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feat: new artifacts path and CLI utility (#876)
* fix artifacts path Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * add docling-models utility Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * missing formatting Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * rename utility to docling-tools Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * rename download methods and deprecation warnings Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * propagate artifacts path usage for ocr models Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * move function to utils Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * remove unused file Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * update docs Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> * simplify downloading specific model(s) Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com> * minor refactor Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com> --------- Signed-off-by: Michele Dolfi <dol@zurich.ibm.com> Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com> Co-authored-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>
This commit is contained in:
72
docling/utils/model_downloader.py
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72
docling/utils/model_downloader.py
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@@ -0,0 +1,72 @@
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import logging
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from pathlib import Path
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from typing import Optional
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from docling.datamodel.settings import settings
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from docling.models.code_formula_model import CodeFormulaModel
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from docling.models.document_picture_classifier import DocumentPictureClassifier
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from docling.models.easyocr_model import EasyOcrModel
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from docling.models.layout_model import LayoutModel
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from docling.models.table_structure_model import TableStructureModel
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_log = logging.getLogger(__name__)
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def download_models(
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output_dir: Optional[Path] = None,
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*,
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force: bool = False,
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progress: bool = False,
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with_layout: bool = True,
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with_tableformer: bool = True,
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with_code_formula: bool = True,
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with_picture_classifier: bool = True,
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with_easyocr: bool = True,
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):
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if output_dir is None:
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output_dir = settings.cache_dir / "models"
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# Make sure the folder exists
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output_dir.mkdir(exist_ok=True, parents=True)
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if with_layout:
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_log.info(f"Downloading layout model...")
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LayoutModel.download_models(
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local_dir=output_dir / LayoutModel._model_repo_folder,
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force=force,
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progress=progress,
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)
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if with_tableformer:
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_log.info(f"Downloading tableformer model...")
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TableStructureModel.download_models(
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local_dir=output_dir / TableStructureModel._model_repo_folder,
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force=force,
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progress=progress,
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)
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if with_picture_classifier:
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_log.info(f"Downloading picture classifier model...")
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DocumentPictureClassifier.download_models(
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local_dir=output_dir / DocumentPictureClassifier._model_repo_folder,
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force=force,
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progress=progress,
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)
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if with_code_formula:
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_log.info(f"Downloading code formula model...")
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CodeFormulaModel.download_models(
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local_dir=output_dir / CodeFormulaModel._model_repo_folder,
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force=force,
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progress=progress,
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)
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if with_easyocr:
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_log.info(f"Downloading easyocr models...")
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EasyOcrModel.download_models(
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local_dir=output_dir / EasyOcrModel._model_repo_folder,
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force=force,
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progress=progress,
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)
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return output_dir
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@@ -4,6 +4,9 @@ from itertools import islice
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from pathlib import Path
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from typing import List, Union
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import requests
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from tqdm import tqdm
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def chunkify(iterator, chunk_size):
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"""Yield successive chunks of chunk_size from the iterable."""
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@@ -39,3 +42,24 @@ def create_hash(string: str):
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hasher.update(string.encode("utf-8"))
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return hasher.hexdigest()
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def download_url_with_progress(url: str, progress: bool = False) -> BytesIO:
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buf = BytesIO()
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with requests.get(url, stream=True, allow_redirects=True) as response:
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total_size = int(response.headers.get("content-length", 0))
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progress_bar = tqdm(
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total=total_size,
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unit="B",
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unit_scale=True,
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unit_divisor=1024,
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disable=(not progress),
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)
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for chunk in response.iter_content(10 * 1024):
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buf.write(chunk)
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progress_bar.update(len(chunk))
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progress_bar.close()
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buf.seek(0)
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return buf
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