Rebase from main

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
This commit is contained in:
Christoph Auer 2025-02-07 12:36:27 +01:00
commit 07c65b6084
95 changed files with 1077 additions and 371 deletions

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

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@ -242,7 +242,7 @@ class MsWordDocumentBackend(DeclarativeDocumentBackend):
parts = label.split(":")
if len(parts) == 2:
return parts[0], int(parts[1])
return parts[0], self.str_to_int(parts[1], None)
parts = self.split_text_and_number(label)

105
docling/cli/models.py Normal file
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@ -0,0 +1,105 @@
import logging
import warnings
from enum import Enum
from pathlib import Path
from typing import Annotated, Optional
import typer
from rich.console import Console
from rich.logging import RichHandler
from docling.datamodel.settings import settings
from docling.utils.model_downloader import download_models
warnings.filterwarnings(action="ignore", category=UserWarning, module="pydantic|torch")
warnings.filterwarnings(action="ignore", category=FutureWarning, module="easyocr")
console = Console()
err_console = Console(stderr=True)
app = typer.Typer(
name="Docling models helper",
no_args_is_help=True,
add_completion=False,
pretty_exceptions_enable=False,
)
class _AvailableModels(str, Enum):
LAYOUT = "layout"
TABLEFORMER = "tableformer"
CODE_FORMULA = "code_formula"
PICTURE_CLASSIFIER = "picture_classifier"
EASYOCR = "easyocr"
@app.command("download")
def download(
output_dir: Annotated[
Path,
typer.Option(
...,
"-o",
"--output-dir",
help="The directory where all the models are downloaded.",
),
] = (settings.cache_dir / "models"),
force: Annotated[
bool, typer.Option(..., help="If true, the download will be forced")
] = False,
models: Annotated[
Optional[list[_AvailableModels]],
typer.Argument(
help=f"Models to download (default behavior: all will be downloaded)",
),
] = None,
quiet: Annotated[
bool,
typer.Option(
...,
"-q",
"--quiet",
help="No extra output is generated, the CLI prints only the directory with the cached models.",
),
] = False,
):
if not quiet:
FORMAT = "%(message)s"
logging.basicConfig(
level=logging.INFO,
format="[blue]%(message)s[/blue]",
datefmt="[%X]",
handlers=[RichHandler(show_level=False, show_time=False, markup=True)],
)
to_download = models or [m for m in _AvailableModels]
output_dir = download_models(
output_dir=output_dir,
force=force,
progress=(not quiet),
with_layout=_AvailableModels.LAYOUT in to_download,
with_tableformer=_AvailableModels.TABLEFORMER in to_download,
with_code_formula=_AvailableModels.CODE_FORMULA in to_download,
with_picture_classifier=_AvailableModels.PICTURE_CLASSIFIER in to_download,
with_easyocr=_AvailableModels.EASYOCR in to_download,
)
if quiet:
typer.echo(output_dir)
else:
typer.secho(f"\nModels downloaded into: {output_dir}.", fg="green")
console.print(
"\n",
"Docling can now be configured for running offline using the local artifacts.\n\n",
"Using the CLI:",
f"`docling --artifacts-path={output_dir} FILE`",
"\n",
"Using Python: see the documentation at <https://ds4sd.github.io/docling/usage>.",
)
click_app = typer.main.get_command(app)
if __name__ == "__main__":
app()

17
docling/cli/tools.py Normal file
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@ -0,0 +1,17 @@
import typer
from docling.cli.models import app as models_app
app = typer.Typer(
name="Docling helpers",
no_args_is_help=True,
add_completion=False,
pretty_exceptions_enable=False,
)
app.add_typer(models_app, name="models")
click_app = typer.main.get_command(app)
if __name__ == "__main__":
app()

View File

@ -61,5 +61,7 @@ class AppSettings(BaseSettings):
perf: BatchConcurrencySettings
debug: DebugSettings
cache_dir: Path = Path.home() / ".cache" / "docling"
settings = AppSettings(perf=BatchConcurrencySettings(), debug=DebugSettings())

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@ -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,
@ -61,6 +62,7 @@ class CodeFormulaModel(BaseItemAndImageEnrichmentModel):
Processes the given batch of elements and enriches them with predictions.
"""
_model_repo_folder = "CodeFormula"
elements_batch_size = 5
images_scale = 1.66 # = 120 dpi, aligned with training data resolution
expansion_factor = 0.03
@ -68,7 +70,7 @@ class CodeFormulaModel(BaseItemAndImageEnrichmentModel):
def __init__(
self,
enabled: bool,
artifacts_path: Optional[Union[Path, str]],
artifacts_path: Optional[Path],
options: CodeFormulaModelOptions,
accelerator_options: AcceleratorOptions,
):
@ -97,29 +99,32 @@ class CodeFormulaModel(BaseItemAndImageEnrichmentModel):
)
if artifacts_path is None:
artifacts_path = self.download_models_hf()
artifacts_path = self.download_models()
else:
artifacts_path = Path(artifacts_path)
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,
)
@staticmethod
def download_models_hf(
local_dir: Optional[Path] = None, force: bool = False
def download_models(
local_dir: Optional[Path] = None,
force: bool = False,
progress: bool = False,
) -> Path:
from huggingface_hub import snapshot_download
from huggingface_hub.utils import disable_progress_bars
disable_progress_bars()
if not progress:
disable_progress_bars()
download_path = snapshot_download(
repo_id="ds4sd/CodeFormula",
force_download=force,
local_dir=local_dir,
revision="v1.0.0",
revision="v1.0.1",
)
return Path(download_path)
@ -227,7 +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)

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,
@ -55,12 +56,13 @@ class DocumentPictureClassifier(BaseEnrichmentModel):
Processes a batch of elements and adds classification annotations.
"""
_model_repo_folder = "DocumentFigureClassifier"
images_scale = 2
def __init__(
self,
enabled: bool,
artifacts_path: Optional[Union[Path, str]],
artifacts_path: Optional[Path],
options: DocumentPictureClassifierOptions,
accelerator_options: AcceleratorOptions,
):
@ -88,24 +90,25 @@ class DocumentPictureClassifier(BaseEnrichmentModel):
)
if artifacts_path is None:
artifacts_path = self.download_models_hf()
artifacts_path = self.download_models()
else:
artifacts_path = Path(artifacts_path)
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,
)
@staticmethod
def download_models_hf(
local_dir: Optional[Path] = None, force: bool = False
def download_models(
local_dir: Optional[Path] = None, force: bool = False, progress: bool = False
) -> Path:
from huggingface_hub import snapshot_download
from huggingface_hub.utils import disable_progress_bars
disable_progress_bars()
if not progress:
disable_progress_bars()
download_path = snapshot_download(
repo_id="ds4sd/DocumentFigureClassifier",
force_download=force,
@ -159,7 +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)

View File

@ -1,7 +1,10 @@
import logging
import warnings
from typing import Iterable
import zipfile
from pathlib import Path
from typing import Iterable, List, Optional
import httpx
import numpy
import torch
from docling_core.types.doc import BoundingBox, CoordOrigin
@ -17,14 +20,18 @@ from docling.datamodel.settings import settings
from docling.models.base_ocr_model import BaseOcrModel
from docling.utils.accelerator_utils import decide_device
from docling.utils.profiling import TimeRecorder
from docling.utils.utils import download_url_with_progress
_log = logging.getLogger(__name__)
class EasyOcrModel(BaseOcrModel):
_model_repo_folder = "EasyOcr"
def __init__(
self,
enabled: bool,
artifacts_path: Optional[Path],
options: EasyOcrOptions,
accelerator_options: AcceleratorOptions,
):
@ -62,15 +69,55 @@ class EasyOcrModel(BaseOcrModel):
)
use_gpu = self.options.use_gpu
download_enabled = self.options.download_enabled
model_storage_directory = self.options.model_storage_directory
if artifacts_path is not None and model_storage_directory is None:
download_enabled = False
model_storage_directory = str(artifacts_path / self._model_repo_folder)
self.reader = easyocr.Reader(
lang_list=self.options.lang,
gpu=use_gpu,
model_storage_directory=self.options.model_storage_directory,
model_storage_directory=model_storage_directory,
recog_network=self.options.recog_network,
download_enabled=self.options.download_enabled,
download_enabled=download_enabled,
verbose=False,
)
@staticmethod
def download_models(
detection_models: List[str] = ["craft"],
recognition_models: List[str] = ["english_g2", "latin_g2"],
local_dir: Optional[Path] = None,
force: bool = False,
progress: bool = False,
) -> Path:
# Models are located in https://github.com/JaidedAI/EasyOCR/blob/master/easyocr/config.py
from easyocr.config import detection_models as det_models_dict
from easyocr.config import recognition_models as rec_models_dict
if local_dir is None:
local_dir = settings.cache_dir / "models" / EasyOcrModel._model_repo_folder
local_dir.mkdir(parents=True, exist_ok=True)
# Collect models to download
download_list = []
for model_name in detection_models:
if model_name in det_models_dict:
download_list.append(det_models_dict[model_name])
for model_name in recognition_models:
if model_name in rec_models_dict["gen2"]:
download_list.append(rec_models_dict["gen2"][model_name])
# Download models
for model_details in download_list:
buf = download_url_with_progress(model_details["url"], progress=progress)
with zipfile.ZipFile(buf, "r") as zip_ref:
zip_ref.extractall(local_dir)
return local_dir
def __call__(
self, conv_res: ConversionResult, page_batch: Iterable[Page]
) -> Iterable[Page]:

View File

@ -1,7 +1,8 @@
import copy
import logging
import warnings
from pathlib import Path
from typing import Iterable
from typing import Iterable, Optional, Union
from docling_core.types.doc import DocItemLabel
from docling_ibm_models.layoutmodel.layout_predictor import LayoutPredictor
@ -21,6 +22,8 @@ _log = logging.getLogger(__name__)
class LayoutModel(BasePageModel):
_model_repo_folder = "docling-models"
_model_path = "model_artifacts/layout"
TEXT_ELEM_LABELS = [
DocItemLabel.TEXT,
@ -42,15 +45,56 @@ class LayoutModel(BasePageModel):
FORMULA_LABEL = DocItemLabel.FORMULA
CONTAINER_LABELS = [DocItemLabel.FORM, DocItemLabel.KEY_VALUE_REGION]
def __init__(self, artifacts_path: Path, accelerator_options: AcceleratorOptions):
def __init__(
self, artifacts_path: Optional[Path], accelerator_options: AcceleratorOptions
):
device = decide_device(accelerator_options.device)
if artifacts_path is None:
artifacts_path = self.download_models() / self._model_path
else:
# will become the default in the future
if (artifacts_path / self._model_repo_folder).exists():
artifacts_path = (
artifacts_path / self._model_repo_folder / self._model_path
)
elif (artifacts_path / self._model_path).exists():
warnings.warn(
"The usage of artifacts_path containing directly "
f"{self._model_path} is deprecated. Please point "
"the artifacts_path to the parent containing "
f"the {self._model_repo_folder} folder.",
DeprecationWarning,
stacklevel=3,
)
artifacts_path = artifacts_path / self._model_path
self.layout_predictor = LayoutPredictor(
artifact_path=str(artifacts_path),
device=device,
num_threads=accelerator_options.num_threads,
)
@staticmethod
def download_models(
local_dir: Optional[Path] = None,
force: bool = False,
progress: bool = False,
) -> Path:
from huggingface_hub import snapshot_download
from huggingface_hub.utils import disable_progress_bars
if not progress:
disable_progress_bars()
download_path = snapshot_download(
repo_id="ds4sd/docling-models",
force_download=force,
local_dir=local_dir,
revision="v2.1.0",
)
return Path(download_path)
def draw_clusters_and_cells_side_by_side(
self, conv_res, page, clusters, mode_prefix: str, show: bool = False
):
@ -106,10 +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"]

View File

@ -1,6 +1,7 @@
import copy
import warnings
from pathlib import Path
from typing import Iterable
from typing import Iterable, Optional, Union
import numpy
from docling_core.types.doc import BoundingBox, DocItemLabel, TableCell
@ -22,10 +23,13 @@ from docling.utils.profiling import TimeRecorder
class TableStructureModel(BasePageModel):
_model_repo_folder = "docling-models"
_model_path = "model_artifacts/tableformer"
def __init__(
self,
enabled: bool,
artifacts_path: Path,
artifacts_path: Optional[Path],
options: TableStructureOptions,
accelerator_options: AcceleratorOptions,
):
@ -35,6 +39,26 @@ class TableStructureModel(BasePageModel):
self.enabled = enabled
if self.enabled:
if artifacts_path is None:
artifacts_path = self.download_models() / self._model_path
else:
# will become the default in the future
if (artifacts_path / self._model_repo_folder).exists():
artifacts_path = (
artifacts_path / self._model_repo_folder / self._model_path
)
elif (artifacts_path / self._model_path).exists():
warnings.warn(
"The usage of artifacts_path containing directly "
f"{self._model_path} is deprecated. Please point "
"the artifacts_path to the parent containing "
f"the {self._model_repo_folder} folder.",
DeprecationWarning,
stacklevel=3,
)
artifacts_path = artifacts_path / self._model_path
if self.mode == TableFormerMode.ACCURATE:
artifacts_path = artifacts_path / "accurate"
else:
@ -58,6 +82,24 @@ class TableStructureModel(BasePageModel):
)
self.scale = 2.0 # Scale up table input images to 144 dpi
@staticmethod
def download_models(
local_dir: Optional[Path] = None, force: bool = False, progress: bool = False
) -> Path:
from huggingface_hub import snapshot_download
from huggingface_hub.utils import disable_progress_bars
if not progress:
disable_progress_bars()
download_path = snapshot_download(
repo_id="ds4sd/docling-models",
force_download=force,
local_dir=local_dir,
revision="v2.1.0",
)
return Path(download_path)
def draw_table_and_cells(
self,
conv_res: ConversionResult,

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@ -1,5 +1,6 @@
import logging
import sys
import warnings
from pathlib import Path
from typing import Optional
@ -17,6 +18,7 @@ from docling.datamodel.pipeline_options import (
TesseractCliOcrOptions,
TesseractOcrOptions,
)
from docling.datamodel.settings import settings
from docling.models.base_ocr_model import BaseOcrModel
from docling.models.code_formula_model import CodeFormulaModel, CodeFormulaModelOptions
from docling.models.document_picture_classifier import (
@ -37,23 +39,23 @@ from docling.models.table_structure_model import TableStructureModel
from docling.models.tesseract_ocr_cli_model import TesseractOcrCliModel
from docling.models.tesseract_ocr_model import TesseractOcrModel
from docling.pipeline.base_pipeline import PaginatedPipeline
from docling.utils.model_downloader import download_models
from docling.utils.profiling import ProfilingScope, TimeRecorder
_log = logging.getLogger(__name__)
class StandardPdfPipeline(PaginatedPipeline):
_layout_model_path = "model_artifacts/layout"
_table_model_path = "model_artifacts/tableformer"
_layout_model_path = LayoutModel._model_path
_table_model_path = TableStructureModel._model_path
def __init__(self, pipeline_options: PdfPipelineOptions):
super().__init__(pipeline_options)
self.pipeline_options: PdfPipelineOptions
if pipeline_options.artifacts_path is None:
self.artifacts_path = self.download_models_hf()
else:
self.artifacts_path = Path(pipeline_options.artifacts_path)
artifacts_path: Optional[Path] = None
if pipeline_options.artifacts_path is not None:
artifacts_path = Path(pipeline_options.artifacts_path).expanduser()
self.keep_images = (
self.pipeline_options.generate_page_images
@ -63,7 +65,7 @@ class StandardPdfPipeline(PaginatedPipeline):
self.glm_model = GlmModel(options=GlmOptions())
if (ocr_model := self.get_ocr_model()) is None:
if (ocr_model := self.get_ocr_model(artifacts_path=artifacts_path)) is None:
raise RuntimeError(
f"The specified OCR kind is not supported: {pipeline_options.ocr_options.kind}."
)
@ -79,15 +81,13 @@ class StandardPdfPipeline(PaginatedPipeline):
ocr_model,
# Layout model
LayoutModel(
artifacts_path=self.artifacts_path
/ StandardPdfPipeline._layout_model_path,
artifacts_path=artifacts_path,
accelerator_options=pipeline_options.accelerator_options,
),
# Table structure model
TableStructureModel(
enabled=pipeline_options.do_table_structure,
artifacts_path=self.artifacts_path
/ StandardPdfPipeline._table_model_path,
artifacts_path=artifacts_path,
options=pipeline_options.table_structure_options,
accelerator_options=pipeline_options.accelerator_options,
),
@ -101,7 +101,7 @@ class StandardPdfPipeline(PaginatedPipeline):
CodeFormulaModel(
enabled=pipeline_options.do_code_enrichment
or pipeline_options.do_formula_enrichment,
artifacts_path=pipeline_options.artifacts_path,
artifacts_path=artifacts_path,
options=CodeFormulaModelOptions(
do_code_enrichment=pipeline_options.do_code_enrichment,
do_formula_enrichment=pipeline_options.do_formula_enrichment,
@ -111,7 +111,7 @@ class StandardPdfPipeline(PaginatedPipeline):
# Document Picture Classifier
DocumentPictureClassifier(
enabled=pipeline_options.do_picture_classification,
artifacts_path=pipeline_options.artifacts_path,
artifacts_path=artifacts_path,
options=DocumentPictureClassifierOptions(),
accelerator_options=pipeline_options.accelerator_options,
),
@ -127,23 +127,24 @@ class StandardPdfPipeline(PaginatedPipeline):
def download_models_hf(
local_dir: Optional[Path] = None, force: bool = False
) -> Path:
from huggingface_hub import snapshot_download
from huggingface_hub.utils import disable_progress_bars
disable_progress_bars()
download_path = snapshot_download(
repo_id="ds4sd/docling-models",
force_download=force,
local_dir=local_dir,
revision="v2.1.0",
warnings.warn(
"The usage of StandardPdfPipeline.download_models_hf() is deprecated "
"use instead the utility `docling-tools models download`, or "
"the upstream method docling.utils.models_downloader.download_all()",
DeprecationWarning,
stacklevel=3,
)
return Path(download_path)
output_dir = download_models(output_dir=local_dir, force=force, progress=False)
return output_dir
def get_ocr_model(self) -> Optional[BaseOcrModel]:
def get_ocr_model(
self, artifacts_path: Optional[Path] = None
) -> Optional[BaseOcrModel]:
if isinstance(self.pipeline_options.ocr_options, EasyOcrOptions):
return EasyOcrModel(
enabled=self.pipeline_options.do_ocr,
artifacts_path=artifacts_path,
options=self.pipeline_options.ocr_options,
accelerator_options=self.pipeline_options.accelerator_options,
)

View File

@ -0,0 +1,72 @@
import logging
from pathlib import Path
from typing import Optional
from docling.datamodel.settings import settings
from docling.models.code_formula_model import CodeFormulaModel
from docling.models.document_picture_classifier import DocumentPictureClassifier
from docling.models.easyocr_model import EasyOcrModel
from docling.models.layout_model import LayoutModel
from docling.models.table_structure_model import TableStructureModel
_log = logging.getLogger(__name__)
def download_models(
output_dir: Optional[Path] = None,
*,
force: bool = False,
progress: bool = False,
with_layout: bool = True,
with_tableformer: bool = True,
with_code_formula: bool = True,
with_picture_classifier: bool = True,
with_easyocr: bool = True,
):
if output_dir is None:
output_dir = settings.cache_dir / "models"
# Make sure the folder exists
output_dir.mkdir(exist_ok=True, parents=True)
if with_layout:
_log.info(f"Downloading layout model...")
LayoutModel.download_models(
local_dir=output_dir / LayoutModel._model_repo_folder,
force=force,
progress=progress,
)
if with_tableformer:
_log.info(f"Downloading tableformer model...")
TableStructureModel.download_models(
local_dir=output_dir / TableStructureModel._model_repo_folder,
force=force,
progress=progress,
)
if with_picture_classifier:
_log.info(f"Downloading picture classifier model...")
DocumentPictureClassifier.download_models(
local_dir=output_dir / DocumentPictureClassifier._model_repo_folder,
force=force,
progress=progress,
)
if with_code_formula:
_log.info(f"Downloading code formula model...")
CodeFormulaModel.download_models(
local_dir=output_dir / CodeFormulaModel._model_repo_folder,
force=force,
progress=progress,
)
if with_easyocr:
_log.info(f"Downloading easyocr models...")
EasyOcrModel.download_models(
local_dir=output_dir / EasyOcrModel._model_repo_folder,
force=force,
progress=progress,
)
return output_dir

View File

@ -4,6 +4,9 @@ from itertools import islice
from pathlib import Path
from typing import List, Union
import requests
from tqdm import tqdm
def chunkify(iterator, chunk_size):
"""Yield successive chunks of chunk_size from the iterable."""
@ -39,3 +42,24 @@ def create_hash(string: str):
hasher.update(string.encode("utf-8"))
return hasher.hexdigest()
def download_url_with_progress(url: str, progress: bool = False) -> BytesIO:
buf = BytesIO()
with requests.get(url, stream=True, allow_redirects=True) as response:
total_size = int(response.headers.get("content-length", 0))
progress_bar = tqdm(
total=total_size,
unit="B",
unit_scale=True,
unit_divisor=1024,
disable=(not progress),
)
for chunk in response.iter_content(10 * 1024):
buf.write(chunk)
progress_bar.update(len(chunk))
progress_bar.close()
buf.seek(0)
return buf

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@ -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())

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@ -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")
###########################################################################

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

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

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

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

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()

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

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

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(

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:

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"])

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

View File

@ -26,12 +26,56 @@ To see all available options (export formats etc.) run `docling --help`. More de
### Advanced options
#### Model prefetching and offline usage
By default, models are downloaded automatically upon first usage. If you would prefer
to explicitly prefetch them for offline use (e.g. in air-gapped environments) you can do
that as follows:
**Step 1: Prefetch the models**
Use the `docling-tools models download` utility:
```sh
$ docling-tools models download
Downloading layout model...
Downloading tableformer model...
Downloading picture classifier model...
Downloading code formula model...
Downloading easyocr models...
Models downloaded into $HOME/.cache/docling/models.
```
Alternatively, models can be programmatically downloaded using `docling.utils.model_downloader.download_models()`.
**Step 2: Use the prefetched models**
```python
from docling.datamodel.base_models import InputFormat
from docling.datamodel.pipeline_options import EasyOcrOptions, PdfPipelineOptions
from docling.document_converter import DocumentConverter, PdfFormatOption
artifacts_path = "/local/path/to/models"
pipeline_options = PdfPipelineOptions(artifacts_path=artifacts_path)
doc_converter = DocumentConverter(
format_options={
InputFormat.PDF: PdfFormatOption(pipeline_options=pipeline_options)
}
)
```
Or using the CLI:
```sh
docling --artifacts-path="/local/path/to/models" FILE
```
#### Adjust pipeline features
The example file [custom_convert.py](./examples/custom_convert.py) contains multiple ways
one can adjust the conversion pipeline and features.
##### Control PDF table extraction options
You can control if table structure recognition should map the recognized structure back to PDF cells (default) or use text cells from the structure prediction itself.
@ -70,28 +114,6 @@ doc_converter = DocumentConverter(
)
```
##### Provide specific artifacts path
By default, artifacts such as models are downloaded automatically upon first usage. If you would prefer to use a local path where the artifacts have been explicitly prefetched, you can do that as follows:
```python
from docling.datamodel.base_models import InputFormat
from docling.datamodel.pipeline_options import PdfPipelineOptions
from docling.document_converter import DocumentConverter, PdfFormatOption
from docling.pipeline.standard_pdf_pipeline import StandardPdfPipeline
# # to explicitly prefetch:
# artifacts_path = StandardPdfPipeline.download_models_hf()
artifacts_path = "/local/path/to/artifacts"
pipeline_options = PdfPipelineOptions(artifacts_path=artifacts_path)
doc_converter = DocumentConverter(
format_options={
InputFormat.PDF: PdfFormatOption(pipeline_options=pipeline_options)
}
)
```
#### Impose limits on the document size

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`

459
poetry.lock generated
View File

@ -13,87 +13,92 @@ files = [
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version = "3.11.12"
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optional = false
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[package.dependencies]
@ -248,17 +253,17 @@ tomli = {version = "*", markers = "python_version < \"3.11\""}
[[package]]
name = "babel"
version = "2.16.0"
version = "2.17.0"
description = "Internationalization utilities"
optional = false
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[[package]]
name = "transformers"
version = "4.48.1"
version = "4.48.3"
description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
optional = false
python-versions = ">=3.9.0"
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@ -7186,13 +7185,13 @@ files = [
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version = "2024.2.0.20241221"
version = "2025.1.0.20250204"
description = "Typing stubs for pytz"
optional = false
python-versions = ">=3.8"
python-versions = ">=3.9"
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[package.dependencies]
urllib3 = ">=2"
[[package]]
name = "types-tqdm"
version = "4.67.0.20241221"
description = "Typing stubs for tqdm"
optional = false
python-versions = ">=3.8"
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@ -7798,4 +7811,4 @@ tesserocr = ["tesserocr"]
[metadata]
lock-version = "2.0"
python-versions = "^3.9"
content-hash = "36a0b681728cfdaa0aea8bdd5a55e751d535b0feed3c08f4242e82da1526772d"
content-hash = "1a7435b2a92c3ac353a8a6d2f4a10ba7c909f149c4f29b5b4f44c382aa9559a5"

View File

@ -29,7 +29,7 @@ pydantic = "^2.0.0"
docling-core = {git = "ssh://git@github.com/DS4SD/docling-core.git", rev = "cau/add-content-layer"}
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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{ version = "^1.7.0", optional = true, markers = "python_version >= '3.10'" }
]
pillow = "^10.0.0"
tqdm = "^4.65.0"
[tool.poetry.group.dev.dependencies]
black = {extras = ["jupyter"], version = "^24.4.2"}
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ipywidgets = "^8.1.5"
nbqa = "^1.9.0"
types-openpyxl = "^3.1.5.20241114"
types-tqdm = "^4.67.0.20241221"
[tool.poetry.group.docs.dependencies]
mkdocs-material = "^9.5.40"
@ -123,6 +125,7 @@ rapidocr = ["rapidocr-onnxruntime", "onnxruntime"]
[tool.poetry.scripts]
docling = "docling.cli.main:app"
docling-tools = "docling.cli.tools:app"
[build-system]
requires = ["poetry-core"]

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@ -1,13 +1,15 @@
<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>
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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 .
ً
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>
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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 .
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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>
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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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@ -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}")

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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)

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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)

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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)

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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)])

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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

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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}")

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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"))

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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

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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

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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

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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"),
]

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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():

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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")