Commit Graph

44 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
Peter W. J. Staar
b356b33059
feat: Add visualization of bbox on page with html export. (#1663)
* feat: Add visualization of bbox on page with html export.

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

* updated the cli

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

* reformatted code

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

* updated the cli argument to show_layout

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

---------

Signed-off-by: Peter Staar <taa@zurich.ibm.com>
2025-05-28 13:10:38 +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
Eugene
8012a3e4d6
fix: Treat overflowing -v flags as DEBUG (#1419)
Signed-off-by: Eugene <fogaprod@gmail.com>
2025-04-19 11:02:41 +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
Peter W. J. Staar
c0ba88edf1
feat(cli): add option for html with split-page mode (#1355)
* updated the cli to output html in split-page mode

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

* add pin for new docling-core with html split argument

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

* relock with fixed html export in docling-core

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

* update test results

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

* update more tests

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

* update example

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

* update lock with docling-core fixes

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

* update test results

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

* add again chunking extras

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>
2025-04-14 08:41:50 +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
Maxim Lysak
355d8dc7a6
chore: Logo parameter in docling CLI, prints cute ascii logo (#1294)
logo parameter in docling cli, prints cute ascii logo

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>
Co-authored-by: Maksym Lysak <mly@zurich.ibm.com>
2025-04-09 05:29:48 +02:00
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
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
Michele Dolfi
4d64c4c0b6
fix(CLI): fix help message for abort options (#1130)
fix help message

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2025-03-07 14:47:49 +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
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
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
Michele Dolfi
6882e6c38d
feat(CLI): Expose code and formula models in the CLI (#820)
feat: expose code and formula models in the CLI

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2025-01-28 06:26:03 +01:00
Panos Vagenas
95b293a723
feat: add platform info to CLI version printout (#816)
* feat: add platform info to CLI version printout

Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>

* Update main.py

Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>

* add Python implementation & language versions

Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>

---------

Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>
2025-01-27 16:04:57 +01:00
Luke Harrison
0ee849e8bc
feat: added http header support for document converter and cli (#642)
* added http header support for document converter and cli

Signed-off-by: Luke Harrison <Luke.Harrison1@ibm.com>

* fixed formatting and typing issues

Signed-off-by: Luke Harrison <Luke.Harrison1@ibm.com>

* use pydantic to parse dict

suggested by @dolfim-ibm

Co-authored-by: Michele Dolfi <97102151+dolfim-ibm@users.noreply.github.com>
Signed-off-by: Luke Harrison <luke.harrison1@ibm.com>

---------

Signed-off-by: Luke Harrison <Luke.Harrison1@ibm.com>
Signed-off-by: Luke Harrison <luke.harrison1@ibm.com>
Co-authored-by: Michele Dolfi <97102151+dolfim-ibm@users.noreply.github.com>
2025-01-07 10:15:14 +01:00
Nikos Livathinos
19fad9261c
feat: Introduce support for GPU Accelerators (#593)
* 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>

* Rollback changes from main

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

* Update test gt

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

* Remove unused debug settings

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

* Review fixes

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

* Nail the accelerator defaults for MPS

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: Christoph Auer <cau@zurich.ibm.com>
Co-authored-by: Christoph Auer <60343111+cau-git@users.noreply.github.com>
2024-12-13 17:45:22 +01:00
Abhishek Kumar
3da166eafa
feat: Add timeout limit to document parsing job. DS4SD#270 (#552)
Signed-off-by: Abhishek Kumar <abhishekrocketeer@gmail.com>

Testing:
(.venv) mario@Abhisheks-MacBook-Air docling % docling https://arxiv.org/pdf/2206.01062 --document-timeout=10 --verbose
INFO:docling.document_converter:Going to convert document batch...
INFO:docling.pipeline.base_pipeline:Processing document 2206.01062v1.pdf
WARNING:docling.pipeline.base_pipeline:Document processing time (24.555 seconds) exceeded the specified timeout of 10.000 seconds
INFO:docling.document_converter:Finished converting document 2206.01062v1.pdf in 36.29 sec.
WARNING:docling.cli.main:Document /var/folders/d7/dsfkllxs0xs8x2t4fcjknj4c0000gn/T/tmpl6p08u5i/2206.01062v1.pdf failed to convert.
INFO:docling.cli.main:Processed 1 docs, of which 1 failed
INFO:docling.cli.main:All documents were converted in 36.29 seconds.

(.venv) mario@Abhisheks-MacBook-Air docling % docling https://arxiv.org/pdf/2206.01062 --document-timeout=100 --verbose
INFO:docling.document_converter:Going to convert document batch...
INFO:docling.pipeline.base_pipeline:Processing document 2206.01062v1.pdf
INFO:docling.document_converter:Finished converting document 2206.01062v1.pdf in 58.36 sec.
INFO:docling.cli.main:writing Markdown output to 2206.01062v1.md
INFO:docling.cli.main:Processed 1 docs, of which 0 failed
INFO:docling.cli.main:All documents were converted in 58.56 seconds.

(.venv) mario@Abhisheks-MacBook-Air docling % docling https://arxiv.org/pdf/2206.01062 --verbose
INFO:docling.document_converter:Going to convert document batch...
INFO:docling.pipeline.base_pipeline:Processing document 2206.01062v1.pdf
INFO:docling.document_converter:Finished converting document 2206.01062v1.pdf in 59.82 sec.
INFO:docling.cli.main:writing Markdown output to 2206.01062v1.md
INFO:docling.cli.main:Processed 1 docs, of which 0 failed
INFO:docling.cli.main:All documents were converted in 59.88 seconds.

(.venv) mario@Abhisheks-MacBook-Air docling % docling

 Usage: docling [OPTIONS] source

╭─ Arguments ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ *    input_sources      source  PDF files to convert. Can be local file / directory paths or URL. [default: None] [required]        │
╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭─ Options ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ --from                                                       [docx|pptx|html|image|pdf|asciido  Specify input formats to convert    │
│                                                              c|md|xlsx]                         from. Defaults to all formats.      │
│                                                                                                 [default: None]                     │
│ --to                                                         [md|json|html|text|doctags]        Specify output formats. Defaults to │
│                                                                                                 Markdown.                           │
│                                                                                                 [default: None]                     │
│ --image-export-mode                                          [placeholder|embedded|referenced]  Image export mode for the document  │
│                                                                                                 (only in case of JSON, Markdown or  │
│                                                                                                 HTML). With `placeholder`, only the │
│                                                                                                 position of the image is marked in  │
│                                                                                                 the output. In `embedded` mode, the │
│                                                                                                 image is embedded as base64 encoded │
│                                                                                                 string. In `referenced` mode, the   │
│                                                                                                 image is exported in PNG format and │
│                                                                                                 referenced from the main exported   │
│                                                                                                 document.                           │
│                                                                                                 [default: embedded]                 │
│ --ocr                         --no-ocr                                                          If enabled, the bitmap content will │
│                                                                                                 be processed using OCR.             │
│                                                                                                 [default: ocr]                      │
│ --force-ocr                   --no-force-ocr                                                    Replace any existing text with OCR  │
│                                                                                                 generated text over the full        │
│                                                                                                 content.                            │
│                                                                                                 [default: no-force-ocr]             │
│ --ocr-engine                                                 [easyocr|tesseract_cli|tesseract|  The OCR engine to use.              │
│                                                              ocrmac|rapidocr]                   [default: easyocr]                  │
│ --ocr-lang                                                   TEXT                               Provide a comma-separated list of   │
│                                                                                                 languages used by the OCR engine.   │
│                                                                                                 Note that each OCR engine has       │
│                                                                                                 different values for the language   │
│                                                                                                 names.                              │
│                                                                                                 [default: None]                     │
│ --pdf-backend                                                [pypdfium2|dlparse_v1|dlparse_v2]  The PDF backend to use.             │
│                                                                                                 [default: dlparse_v2]               │
│ --table-mode                                                 [fast|accurate]                    The mode to use in the table        │
│                                                                                                 structure model.                    │
│                                                                                                 [default: fast]                     │
│ --artifacts-path                                             PATH                               If provided, the location of the    │
│                                                                                                 model artifacts.                    │
│                                                                                                 [default: None]                     │
│ --abort-on-error              --no-abort-on-error                                               If enabled, the bitmap content will │
│                                                                                                 be processed using OCR.             │
│                                                                                                 [default: no-abort-on-error]        │
│ --output                                                     PATH                               Output directory where results are  │
│                                                                                                 saved.                              │
│                                                                                                 [default: .]                        │
│ --verbose                 -v                                 INTEGER                            Set the verbosity level. -v for     │
│                                                                                                 info logging, -vv for debug         │
│                                                                                                 logging.                            │
│                                                                                                 [default: 0]                        │
│ --debug-visualize-cells       --no-debug-visualize-cells                                        Enable debug output which           │
│                                                                                                 visualizes the PDF cells            │
│                                                                                                 [default: no-debug-visualize-cells] │
│ --debug-visualize-ocr         --no-debug-visualize-ocr                                          Enable debug output which           │
│                                                                                                 visualizes the OCR cells            │
│                                                                                                 [default: no-debug-visualize-ocr]   │
│ --debug-visualize-layout      --no-debug-visualize-layout                                       Enable debug output which           │
│                                                                                                 visualizes the layour clusters      │
│                                                                                                 [default:                           │
│                                                                                                 no-debug-visualize-layout]          │
│ --debug-visualize-tables      --no-debug-visualize-tables                                       Enable debug output which           │
│                                                                                                 visualizes the table cells          │
│                                                                                                 [default:                           │
│                                                                                                 no-debug-visualize-tables]          │
│ --version                                                                                       Show version information.           │
│ --document-timeout                                           FLOAT                              The timeout for processing each     │
│                                                                                                 document, in seconds.               │
│                                                                                                 [default: None]                     │
│ --help                                                                                          Show this message and exit.         │
╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2024-12-11 15:06:10 +01:00
Michele Dolfi
a7df337654
fix: make enum serializable with human-readable value (#555)
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2024-12-10 13:12:44 +01:00
Nikos Livathinos
78f61a8522
fix: Introduce Image format options in CLI. Silence the tqdm downloading messages. (#544)
* fix: main: Introduce format options for Image with the same pdf pipeline_options.
Add RapidOcrOptions to the Union of ocr_options for PdfPipelineOptions

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

* fix: Silence the tqdm messages during the downloading of model files

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

* fix: Code styling

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

* fix: Use the HF API to disable the tqdm progress bars

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

---------

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>
2024-12-09 15:57:37 +01:00
Christoph Auer
aca57f0527
feat: docling-parse v2 as default PDF backend (#549)
* Move to_docling_document from ds-glm to this repo

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

* Upgrade to ds-glm 1.0 and docling-parse 3.0

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

* Update lock

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

* Fix DP2 backend code, change CLI default backend

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

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
2024-12-09 13:26:17 +01:00
Peter W. J. Staar
0d11e30dd8
fix: Enable HTML export in CLI and add options for image mode (#513)
* updated README

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

* removed duck in title

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

* updated the index.md

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

* updated the cli to export html

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

* added html to cli

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

* reformatted the code

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

* removed the duck emoji, added the  in the cli. Currently, the referenced seems broken

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

* cleaning up the comments

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

* reference is now working

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

* Clean up styling and docs

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

* Pin docling-core>=2.7.1

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

---------

Signed-off-by: Peter Staar <taa@zurich.ibm.com>
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Co-authored-by: Christoph Auer <cau@zurich.ibm.com>
2024-12-06 12:37:57 +01:00
Michele Dolfi
8ada0bccc7
fix: folder input in cli (#511)
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2024-12-04 14:22:00 +01:00
Panos Vagenas
051789d017
perf: prevent temp file leftovers, reuse core type (#487)
* chore: reuse DocumentStream from docling-core

Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>

* update docling-core version

Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>

* [skip ci] document  import line

Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>

* fix: use new resolve_source_to_x functions to avoid tempfile leftovers (#490)

use new resolve_source_to_x functions

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

---------

Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Co-authored-by: Michele Dolfi <97102151+dolfim-ibm@users.noreply.github.com>
2024-12-03 10:40:28 +01:00
Michele Dolfi
dd8de46267
fix(cli): expose debug options (#467)
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2024-11-29 13:25:58 +01:00
Swaymaw
85b29990be
feat(ocr): added support for RapidOCR engine (#415)
* adding rapidocr engine for ocr in docling

Signed-off-by: swayam-singhal <swayam.singhal@inito.com>

* fixing styling format

Signed-off-by: Swaymaw <swaymaw@gmail.com>

* updating pyproject.toml and poetry.lock to fix ci bugs

Signed-off-by: Swaymaw <swaymaw@gmail.com>

* help poetry pinning for python3.9

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

* simplifying rapidocr options so that device can be changed using a single option for all models

Signed-off-by: Swaymaw <swaymaw@gmail.com>

* fix styling issues and small bug in rapidOcrOptions

Signed-off-by: Swaymaw <swaymaw@gmail.com>

* use default device until we enable global management

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

---------

Signed-off-by: swayam-singhal <swayam.singhal@inito.com>
Signed-off-by: Swaymaw <swaymaw@gmail.com>
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Co-authored-by: swayam-singhal <swayam.singhal@inito.com>
Co-authored-by: Michele Dolfi <dol@zurich.ibm.com>
2024-11-27 13:57:41 +01:00
Michele Dolfi
7b013abcf3
fix: python3.9 support (#396)
* fixes for python3.9

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

* pin docling-parse with python3.9 wheels

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

* update deps

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2024-11-20 15:21:40 +01:00
nuridol
6efa96c983
feat: add support for ocrmac OCR engine on macOS (#276)
* feat: add support for `ocrmac` OCR engine on macOS

- Integrates `ocrmac` as an OCR engine option for macOS users.
- Adds configuration options and dependencies for `ocrmac`.
- Updates documentation to reflect new engine support.

This change allows macOS users to utilize `ocrmac` for improved OCR performance and compatibility.

Signed-off-by: Suhwan Seo <nuridol@gmail.com>

* updated the poetry lock

Signed-off-by: Suhwan Seo <nuridol@gmail.com>

* Fix linting issues, update CLI docs, and add error for ocrmac use on non-Mac systems

- Resolved formatting and linting issues
- Updated `--ocr-engine` CLI option documentation for `ocrmac`
- Added RuntimeError for attempts to use `ocrmac` on non-Mac platforms

Signed-off-by: Suhwan Seo <nuridol@gmail.com>

* feat: add support for `ocrmac` OCR engine on macOS

- Integrates `ocrmac` as an OCR engine option for macOS users.
- Adds configuration options and dependencies for `ocrmac`.
- Updates documentation to reflect new engine support.

This change allows macOS users to utilize `ocrmac` for improved OCR performance and compatibility.

Signed-off-by: Suhwan Seo <nuridol@gmail.com>

* docs: update examples and installation for ocrmac support

- Added `OcrMacOptions` to `custom_convert.py` and `full_page_ocr.py` examples.
- Included usage comments and examples for `OcrMacOptions` in OCR pipelines.
- Updated installation guide to include instructions for installing `ocrmac`, noting macOS version requirements (10.15+).
- Highlighted that `ocrmac` leverages Apple's Vision framework as an OCR backend.

This enhances documentation for users working on macOS to leverage `ocrmac` effectively.

Signed-off-by: Suhwan Seo <nuridol@gmail.com>

* fix: update `ocrmac` dependency with macOS-specific marker

- Added `sys_platform == 'darwin'` marker to the `ocrmac` dependency in `pyproject.toml` to specify macOS compatibility.
- Updated the content hash in `poetry.lock` to reflect the changes.

This ensures the `ocrmac` dependency is only installed on macOS systems.

Signed-off-by: Suhwan Seo <nuridol@gmail.com>

---------

Signed-off-by: Suhwan Seo <nuridol@gmail.com>
Co-authored-by: Suhwan Seo <nuridol@gmail.com>
2024-11-20 12:51:19 +01:00
Michele Dolfi
ed785ea122
feat: expose ocr-lang in CLI (#375)
* feat: expose ocr-lang in CLI

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

* use regex for supporting multiple sep

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2024-11-19 15:58:49 +01:00
Michele Dolfi
ca8524ecae
docs: add automatic generation of CLI reference (#325)
* docs: add automatic generation of CLI reference

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

* install deps for building CLI ref

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2024-11-15 13:18:17 +01:00
Michele Dolfi
8b437adcde
fix: reduce logging by keeping option for more verbose (#323)
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2024-11-13 10:08:24 +01:00
Nikos Livathinos
c6b3763ecb
feat(OCR): Introduce the OcrOptions.force_full_page_ocr parameter that forces a full page OCR scanning (#290)
- When the OCR is forced, any existing PDF cells are rejected.
- Introduce the force-ocr cmd parameter in docling CLI.
- Update unit tests.
- Add the full_page_ocr.py example in mkdocs.

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>
2024-11-12 09:46:14 +01:00
Michele Dolfi
40ad987303
feat: pdf backend, table mode as options and artifacts path (#203)
* feat: add more options in the CLI

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

* update CLI docs

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

* expose artifacts-path as argument

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2024-11-04 14:26:05 +01:00
Johnny Salazar
af323c04ef
fit: Specify encoding when writing output file (#214)
Specify encoding when writing output file to avoid errors when default target encoding doesn't have all characters. utf8 seems like the most universal and supported encoding. Otherwise, the cli fails with encoding errors when input file contains unicode text (basically most files nowadays) and the target system has default encoding set to some one-byte charset like cp1252

Signed-off-by: Johnny Salazar <cepera.ang@gmail.com>
2024-11-04 14:24:13 +01:00
Christoph Auer
7d3be0edeb
feat!: Docling v2 (#117)
---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Signed-off-by: Maxim Lysak <mly@zurich.ibm.com>
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>
Co-authored-by: Maxim Lysak <mly@zurich.ibm.com>
Co-authored-by: Michele Dolfi <dol@zurich.ibm.com>
Co-authored-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>
2024-10-16 21:02:03 +02:00
Michele Dolfi
f96ea86a00
feat: add options for choosing OCR engines (#118)
---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>
Signed-off-by: Peter Staar <taa@zurich.ibm.com>
Co-authored-by: Nikos Livathinos <nli@zurich.ibm.com>
Co-authored-by: Peter Staar <taa@zurich.ibm.com>
2024-10-08 19:07:08 +02:00
Christoph Auer
d6df76f90b
feat: Support tableformer model choice (#90)
* Support tableformer model choice

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

* Update datamodel structure

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

* Update docs

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

* Cleanup

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

* Add test unit for table options

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

* Ensure import backwards-compatibility for PipelineOptions

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

* Update README

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

* Adjust parameters on custom_convert

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

* Update Dockerfile

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

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Signed-off-by: Christoph Auer <60343111+cau-git@users.noreply.github.com>
2024-09-26 21:37:08 +02:00
Panos Vagenas
d96b96c848
fix: fix OCR setting for pypdfium, minor refactor (#102)
Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>
2024-09-24 14:36:00 +02:00
Panos Vagenas
3c46e4266c
feat: add URL support to CLI (#99)
Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>
2024-09-24 08:47:53 +02:00
Michele Dolfi
2870fdc857
fix: CLI compatibility with python 3.10 and 3.11 (#79)
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2024-09-16 12:32:45 +02:00
Peter W. J. Staar
98990784df
feat: add docling cli (#75)
* chore: add simple convert script

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

* reformatted all

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

* reformatted all

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

* added default arg

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

* use typer for the docling CLI

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

* describe output when saving

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

* add tests for CLI

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

* add export options

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

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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>
2024-09-13 14:03:09 +02:00