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docs: add split processing example (#303)
Signed-off-by: Tiago Santana <54704492+SantanaTiago@users.noreply.github.com> Co-authored-by: Michele Dolfi <dol@zurich.ibm.com>
This commit is contained in:
Tiago Santana
5
.gitignore
vendored
5
.gitignore
vendored
@@ -445,4 +445,7 @@ pip-selfcheck.json
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.action-lint
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.markdown-lint
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cookies.txt
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cookies.txt
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# Examples
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/examples/splitted_pdf/*
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@@ -7,12 +7,12 @@ repos:
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- id: ruff-format
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name: "Ruff formatter"
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args: [--config=pyproject.toml]
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files: '^(docling_serve|tests).*\.(py|ipynb)$'
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files: '^(docling_serve|tests|examples).*\.(py|ipynb)$'
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# Run the Ruff linter.
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- id: ruff
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name: "Ruff linter"
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args: [--exit-non-zero-on-fix, --fix, --config=pyproject.toml]
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files: '^(docling_serve|tests).*\.(py|ipynb)$'
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files: '^(docling_serve|tests|examples).*\.(py|ipynb)$'
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- repo: local
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hooks:
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- id: system
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22
docs/examples.md
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22
docs/examples.md
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@@ -0,0 +1,22 @@
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# Examples
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## Split processing
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The example of provided of split processing demonstrates how to split a PDF into chunks of pages and send them for conversion. At the end, it concatenates all split pages into a single conversion `JSON`.
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At beginning of file there's variables to be used (and modified) such as:
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| Variable | Description |
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| ---------|-------------|
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| `path_to_pdf`| Path to PDF file to be split |
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| `pages_per_file`| The number of pages per chunk to split PDF |
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| `base_url`| Base url of the `docling-serve` host |
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| `out_dir`| The output folder of each conversion `JSON` of split PDF and the final concatenated `JSON` |
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The example follows the following logic:
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- Get the number of pages of the `PDF`
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- Based on the number of chunks of pages, send each chunk to conversion using `page_range` parameter
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- Wait all conversions to finish
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- Get all conversion results
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- Save each conversion `JSON` result into a `JSON` file
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- Concatenate all `JSONs` into a single `JSON` using `docling` concatenate method
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- Save concatenated `JSON` into a `JSON` file
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124
examples/split_processing.py
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124
examples/split_processing.py
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@@ -0,0 +1,124 @@
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import json
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import time
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from pathlib import Path
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import httpx
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from pydantic import BaseModel
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from pypdf import PdfReader
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from docling_core.types.doc.document import DoclingDocument
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# Variables to use
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path_to_pdf = Path("./tests/2206.01062v1.pdf")
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pages_per_file = 4
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base_url = "http://localhost:5001/v1"
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out_dir = Path("examples/splitted_pdf/")
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class ConvertedSplittedPdf(BaseModel):
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task_id: str
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conversion_finished: bool = False
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result: dict | None = None
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def get_task_result(task_id: str):
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response = httpx.get(
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f"{base_url}/result/{task_id}",
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timeout=15,
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)
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return response.json()
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def check_task_status(task_id: str):
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response = httpx.get(f"{base_url}/status/poll/{task_id}", timeout=15)
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task = response.json()
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task_status = task["task_status"]
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task_finished = False
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if task_status == "success":
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task_finished = True
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if task_status in ("failure", "revoked"):
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raise RuntimeError("A conversion failed")
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time.sleep(5)
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return task_finished
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def post_file(file_path: Path, start_page: int, end_page: int):
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payload = {
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"to_formats": ["json"],
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"image_export_mode": "placeholder",
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"ocr": False,
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"abort_on_error": False,
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"page_range": [start_page, end_page],
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}
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files = {
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"files": (file_path.name, file_path.open("rb"), "application/pdf"),
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}
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response = httpx.post(
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f"{base_url}/convert/file/async",
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files=files,
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data=payload,
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timeout=15,
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)
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task = response.json()
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return task["task_id"]
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def main():
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filename = path_to_pdf
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splitted_pdfs: list[ConvertedSplittedPdf] = []
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with open(filename, "rb") as input_pdf_file:
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pdf_reader = PdfReader(input_pdf_file)
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total_pages = len(pdf_reader.pages)
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for start_page in range(0, total_pages, pages_per_file):
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task_id = post_file(
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filename, start_page + 1, min(start_page + pages_per_file, total_pages)
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)
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splitted_pdfs.append(ConvertedSplittedPdf(task_id=task_id))
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all_files_converted = False
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while not all_files_converted:
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found_conversion_running = False
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for splitted_pdf in splitted_pdfs:
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if not splitted_pdf.conversion_finished:
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found_conversion_running = True
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print("checking conversion status...")
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splitted_pdf.conversion_finished = check_task_status(
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splitted_pdf.task_id
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)
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if not found_conversion_running:
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all_files_converted = True
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for splitted_pdf in splitted_pdfs:
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splitted_pdf.result = get_task_result(splitted_pdf.task_id)
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files = []
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for i, splitted_pdf in enumerate(splitted_pdfs):
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json_content = json.dumps(
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splitted_pdf.result.get("document").get("json_content"), indent=2
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)
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doc = DoclingDocument.model_validate_json(json_content)
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filename = f"{out_dir}/splited_json_{i}.json"
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doc.save_as_json(filename=filename)
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files.append(filename)
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docs = [DoclingDocument.load_from_json(filename=f) for f in files]
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concate_doc = DoclingDocument.concatenate(docs=docs)
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exp_json_file = Path(f"{out_dir}/concatenated.json")
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concate_doc.save_as_json(exp_json_file)
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print("Finished")
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if __name__ == "__main__":
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main()
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@@ -34,7 +34,7 @@ classifiers = [
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requires-python = ">=3.10"
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dependencies = [
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"docling~=2.38",
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"docling-core>=2.44.1",
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"docling-core>=2.45.0",
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"docling-jobkit[kfp,rq,vlm]>=1.4.0,<2.0.0",
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"fastapi[standard]~=0.115",
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"httpx~=0.28",
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@@ -69,6 +69,7 @@ dev = [
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"asgi-lifespan~=2.0",
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"mypy~=1.11",
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"pre-commit-uv~=4.1",
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"pypdf>=6.0.0",
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"pytest~=8.3",
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"pytest-asyncio~=0.24",
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"pytest-check~=2.4",
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18
uv.lock
generated
18
uv.lock
generated
@@ -1511,6 +1511,7 @@ dev = [
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{ name = "asgi-lifespan", marker = "platform_machine != 'x86_64' or sys_platform != 'darwin' or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu124') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-pypi' and extra == 'group-13-docling-serve-rocm')" },
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{ name = "mypy", marker = "platform_machine != 'x86_64' or sys_platform != 'darwin' or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu124') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-pypi' and extra == 'group-13-docling-serve-rocm')" },
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{ name = "pre-commit-uv", marker = "platform_machine != 'x86_64' or sys_platform != 'darwin' or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu124') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-pypi' and extra == 'group-13-docling-serve-rocm')" },
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{ name = "pypdf", marker = "platform_machine != 'x86_64' or sys_platform != 'darwin' or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu124') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-pypi' and extra == 'group-13-docling-serve-rocm')" },
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{ name = "pytest", marker = "platform_machine != 'x86_64' or sys_platform != 'darwin' or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu124') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-pypi' and extra == 'group-13-docling-serve-rocm')" },
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{ name = "pytest-asyncio", marker = "platform_machine != 'x86_64' or sys_platform != 'darwin' or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu124') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-pypi' and extra == 'group-13-docling-serve-rocm')" },
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{ name = "pytest-check", marker = "platform_machine != 'x86_64' or sys_platform != 'darwin' or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu124') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-pypi' and extra == 'group-13-docling-serve-rocm')" },
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@@ -1532,7 +1533,7 @@ rocm = [
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[package.metadata]
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requires-dist = [
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{ name = "docling", specifier = "~=2.38" },
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{ name = "docling-core", specifier = ">=2.44.1" },
|
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{ name = "docling-core", specifier = ">=2.45.0" },
|
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{ name = "docling-jobkit", extras = ["kfp", "rq", "vlm"], specifier = ">=1.4.0,<2.0.0" },
|
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{ name = "docling-mcp", specifier = ">=1.0.0" },
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{ name = "fastapi", extras = ["standard"], specifier = "~=0.115" },
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@@ -1580,6 +1581,7 @@ dev = [
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{ name = "asgi-lifespan", specifier = "~=2.0" },
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{ name = "mypy", specifier = "~=1.11" },
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{ name = "pre-commit-uv", specifier = "~=4.1" },
|
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{ name = "pypdf", specifier = ">=6.0.0" },
|
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{ name = "pytest", specifier = "~=8.3" },
|
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{ name = "pytest-asyncio", specifier = "~=0.24" },
|
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{ name = "pytest-check", specifier = "~=2.4" },
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@@ -2561,7 +2563,7 @@ name = "jinja2"
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version = "3.1.6"
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source = { registry = "https://pypi.org/simple" }
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dependencies = [
|
||||
{ name = "markupsafe", marker = "platform_machine != 'x86_64' or sys_platform != 'darwin' or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu124') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-pypi' and extra == 'group-13-docling-serve-rocm')" },
|
||||
{ name = "markupsafe", marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/df/bf/f7da0350254c0ed7c72f3e33cef02e048281fec7ecec5f032d4aac52226b/jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d", size = 245115, upload-time = "2025-03-05T20:05:02.478Z" }
|
||||
wheels = [
|
||||
@@ -5648,6 +5650,18 @@ version = "2.10"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/5d/ab/34ec41718af73c00119d0351b7a2531d2ebddb51833a36448fc7b862be60/pylatexenc-2.10.tar.gz", hash = "sha256:3dd8fd84eb46dc30bee1e23eaab8d8fb5a7f507347b23e5f38ad9675c84f40d3", size = 162597, upload-time = "2021-04-06T07:56:07.854Z" }
|
||||
|
||||
[[package]]
|
||||
name = "pypdf"
|
||||
version = "6.0.0"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "typing-extensions", marker = "(python_full_version < '3.11' and platform_machine != 'x86_64') or (python_full_version < '3.11' and sys_platform != 'darwin') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu124') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cpu' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu126') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu124' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-cu128') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu126' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-pypi') or (extra == 'group-13-docling-serve-cu128' and extra == 'group-13-docling-serve-rocm') or (extra == 'group-13-docling-serve-pypi' and extra == 'group-13-docling-serve-rocm')" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/20/ac/a300a03c3b34967c050677ccb16e7a4b65607ee5df9d51e8b6d713de4098/pypdf-6.0.0.tar.gz", hash = "sha256:282a99d2cc94a84a3a3159f0d9358c0af53f85b4d28d76ea38b96e9e5ac2a08d", size = 5033827, upload-time = "2025-08-11T14:22:02.352Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/2c/83/2cacc506eb322bb31b747bc06ccb82cc9aa03e19ee9c1245e538e49d52be/pypdf-6.0.0-py3-none-any.whl", hash = "sha256:56ea60100ce9f11fc3eec4f359da15e9aec3821b036c1f06d2b660d35683abb8", size = 310465, upload-time = "2025-08-11T14:22:00.481Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "pypdfium2"
|
||||
version = "4.30.0"
|
||||
|
||||
Reference in New Issue
Block a user