Commit Graph

15 Commits

Author SHA1 Message Date
Nikos Livathinos 8b67fae687 feat: Extend the kserve-triton OCR model to have multi-lingual support (#3368)
* chore: Update .gitignore with local dirs of AI agents

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

* feat: Extend KserveV2OcrModel and kserve_v2_grpc.py to support the new version of Triton-RapidOCR
model where the language is the first input parameter:
- The gRPC client has been extended to encode BYTE input, needed for String types.
- An additional test ensures to have proper BYTE encoding/decoding.

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

* feat: Add test for the KServe-Triton integration: WIP
- The test currently supports only the gRPC KServe client
- Extend the ground-truth test data.

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

* fix: Simplify code in kserve test

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

* chore: Rename test file

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

* feat: Extend the kserve_v2 implementation to support binary data in the HTTP interface.
- Decouple functions for binary encoding/decoding inside the kserve_v2_utils.py and share for both HTTP and gRPC.
- Introduce use_binary_data init parameter in KserveV2OptionsMixin
- Improve tests

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

* fix: Put back the field grpc_use_binary_data of KserveV2OptionsMixin as a deprecated alias to use_binary_data

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

---------

Signed-off-by: Nikos Livathinos <nli@zurich.ibm.com>
2026-04-28 16:00:57 +02:00
Hemanth Battu 5b84911a4c fix(pipeline): prevent cache miss due to pipeline options mutation during chart extraction (#3300)
* fix(pipeline): prevent cache miss due to pipeline options mutation

Use local variable instead of mutating shared options object, preventing cache miss.

Signed-off-by: Hemanth Battu <hbattu@ibm.com>

* test(pipeline): add regression test for chart extraction cache miss

Signed-off-by: Hemanth Battu <hbattu@ibm.com>

---------

Signed-off-by: Hemanth Battu <hbattu@ibm.com>
Co-authored-by: Hemanth Battu <hbattu@ibm.com>
2026-04-15 09:39:56 +02:00
lif 412af62135 fix: avoid in-place mutation of pipeline options breaking cache key (#3115)
Use model_copy() instead of mutating code_formula_options in-place
during StandardPdfPipeline._init_models(). The in-place mutation
changed the hash of pipeline_options, causing initialize_pipeline()
to cache under one key while convert() computed a different key,
resulting in unnecessary pipeline re-initialization.

Fixes #3109

Signed-off-by: majiayu000 <1835304752@qq.com>
2026-03-17 09:59:38 +01:00
Peter W. J. Staar bf417e6d26 feat: Introduce docling-parse v5 and deprecate old docling-parse backends (#2872)
* feat: simplifying towards docling-parse v5

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

* working on integrating docling-parse v5

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

* added the test_backend_docling_parse

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

* Updated the docling-parse to 5.3.0

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

* ran the pre-commit

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

* fixed the backend_docling_parse

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

* ran pre-commit

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

* updated the groundtruth to deal with rounding errors

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

* updated comments for later docling-parse integrations

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

* ran pre-commit

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

* Make DoclingParseV2 and DoclingParseV4 backend stubs that route to new backend, emit warning.

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

* lock docling-parse

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

* updated to 3.5.2

Signed-off-by: Peter Staar <taa@zurich.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: Christoph Auer <cau@zurich.ibm.com>
Co-authored-by: Michele Dolfi <dol@zurich.ibm.com>
2026-02-17 20:27:56 +01:00
jspast 2b83fdd0de feat: Add XPU device support for Intel GPUs (#2809)
* feat: Add XPU device support

* feat: Add XPU as supported device on some models

* docs: Add XPU usage to examples

* DCO Remediation Commit for jspast <140563347+jspast@users.noreply.github.com>

I, jspast <140563347+jspast@users.noreply.github.com>, hereby add my Signed-off-by to this commit: f26e8b8c3a
I, jspast <140563347+jspast@users.noreply.github.com>, hereby add my Signed-off-by to this commit: a4a2bf90fa
I, jspast <140563347+jspast@users.noreply.github.com>, hereby add my Signed-off-by to this commit: a2d5dac2e1

Signed-off-by: jspast <140563347+jspast@users.noreply.github.com>

---------

Signed-off-by: jspast <140563347+jspast@users.noreply.github.com>
2026-01-05 17:35:26 +01:00
Christoph Auer 2087c6bf9f fix: Respect document_timeout in new threaded StandardPdfPipeline (#2653)
* fix: Respect document_timeout in new threaded StandardPdfPipeline

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

* add test case to test_options

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

* fix: Make sure unprocessed pages are not getting into assemble_document

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

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
2025-11-20 14:57:14 +01:00
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
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
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 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
Christoph Auer 70d68b6164 feat: Add option to define page range (#852)
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
2025-01-31 15:23:00 +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
Michele Dolfi b346faf622 feat: add coverage_threshold to skip OCR for small images (#161)
* feat: add coverage_threshold to skip OCR for small images

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

* filter individual boxes

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

* rename option

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

---------

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
2024-10-18 13:58:23 +02:00
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
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