Commit Graph

82 Commits

Author SHA1 Message Date
Peter W. J. Staar
cfdf4cea25
feat: new vlm-models support (#1570)
* feat: adding new vlm-models support

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

* fixed the transformers

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

* got microsoft/Phi-4-multimodal-instruct to work

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

* working on vlm's

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

* refactoring the VLM part

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

* all working, now serious refacgtoring necessary

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

* refactoring the download_model

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

* added the formulate_prompt

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

* pixtral 12b runs via MLX and native transformers

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

* added the VlmPredictionToken

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

* refactoring minimal_vlm_pipeline

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

* fixed the MyPy

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

* added pipeline_model_specializations file

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

* need to get Phi4 working again ...

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

* finalising last points for vlms support

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

* fixed the pipeline for Phi4

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

* streamlining all code

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

* reformatted the code

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

* fixing the tests

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

* added the html backend to the VLM pipeline

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

* fixed the static load_from_doctags

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

* restore stable imports

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

* use AutoModelForVision2Seq for Pixtral and review example (including rename)

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

* remove unused value

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

* refactor instances of VLM models

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

* skip compare example in CI

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

* use lowercase and uppercase only

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

* add new minimal_vlm example and refactor pipeline_options_vlm_model for cleaner import

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

* rename pipeline_vlm_model_spec

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

* move more argument to options and simplify model init

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

* add supported_devices

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

* remove not-needed function

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

* exclude minimal_vlm

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

* missing file

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

* add message for transformers version

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

* rename to specs

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

* use module import and remove MLX from non-darwin

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

* remove hf_vlm_model and add extra_generation_args

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

* use single HF VLM model class

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

* remove torch type

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

* add docs for vision models

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

---------

Signed-off-by: Peter Staar <taa@zurich.ibm.com>
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Co-authored-by: Michele Dolfi <dol@zurich.ibm.com>
2025-06-02 17:01:06 +02:00
Cesar Berrospi Ramis
3942923125
chore: fix or ignore runtime and deprecation warnings (#1660)
* chore: fix or catch deprecation warnings

Signed-off-by: Cesar Berrospi Ramis <75900930+ceberam@users.noreply.github.com>

* chore: update poetry lock with latest docling-core

Signed-off-by: Cesar Berrospi Ramis <75900930+ceberam@users.noreply.github.com>

---------

Signed-off-by: Cesar Berrospi Ramis <75900930+ceberam@users.noreply.github.com>
2025-05-28 17:55:31 +02:00
Clément Doumouro
45265bf8b1
feat(ocr): auto-detect rotated pages in Tesseract (#1167)
* fix(ocr): tesseract support mis-oriented documents

Signed-off-by: Clément Doumouro <clement.doumouro@gmail.com>

* fix(ocr): update missing test data

Signed-off-by: Clément Doumouro <clement.doumouro@gmail.com>

* fix(ocr): rotate image to the natural orientation before layout prediction

Signed-off-by: Clément Doumouro <clement.doumouro@gmail.com>

* fix(ocr): move bounding bow rotation util to orientation.py

Signed-off-by: Clément Doumouro <clement.doumouro@gmail.com>

* fix(ocr): refactor rotation utilities

Signed-off-by: Clément Doumouro <clement.doumouro@gmail.com>

* chore(ocr): revert layout updates

Signed-off-by: Clément Doumouro <clement.doumouro@gmail.com>

* chore(ocr): update e2e OCR test data

Signed-off-by: Clément Doumouro <clement.doumouro@gmail.com>

* fix(ocr): avoid to swallow tesseract errors causing orientation detection failures

Signed-off-by: Clément Doumouro <clement.doumouro@gmail.com>

* chore(ocr): revert layout updates

Signed-off-by: Clément Doumouro <clement.doumouro@gmail.com>

* chore(ocr): update e2e OCR test data

* chore(ocr): proceed to OCR without rotation when OSD fails in `TesseractOcrCliModel`

* chore(ocr): proceed to OCR without rotation when OSD fails in `TesseractOcrModel`

* chore(ocr): default `TesseractOcrCliModel._is_auto` to `False`

* fix(ocr): fix `TesseractOcrCliModel._is_auto` computation

* chore(ocr): improve logging in case of OSD failure in `TesseractOcrCliModel` and `TesseractOcrModel`

---------

Signed-off-by: Clément Doumouro <clement.doumouro@gmail.com>
2025-05-21 18:12:33 +02:00
Christoph Auer
90875247e5
feat: Establish confidence estimation for document and pages (#1313)
* Establish confidence field, propagate layout confidence through

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

* Add OCR confidence and parse confidence (stub)

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

* Add parse quality rules, use 5% percentile for overall and parse scores

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

* Heuristic updates

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

* Fix garbage regex

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

* Move grade to page

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

* Introduce mean_score and low_score, consistent aggregate computations

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

* Add confidence test

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

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
2025-05-21 12:32:49 +02:00
Vinay R Damodaran
3a04f2a367
feat: Improve parallelization for remote services API calls (#1548)
* Provide the option to make remote services call concurrent

Signed-off-by: Vinay Damodaran <vrdn@hey.com>

* Use yield from correctly?

Signed-off-by: Vinay Damodaran <vrdn@hey.com>

* not do amateur hour stuff

Signed-off-by: Vinay Damodaran <vrdn@hey.com>

---------

Signed-off-by: Vinay Damodaran <vrdn@hey.com>
2025-05-14 15:47:55 +02:00
jimkarag02
9f8b479f17
fix(ocr): orig field in TesseractOcrCliModel as str (#1553)
fix: ensure orig and text are both strings in TesseractOcrCliModel

Signed-off-by: Dimitris Karagatslis <dimo9.dk@gmail.com>
2025-05-14 15:05:52 +02:00
Ihar Hrachyshka
b147331f2a
chore: restore typing hint for self.script_readers (#1500)
With future annotations, typing hints resolution is always deferred.

https://peps.python.org/pep-0563/

Signed-off-by: Ihar Hrachyshka <ihar.hrachyshka@gmail.com>
2025-04-30 20:33:27 +02:00
Ben Browning
4ab7e9ddfb
fix: Guard against attribute errors in TesseractOcrModel __del__ (#1494)
This moves the initialization of the `reader` and `script_readers`
attributes to before we attempt to import tesserocr, so that when later
accessing these attributes in the garbage collection method `__del__`
the attributes exist.

This requires changing the typing of the `script_readers` dict value to
`Any` because we cannot yet reference its actual strong type, since it's
a tesserocr value.

This prevents throwing an exception during garbage collection for
cases where the TesseractOcrModel instance didn't properly initialize,
like when it throws an `ImportError` during its initializer.

Signed-off-by: Ben Browning <bbrownin@redhat.com>
2025-04-30 17:51:33 +02:00
Zach Cox
cc453961a9
fix: enable cuda_use_flash_attention2 for PictureDescriptionVlmModel (#1496)
fix: enable use_cuda_flash_attention2 for PictureDescriptionVlmModel

Signed-off-by: Zach Cox <zach.s.cox@gmail.com>
2025-04-30 08:02:52 +02:00
Peter W. J. Staar
976e92e289
fix: updated the time-recorder label for reading order (#1490)
* fix: updated the time-recorder label for reading order

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

* reformatted code

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

---------

Signed-off-by: Peter Staar <taa@zurich.ibm.com>
2025-04-29 13:02:53 +02:00
nkh0472
a097ccd8d5
chore: typo fix (#1465)
* typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

* chore: typo fix

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>

---------

Signed-off-by: nkh0472 <67589323+nkh0472@users.noreply.github.com>
2025-04-28 08:52:09 +02:00
Maxim Lysak
94d66a0765
fix: Incorrect scaling of TableModel bboxes when do_cell_matching is False (#1459)
fixing double scaling in case of do_cell_matching is False

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>
Co-authored-by: Maksym Lysak <mly@zurich.ibm.com>
2025-04-25 12:34:12 +02:00
Michele Dolfi
5458a88464
ci: add coverage and ruff (#1383)
* add coverage calculation and push

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

* new codecov version and usage of token

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

* enable ruff formatter instead of black and isort

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

* apply ruff lint fixes

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

* apply ruff unsafe fixes

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

* add removed imports

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

* runs 1 on linter issues

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

* finalize linter fixes

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

* Update pyproject.toml

Co-authored-by: Cesar Berrospi Ramis <75900930+ceberam@users.noreply.github.com>
Signed-off-by: Michele Dolfi <97102151+dolfim-ibm@users.noreply.github.com>

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Signed-off-by: Michele Dolfi <97102151+dolfim-ibm@users.noreply.github.com>
Co-authored-by: Cesar Berrospi Ramis <75900930+ceberam@users.noreply.github.com>
2025-04-14 18:01:26 +02:00
Rowan Skewes
250399948d
fix: Implement PictureDescriptionApiOptions.bitmap_area_threshold (#1248)
fix: Implement PictureDescriptionApiOptions.picture_area_threshold

Signed-off-by: Rowan Skewes <rowan.skewes@gmail.com>
2025-04-11 11:14:05 +02:00
Gabe Goodhart
c605edd8e9
feat: OllamaVlmModel for Granite Vision 3.2 (#1337)
* build: Add ollama sdk dependency

Branch: OllamaVlmModel

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: Add option plumbing for OllamaVlmOptions in pipeline_options

Branch: OllamaVlmModel

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: Full implementation of OllamaVlmModel

Branch: OllamaVlmModel

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: Connect "granite_vision_ollama" pipeline option to CLI

Branch: OllamaVlmModel

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* Revert "build: Add ollama sdk dependency"

After consideration, we're going to use the generic OpenAI API instead
of the Ollama-specific API to avoid duplicate work.

This reverts commit bc6b366468cdd66b52540aac9c7d8b584ab48ad0.

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* refactor: Move OpenAI API call logic into utils.utils

This will allow reuse of this logic in a generic VLM model

NOTE: There is a subtle change here in the ordering of the text prompt and
the image in the call to the OpenAI API. When run against Ollama, this
ordering makes a big difference. If the prompt comes before the image, the
result is terse and not usable whereas the prompt coming after the image
works as expected and matches the non-OpenAI chat API.

Branch: OllamaVlmModel

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* refactor: Refactor from Ollama SDK to generic OpenAI API

Branch: OllamaVlmModel

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix: Linting, formatting, and bug fixes

The one bug fix was in the timeout arg to openai_image_request. Otherwise,
this is all style changes to get MyPy and black passing cleanly.

Branch: OllamaVlmModel

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* remove model from download enum

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

* generalize input args for other API providers

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

* rename and refactor

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

* add example

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

* require flag for remote services

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

* disable example from CI

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

* add examples to docs

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

---------

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Co-authored-by: Michele Dolfi <dol@zurich.ibm.com>
2025-04-10 18:03:04 +02:00
Guilhem VERMOREL
b3d111a3cd
fix: Tesseract OCR CLI can't process images composed with numbers only (#1201)
fix wrong type text extracted by tesseract_ocr_cli_model

Signed-off-by: gvl4 <Guilhem.VERMOREL@3ds.com>
Co-authored-by: gvl4 <Guilhem.VERMOREL@3ds.com>
2025-03-31 10:53:49 +02:00
Maxim Lysak
7afad7e52d
fix: Fixes tables when using OCR (#1261)
Fix for the tables when using OCR

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>
Co-authored-by: Maksym Lysak <mly@zurich.ibm.com>
2025-03-29 10:06:00 +01:00
Maxim Lysak
8bd71e8e33
fix: Word-level pdf cells for tables (#1238)
* word-level pdf cells for tables

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* removed comments

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Updated dependency to docling-core

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

---------

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>
Co-authored-by: Maksym Lysak <mly@zurich.ibm.com>
2025-03-28 16:34:48 +01:00
Hoang-Long Do
6df8827231
fix(debug): Missing translation of bbox to to_bounding_box (#1220)
* Fix: Add missing bbox attribute to PdfTextCell

* Fix: Add missing bbox attribute to PdfTextCell

Signed-off-by: hl2311 <dhlong2301@gmail.com>

* fix: Refactor missing bbox attribute to PdfTextCell

Signed-off-by: hl2311 <dhlong2301@gmail.com>

* Signed-off-by: hl2311 <dhlong2301@gmail.com>

fix: Refactor missing bbox attribute to PdfTextCell

---------

Signed-off-by: hl2311 <dhlong2301@gmail.com>
2025-03-25 12:18:10 +01:00
Maxim Lysak
1c26769785
feat(SmolDocling): Support MLX acceleration in VLM pipeline (#1199)
* Initial implementation to support MLX for VLM pipeline and SmolDocling

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* mlx_model unit

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Add CLI choices for VLM pipeline and model

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

* Initial implementation to support MLX for VLM pipeline and SmolDocling

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* mlx_model unit

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Add CLI choices for VLM pipeline and model

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

* Updated minimal vlm pipeline example

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* make vlm_pipeline python3.9 compatible

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Fixed extract_text_from_backend definition

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Updated README

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Updated example

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Updated documentation

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* corrections in the documentation

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Consmetic changes

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

---------

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Co-authored-by: Maksym Lysak <mly@zurich.ibm.com>
Co-authored-by: Christoph Auer <cau@zurich.ibm.com>
2025-03-19 15:38:54 +01:00
Michele Dolfi
6eaae3cba0
feat: add factory for ocr engines via plugins (#1010)
* add factory for ocr engines

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

* apply pre-commit after rebase

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

* add picture description factory

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

* fix enable option

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

* switch to create methods

Signed-off-by: Panos Vagenas <pva@zurich.ibm.com>

* make `options` an explicit kwarg

Signed-off-by: Panos Vagenas <pva@zurich.ibm.com>

* keep old lock of docling-core

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

* fix lock

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

* add allow_external_plugins option

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

* add factory return and ignore options type

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Signed-off-by: Panos Vagenas <pva@zurich.ibm.com>
Co-authored-by: Panos Vagenas <pva@zurich.ibm.com>
2025-03-18 13:58:05 +01:00
Christoph Auer
3960b199d6
feat: Add DoclingParseV4 backend, using high-level docling-parse API (#905)
* Add DoclingParseV3 backend implementation

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

* Use docling-core with docling-parse types

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

* Fixes and test updates

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

* Fix streams

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

* Fix streams

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

* Reset tests

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

* update test cases

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

* update test units

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

* Add back DoclingParse v1 backend, pipeline options

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

* Update locks

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

* fix: update docling-core to 2.22.0

Update dependency library docling-core to latest release 2.22.0
Fix regression tests and ground truth files

Signed-off-by: Cesar Berrospi Ramis <75900930+ceberam@users.noreply.github.com>

* Ground-truth files updated

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

* Update tests, use TextCell.from_ocr property

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

* Text fixes, new test data

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

* Rename docling backend to v4

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

* Test all backends, fixes

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

* Reset all tests to use docling-parse v1 for now

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

* Fixes for DPv4 backend init, better test coverage

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

* test_input_doc use default backend

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

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Signed-off-by: Cesar Berrospi Ramis <75900930+ceberam@users.noreply.github.com>
Co-authored-by: Cesar Berrospi Ramis <75900930+ceberam@users.noreply.github.com>
2025-03-18 10:38:19 +01:00
Michele Dolfi
fa16b12316
chore: move to docling-project org (#1160)
* chore: rename org

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

* Update docs/faq/index.md

Co-authored-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>
Signed-off-by: Michele Dolfi <97102151+dolfim-ibm@users.noreply.github.com>

* update github pages

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

* revert test content

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Signed-off-by: Michele Dolfi <97102151+dolfim-ibm@users.noreply.github.com>
Co-authored-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>
2025-03-14 12:35:29 +01:00
Christoph Auer
eb97357b05
feat: Use new TableFormer model weights and default to accurate model version (#1100)
* feat: New tableformer model weights [WIP]

Signed-off-by: Christoph Auer <60343111+cau-git@users.noreply.github.com>

* Updated TF version

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Updated tests, after merging with Main, Switched to Accurate TF model by default

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

---------

Signed-off-by: Christoph Auer <60343111+cau-git@users.noreply.github.com>
Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>
Co-authored-by: Maksym Lysak <mly@zurich.ibm.com>
2025-03-11 10:53:49 +01:00
Matteo
5e30381c0d
perf: New revision code formula model and document picture classifier (#1140)
* new version code formula model

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

* new version document picture classifier

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

* new code formula model

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

* restored original code formula test pdf

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

---------

Signed-off-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>
Co-authored-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>
2025-03-11 10:15:28 +01:00
Christoph Auer
3c9fe76b70
feat: [Experimental] Introduce VLM pipeline using HF AutoModelForVision2Seq, featuring SmolDocling model (#1054)
* Skeleton for SmolDocling model and VLM Pipeline

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

* wip smolDocling inference and vlm pipeline

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* WIP, first working code for inference of SmolDocling, and vlm pipeline assembly code, example included.

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Fixes to preserve page image and demo export to html

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Enabled figure support in vlm_pipeline

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Fix for table span compute in vlm_pipeline

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Properly propagating image data per page, together with predicted tags in VLM pipeline. This enables correct figure extraction and page numbers in provenances

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Cleaned up logs, added pages to vlm_pipeline, basic timing per page measurement in smol_docling models

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Replaced hardcoded otsl tokens with the ones from docling-core tokens.py enum

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Added tokens/sec measurement, improved example

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Added capability for vlm_pipeline to grab text from preconfigured backend

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Exposed "force_backend_text" as pipeline parameter

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Flipped keep_backend to True for vlm_pipeline assembly to work

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Updated vlm pipeline assembly and smol docling model code to support updated doctags

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Fixing doctags starting tag, that broke elements on first line during assembly

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Introduced SmolDoclingOptions to configure model parameters (such as query and artifacts path) via client code, see example in minimal_smol_docling. Provisioning for other potential vlm all-in-one models.

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Moved artifacts_path for SmolDocling into vlm_options instead of global pipeline option

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* New assembly code for latest model revision, updated prompt and parsing of doctags, updated logging

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Updated example of Smol Docling usage

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Added captions for the images for SmolDocling assembly code, improved provenance definition for all elements

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Update minimal smoldocling example

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

* Fix repo id

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

* Cleaned up unnecessary logging

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* More elegant solution in removing the input prompt

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* removed minimal_smol_docling example from CI checks

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Removed special html code wrapping when exporting to docling document, cleaned up comments

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Addressing PR comments, added enabled property to SmolDocling, and related VLM pipeline option, few other minor things

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Moved keep_backend = True to vlm pipeline

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* removed pipeline_options.generate_table_images from vlm_pipeline (deprecated in the pipelines)

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Added example on how to get original predicted doctags in minimal_smol_docling

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* removing changes from base_pipeline

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Replaced remaining strings to appropriate enums

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Updated poetry.lock

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* re-built poetry.lock

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Generalize and refactor VLM pipeline and models

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

* Rename example

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

* Move imports

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

* Expose control over using flash_attention_2

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

* Fix VLM example exclusion in CI

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

* Add back device_map and accelerate

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

* Make drawing code resilient against bad bboxes

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

* chore: clean up code and comments

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

* chore: more cleanup

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

* chore: fix leftover .to(device)

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

* fix: add proper table provenance

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

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>
Co-authored-by: Maksym Lysak <mly@zurich.ibm.com>
2025-02-26 14:43:26 +01:00
Michele Dolfi
e197225739
fix: vlm using artifacts path (#1057)
* fix usage of artifacts path

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

* add granite vision to the download utils

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2025-02-26 08:33:50 +01:00
Christoph Auer
c93e36988f
feat: Implement new reading-order model (#916)
* Implement new reading-order model, replacing DS GLM model (WIP)

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

* Update reading-order model branch

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

* Update lockfile [skip ci]

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

* Add captions, footnotes and merges [skip ci]

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

* Updates for reading-order implementation

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

* Updates for reading-order implementation

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

* Update tests and lockfile

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

* Fixes, update tests

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

* Add normalization, update tests again

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

* Update tests with code

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

* Push final lockfile

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

* sanitize text

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

* Inlcude furniture, Update tests with furniture

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

* Fix content_layer assignment

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

* chore: Delete empty file docling/models/ds_glm_model.py

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>
Co-authored-by: Michele Dolfi <dol@zurich.ibm.com>
Co-authored-by: Nikos Livathinos <nli@zurich.ibm.com>
2025-02-20 17:51:17 +01:00
fanszoro
6796f0a132
fix: Runtime error when Pandas Series is not always of string type (#1024)
Signed-off-by: fan <fansluck@qq.com>
2025-02-20 15:41:41 +01:00
Michele Dolfi
2716c7d4ff
feat: Introduce the enable_remote_services option to allow remote connections while processing (#941)
* feat: Introduce the allow_remote_services option to allow remote connections while processing

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

* add option in the example

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

* enhance docs

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

* rename to enable_remote_services

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2025-02-12 15:18:01 +01:00
Nikos Livathinos
c47ae700ec
fix: Fix the initialization of the TesseractOcrModel (#935)
Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>
2025-02-11 12:27:12 +01:00
Christoph Auer
cf78d5b7b9
feat: Add content_layer property to items to address body, furniture and other roles (#735)
* feat: Pass predicted page-headers and page-footers through to DoclingDocument furniture

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

* chore: Update all test GT

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

* fix: update all test cases

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

* fix: update all test cases again

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

* Update lock

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

* Update lock to final docling-core

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

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
2025-02-10 12:07:49 +01:00
Michele Dolfi
c18f47c5c0
fix: remove unused httpx (#919)
* remove unused httpx

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

* use requests instead of httpx

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

* remove more usage of httpx

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2025-02-07 17:51:31 +01:00
Michele Dolfi
4cc6e3ea5e
feat: Describe pictures using vision models (#259)
* draft for picture description models

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

* vlm description using AutoModelForVision2Seq

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

* add generation options

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

* update vlm API

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

* allow only localhost traffic

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

* rename model

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

* do not run with vlm api

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

* more renaming

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

* fix examples path

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

* apply CLI download login

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

* fix name of cli argument

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

* use with_smolvlm in models download

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2025-02-07 16:30:42 +01:00
Michele Dolfi
02faf5376b
refactor: use org--name in artifacts-path (#912)
use org--name in artifacts-path

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2025-02-07 13:58:05 +01:00
Michele Dolfi
9114ada7bc
fix: Test cases for RTL programmatic PDFs and fixes for the formula model (#903)
fix: Support for RTL programmatic documents
fix(parser): detect and handle rotated pages
fix(parser): fix bug causing duplicated text
fix(formula): improve stopping criteria
chore: update lock file
fix: temporary constrain beautifulsoup


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

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

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

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

* cleaned up the data folder in the tests

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

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

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

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

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

* fix black

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

* added new gt for test_e2e_conversion

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

* added new gt for test_e2e_conversion

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

* Add code to expose text direction of cell

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

* new test file

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

* update lock

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

* fix mypy reports

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

* fix example filepaths

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

* add test data results

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

* pin wheel of latest docling-parse release

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

* use latest docling-core

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

* remove debugging code

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

* fix path to files in example

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

* Revert unwanted RTL additions

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

* Fix test data paths in examples

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

---------

Signed-off-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>
Signed-off-by: Peter Staar <taa@zurich.ibm.com>
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Co-authored-by: Matteo-Omenetti <Matteo.Omenetti1@ibm.com>
Co-authored-by: Peter Staar <taa@zurich.ibm.com>
Co-authored-by: Christoph Auer <cau@zurich.ibm.com>
2025-02-07 08:43:31 +01:00
Michele Dolfi
ed74fe2ec0
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>
2025-02-06 15:46:32 +01:00
Michele Dolfi
5ad6de0560
fix: enrichment models batch size and expose picture classifier (#878)
* expose picture classifier in CLI

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

* use different batch size in each model

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

* remove batch size from CLI

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

* cleanup imports

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2025-02-05 11:46:01 +01:00
Maxim Lysak
b1cf796730
fix: KeyError in tableformer prediction (#854)
* fix for KeyError in tableformer prediction

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* chore: rewrite cumbersome dictionary checking

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

---------

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Co-authored-by: Maksym Lysak <mly@zurich.ibm.com>
Co-authored-by: Christoph Auer <cau@zurich.ibm.com>
2025-01-31 17:00:14 +01:00
Yorick Terweijden
53327552e8
feat(ocr): expose rec_keys_path in RapidOcrOptions to support custom dictionaries (#786)
* Expose `rec_keys_path` in RapidOcrOptions to support custom dictionaries

- Added `rec_keys_path` to `RapidOcrOptions` to align with RapidOCR's capability to use custom character dictionaries.
- Passed `rec_keys_path` to `RapidOcrModel` initialization, ensuring the recognition model can load the correct dictionary (e.g., for Latin characters).

Signed-off-by: Yorick Terweijden <yorick@spread.ai>

* style(rapidocr-options): fix alignment of `rec_keys_path` comment

Adjusted the alignment of the comment for `rec_keys_path` to maintain consistent formatting. No functional changes were made.

Signed-off-by: Yorick Terweijden <yorick@spread.ai>

---------

Signed-off-by: Yorick Terweijden <yorick@spread.ai>
2025-01-27 13:38:15 +01:00
Nikos Livathinos
3be2fb581f
feat: Introduce automatic language detection in TesseractOcrCliModel (#800)
* feat: Introduce automatic language detection in tesseract_ocr_cli model. Extend unit tests.

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>

* docs: Add example how to use "auto" language with tesseract OCR engines

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>

* fix: Refactor the TesseractOcrModel and TesseractOcrCliModel to validate if the auto-detected
language is installed in the system and if not fall back to a default option without language.

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>

---------

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>
2025-01-26 08:07:56 +01:00
Matteo
16a218d871
feat: New document picture classifier (#805)
* figure classifier

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>

* gt for e2e tests

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>

* tests

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>

---------

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>
2025-01-24 18:05:51 +01:00
Yusik Kim
e9768ae6a5
chore: expose draw_clusters function (#803)
feat: expose draw_clusters function



add type annotations to function signature

Signed-off-by: Yusik Kim <kmyusk@gmail.com>
2025-01-24 17:35:29 +01:00
Matteo
3213b247ad
feat: Code and equation model for PDF and code blocks in markdown (#752)
* propagated changes for new CodeItem class

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>

* Rebased branch on latest main. changes for CodeItem

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>

* removed unused files

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>

* chore: update lockfile

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

* pin latest docling-core

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

* update docling-core pinning

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

* pin docling-core

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

* use new add_code in backends and update typing in MD backend

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

* added if statement for backend

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>

* removed unused import

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>

* removed print statements

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>

* gt for new pdf

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>

* Update docling/pipeline/standard_pdf_pipeline.py

Co-authored-by: Michele Dolfi <97102151+dolfim-ibm@users.noreply.github.com>
Signed-off-by: Matteo <43417658+Matteo-Omenetti@users.noreply.github.com>

* fixed doc comment of __call__ function of code_formula_model

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>

* fix artifacts_path type

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

* move imports

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

* move expansion_factor to base class

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

---------

Signed-off-by: Matteo Omenetti <omenetti.matteo@gmail.com>
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Signed-off-by: Matteo <43417658+Matteo-Omenetti@users.noreply.github.com>
Co-authored-by: Christoph Auer <cau@zurich.ibm.com>
Co-authored-by: Michele Dolfi <dol@zurich.ibm.com>
Co-authored-by: Michele Dolfi <97102151+dolfim-ibm@users.noreply.github.com>
2025-01-24 16:54:22 +01:00
Pavel Denisov
8543c22687
feat: add "auto" language for TesseractOcr (#759)
* Add "auto" language for TesseractOcr

Signed-off-by: Pavel Denisov <pavel.denisov@iais.fraunhofer.de>

* Add tesseract-ocr-script-latn installation for the "auto" language

Signed-off-by: Pavel Denisov <pavel.denisov@iais.fraunhofer.de>

* Modify "auto" language in TesseractOcr to initialize the script readers lazily

Signed-off-by: Pavel Denisov <pavel.denisov@iais.fraunhofer.de>

* Finalize script readers

Signed-off-by: Pavel Denisov <pavel.denisov@iais.fraunhofer.de>

* Fix script models prefix for Linux

Signed-off-by: Pavel Denisov <pavel.denisov@iais.fraunhofer.de>

---------

Signed-off-by: Pavel Denisov <pavel.denisov@iais.fraunhofer.de>
2025-01-23 12:40:50 +01:00
Michele Dolfi
57fc28d3d8
refactor: allow the usage of backends in the enrich models and generalize the interface (#742)
* fix get image with cropbox

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

* allow the usage of backends in the enrich models and generalize the interface

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

* move logic in BaseTextImageEnrichmentModel

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

* renaming

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2025-01-15 09:52:38 +01:00
Christoph Auer
5a060f237d
fix: Improve OCR results, stricten criteria before dropping bitmap areas (#719)
fix: Properly care for all bitmap elements in OCR

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
2025-01-10 10:38:49 +01:00
Christoph Auer
5cb4cf6f19
fix: Correct scaling of debug visualizations, tune OCR (#700)
* fix: Correct scaling of debug visualizations, tune OCR

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

* chore: remove unused imports

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

* chore: Update docling-core

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

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
2025-01-08 12:26:44 +01:00
Christoph Auer
60dc852f16
feat: Updated Layout processing with forms and key-value areas (#530)
* Upgraded Layout Postprocessing, sending old code back to ERZ

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

* Implement hierachical cluster layout processing

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

* Pass nested cluster processing through full pipeline

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

* Pass nested clusters through GLM as payload

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

* Move to_docling_document from ds-glm to this repo

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

* Clean up imports again

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

* feat(Accelerator): Introduce options to control the num_threads and device from API, envvars, CLI.
- Introduce the AcceleratorOptions, AcceleratorDevice and use them to set the device where the models run.
- Introduce the accelerator_utils with function to decide the device and resolve the AUTO setting.
- Refactor the way how the docling-ibm-models are called to match the new init signature of models.
- Translate the accelerator options to the specific inputs for third-party models.
- Extend the docling CLI with parameters to set the num_threads and device.
- Add new unit tests.
- Write new example how to use the accelerator options.

* fix: Improve the pydantic objects in the pipeline_options and imports.

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>

* fix: TableStructureModel: Refactor the artifacts path to use the new structure for fast/accurate model

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>

* Updated test ground-truth

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

* Updated test ground-truth (again), bugfix for empty layout

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

* fix: Do proper check to set the device in EasyOCR, RapidOCR.

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>

* fix: Correct the way to set GPU for EasyOCR, RapidOCR

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>

* fix: Ocr AccleratorDevice

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>

* Merge pull request #556 from DS4SD/cau/layout-processing-improvement

feat: layout processing improvements and bugfixes

* Update lockfile

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

* Update tests

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

* Update HF model ref, reset test generate

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

* Repin to release package versions

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

* Many layout processing improvements, add document index type

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

* Update pinnings to docling-core

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

* Update test GT

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

* Fix table box snapping

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

* Fixes for cluster pre-ordering

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

* Introduce OCR confidence, propagate to orphan in post-processing

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

* Fix form and key value area groups

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

* Adjust confidence in EasyOcr

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

* Roll back CLI changes from main

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

* Update test GT

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

* Update docling-core pinning

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

* Annoying fixes for historical python versions

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

* Updated test GT for legacy

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

* Comment cleanup

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

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>
Co-authored-by: Nikos Livathinos <nli@zurich.ibm.com>
2024-12-17 17:32:24 +01:00
itsainii
3b53bd38c8
feat: Add Easyocr parameter recog_network (#613)
* Update easyocr_model.py

Added this line of code to get recog_network of easyocr parameter
recog_network = self.options.recog_network

Signed-off-by: itsainii <aininawawii@gmail.com>

* Update pipeline_options.py

Added this line in EasyOcrOptions function

recog_network: Optional[str] = 'standard'

Signed-off-by: itsainii <aininawawii@gmail.com>

* Add Easyocr recog_network parameter

Signed-off-by: itsainii <aininawawii@gmail.com>

---------

Signed-off-by: itsainii <aininawawii@gmail.com>
2024-12-17 09:47:18 +01:00