Update lock

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
This commit is contained in:
Christoph Auer 2025-02-10 10:46:46 +01:00
commit e49fa7ec4f
25 changed files with 858 additions and 212 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|offline_convert).py ]]; then
if [[ "$(basename "$file")" =~ ^(batch_convert|minimal|export_multimodal|custom_convert|develop_picture_enrichment|rapidocr_with_custom_models|offline_convert|pictures_description|pictures_description_api).py ]]; then
echo "Skipping $file"
continue
fi

View File

@ -1,3 +1,30 @@
## [v2.20.0](https://github.com/DS4SD/docling/releases/tag/v2.20.0) - 2025-02-07
### Feature
* Describe pictures using vision models ([#259](https://github.com/DS4SD/docling/issues/259)) ([`4cc6e3e`](https://github.com/DS4SD/docling/commit/4cc6e3ea5e858b367136acc729b723ea0552d22a))
### Fix
* Remove unused httpx ([#919](https://github.com/DS4SD/docling/issues/919)) ([`c18f47c`](https://github.com/DS4SD/docling/commit/c18f47c5c032c49bf3175aecd2236df37c0e9ae1))
## [v2.19.0](https://github.com/DS4SD/docling/releases/tag/v2.19.0) - 2025-02-07
### Feature
* New artifacts path and CLI utility ([#876](https://github.com/DS4SD/docling/issues/876)) ([`ed74fe2`](https://github.com/DS4SD/docling/commit/ed74fe2ec0a702834f0deacfdb5717c8c587dab1))
### Fix
* **markdown:** Handle nested lists ([#910](https://github.com/DS4SD/docling/issues/910)) ([`90b766e`](https://github.com/DS4SD/docling/commit/90b766e2ae1695a759191df37c272efc09be5ee3))
* Test cases for RTL programmatic PDFs and fixes for the formula model ([#903](https://github.com/DS4SD/docling/issues/903)) ([`9114ada`](https://github.com/DS4SD/docling/commit/9114ada7bc4dd45ce0046de2f9d00a80ccb25c79))
* **msword_backend:** Handle conversion error in label parsing ([#896](https://github.com/DS4SD/docling/issues/896)) ([`722a6eb`](https://github.com/DS4SD/docling/commit/722a6eb7b994a0261312a356df80b2fced121812))
* Enrichment models batch size and expose picture classifier ([#878](https://github.com/DS4SD/docling/issues/878)) ([`5ad6de0`](https://github.com/DS4SD/docling/commit/5ad6de05600315617b574bd12af553e00b4d316e))
### Documentation
* Introduce example with custom models for RapidOCR ([#874](https://github.com/DS4SD/docling/issues/874)) ([`6d3fea0`](https://github.com/DS4SD/docling/commit/6d3fea019635bd6ca94bd36c3928b28c245d638d))
## [v2.18.0](https://github.com/DS4SD/docling/releases/tag/v2.18.0) - 2025-02-03
### Feature

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@ -36,7 +36,7 @@ _STOP_MARKER = f"#_#_{_MARKER_BODY}_STOP_#_#"
class MarkdownDocumentBackend(DeclarativeDocumentBackend):
def shorten_underscore_sequences(self, markdown_text: str, max_length: int = 10):
def _shorten_underscore_sequences(self, markdown_text: str, max_length: int = 10):
# This regex will match any sequence of underscores
pattern = r"_+"
@ -81,7 +81,7 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
# very long sequences of underscores will lead to unnecessary long processing times.
# In any proper Markdown files, underscores have to be escaped,
# otherwise they represent emphasis (bold or italic)
self.markdown = self.shorten_underscore_sequences(text_stream)
self.markdown = self._shorten_underscore_sequences(text_stream)
if isinstance(self.path_or_stream, Path):
with open(self.path_or_stream, "r", encoding="utf-8") as f:
md_content = f.read()
@ -89,7 +89,7 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
# very long sequences of underscores will lead to unnecessary long processing times.
# In any proper Markdown files, underscores have to be escaped,
# otherwise they represent emphasis (bold or italic)
self.markdown = self.shorten_underscore_sequences(md_content)
self.markdown = self._shorten_underscore_sequences(md_content)
self.valid = True
_log.debug(self.markdown)
@ -99,7 +99,7 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
) from e
return
def close_table(self, doc: DoclingDocument):
def _close_table(self, doc: DoclingDocument):
if self.in_table:
_log.debug("=== TABLE START ===")
for md_table_row in self.md_table_buffer:
@ -156,30 +156,35 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
doc.add_table(data=table_data)
return
def process_inline_text(
self, parent_element: Optional[NodeItem], doc: DoclingDocument
def _process_inline_text(
self, parent_item: Optional[NodeItem], doc: DoclingDocument
):
txt = " ".join(self.inline_texts)
if len(txt) > 0:
doc.add_text(
label=DocItemLabel.PARAGRAPH,
parent=parent_element,
parent=parent_item,
text=txt,
)
self.inline_texts = []
def iterate_elements(
def _iterate_elements(
self,
element: marko.element.Element,
depth: int,
doc: DoclingDocument,
parent_element: Optional[NodeItem] = None,
visited: Set[marko.element.Element],
parent_item: Optional[NodeItem] = None,
):
if element in visited:
return
# Iterates over all elements in the AST
# Check for different element types and process relevant details
if isinstance(element, marko.block.Heading) and len(element.children) > 0:
self.close_table(doc)
self.process_inline_text(parent_element, doc)
self._close_table(doc)
self._process_inline_text(parent_item, doc)
_log.debug(
f" - Heading level {element.level}, content: {element.children[0].children}" # type: ignore
)
@ -207,8 +212,8 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
traverse(element)
snippet_text = "".join(strings)
if len(snippet_text) > 0:
parent_element = doc.add_text(
label=doc_label, parent=parent_element, text=snippet_text
parent_item = doc.add_text(
label=doc_label, parent=parent_item, text=snippet_text
)
elif isinstance(element, marko.block.List):
@ -218,35 +223,37 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
has_non_empty_list_items = True
break
self.close_table(doc)
self.process_inline_text(parent_element, doc)
self._close_table(doc)
self._process_inline_text(parent_item, doc)
_log.debug(f" - List {'ordered' if element.ordered else 'unordered'}")
if has_non_empty_list_items:
label = GroupLabel.ORDERED_LIST if element.ordered else GroupLabel.LIST
parent_element = doc.add_group(
label=label, name=f"list", parent=parent_element
parent_item = doc.add_group(
label=label, name=f"list", parent=parent_item
)
elif isinstance(element, marko.block.ListItem) and len(element.children) > 0:
self.close_table(doc)
self.process_inline_text(parent_element, doc)
self._close_table(doc)
self._process_inline_text(parent_item, doc)
_log.debug(" - List item")
snippet_text = str(element.children[0].children[0].children) # type: ignore
first_child = element.children[0]
snippet_text = str(first_child.children[0].children) # type: ignore
is_numbered = False
if (
parent_element is not None
and isinstance(parent_element, DocItem)
and parent_element.label == GroupLabel.ORDERED_LIST
parent_item is not None
and isinstance(parent_item, DocItem)
and parent_item.label == GroupLabel.ORDERED_LIST
):
is_numbered = True
doc.add_list_item(
enumerated=is_numbered, parent=parent_element, text=snippet_text
enumerated=is_numbered, parent=parent_item, text=snippet_text
)
visited.add(first_child)
elif isinstance(element, marko.inline.Image):
self.close_table(doc)
self.process_inline_text(parent_element, doc)
self._close_table(doc)
self._process_inline_text(parent_item, doc)
_log.debug(f" - Image with alt: {element.title}, url: {element.dest}")
fig_caption: Optional[TextItem] = None
@ -255,10 +262,10 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
label=DocItemLabel.CAPTION, text=element.title
)
doc.add_picture(parent=parent_element, caption=fig_caption)
doc.add_picture(parent=parent_item, caption=fig_caption)
elif isinstance(element, marko.block.Paragraph) and len(element.children) > 0:
self.process_inline_text(parent_element, doc)
self._process_inline_text(parent_item, doc)
elif isinstance(element, marko.inline.RawText):
_log.debug(f" - Paragraph (raw text): {element.children}")
@ -272,17 +279,16 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
else:
self.md_table_buffer.append(snippet_text)
else:
self.close_table(doc)
self.in_table = False
self._close_table(doc)
# most likely just inline text
self.inline_texts.append(str(element.children))
elif isinstance(element, marko.inline.CodeSpan):
self.close_table(doc)
self.process_inline_text(parent_element, doc)
self._close_table(doc)
self._process_inline_text(parent_item, doc)
_log.debug(f" - Code Span: {element.children}")
snippet_text = str(element.children).strip()
doc.add_code(parent=parent_element, text=snippet_text)
doc.add_code(parent=parent_item, text=snippet_text)
elif (
isinstance(element, (marko.block.CodeBlock, marko.block.FencedCode))
@ -290,10 +296,10 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
and isinstance((first_child := element.children[0]), marko.inline.RawText)
and len(snippet_text := (first_child.children.strip())) > 0
):
self.close_table(doc)
self.process_inline_text(parent_element, doc)
self._close_table(doc)
self._process_inline_text(parent_item, doc)
_log.debug(f" - Code Block: {element.children}")
doc.add_code(parent=parent_element, text=snippet_text)
doc.add_code(parent=parent_item, text=snippet_text)
elif isinstance(element, marko.inline.LineBreak):
if self.in_table:
@ -302,8 +308,8 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
elif isinstance(element, marko.block.HTMLBlock):
self._html_blocks += 1
self.process_inline_text(parent_element, doc)
self.close_table(doc)
self._process_inline_text(parent_item, doc)
self._close_table(doc)
_log.debug("HTML Block: {}".format(element))
if (
len(element.body) > 0
@ -312,18 +318,16 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
# wrap in markers to enable post-processing in convert()
text_to_add = f"{_START_MARKER}{html_block}{_STOP_MARKER}"
doc.add_code(parent=parent_element, text=text_to_add)
doc.add_code(parent=parent_item, text=text_to_add)
else:
if not isinstance(element, str):
self.close_table(doc)
self._close_table(doc)
_log.debug("Some other element: {}".format(element))
processed_block_types = (
marko.block.ListItem,
marko.block.Heading,
marko.block.CodeBlock,
marko.block.FencedCode,
# marko.block.Paragraph,
marko.inline.RawText,
)
@ -332,7 +336,13 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
element, processed_block_types
):
for child in element.children:
self.iterate_elements(child, depth + 1, doc, parent_element)
self._iterate_elements(
element=child,
depth=depth + 1,
doc=doc,
visited=visited,
parent_item=parent_item,
)
def is_valid(self) -> bool:
return self.valid
@ -366,9 +376,15 @@ class MarkdownDocumentBackend(DeclarativeDocumentBackend):
marko_parser = Markdown()
parsed_ast = marko_parser.parse(self.markdown)
# Start iterating from the root of the AST
self.iterate_elements(parsed_ast, 0, doc, None)
self.process_inline_text(None, doc) # handle last hanging inline text
self.close_table(doc=doc) # handle any last hanging table
self._iterate_elements(
element=parsed_ast,
depth=0,
doc=doc,
parent_item=None,
visited=set(),
)
self._process_inline_text(None, doc) # handle last hanging inline text
self._close_table(doc=doc) # handle any last hanging table
# if HTML blocks were detected, export to HTML and delegate to HTML backend
if self._html_blocks > 0:

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@ -226,6 +226,10 @@ def convert(
help="Enable the picture classification enrichment model in the pipeline.",
),
] = False,
enrich_picture_description: Annotated[
bool,
typer.Option(..., help="Enable the picture description model in the pipeline."),
] = False,
artifacts_path: Annotated[
Optional[Path],
typer.Option(..., help="If provided, the location of the model artifacts."),
@ -382,6 +386,7 @@ def convert(
do_table_structure=True,
do_code_enrichment=enrich_code,
do_formula_enrichment=enrich_formula,
do_picture_description=enrich_picture_description,
do_picture_classification=enrich_picture_classes,
document_timeout=document_timeout,
)

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@ -31,6 +31,7 @@ class _AvailableModels(str, Enum):
TABLEFORMER = "tableformer"
CODE_FORMULA = "code_formula"
PICTURE_CLASSIFIER = "picture_classifier"
SMOLVLM = "smolvlm"
EASYOCR = "easyocr"
@ -81,6 +82,7 @@ def 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_smolvlm=_AvailableModels.SMOLVLM in to_download,
with_easyocr=_AvailableModels.EASYOCR in to_download,
)

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@ -2,9 +2,9 @@ import logging
import os
from enum import Enum
from pathlib import Path
from typing import Any, List, Literal, Optional, Union
from typing import Annotated, Any, Dict, List, Literal, Optional, Union
from pydantic import BaseModel, ConfigDict, Field, model_validator
from pydantic import AnyUrl, BaseModel, ConfigDict, Field, model_validator
from pydantic_settings import BaseSettings, SettingsConfigDict
_log = logging.getLogger(__name__)
@ -184,6 +184,51 @@ class OcrMacOptions(OcrOptions):
)
class PictureDescriptionBaseOptions(BaseModel):
kind: str
batch_size: int = 8
scale: float = 2
bitmap_area_threshold: float = (
0.2 # percentage of the area for a bitmap to processed with the models
)
class PictureDescriptionApiOptions(PictureDescriptionBaseOptions):
kind: Literal["api"] = "api"
url: AnyUrl = AnyUrl("http://localhost:8000/v1/chat/completions")
headers: Dict[str, str] = {}
params: Dict[str, Any] = {}
timeout: float = 20
prompt: str = "Describe this image in a few sentences."
provenance: str = ""
class PictureDescriptionVlmOptions(PictureDescriptionBaseOptions):
kind: Literal["vlm"] = "vlm"
repo_id: str
prompt: str = "Describe this image in a few sentences."
# Config from here https://huggingface.co/docs/transformers/en/main_classes/text_generation#transformers.GenerationConfig
generation_config: Dict[str, Any] = dict(max_new_tokens=200, do_sample=False)
@property
def repo_cache_folder(self) -> str:
return self.repo_id.replace("/", "--")
smolvlm_picture_description = PictureDescriptionVlmOptions(
repo_id="HuggingFaceTB/SmolVLM-256M-Instruct"
)
# phi_picture_description = PictureDescriptionVlmOptions(repo_id="microsoft/Phi-3-vision-128k-instruct")
granite_picture_description = PictureDescriptionVlmOptions(
repo_id="ibm-granite/granite-vision-3.1-2b-preview",
prompt="What is shown in this image?",
)
# Define an enum for the backend options
class PdfBackend(str, Enum):
"""Enum of valid PDF backends."""
@ -223,6 +268,7 @@ class PdfPipelineOptions(PipelineOptions):
do_code_enrichment: bool = False # True: perform code OCR
do_formula_enrichment: bool = False # True: perform formula OCR, return Latex code
do_picture_classification: bool = False # True: classify pictures in documents
do_picture_description: bool = False # True: run describe pictures in documents
table_structure_options: TableStructureOptions = TableStructureOptions()
ocr_options: Union[
@ -232,6 +278,10 @@ class PdfPipelineOptions(PipelineOptions):
OcrMacOptions,
RapidOcrOptions,
] = Field(EasyOcrOptions(), discriminator="kind")
picture_description_options: Annotated[
Union[PictureDescriptionApiOptions, PictureDescriptionVlmOptions],
Field(discriminator="kind"),
] = smolvlm_picture_description
images_scale: float = 1.0
generate_page_images: bool = False

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@ -1,7 +1,7 @@
from abc import ABC, abstractmethod
from typing import Any, Generic, Iterable, Optional
from docling_core.types.doc import BoundingBox, DoclingDocument, NodeItem, TextItem
from docling_core.types.doc import BoundingBox, DocItem, DoclingDocument, NodeItem
from typing_extensions import TypeVar
from docling.datamodel.base_models import ItemAndImageEnrichmentElement, Page
@ -64,7 +64,7 @@ class BaseItemAndImageEnrichmentModel(
if not self.is_processable(doc=conv_res.document, element=element):
return None
assert isinstance(element, TextItem)
assert isinstance(element, DocItem)
element_prov = element.prov[0]
bbox = element_prov.bbox

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@ -62,7 +62,7 @@ class CodeFormulaModel(BaseItemAndImageEnrichmentModel):
Processes the given batch of elements and enriches them with predictions.
"""
_model_repo_folder = "CodeFormula"
_model_repo_folder = "ds4sd--CodeFormula"
elements_batch_size = 5
images_scale = 1.66 # = 120 dpi, aligned with training data resolution
expansion_factor = 0.03

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@ -56,7 +56,7 @@ class DocumentPictureClassifier(BaseEnrichmentModel):
Processes a batch of elements and adds classification annotations.
"""
_model_repo_folder = "DocumentFigureClassifier"
_model_repo_folder = "ds4sd--DocumentFigureClassifier"
images_scale = 2
def __init__(

View File

@ -4,9 +4,7 @@ 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
from docling.datamodel.base_models import Cell, OcrCell, Page

View File

@ -22,7 +22,7 @@ _log = logging.getLogger(__name__)
class LayoutModel(BasePageModel):
_model_repo_folder = "docling-models"
_model_repo_folder = "ds4sd--docling-models"
_model_path = "model_artifacts/layout"
TEXT_ELEM_LABELS = [

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@ -0,0 +1,101 @@
import base64
import io
import logging
from typing import Iterable, List, Optional
import requests
from PIL import Image
from pydantic import BaseModel, ConfigDict
from docling.datamodel.pipeline_options import PictureDescriptionApiOptions
from docling.models.picture_description_base_model import PictureDescriptionBaseModel
_log = logging.getLogger(__name__)
class ChatMessage(BaseModel):
role: str
content: str
class ResponseChoice(BaseModel):
index: int
message: ChatMessage
finish_reason: str
class ResponseUsage(BaseModel):
prompt_tokens: int
completion_tokens: int
total_tokens: int
class ApiResponse(BaseModel):
model_config = ConfigDict(
protected_namespaces=(),
)
id: str
model: Optional[str] = None # returned by openai
choices: List[ResponseChoice]
created: int
usage: ResponseUsage
class PictureDescriptionApiModel(PictureDescriptionBaseModel):
# elements_batch_size = 4
def __init__(self, enabled: bool, options: PictureDescriptionApiOptions):
super().__init__(enabled=enabled, options=options)
self.options: PictureDescriptionApiOptions
if self.enabled:
if options.url.host != "localhost":
raise NotImplementedError(
"The options try to connect to remote APIs which are not yet allowed."
)
def _annotate_images(self, images: Iterable[Image.Image]) -> Iterable[str]:
# Note: technically we could make a batch request here,
# but not all APIs will allow for it. For example, vllm won't allow more than 1.
for image in images:
img_io = io.BytesIO()
image.save(img_io, "PNG")
image_base64 = base64.b64encode(img_io.getvalue()).decode("utf-8")
messages = [
{
"role": "user",
"content": [
{
"type": "text",
"text": self.options.prompt,
},
{
"type": "image_url",
"image_url": {
"url": f"data:image/png;base64,{image_base64}"
},
},
],
}
]
payload = {
"messages": messages,
**self.options.params,
}
r = requests.post(
str(self.options.url),
headers=self.options.headers,
json=payload,
timeout=self.options.timeout,
)
if not r.ok:
_log.error(f"Error calling the API. Reponse was {r.text}")
r.raise_for_status()
api_resp = ApiResponse.model_validate_json(r.text)
generated_text = api_resp.choices[0].message.content.strip()
yield generated_text

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@ -0,0 +1,64 @@
import logging
from pathlib import Path
from typing import Any, Iterable, List, Optional, Union
from docling_core.types.doc import (
DoclingDocument,
NodeItem,
PictureClassificationClass,
PictureItem,
)
from docling_core.types.doc.document import ( # TODO: move import to docling_core.types.doc
PictureDescriptionData,
)
from PIL import Image
from docling.datamodel.pipeline_options import PictureDescriptionBaseOptions
from docling.models.base_model import (
BaseItemAndImageEnrichmentModel,
ItemAndImageEnrichmentElement,
)
class PictureDescriptionBaseModel(BaseItemAndImageEnrichmentModel):
images_scale: float = 2.0
def __init__(
self,
enabled: bool,
options: PictureDescriptionBaseOptions,
):
self.enabled = enabled
self.options = options
self.provenance = "not-implemented"
def is_processable(self, doc: DoclingDocument, element: NodeItem) -> bool:
return self.enabled and isinstance(element, PictureItem)
def _annotate_images(self, images: Iterable[Image.Image]) -> Iterable[str]:
raise NotImplementedError
def __call__(
self,
doc: DoclingDocument,
element_batch: Iterable[ItemAndImageEnrichmentElement],
) -> Iterable[NodeItem]:
if not self.enabled:
for element in element_batch:
yield element.item
return
images: List[Image.Image] = []
elements: List[PictureItem] = []
for el in element_batch:
assert isinstance(el.item, PictureItem)
elements.append(el.item)
images.append(el.image)
outputs = self._annotate_images(images)
for item, output in zip(elements, outputs):
item.annotations.append(
PictureDescriptionData(text=output, provenance=self.provenance)
)
yield item

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@ -0,0 +1,109 @@
from pathlib import Path
from typing import Iterable, Optional, Union
from PIL import Image
from docling.datamodel.pipeline_options import (
AcceleratorOptions,
PictureDescriptionVlmOptions,
)
from docling.models.picture_description_base_model import PictureDescriptionBaseModel
from docling.utils.accelerator_utils import decide_device
class PictureDescriptionVlmModel(PictureDescriptionBaseModel):
def __init__(
self,
enabled: bool,
artifacts_path: Optional[Union[Path, str]],
options: PictureDescriptionVlmOptions,
accelerator_options: AcceleratorOptions,
):
super().__init__(enabled=enabled, options=options)
self.options: PictureDescriptionVlmOptions
if self.enabled:
if artifacts_path is None:
artifacts_path = self.download_models(repo_id=self.options.repo_id)
else:
artifacts_path = Path(artifacts_path) / self.options.repo_cache_folder
self.device = decide_device(accelerator_options.device)
try:
import torch
from transformers import AutoModelForVision2Seq, AutoProcessor
except ImportError:
raise ImportError(
"transformers >=4.46 is not installed. Please install Docling with the required extras `pip install docling[vlm]`."
)
# Initialize processor and model
self.processor = AutoProcessor.from_pretrained(self.options.repo_id)
self.model = AutoModelForVision2Seq.from_pretrained(
self.options.repo_id,
torch_dtype=torch.bfloat16,
_attn_implementation=(
"flash_attention_2" if self.device.startswith("cuda") else "eager"
),
).to(self.device)
self.provenance = f"{self.options.repo_id}"
@staticmethod
def download_models(
repo_id: str,
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=repo_id,
force_download=force,
local_dir=local_dir,
)
return Path(download_path)
def _annotate_images(self, images: Iterable[Image.Image]) -> Iterable[str]:
from transformers import GenerationConfig
# Create input messages
messages = [
{
"role": "user",
"content": [
{"type": "image"},
{"type": "text", "text": self.options.prompt},
],
},
]
# TODO: do batch generation
for image in images:
# Prepare inputs
prompt = self.processor.apply_chat_template(
messages, add_generation_prompt=True
)
inputs = self.processor(text=prompt, images=[image], return_tensors="pt")
inputs = inputs.to(self.device)
# Generate outputs
generated_ids = self.model.generate(
**inputs,
generation_config=GenerationConfig(**self.options.generation_config),
)
generated_texts = self.processor.batch_decode(
generated_ids[:, inputs["input_ids"].shape[1] :],
skip_special_tokens=True,
)
yield generated_texts[0].strip()

View File

@ -23,7 +23,7 @@ from docling.utils.profiling import TimeRecorder
class TableStructureModel(BasePageModel):
_model_repo_folder = "docling-models"
_model_repo_folder = "ds4sd--docling-models"
_model_path = "model_artifacts/tableformer"
def __init__(

View File

@ -14,6 +14,8 @@ from docling.datamodel.pipeline_options import (
EasyOcrOptions,
OcrMacOptions,
PdfPipelineOptions,
PictureDescriptionApiOptions,
PictureDescriptionVlmOptions,
RapidOcrOptions,
TesseractCliOcrOptions,
TesseractOcrOptions,
@ -34,6 +36,9 @@ from docling.models.page_preprocessing_model import (
PagePreprocessingModel,
PagePreprocessingOptions,
)
from docling.models.picture_description_api_model import PictureDescriptionApiModel
from docling.models.picture_description_base_model import PictureDescriptionBaseModel
from docling.models.picture_description_vlm_model import PictureDescriptionVlmModel
from docling.models.rapid_ocr_model import RapidOcrModel
from docling.models.table_structure_model import TableStructureModel
from docling.models.tesseract_ocr_cli_model import TesseractOcrCliModel
@ -95,8 +100,17 @@ class StandardPdfPipeline(PaginatedPipeline):
PageAssembleModel(options=PageAssembleOptions()),
]
# Picture description model
if (
picture_description_model := self.get_picture_description_model(
artifacts_path=artifacts_path
)
) is None:
raise RuntimeError(
f"The specified picture description kind is not supported: {pipeline_options.picture_description_options.kind}."
)
self.enrichment_pipe = [
# Other models working on `NodeItem` elements in the DoclingDocument
# Code Formula Enrichment Model
CodeFormulaModel(
enabled=pipeline_options.do_code_enrichment
@ -115,11 +129,14 @@ class StandardPdfPipeline(PaginatedPipeline):
options=DocumentPictureClassifierOptions(),
accelerator_options=pipeline_options.accelerator_options,
),
# Document Picture description
picture_description_model,
]
if (
self.pipeline_options.do_formula_enrichment
or self.pipeline_options.do_code_enrichment
or self.pipeline_options.do_picture_description
):
self.keep_backend = True
@ -175,6 +192,29 @@ class StandardPdfPipeline(PaginatedPipeline):
)
return None
def get_picture_description_model(
self, artifacts_path: Optional[Path] = None
) -> Optional[PictureDescriptionBaseModel]:
if isinstance(
self.pipeline_options.picture_description_options,
PictureDescriptionApiOptions,
):
return PictureDescriptionApiModel(
enabled=self.pipeline_options.do_picture_description,
options=self.pipeline_options.picture_description_options,
)
elif isinstance(
self.pipeline_options.picture_description_options,
PictureDescriptionVlmOptions,
):
return PictureDescriptionVlmModel(
enabled=self.pipeline_options.do_picture_description,
artifacts_path=artifacts_path,
options=self.pipeline_options.picture_description_options,
accelerator_options=self.pipeline_options.accelerator_options,
)
return None
def initialize_page(self, conv_res: ConversionResult, page: Page) -> Page:
with TimeRecorder(conv_res, "page_init"):
page._backend = conv_res.input._backend.load_page(page.page_no) # type: ignore

View File

@ -2,11 +2,13 @@ import logging
from pathlib import Path
from typing import Optional
from docling.datamodel.pipeline_options import smolvlm_picture_description
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.picture_description_vlm_model import PictureDescriptionVlmModel
from docling.models.table_structure_model import TableStructureModel
_log = logging.getLogger(__name__)
@ -21,6 +23,7 @@ def download_models(
with_tableformer: bool = True,
with_code_formula: bool = True,
with_picture_classifier: bool = True,
with_smolvlm: bool = True,
with_easyocr: bool = True,
):
if output_dir is None:
@ -61,6 +64,15 @@ def download_models(
progress=progress,
)
if with_smolvlm:
_log.info(f"Downloading SmolVlm model...")
PictureDescriptionVlmModel.download_models(
repo_id=smolvlm_picture_description.repo_id,
local_dir=output_dir / smolvlm_picture_description.repo_cache_folder,
force=force,
progress=progress,
)
if with_easyocr:
_log.info(f"Downloading easyocr models...")
EasyOcrModel.download_models(

View File

@ -0,0 +1,48 @@
import logging
from pathlib import Path
from docling_core.types.doc import PictureItem
from docling.datamodel.base_models import InputFormat
from docling.datamodel.pipeline_options import (
PdfPipelineOptions,
granite_picture_description,
smolvlm_picture_description,
)
from docling.document_converter import DocumentConverter, PdfFormatOption
def main():
logging.basicConfig(level=logging.INFO)
input_doc_path = Path("./tests/data/pdf/2206.01062.pdf")
pipeline_options = PdfPipelineOptions()
pipeline_options.do_picture_description = True
pipeline_options.picture_description_options = smolvlm_picture_description
# pipeline_options.picture_description_options = granite_picture_description
pipeline_options.picture_description_options.prompt = (
"Describe the image in three sentences. Be consise and accurate."
)
doc_converter = DocumentConverter(
format_options={
InputFormat.PDF: PdfFormatOption(
pipeline_options=pipeline_options,
)
}
)
result = doc_converter.convert(input_doc_path)
for element, _level in result.document.iterate_items():
if isinstance(element, PictureItem):
print(
f"Picture {element.self_ref}\n"
f"Caption: {element.caption_text(doc=result.document)}\n"
f"Annotations: {element.annotations}"
)
if __name__ == "__main__":
main()

View File

@ -0,0 +1,55 @@
import logging
from pathlib import Path
from docling_core.types.doc import PictureItem
from docling.datamodel.base_models import InputFormat
from docling.datamodel.pipeline_options import (
PdfPipelineOptions,
PictureDescriptionApiOptions,
)
from docling.document_converter import DocumentConverter, PdfFormatOption
def main():
logging.basicConfig(level=logging.INFO)
input_doc_path = Path("./tests/data/pdf/2206.01062.pdf")
# This is using a local API server to do picture description.
# For example, you can launch it locally with:
# $ vllm serve "HuggingFaceTB/SmolVLM-256M-Instruct"
pipeline_options = PdfPipelineOptions()
pipeline_options.do_picture_description = True
pipeline_options.picture_description_options = PictureDescriptionApiOptions(
url="http://localhost:8000/v1/chat/completions",
params=dict(
model="HuggingFaceTB/SmolVLM-256M-Instruct",
seed=42,
max_completion_tokens=200,
),
prompt="Describe the image in three sentences. Be consise and accurate.",
timeout=90,
)
doc_converter = DocumentConverter(
format_options={
InputFormat.PDF: PdfFormatOption(
pipeline_options=pipeline_options,
)
}
)
result = doc_converter.convert(input_doc_path)
for element, _level in result.document.iterate_items():
if isinstance(element, PictureItem):
print(
f"Picture {element.self_ref}\n"
f"Caption: {element.caption_text(doc=result.document)}\n"
f"Annotations: {element.annotations}"
)
if __name__ == "__main__":
main()

299
poetry.lock generated
View File

@ -2,13 +2,13 @@
[[package]]
name = "aiohappyeyeballs"
version = "2.4.4"
version = "2.4.6"
description = "Happy Eyeballs for asyncio"
optional = false
python-versions = ">=3.8"
python-versions = ">=3.9"
files = [
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{file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
{file = "aiohappyeyeballs-2.4.6-py3-none-any.whl", hash = "sha256:147ec992cf873d74f5062644332c539fcd42956dc69453fe5204195e560517e1"},
{file = "aiohappyeyeballs-2.4.6.tar.gz", hash = "sha256:9b05052f9042985d32ecbe4b59a77ae19c006a78f1344d7fdad69d28ded3d0b0"},
]
[[package]]
@ -1544,13 +1544,13 @@ pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_ve
[[package]]
name = "identify"
version = "2.6.6"
version = "2.6.7"
description = "File identification library for Python"
optional = false
python-versions = ">=3.9"
files = [
{file = "identify-2.6.6-py2.py3-none-any.whl", hash = "sha256:cbd1810bce79f8b671ecb20f53ee0ae8e86ae84b557de31d89709dc2a48ba881"},
{file = "identify-2.6.6.tar.gz", hash = "sha256:7bec12768ed44ea4761efb47806f0a41f86e7c0a5fdf5950d4648c90eca7e251"},
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{file = "identify-2.6.7.tar.gz", hash = "sha256:3fa266b42eba321ee0b2bb0936a6a6b9e36a1351cbb69055b3082f4193035684"},
]
[package.extras]
@ -2253,157 +2253,157 @@ files = [
[[package]]
name = "lxml"
version = "5.3.0"
version = "5.3.1"
description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
optional = false
python-versions = ">=3.6"
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]
[package.extras]
cssselect = ["cssselect (>=0.7)"]
html-clean = ["lxml-html-clean"]
html-clean = ["lxml_html_clean"]
html5 = ["html5lib"]
htmlsoup = ["BeautifulSoup4"]
source = ["Cython (>=3.0.11)"]
source = ["Cython (>=3.0.11,<3.1.0)"]
[[package]]
name = "markdown"
@ -7807,8 +7807,9 @@ type = ["pytest-mypy"]
ocrmac = ["ocrmac"]
rapidocr = ["onnxruntime", "onnxruntime", "rapidocr-onnxruntime"]
tesserocr = ["tesserocr"]
vlm = ["transformers", "transformers"]
[metadata]
lock-version = "2.0"
python-versions = "^3.9"
content-hash = "1a7435b2a92c3ac353a8a6d2f4a10ba7c909f149c4f29b5b4f44c382aa9559a5"
content-hash = "f84601b873a323359d00e8e3f8acf1034bd031ae5f9cf96eb83d91d0704e2be6"

View File

@ -1,6 +1,6 @@
[tool.poetry]
name = "docling"
version = "2.18.0" # DO NOT EDIT, updated automatically
version = "2.20.0" # DO NOT EDIT, updated automatically
description = "SDK and CLI for parsing PDF, DOCX, HTML, and more, to a unified document representation for powering downstream workflows such as gen AI applications."
authors = ["Christoph Auer <cau@zurich.ibm.com>", "Michele Dolfi <dol@zurich.ibm.com>", "Maxim Lysak <mly@zurich.ibm.com>", "Nikos Livathinos <nli@zurich.ibm.com>", "Ahmed Nassar <ahn@zurich.ibm.com>", "Panos Vagenas <pva@zurich.ibm.com>", "Peter Staar <taa@zurich.ibm.com>"]
license = "MIT"
@ -59,6 +59,10 @@ onnxruntime = [
{ version = ">=1.7.0,<1.20.0", optional = true, markers = "python_version < '3.10'" },
{ version = "^1.7.0", optional = true, markers = "python_version >= '3.10'" }
]
transformers = [
{markers = "sys_platform != 'darwin' or platform_machine != 'x86_64'", version = "^4.46.0", optional = true },
{markers = "sys_platform == 'darwin' and platform_machine == 'x86_64'", version = "~4.42.0", optional = true }
]
pillow = "^10.0.0"
tqdm = "^4.65.0"
@ -121,6 +125,7 @@ torchvision = [
[tool.poetry.extras]
tesserocr = ["tesserocr"]
ocrmac = ["ocrmac"]
vlm = ["transformers"]
rapidocr = ["rapidocr-onnxruntime", "onnxruntime"]
[tool.poetry.scripts]
@ -162,7 +167,8 @@ module = [
"deepsearch_glm.*",
"lxml.*",
"bs4.*",
"huggingface_hub.*"
"huggingface_hub.*",
"transformers.*",
]
ignore_missing_imports = true

View File

@ -0,0 +1,31 @@
# Nesting
A list featuring nesting:
- abc
- abc123
- abc1234
- abc12345
- a.
- b.
- abcd1234
- abcd12345
- a.
- b.
- def
- def1234
- def12345。
- after one empty line
- foo
- afer two empty lines
- bar
- changing symbol
A nested HTML list:
- First item
- Second item with subitems:
- Subitem 1
- Subitem 2
- Last list item

66
tests/data/md/nested.md Normal file
View File

@ -0,0 +1,66 @@
# Nesting
A list featuring nesting:
- abc
- abc123
- abc1234
- abc12345
- a.
- b.
- abcd1234
- abcd12345
- a.
- b.
- def
- def1234
- def12345。
- after one empty line
- foo
- afer two empty lines
- bar
* changing symbol
A nested HTML list:
<ul>
<li>First item</li>
<li>Second item with subitems:
<ul>
<li>Subitem 1</li>
<li>Subitem 2</li>
</ul>
</li>
<li>Last list item</li>
</ul>
<!--
Table nesting apparently not yet suported by HTML backend:
<table>
<tr>
<td>Cell</td>
<td>Nested Table
<table>
<tr>
<td>Cell 1</td>
<>
</tr>
<tr>
<td>Cell 2</td>
</tr>
<tr>
<td>Cell 3</td>
</tr>
<tr>
<td>Cell 4</td>
</tr>
</table>
</td>
</tr>
<tr><td>additional row</td></tr>
</table>
-->

View File

@ -4,6 +4,8 @@ from docling.backend.md_backend import MarkdownDocumentBackend
from docling.datamodel.base_models import InputFormat
from docling.datamodel.document import InputDocument
from .test_data_gen_flag import GEN_TEST_DATA
def test_convert_valid():
fmt = InputFormat.MD
@ -30,6 +32,10 @@ def test_convert_valid():
act_doc = backend.convert()
act_data = act_doc.export_to_markdown()
with open(gt_path, "r", encoding="utf-8") as f:
exp_data = f.read().rstrip()
assert act_data == exp_data
if GEN_TEST_DATA:
with open(gt_path, mode="w", encoding="utf-8") as f:
f.write(f"{act_data}\n")
else:
with open(gt_path, encoding="utf-8") as f:
exp_data = f.read().rstrip()
assert exp_data == act_data

View File

@ -0,0 +1,9 @@
import os
from pydantic import TypeAdapter
GEN_TEST_DATA = TypeAdapter(bool).validate_python(os.getenv("DOCLING_GEN_TEST_DATA", 0))
def test_gen_test_data_flag():
assert not GEN_TEST_DATA