* 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>
* Fix the handling of orphan IDs in layout postprocessing
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
* Update test cases
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
---------
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
* 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>
* 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>
* 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>
* 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>
* 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>
* 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>
* Add settings to turn visualization on or off
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
* Add profiling code to all models
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
* Refactor and fix profiling codes
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
* Visualization codes output PNG to debug dir
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
* Fixes for time logging
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
* Optimize imports
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
* Update lockfile
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
* Add start_timestamps to ProfilingItem
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
---------
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
* updated the render_as_doctags with the new arguments from docling-core
Signed-off-by: Peter Staar <taa@zurich.ibm.com>
* ensuring that docling-core is >1.5.0 to accomodate with the latest export-to-doctags parameters
Signed-off-by: Peter Staar <taa@zurich.ibm.com>
* added the doctags tests
Signed-off-by: Peter Staar <taa@zurich.ibm.com>
* updated the README
Signed-off-by: Peter Staar <taa@zurich.ibm.com>
* fix poetry lock
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
* Fix formatting problems
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
* fixed the doctag export in docling/utils/export.py
Signed-off-by: Peter Staar <taa@zurich.ibm.com>
* propagate xsize and ysize
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>
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Co-authored-by: Michele Dolfi <dol@zurich.ibm.com>
Co-authored-by: Christoph Auer <cau@zurich.ibm.com>
* feat: adding txt and doctags output
Signed-off-by: Peter Staar <taa@zurich.ibm.com>
* cleaned up the export
Signed-off-by: Peter Staar <taa@zurich.ibm.com>
* Fix datamodel usage for Figure
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
* updated all the examples to deal with new rendering
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>
Co-authored-by: Christoph Auer <cau@zurich.ibm.com>
