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dependabot[bot] 525642bd74 chore(deps): bump actions/setup-python from 6.2.0 to 7.0.0 (#658) 
Bumps [actions/setup-python](https://github.com/actions/setup-python) from 6.2.0 to 7.0.0.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/a309ff8b426b58ec0e2a45f0f869d46889d02405...5fda3b95a4ea91299a34e894583c3862153e4b97)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-version: 7.0.0
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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 2026-08-12 20:39:23 +07:00
dependabot[bot] 39426c282e chore(deps): bump pypa/gh-action-pypi-publish (#657) 
Bumps the version-updates group with 1 update in the / directory: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.14.0 to 1.14.2
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/cef221092ed1bacb1cc03d23a2d87d1d172e277b...dc37677b2e1c63e2034f94d8a5b11f265b73ba33)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-version: 1.14.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: version-updates
...

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 2026-08-12 20:39:10 +07:00
dependabot[bot] eff93e3cb3 chore(deps-dev): bump pytest from 7.4.4 to 9.1.1 (#664) 
Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.4.4 to 9.1.1.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.4.4...9.1.1)

---
updated-dependencies:
- dependency-name: pytest
  dependency-version: 9.1.1
  dependency-type: direct:development
  update-type: version-update:semver-major
...

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 2026-08-12 20:36:05 +07:00
dependabot[bot] 5cbf4f8947 chore(deps): bump actions/cache from 5.0.5 to 6.1.0 (#659) 
Bumps [actions/cache](https://github.com/actions/cache) from 5.0.5 to 6.1.0.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/27d5ce7f107fe9357f9df03efb73ab90386fccae...55cc8345863c7cc4c66a329aec7e433d2d1c52a9)

---
updated-dependencies:
- dependency-name: actions/cache
  dependency-version: 6.1.0
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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 2026-08-12 20:34:47 +07:00
dependabot[bot] 817fca3fab chore(deps): bump actions/checkout from 6.0.2 to 7.0.1 (#660) 
Bumps [actions/checkout](https://github.com/actions/checkout) from 6.0.2 to 7.0.1.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/de0fac2e4500dabe0009e67214ff5f5447ce83dd...3d3c42e5aac5ba805825da76410c181273ba90b1)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-version: 7.0.1
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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 2026-08-12 20:34:31 +07:00
dependabot[bot] e60d5493bb chore(deps-dev): bump mkdocstrings from 0.24.3 to 1.0.6 (#665) 
Bumps [mkdocstrings](https://github.com/mkdocstrings/mkdocstrings) from 0.24.3 to 1.0.6.
- [Release notes](https://github.com/mkdocstrings/mkdocstrings/releases)
- [Changelog](https://github.com/mkdocstrings/mkdocstrings/blob/main/CHANGELOG.md)
- [Commits](https://github.com/mkdocstrings/mkdocstrings/compare/0.24.3...1.0.6)

---
updated-dependencies:
- dependency-name: mkdocstrings
  dependency-version: 1.0.6
  dependency-type: direct:development
  update-type: version-update:semver-major
...

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 2026-08-12 20:33:11 +07:00
dependabot[bot] b2494cb321 chore(deps): bump the security-updates group across 1 directory with 15 updates (#672) 
Bumps the security-updates group with 14 updates in the / directory:

| Package | From | To |
| --- | --- | --- |
| [pillow](https://github.com/python-pillow/Pillow) | `12.1.1` | `12.3.0` |
| [notebook](https://github.com/jupyter/notebook) | `7.5.4` | `7.5.6` |
| [onnx](https://github.com/onnx/onnx) | `1.20.1` | `1.22.0` |
| [bleach](https://github.com/mozilla/bleach) | `6.3.0` | `6.4.0` |
| [gitpython](https://github.com/gitpython-developers/GitPython) | `3.1.46` | `3.1.58` |
| [idna](https://github.com/kjd/idna) | `3.11` | `3.15` |
| [jupyter-server](https://github.com/jupyter-server/jupyter_server) | `2.17.0` | `2.20.0` |
| [mistune](https://github.com/lepture/mistune) | `3.2.0` | `3.3.0` |
| [nbconvert](https://github.com/jupyter/nbconvert) | `7.17.0` | `7.17.1` |
| [pymdown-extensions](https://github.com/facelessuser/pymdown-extensions) | `10.21` | `11.0.1` |
| [setuptools](https://github.com/pypa/setuptools) | `82.0.0` | `83.0.0` |
| [soupsieve](https://github.com/facelessuser/soupsieve) | `2.8.3` | `2.8.4` |
| [tornado](https://github.com/tornadoweb/tornado) | `6.5.4` | `6.5.7` |
| [urllib3](https://github.com/urllib3/urllib3) | `2.6.3` | `2.7.0` |



Updates `pillow` from 12.1.1 to 12.3.0
- [Release notes](https://github.com/python-pillow/Pillow/releases)
- [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst)
- [Commits](https://github.com/python-pillow/Pillow/compare/12.1.1...12.3.0)

Updates `notebook` from 7.5.4 to 7.5.6
- [Release notes](https://github.com/jupyter/notebook/releases)
- [Changelog](https://github.com/jupyter/notebook/blob/@jupyter-notebook/tree@7.5.6/CHANGELOG.md)
- [Commits](https://github.com/jupyter/notebook/compare/@jupyter-notebook/tree@7.5.4...@jupyter-notebook/tree@7.5.6)

Updates `onnx` from 1.20.1 to 1.22.0
- [Release notes](https://github.com/onnx/onnx/releases)
- [Changelog](https://github.com/onnx/onnx/blob/main/docs/Changelog-ml.md)
- [Commits](https://github.com/onnx/onnx/compare/v1.20.1...v1.22.0)

Updates `bleach` from 6.3.0 to 6.4.0
- [Changelog](https://github.com/mozilla/bleach/blob/main/CHANGES)
- [Commits](https://github.com/mozilla/bleach/compare/v6.3.0...v6.4.0)

Updates `gitpython` from 3.1.46 to 3.1.58
- [Release notes](https://github.com/gitpython-developers/GitPython/releases)
- [Changelog](https://github.com/gitpython-developers/GitPython/blob/main/CHANGES)
- [Commits](https://github.com/gitpython-developers/GitPython/compare/3.1.46...3.1.58)

Updates `idna` from 3.11 to 3.15
- [Release notes](https://github.com/kjd/idna/releases)
- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md)
- [Commits](https://github.com/kjd/idna/compare/v3.11...v3.15)

Updates `jupyter-server` from 2.17.0 to 2.20.0
- [Release notes](https://github.com/jupyter-server/jupyter_server/releases)
- [Changelog](https://github.com/jupyter-server/jupyter_server/blob/main/CHANGELOG.md)
- [Commits](https://github.com/jupyter-server/jupyter_server/compare/v2.17.0...v2.20.0)

Updates `jupyterlab` from 4.5.5 to 4.5.10
- [Release notes](https://github.com/jupyterlab/jupyterlab/releases)
- [Changelog](https://github.com/jupyterlab/jupyterlab/blob/main/RELEASE.md)
- [Commits](https://github.com/jupyterlab/jupyterlab/compare/@jupyterlab/lsp@4.5.5...@jupyterlab/lsp@4.5.10)

Updates `mistune` from 3.2.0 to 3.3.0
- [Release notes](https://github.com/lepture/mistune/releases)
- [Changelog](https://github.com/lepture/mistune/blob/main/docs/changes.rst)
- [Commits](https://github.com/lepture/mistune/compare/v3.2.0...v3.3.0)

Updates `nbconvert` from 7.17.0 to 7.17.1
- [Release notes](https://github.com/jupyter/nbconvert/releases)
- [Changelog](https://github.com/jupyter/nbconvert/blob/main/CHANGELOG.md)
- [Commits](https://github.com/jupyter/nbconvert/compare/v7.17.0...v7.17.1)

Updates `pymdown-extensions` from 10.21 to 11.0.1
- [Release notes](https://github.com/facelessuser/pymdown-extensions/releases)
- [Commits](https://github.com/facelessuser/pymdown-extensions/compare/10.21...11.0.1)

Updates `setuptools` from 82.0.0 to 83.0.0
- [Release notes](https://github.com/pypa/setuptools/releases)
- [Changelog](https://github.com/pypa/setuptools/blob/main/NEWS.rst)
- [Commits](https://github.com/pypa/setuptools/compare/v82.0.0...v83.0.0)

Updates `soupsieve` from 2.8.3 to 2.8.4
- [Release notes](https://github.com/facelessuser/soupsieve/releases)
- [Commits](https://github.com/facelessuser/soupsieve/compare/2.8.3...2.8.4)

Updates `tornado` from 6.5.4 to 6.5.7
- [Changelog](https://github.com/tornadoweb/tornado/blob/master/docs/releases.rst)
- [Commits](https://github.com/tornadoweb/tornado/compare/v6.5.4...v6.5.7)

Updates `urllib3` from 2.6.3 to 2.7.0
- [Release notes](https://github.com/urllib3/urllib3/releases)
- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)
- [Commits](https://github.com/urllib3/urllib3/compare/2.6.3...2.7.0)

---
updated-dependencies:
- dependency-name: pillow
  dependency-version: 12.3.0
  dependency-type: direct:production
  dependency-group: security-updates
- dependency-name: notebook
  dependency-version: 7.5.6
  dependency-type: direct:development
  dependency-group: security-updates
- dependency-name: onnx
  dependency-version: 1.22.0
  dependency-type: direct:development
  dependency-group: security-updates
- dependency-name: bleach
  dependency-version: 6.4.0
  dependency-type: indirect
  dependency-group: security-updates
- dependency-name: gitpython
  dependency-version: 3.1.58
  dependency-type: indirect
  dependency-group: security-updates
- dependency-name: idna
  dependency-version: '3.15'
  dependency-type: indirect
  dependency-group: security-updates
- dependency-name: jupyter-server
  dependency-version: 2.20.0
  dependency-type: indirect
  dependency-group: security-updates
- dependency-name: jupyterlab
  dependency-version: 4.5.10
  dependency-type: indirect
  dependency-group: security-updates
- dependency-name: mistune
  dependency-version: 3.3.0
  dependency-type: indirect
  dependency-group: security-updates
- dependency-name: nbconvert
  dependency-version: 7.17.1
  dependency-type: indirect
  dependency-group: security-updates
- dependency-name: pymdown-extensions
  dependency-version: 11.0.1
  dependency-type: indirect
  dependency-group: security-updates
- dependency-name: setuptools
  dependency-version: 83.0.0
  dependency-type: indirect
  dependency-group: security-updates
- dependency-name: soupsieve
  dependency-version: 2.8.4
  dependency-type: indirect
  dependency-group: security-updates
- dependency-name: tornado
  dependency-version: 6.5.7
  dependency-type: indirect
  dependency-group: security-updates
- dependency-name: urllib3
  dependency-version: 2.7.0
  dependency-type: indirect
  dependency-group: security-updates
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
 2026-08-12 20:32:35 +07:00
dependabot[bot] f613647297 chore(deps-dev): bump pre-commit from 3.8.0 to 4.6.1 (#662) 
Bumps [pre-commit](https://github.com/pre-commit/pre-commit) from 3.8.0 to 4.6.1.
- [Release notes](https://github.com/pre-commit/pre-commit/releases)
- [Changelog](https://github.com/pre-commit/pre-commit/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pre-commit/pre-commit/compare/v3.8.0...v4.6.1)

---
updated-dependencies:
- dependency-name: pre-commit
  dependency-version: 4.6.1
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
 2026-08-05 00:24:23 +07:00
andres-qd 50ae2dc088 chore: add Dependabot configuration (#644) 
* chore: add Dependabot configuration

* chore: add dependabot cooldown configuration
 2026-08-04 23:36:37 +07:00
George 0892291f75 new: add inference free splade (#652) 2026-07-22 22:32:30 +07:00
Dylan Couzon 8108e4467c add nomic-embed-vision-v1.5 (#651) 2026-07-20 17:55:48 -04:00
Esteban Yusunguaira 8a8ea4f42f ci: update all actions to node 24 (#636) 2026-05-25 09:52:43 -05:00
Esteban Yusunguaira a499c313af ci: fix remaining actions on node 20 (#634) 2026-05-22 11:30:12 +07:00
Esteban Yusunguaira fde1e0b361 ci: update github actions to node 24 (#633) 2026-05-20 16:33:49 +07:00
George adfc1aef59 fix: add timeout for download from gcs (#629) 2026-04-21 15:32:52 +07:00
George 1ec283c744 fix: fix license (#625) 2026-04-15 14:59:45 +07:00
George a6a4e375ca fix: use original jina de model instead of fp16 due to onnxruntime up… (#623) 
* fix: use original jina de model instead of fp16 due to onnxruntime updates

* fix: update size in description
 2026-04-15 12:53:10 +07:00
George 2b069d2fbd fix: check if model files exist before returning cached path (#624) 2026-04-10 14:11:02 +07:00
estebany-qd 21df54e3a4 ci: Pin all gh actions to commit SHAs (#617) 2026-03-30 20:31:46 +02:00
George 87678dd784 new: add gemmaembedding-300m (#592) 
* new: add gemma embed

* refactor: rename builtin pooling normalized embedding to builtin sentence embedding
 2026-03-25 15:22:16 +07:00
George Panchuk 6fa442b960 bump version to 0.8.0 v0.8.0 2026-03-23 23:30:02 +07:00
Alexey Masolov 52ebfba27c fix: respect HF_HUB_OFFLINE in download_model to avoid network calls (#614) 
When HF_HUB_OFFLINE is set to a truthy value (1, true, yes, on),
download_model() should treat local_files_only=True to avoid any
network calls. Currently, even with the local-cache-first pass (which
may fail due to missing metadata), the retry loop still calls
download_files_from_huggingface() without local_files_only, which
triggers model_info() — a network API call that immediately fails in
offline mode. This causes an unnecessary fallback to GCS download from
storage.googleapis.com.

By setting local_files_only=True when HF_HUB_OFFLINE is enabled:

1. The HF local cache pass works if the model is cached
2. The retry loop skips the network-dependent HF path entirely
3. retrieve_model_gcs() only checks for local fast-* directories
4. No network calls are attempted at all

The truthy value check aligns with huggingface_hub's own parsing of
HF_HUB_OFFLINE, which accepts "1", "true", "yes", "on" (case-insensitive).

This is critical for air-gapped / restricted environments where both
HuggingFace and Google Cloud Storage are unreachable.

Made-with: Cursor
 2026-03-23 22:40:03 +07:00
George ea55268e01 fix: fix onnxruntime 1.24, uncap pillow (#611) 
* fix: fix onnxruntime 1.24, uncap pillow

* fix: fix python3.10 onnxruntime version

* fix: fix onnxruntime for 3.14, update onnx dep
 2026-03-13 00:50:10 +07:00
Kacper ŁukawskiandGeorge Panchuk 800f3887b7 Model: ModernVBERT/colmodernvbert (#588) 
* Add ColModernVBERT to LateInteractionMultimodalEmbedding registry

* Implement image processing based on Idefics3ImageProcessor logic

* Fix padding support

* Implement ColModernVBERT logic

* Remove TODOs

* Handle empty pixel values with proper image_size

* Add ColModernVBERT tests

* Run pre-commit

* mypy fixes

* mypy fixes

* mypy fixes

* mypy fixes

* Fix typo in the class name

* Add processor_config.json to additional files

* Fix mypy errors

* Refactor onnx_embed_image

* Fix mypy errors

* fix: colmodernvbert tests and query processing

* fix: remove Union references

* fix: fix exit stack, update tests, implement token count

* fix: uncomment colpali in tests

* fix: lowercase models to cache

* fix: fix models to cache

* refactor: move colmodernvbert related onnx embed to its class

---------

Co-authored-by: George Panchuk <george.panchuk@qdrant.tech>
 2026-01-09 18:52:50 +07:00
Bastian Hofmann 020d535f9c Update logo and favicon (#589) 2025-12-18 15:49:31 +01:00
George 685fd9b5a1 new: use cuda if available (#537) 
* new: use cuda if available

* fix: fix warning msg

* fix: add missing import
 2025-12-10 20:23:34 +07:00
George b304a2aff0 new: drop python3.9, replace optional and union with | (#574) 
* new: drop python3.9, replace optional and union with |

* new: remove python 3.9 from pyproject

* refactor: replace remaining union and optional with |

* new: remove optional and union in dataclasses

* fix: add typealias to numpy type

* new: replace union with | in token count
 2025-12-10 19:01:01 +07:00
George c715416361 fix: update colbert description (#534) 2025-12-09 19:22:54 +07:00
George 428381cb04 bump version to v0.7.4 v0.7.4 2025-12-05 18:38:45 +07:00
George 3511b08831 fix: numpy dropped 3.10 as of 2.3.0 (#585) 
* fix: numpy dropped 3.10 as of 2.3.0

* fix: update poetry lock
 2025-12-05 18:08:20 +07:00
George b718cc6a88 new: add token count method (#583) 
* new: add token count method

* fix: fix mypy

* fix: load model in token_count

* fix: remove debug code
 2025-12-04 11:29:36 +07:00
George 2ba8990260 new: try unlocking huggingface hub and pillow (#582) 
* new: try unlocking huggingface hub and pillow

* new: adjust pillow version for 3.9

* fix: fix pillow for python3.13
 2025-12-01 18:21:28 +07:00
George dab185fd9d fix: fix onnx version for python3.13 (#580) 2025-11-25 21:42:10 +07:00
George ec0e3128ee new: expose some onnx session options (#578) 
* new: expose some onnx session options

* fix: fix extra session options is None case

* fix: fix missing params

* new: add tests
 2025-11-25 17:49:02 +07:00
George 44e332999c new: try loading models from cache before making any network calls (#577) 2025-11-25 12:07:50 +07:00
George 533b54cee5 tests: introduce model cache to tests (#573) 
* tests: introduce model cache to tests

* fix: fix not cached model deletion

* new: do not run CI tests on mac os and windows on python 3.10-3.12

* fix: lowercase cache keys, bm25 caching

* tests: do not run parallel processing on all cpus in sparse text embed

* fix: fix models to cache names, do not run parallel=0

* fix: fix sparse embedding tests

* fix: bm42 language by lower case model name
 2025-11-12 18:54:33 +07:00
George Panchuk ba1f6053bd bump version to v0.7.3 v0.7.3 2025-08-29 14:15:25 +03:00
George 4dc76e3859 fix: fix colbert query postprocessing (#557) 
* fix: fix colbert query postprocessing

* fix: improve colbert single embedding tests
 2025-08-29 13:25:43 +03:00
George 6efe06b172 new: decouple colbert query and document tokenizer (#556) 2025-08-29 13:25:18 +03:00
George Panchuk 887239239b bump version to v0.7.2 v0.7.2 2025-08-25 16:29:23 +03:00
Kacper ŁukawskiandGeorge ca023be0c0 feat: MUVERA embeddings (#542) 
* Implement MuveraEmbedding

* Add random generator parameter for reproducibility in MuveraEmbedding

* Document random_seed parameter

* Remove unnecessary module docstring from muvera_embedding.py

* refactor: clean up constructor parameters and improve formatting in MuveraEmbedding

* refactor: rename muvera_embedding.py to muvera.py and update related references

* feat: enhance MuveraEmbedding with multi-vector model support and improve parameter defaults

* feat: add embedding_size property to MuveraEmbedding

* feat: update MuveraPostprocessor to use model description for embedding size and add Jupyter notebook for MUVERA usage

* fix: fix types, doctest, rename variables, refactor (#545)

* fix: fix types, doctest, rename variables, refactor

* fix: fix python3.9 compatibility

* fix: make get_output_dimension protected

* Optimize muvera (#551)

* vectorize operations

* fix: fill empty clusters with dataset vectors

* rollback get_output_dimension

* fix: fix type hints

* fix: review comments

* tests: add tests

---------

Co-authored-by: George <george.panchuk@qdrant.tech>
 2025-08-21 02:59:02 +03:00
Anush d1ddc8142d docs: Updated README.md (#550) 2025-08-11 13:29:45 +05:30
Andrey Vasnetsov faf3d9fe18 batch inference should return same shape as individual inference (#547) 2025-08-06 22:44:28 +02:00
George acec31277b fix: fix mypy colpali (#533) v0.7.1 2025-06-16 11:55:29 +03:00
George Panchuk cb902149c8 bump version to 0.7.1 2025-06-16 12:23:35 +04:00
George a260022ae6 fix: propagate local files only and specific model path into embed parallel (#524) 2025-05-20 14:46:42 +04:00
George d5da56299a new: add embedding size property (#521) 
* new: add embedding size property

* fix: format exception message

* new: replace embedding size property with get_embedding_size classmethod

* fix: fix missed parts

* chore: fix docstrings

* new: add embedding_size property
 2025-05-20 14:46:32 +04:00
George 4e5575f4a7 fix: raise exception if pooling is incorrect in custom model (#522) 2025-05-19 13:49:22 +03:00
George 4736f46548 fix: check lowercase model name for warnings (#523) 2025-05-19 13:49:12 +03:00
Andrey Vasnetsov c85e8c278f remove unused function (#516) v0.7.0 2025-05-13 17:04:51 +03:00