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GeorgeandS0rryHorizon b461314660 fix: fix registering custom models in child workers (#714) 
* fix: fix registering custom models in child workers

Co-authored-by: S0rryHorizon <151612757+S0rryHorizon@users.noreply.github.com>

* fix: fix mypy

---------

Co-authored-by: S0rryHorizon <151612757+S0rryHorizon@users.noreply.github.com>
 2026-09-21 15:05:47 +07:00
George c48247f15d new: add siglip (#683) 2026-08-19 23:02:56 +07:00
George f9d757ffc6 fix: fix qwen (#680) 2026-08-18 23:47:02 +07:00
George a5a702acad new: add qwen embedding (#678) 2026-08-18 19:26:16 +07:00
George 0892291f75 new: add inference free splade (#652) 2026-07-22 22:32:30 +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
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 2026-03-23 23:30:02 +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
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 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 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 2025-08-25 16:29:23 +03:00
George acec31277b fix: fix mypy colpali (#533) 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
George 0df605fc92 fix: remove onnxruntime cap as not needed anymore (#517) 
* fix: remove onnxruntime cap as not needed anymore

* fix: fix mypy complaints in python3.13
 2025-05-13 17:54:54 +04:00
George b785640bd5 fix: fix list of supported bm25 languages (#506) 2025-04-15 14:16:09 +03:00
George Panchuk b34209dcfb bump version to 0.6.1 2025-04-10 16:23:54 +03:00
George c91d42dda7 Update setting jina v3 tasks (#503) 
* new: improve task setter in jina v3

* refactor

* new: add hf_token secret

* fix: cross platform env propagation
 2025-04-10 16:19:41 +03:00
George aa0c475a1f fix: fix splade name (#499) 2025-03-17 11:07:14 +03:00
George 1729aab1ec new: preserve embeddings in a type set by their model (#492) 
* new: preserve embeddings in a type set by their model

* fix: remove type coercion

* fix: remove redundant type

* fix: fix random data type in tests
 2025-03-03 17:46:35 +01:00
George 42fca3b467 Deprecate archive struct (#490) 
* bump version to 0.6.0

* new: deprecate gcp archive structure
 2025-03-03 17:12:47 +01:00
George Panchuk 2082108baf bump version to 0.6.0 2025-02-26 13:55:26 +01:00
George 6cda2ce7f0 fix: fix batch embedding precision and shape (#488) 2025-02-26 13:51:20 +01:00
George 5bd5c0a0f0 fix: fix colpali preprocessing, add examples to readme (#487) 2025-02-26 12:51:13 +01:00
George 58ee7cc95c fix: fix thenlper, update warnings (#486) 2025-02-21 17:40:14 +01:00
George 27eeb39473 new: add custom models (#479) 
* fix: fix onnx text embedding list supported models, do not add already registered models, add tests

* fix: autouse fixture in custom model tests

* Refactor custom models (#482)

* refactor: refactor custom models

* fix: fix types

* remove commented out code
 2025-02-20 14:20:12 +01:00
George 4e527b1c63 new: allow mmh3<6.0.0 (#484) 2025-02-20 14:18:44 +01:00
George 6f43572373 fix: fix problem appeared in poetry 2.1.0 (#478) 2025-02-15 22:27:41 +01:00
George de4ecb48c7 new: add late interaction multimodal to package init (#471) 2025-02-12 18:10:07 +01:00
George b9d605138f new: add py.typed (#472) 2025-02-12 18:09:54 +01:00
Georgeandhh-space-invader 4599b933ca wip: type hints for colpali (#469) 
* wip: type hints for colpali

* new: Add colpali type hints

* refactor: Remove redundant type ignore

* fix: address remaining mypy issues

---------

Co-authored-by: hh-space-invader <h.hagag.ali@gmail.com>
 2025-02-06 20:28:10 +01:00
Georgeandd.rudenko 2fe33c5a62 colpali v1.3 by AndrewOgn (#427) 
* wip: design draft

* Operators fix

* Fix model inputs

* Import from fastembed.late_interaction_multimodal

* Fixed method misspelling

* Tests, which do not run in CI
Docstring improvements

* Fix tests

* Bump colpali to version v1.3

* Remove colpali v1.2

* Remove colpali v1.2 from tests

* partial fix of change requests:
descriptions
docs
black

* query_max_length

* black colpali

* Added comment for EMPTY_TEXT_PLACEHOLDER

* Review fixes

* Removed redundant VISUAL_PROMPT_PREFIX

* type fix + model info

* new: add specific model path to colpali

* fix: revert accidental renaming

* fix: remove max_length from encode_batch

* refactoring: remove redundant QUERY_MAX_LENGTH variable

* refactoring: remove redundant document marker token id

* fix: fix type hints, fix tests, handle single image path embed, rename model, update description

* license: add gemma to NOTICE

* fix: do not run colpali test in ci

* fix: fix colpali test

---------

Co-authored-by: d.rudenko <dmitrii.rudenko@qdrant.com>
 2025-02-06 16:23:06 +01:00
George Panchuk fa11d0f0c7 bump version to 0.5.1 2025-01-16 11:11:43 +01:00
George 50289c62ed new: move onnx dependency to dev (#439) 
* new: move onnx dependency to dev

* update poetry install, add more groups in pyproject
 2025-01-15 17:39:06 +01:00
George 516170cbaf new: add python 3.13 support (#404) 2024-12-11 19:18:54 +00:00
George 1343e55076 new: drop python 3.8 support, update type hints, ci (#403) 2024-11-15 15:54:19 +01:00
George faed7f1320 fix: fix model cleanup in tests (#400) 
* fix: fix model cleanup in tests
 2024-11-12 19:08:39 +01:00
George 5b895420b1 Update GitHub templates (#389) 
* new: add PR template, decouple bug template with new model request

* new: add feature request, model request
 2024-11-08 11:45:21 +01:00
GeorgeandAnush e868bbaebc new: add reranker example to readme (#390) 
* new: add reranker example to readme

* Update README.md

Co-authored-by: Anush  <anushshetty90@gmail.com>

* fix: compute the scores

---------

Co-authored-by: Anush <anushshetty90@gmail.com>
 2024-11-07 17:31:13 +01:00
George Panchuk a5f3f11829 bump version to v0.4.2 2024-11-07 12:03:34 +01:00
George Panchuk aba8fb43cf bump version to v0.4.1 2024-10-21 23:56:19 +04:00
George 97f2fb278e wip: remove model dir (#350) 
* wip: remove model dir

* fix: update pytest run

* wip: disable some tests not used atm

* wip: disable some tests in ci

* wip: add debug print

* fix: fix ci, remove models after usage

* fix: fix bm25 deletion

* fix: remove redundant ci commands
 2024-09-24 12:18:44 +02:00
George Panchuk 9445f95a32 bump version to v0.3.6 2024-08-23 21:15:43 +02:00
George ab9ab73278 Fix deprecated splade model (#333) 
* fix: return prithvida model to supported models

* fix: fix deprecation warning stacklevel
 2024-08-23 21:14:51 +02:00
George Panchuk 08925c9cfc bump version to v0.3.5 2024-08-23 19:52:42 +02:00
George e49789c129 fix: update push gpu command (#300) 2024-07-18 12:22:12 +03:00
George Panchuk fd116dd507 bump version to 0.3.4 2024-07-15 15:59:52 +03:00
George 0315c3b8c6 new: add modifier flag into bm models config (#299) 
* new: add modifier flag into bm models config

* refactoring: rename modifier field
 2024-07-15 15:57:21 +03:00
George 3a8985b35c new: add retry logic for model downloading (#293) 
* new: add retry logic for model downloading

* fix: add sleep
 2024-07-10 20:09:11 +03:00
George e071c84f22 fix: fix hybrid search example for pydantic v1 (#263) 2024-06-14 17:25:15 +02:00
George e1ecfe9c2f fix: fix None cache dir in parallel mode (#277) 2024-06-14 17:19:53 +02:00
George 5461012ab1 new: add bm25, fix param propagation in parallel mode, fix bm42 parallel (#274) 
* new: add bm25, fix param propagation in parallel mode, fix bm42 parallel

* refactoring: remove redundant example

* fix: fix mp start method in bm25

* refactoring: refactor token id generation

* new: replace model repository
 2024-06-13 19:52:48 +02:00
George Panchuk bf4ef9d513 bump version to v0.3.0 2024-06-05 18:03:25 +02:00
George 48c59dc7b3 new: update supported models (#253) 2024-06-05 17:50:07 +02:00
George 7099dec962 fix: remove outdated widgets state (#262) 2024-06-05 17:44:57 +02:00
George a2660f8a3a new: add image embedding example notebook (#258) 2024-06-04 20:30:54 +02:00
George e7d9abaee1 new: add a brief colbert example (#260) 2024-06-04 20:30:35 +02:00
George 01097708fe new: add gpu example, update readme (#256) 2024-06-04 20:30:23 +02:00
George d725974fc4 new: update docs (#257) 2024-06-04 20:30:11 +02:00
George 14c067e15e new: unlock huggingface hub and ruff (#250) 2024-05-31 17:41:44 +02:00
George c8fff66b18 Colbert (#248) 
* new: add late interaction embedding, colbert

* new: update imports

* new: add comments

* fix: rollback mp methods

* fix: restore existing padding after embed query

* fix: fix OnnxOutputContext in onnx embed, fix preprocessing for colbert
 2024-05-31 17:06:43 +02:00
George 316c33634b new: add docstring with preprocessor keys (#245) 2024-05-23 13:10:23 +02:00
George 490c340a76 new: update tokenizers dep (#244) 2024-05-22 13:27:30 +02:00
George ec8f06978f new: update readme for CUDA 12.x, add warning for version conflicts (#239) 
* new: update readme for CUDA 12.x, add warning about onnxruntime-gpu and cuda compatibility

* fix: change warning type

* new: update readme
 2024-05-14 21:43:03 +02:00
GeorgeandNirant cbe00107ec chore: update bug-report (#232) 
Co-authored-by: Nirant <NirantK@users.noreply.github.com>
 2024-05-14 07:35:31 +05:30
George 99164c9050 Clip (#219) 
* wip: init image embeddings

* new: add clip

* new: fix clip text embedding

* fix: fix image parallel

* fix: add test images

* fix: add PIL

* fix: fix generics

* fix: fix sparse worker

* fix: fix image test path

* fix: replace models repo

* new: follow-up for onnx providers and local_files_only option

* fix: add types, refactor a bit

* refactoring: move onnxprovider type alias to types

* fix: fix type alias import
 2024-05-09 11:12:25 +02:00
GeorgeNirant KasliwalNirant
 		d8c592032b new: allow users to override providers (#214) 
* new: add gpu support, allow users to override providers

* fix: update poetry.lock

* fix: fix type hint for 3.8

* [readme] Remove similar work

* [README] Add GPU support for FastEmbed library

* [README]  Add device check

* fix: revert changes to pyproject and lock, update readme

* Update poetry.lock

* new: add type alias for providers, add explicit providers to embeddings

---------

Co-authored-by: Nirant Kasliwal <nirant.bits@gmail.com>
Co-authored-by: Nirant <NirantK@users.noreply.github.com>
 2024-05-03 18:31:22 +02:00
GeorgeandAndrey Vasnetsov da603b8b7d new: add release instructions (#231) 
* new: add release instructions

* review fixes

---------

Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com>
 2024-05-03 18:30:54 +02:00
George Panchuk 6abd415f4a fix: add local_files_only to sparse, formatting, refactor 2024-05-03 17:49:10 +02:00
George Panchuk 8184acbb39 new: update tokenizers 2024-05-03 16:57:45 +02:00
George 47cf7f9f92 new: add gpu package into workflow (#228) 
* new: add gpu package into workflow

* remove gpu tag
 2024-05-03 16:30:23 +02:00
George 5cde2898bc new: remove slurm environment variables (#213) 2024-04-26 21:45:02 +02:00
George f340a73a3e refactoring: update binary quantization notebook (#180) 2024-04-02 14:45:27 +05:30
George 912e95e5c8 fix: remove model archive if model extraction was not finished correctly (#179) 2024-04-01 20:11:32 +02:00
GeorgeandNirant Kasliwal e11f66bb55 refactoring: update imports in notebooks (#173) 
* new: simplify imports

* refactoring: update import

* refactoring: update imports in notebooks

* fix: fix notebook output

* Re-run notebook with revised imports

---------

Co-authored-by: Nirant Kasliwal <nirant.bits@gmail.com>
 2024-04-01 17:02:13 +05:30
GeorgeNirantNirant Kasliwal
 		8b7b8476a5 fix: fix model sizes in supported models lists (#167) 
* fix: fix model sizes in supported models lists

* fix: remove redundant comment

* fix: fix test

* fix: update supported models notebook

* Consistentcy around quantization in supported_onnx_models

---------

Co-authored-by: Nirant <NirantK@users.noreply.github.com>
Co-authored-by: Nirant Kasliwal <nirant.bits@gmail.com>
 2024-04-01 16:18:49 +05:30
George ae35a96bcb new: simplify imports (#171) 
* new: simplify imports

* refactoring: update import
 2024-04-01 12:58:26 +05:30
GeorgeandNirant 25671ec349 Update ruff (#172) 
* refactoring: reduce max line-length

* new: update ruff

---------

Co-authored-by: Nirant <NirantK@users.noreply.github.com>
 2024-04-01 12:55:15 +05:30
George ce98631b9a Fix spladepp parallelism (#169) 
* fix: add get_worker_class implementation to spladepp

* fix: add tests for parallel embed for spladepp
 2024-04-01 10:22:24 +05:30
George 0a4ed42b58 fix: unify existing patterns, remove redundant (#168) 2024-03-30 14:40:19 +05:30