ،ةجمربلا تاراهم عم يليلحتلا ريكفتلا عمتجي امدنع ذيفنتلPython و R مادختسا نيجمربملل نكمي .اهنم تاهجوتلاو طامنلأا ةجذمنلا لثم ،ةمدقتم ةيليلحت تايلمع ةقد رثكأ تارارق ذاختا ىلإ ا ضيأ يدؤي نأ نكمي لب ،تقولا رفوي طقف سيل اذه .ةريبكلا تانايبلا ليلحتو ةيئاصحلإا تانايبلا ىلع ةمئاق تاجاتنتسا ىلع ءانب .
ً
ليلحتلا نم ،تاقيبطتلا نم ةعساو ةعومجم معدت ةينغ تاودأو تابتكمPython و R نم لك رفوت ،كلذ ىلع ةولاع ىلع .ةفلتخملا تلاكشملل ةركتبم لولح ريوطتل تابتكملا هذه نم ةدافتسلاا نيمدختسملل نكمي .يللآا ملعتلا ىلإ ينايبلا R رفوت امنيب ،ةءافكب تانايبلا ةرادلإ Python يف pandas ةبتكم مادختسا نكمي ،لاثملا ليبس مسرلل ةيوق تاودأ .نيللحملاو نيثحابلل ةيلاثم اهلعجي امم ،يئاصحلإا ليلحتلاو ينايبلا
Python و R ةغلب ةجمربلا يدؤت نأ نكمي ،ةياهنلا يف ةركتبم لولح ريفوتو ةيجاتنلإا نيسحت ىلإ ةيليلحت ةيلقع عم اهل نوكت نأ نكمي ةبسانملا ةيجمربلا بيلاسلأا قيبطتو لاعف لكشب تانايبلا ليلحت ىلع ةردقلا نإ .ةدقعملا تلاكشملل .ينهملاو يصخشلا ءادلأا ىلع ىدملا ةديعب ةيباجيإ تاريثأت

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<document>
<text><location><page_1><loc_8><loc_3><loc_10><loc_4></location>11</text>
<text><location><page_1><loc_11><loc_50><loc_73><loc_75></location>،هيلعو ملا ةوا رملا لاول خواهييع ووص عضت ةيرص م لا ةموكح لا نإف ةو اب لأا نم ددي قي حت ىاي لمعلخب خال ةير وام جلا سي ئر د يسلا فياكت ا دو ه :خاسعر ىاي ويولولأا ةومئخق سعر ىا ي يرصملا نخسنلإا ءخهب فام عضو ، تخ ووومن تحدووعم قووي حت ىوو اي لو وم علا ،ليوواعللاو ةحووصلا تحخووجم اووف ةووصخل ىوووواي خوووو حلا ا وووو و ،تخوووو ي خل لا فوووواذع اووووف ةامخوووو و ةمادلووووسمو ةوووويوق وو يلودلاو ةوويمياقلإا تخيدوو حلل ا ءوووض اووف يرووصملا امووو لا نووملأا تاددووحم ،ة وو ام ةووعبخلم رارملووساو ،ةيووسخيسلا ة رخوواملا ر ي وو و لت د ووواو ةاووصاومو تخ ايوووو لاو ةوووفخ لا تخووو ام ريوووولت ، خوووهرلإا ةوووحفخ كمو ر ار لوووسحاو نوووملأا لي هخووو م وووسري ي ووولا وووو حهل ا ىووواي لدووولعملا اهيدووو لا خووولبلاو ،اه،وووولا .اعملجملا ماسلاو ةه،اوملا</text>
<text><location><page_1><loc_13><loc_45><loc_74><loc_48></location>رول لا لاول ةيرو ص م لا ةو موكحلا امخونرب دالوسي ،قبس خمل خً فوو 2024( -)2026 اتلآا وحهلا ىاي اهو ،ةسيئر ةيجيتارلسا اد هع ةعبرع قي حت :</text>
<text><location><page_1><loc_12><loc_37><loc_73><loc_40></location>نــــــــم ما ةــــــــيا م رـ صم لا يم وقل ا اــــسن ا ءاــــ نب رــــــــــــــــــــصم لا عاـــــصت ا ءاـــــ نب يــــــــــــــــــــــسبا نت قتسظا ق يقحت را ر يــــــــــــــــــــــــساي سلا</text>
<text><location><page_1><loc_12><loc_23><loc_73><loc_31></location>خهلوسحخب امخونرب لا ت خفدالوسم ديدحت لت دق هن ع ىلإ رخ لإا ردجت لكواب د روووصم ةو ووي ر تخ فدال ووو س م ىووو اي سيوووئر 2023 ر اوو وو حلا تخووو ساو تخيوووصوتو ، كيال ا تخ اووصيل اه،ووولا امخوونربلاو ،تارا ووو لا ت خ فدا لوو سمو ،اه،ووولا ،ةوو ي ا ةيه، ولا تخ ي جيتا رلسحا فالبمو .</text>
<figure>
<location><page_1><loc_75><loc_23><loc_100><loc_76></location>
</figure>
</document>

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11
،هيلعو ملا ةوا رملا لاول خواهييع ووص عضت ةيرص م لا ةموكح لا نإف ةو اب لأا نم ددي قي حت ىاي لمعلخب خال ةير وام جلا سي ئر د يسلا فياكت ا دو ه :خاسعر ىاي ويولولأا ةومئخق سعر ىا ي يرصملا نخسنلإا ءخهب فام عضو ، تخ ووومن تحدووعم قووي حت ىوو اي لو وم علا ،ليوواعللاو ةحووصلا تحخووجم اووف ةووصخل ىوووواي خوووو حلا ا وووو و ،تخوووو ي خل لا فوووواذع اووووف ةامخوووو و ةمادلووووسمو ةوووويوق وو يلودلاو ةوويمياقلإا تخيدوو حلل ا ءوووض اووف يرووصملا امووو لا نووملأا تاددووحم ،ة وو ام ةووعبخلم رارملووساو ،ةيووسخيسلا ة رخوواملا ر ي وو و لت د ووواو ةاووصاومو تخ ايوووو لاو ةوووفخ لا تخووو ام ريوووولت ، خوووهرلإا ةوووحفخ كمو ر ار لوووسحاو نوووملأا لي هخووو م وووسري ي ووولا وووو حهل ا ىووواي لدووولعملا اهيدووو لا خووولبلاو ،اه،وووولا .اعملجملا ماسلاو ةه،اوملا
رول لا لاول ةيرو ص م لا ةو موكحلا امخونرب دالوسي ،قبس خمل خً فوو 2024( -)2026 اتلآا وحهلا ىاي اهو ،ةسيئر ةيجيتارلسا اد هع ةعبرع قي حت :
نــــــــم ما ةــــــــيا م رـ صم لا يم وقل ا اــــسن ا ءاــــ نب رــــــــــــــــــــصم لا عاـــــصت ا ءاـــــ نب يــــــــــــــــــــــسبا نت قتسظا ق يقحت را ر يــــــــــــــــــــــــساي سلا
خهلوسحخب امخونرب لا ت خفدالوسم ديدحت لت دق هن ع ىلإ رخ لإا ردجت لكواب د روووصم ةو ووي ر تخ فدال ووو س م ىووو اي سيوووئر 2023 ر اوو وو حلا تخووو ساو تخيوووصوتو ، كيال ا تخ اووصيل اه،ووولا امخوونربلاو ،تارا ووو لا ت خ فدا لوو سمو ،اه،ووولا ،ةوو ي ا ةيه، ولا تخ ي جيتا رلسحا فالبمو .
<!-- image -->

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<document>
<section_header_level_1><location><page_1><loc_12><loc_90><loc_45><loc_93></location>یلخاد یلااک - یلصا رازاب رد شريذپ همانديما</section_header_level_1>
<figure>
<location><page_1><loc_65><loc_88><loc_81><loc_96></location>
</figure>
<section_header_level_1><location><page_1><loc_63><loc_81><loc_81><loc_84></location>لااک درادناتسا -2-5</section_header_level_1>
<text><location><page_1><loc_77><loc_79><loc_87><loc_81></location>درادناتسا مان</text>
<text><location><page_1><loc_11><loc_75><loc_44><loc_81></location>یرگ هتخير شور هب هدش ديلوت لاشمش و هشمش فرصم دروم هتسويپ یا هزاس یاهدلاوف رد - قباطم تسويپ زيلانآ</text>
<text><location><page_1><loc_71><loc_72><loc_87><loc_74></location>یلم درادناتسا هرامش</text>
<text><location><page_1><loc_40><loc_73><loc_45><loc_74></location>20300</text>
<text><location><page_1><loc_68><loc_70><loc_87><loc_72></location>؟تسا یرابجا درادناتسا</text>
<checkbox_unselected><location><page_1><loc_33><loc_70><loc_44><loc_72></location>ريخ یلب</checkbox_unselected>
<text><location><page_1><loc_65><loc_67><loc_87><loc_69></location>درادناتسا هدننکرداص عجرم</text>
<text><location><page_1><loc_28><loc_67><loc_44><loc_69></location>ناريا درادناتسا یلم نامزاس</text>
<text><location><page_1><loc_49><loc_62><loc_87><loc_66></location>ذخا ار روکذم درادناتسا ،لوصحم هدننکديلوت ايآ ؟تسا هدومن</text>
<checkbox_selected><location><page_1><loc_33><loc_65><loc_35><loc_66></location>ريخ</checkbox_selected>
<checkbox_unselected><location><page_1><loc_40><loc_65><loc_42><loc_66></location>یلب</checkbox_unselected>
<section_header_level_1><location><page_1><loc_69><loc_56><loc_85><loc_58></location>سروب رد شريذپ -3</section_header_level_1>
<text><location><page_1><loc_68><loc_54><loc_83><loc_56></location>کرادم هئارا خيرات</text>
<text><location><page_1><loc_23><loc_54><loc_32><loc_56></location>1403/09/19</text>
<text><location><page_1><loc_72><loc_51><loc_83><loc_53></location>شريذپ خيرات</text>
<text><location><page_1><loc_23><loc_51><loc_32><loc_53></location>1403/10/04</text>
<text><location><page_1><loc_62><loc_48><loc_83><loc_50></location>هضرع هتيمک هسلج هرامش</text>
<text><location><page_1><loc_26><loc_49><loc_29><loc_50></location>436</text>
<text><location><page_1><loc_67><loc_45><loc_83><loc_47></location>همانديما جرد خيرات</text>
<text><location><page_1><loc_23><loc_46><loc_32><loc_48></location>1403/10/05</text>
<text><location><page_1><loc_71><loc_43><loc_83><loc_45></location>شريذپ رواشم</text>
<text><location><page_1><loc_21><loc_43><loc_34><loc_45></location>سروب نومرآ یرازگراک</text>
<text><location><page_1><loc_47><loc_37><loc_83><loc_42></location>رد لااک شريذپ زا سپ هياپ تميق نييعت ةوحن سروب</text>
<text><location><page_1><loc_18><loc_40><loc_36><loc_42></location>یناهج یاه تميق ساسا رب</text>
<text><location><page_1><loc_45><loc_32><loc_83><loc_37></location>شورف /شورف لک /ديلوت زا هضرع دصرد لقادح یلخاد</text>
<text><location><page_1><loc_14><loc_35><loc_40><loc_37></location>نت 47.500 اي هنايلاس ديلوت زا %50 لقادح</text>
<text><location><page_1><loc_68><loc_29><loc_83><loc_31></location>ليوحت زاجم یاطخ</text>
<text><location><page_1><loc_18><loc_30><loc_37><loc_31></location>ليوحت لباق هلومحم نيرخآ 5%</text>
</document>

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## یلخاد یلااک - یلصا رازاب رد شريذپ همانديما
<!-- image -->
## لااک درادناتسا -2-5
درادناتسا مان
یرگ هتخير شور هب هدش ديلوت لاشمش و هشمش فرصم دروم هتسويپ یا هزاس یاهدلاوف رد - قباطم تسويپ زيلانآ
یلم درادناتسا هرامش
20300
؟تسا یرابجا درادناتسا
ريخ یلب
درادناتسا هدننکرداص عجرم
ناريا درادناتسا یلم نامزاس
ذخا ار روکذم درادناتسا ،لوصحم هدننکديلوت ايآ ؟تسا هدومن
ريخ
یلب
## سروب رد شريذپ -3
کرادم هئارا خيرات
1403/09/19
شريذپ خيرات
1403/10/04
هضرع هتيمک هسلج هرامش
436
همانديما جرد خيرات
1403/10/05
شريذپ رواشم
سروب نومرآ یرازگراک
رد لااک شريذپ زا سپ هياپ تميق نييعت ةوحن سروب
یناهج یاه تميق ساسا رب
شورف /شورف لک /ديلوت زا هضرع دصرد لقادح یلخاد
نت 47.500 اي هنايلاس ديلوت زا %50 لقادح
ليوحت زاجم یاطخ
ليوحت لباق هلومحم نيرخآ 5%

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2
tests/test_backend_asciidoc.py
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@ -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}")

4
tests/test_backend_docling_parse.py
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@ -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)

4
tests/test_backend_docling_parse_v2.py
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@ -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):
@ -27,7 +27,7 @@ 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)

4
tests/test_backend_pdfium.py
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@ -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)

2
tests/test_cli.py
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@ -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)])

6
tests/test_code_formula.py
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@ -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}")
@ -48,11 +48,11 @@ def test_code_and_formula_conversion():
code_blocks = [el for el in results if isinstance(el, CodeItem)]
assert len(code_blocks) == 1
gt = 'public static void print() {\n System.out.println("Java Code");\n}'
gt = "function add(a, b) {\n return a + b;\n}\nconsole.log(add(3, 5));"
predicted = code_blocks[0].text.strip()
assert predicted == gt, f"mismatch in text {predicted=}, {gt=}"
assert code_blocks[0].code_language == CodeLanguageLabel.JAVA
assert code_blocks[0].code_language == CodeLanguageLabel.JAVASCRIPT
formula_blocks = [
el

2
tests/test_document_picture_classifier.py
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@ -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}")

2
tests/test_e2e_conversion.py
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@ -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"))

10
tests/test_input_doc.py
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@ -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

2
tests/test_interfaces.py
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@ -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

2
tests/test_invalid_input.py
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@ -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

2
tests/test_legacy_format_transform.py
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@ -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"),
]

2
tests/test_options.py
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@ -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():

12
tests/verify_utils.py
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@ -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")