Fastembed

What's Changed
* feat: support mixedbread-ai/mxbai-embed-large-v1 by yuvraj-wale in https://github.com/qdrant/fastembed/pull/158
* fix: case-insensitive check model_management.py by Anush008 in https://github.com/qdrant/fastembed/pull/160
* Add misspelled version of SPLADE++ model for English by NirantK in https://github.com/qdrant/fastembed/pull/161
* Hybrid Search Tutorial by NirantK in https://github.com/qdrant/fastembed/pull/165
* fix: unify existing patterns, remove redundant by joein in https://github.com/qdrant/fastembed/pull/168
* Fix spladepp parallelism by joein in https://github.com/qdrant/fastembed/pull/169
* Update ruff by joein in https://github.com/qdrant/fastembed/pull/172
* new: simplify imports by joein in https://github.com/qdrant/fastembed/pull/171
* fix: fix model sizes in supported models lists by joein in https://github.com/qdrant/fastembed/pull/167
* Update size_in_GB for BAAI/bge-small-en-v1.5 model by NirantK in https://github.com/qdrant/fastembed/pull/176
* refactoring: update imports in notebooks by joein in https://github.com/qdrant/fastembed/pull/173

New Contributors
* yuvraj-wale made their first contribution in https://github.com/qdrant/fastembed/pull/158
* joein made their first contribution in https://github.com/qdrant/fastembed/pull/168

**Full Changelog**: https://github.com/qdrant/fastembed/compare/v0.2.5...v0.2.6

What's Changed
* Make debugging easier: Add import statement for version debugging by NirantK in https://github.com/qdrant/fastembed/pull/151
* Fix model name typo + Add SPLADE notebook by NirantK in https://github.com/qdrant/fastembed/pull/155
* Case Insensitive model name checks by Anush008 in https://github.com/qdrant/fastembed/pull/157

Contributors
* Add CONTRIBUTING.md file with guidelines for contributing to FastEmbed by NirantK in https://github.com/qdrant/fastembed/pull/150
* Fix Issue Template forms by NirantK in https://github.com/qdrant/fastembed/pull/152
* Move CONTRIBUTING.md + Add Test for Adding New Models by NirantK in https://github.com/qdrant/fastembed/pull/154


**Full Changelog**: https://github.com/qdrant/fastembed/compare/v0.2.4...v0.2.5

🦠 Bug Fix
* Fix splade for single input by generall in https://github.com/qdrant/fastembed/pull/148

**Full Changelog**: https://github.com/qdrant/fastembed/compare/v0.2.3...v0.2.4

What's Changed

* Check for existing files in cache dir before instantiating a model by nleroy917 in https://github.com/qdrant/fastembed/pull/128

New Models
* feat: Support sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 by geetu040 in https://github.com/qdrant/fastembed/pull/129
* feat: Added gte-large, nomic-text 1.5, cleanup by Anush008 in https://github.com/qdrant/fastembed/pull/130
* Add Splade v1 by NirantK in https://github.com/qdrant/fastembed/pull/144

Experiments, Docs, Notebooks
* Add attention export functionality to experiments by NirantK in https://github.com/qdrant/fastembed/pull/134
* Hindi RAG with Qdrant and FastEmbed by NirantK in https://github.com/qdrant/fastembed/pull/135
* Getting Started Improvements by NirantK in https://github.com/qdrant/fastembed/pull/138
* Fix link to Optimum in docs by jamert in https://github.com/qdrant/fastembed/pull/143

New Contributors
* geetu040 made their first contribution in https://github.com/qdrant/fastembed/pull/129
* nleroy917 made their first contribution in https://github.com/qdrant/fastembed/pull/128
* jamert made their first contribution in https://github.com/qdrant/fastembed/pull/143

**Full Changelog**: https://github.com/qdrant/fastembed/compare/v0.2.2...v0.2.3

What's Changed
* docs: Describe how to change the model and how to just create embeddings by KShivendu in https://github.com/qdrant/fastembed/pull/112
* Add import statement to the warning message by NirantK in https://github.com/qdrant/fastembed/pull/119
* feat: Added nomic-embed-text-v1 support + formatting changes + import fixes by Anush008 in https://github.com/qdrant/fastembed/pull/118
* Releases Nomic Embedding models by NirantK in https://github.com/qdrant/fastembed/pull/124


**Full Changelog**: https://github.com/qdrant/fastembed/compare/v0.2.1...v0.2.2

What's Changed
* Simplify imports: 110 by Okabe-Rintarou-0 in https://github.com/qdrant/fastembed/pull/113
* Fix query to align with Qdrant mixin usage by NirantK in https://github.com/qdrant/fastembed/pull/115
* Make 0.2.1 Release + Update docs by NirantK in https://github.com/qdrant/fastembed/pull/116

New Contributors
* Okabe-Rintarou-0 made their first contribution in https://github.com/qdrant/fastembed/pull/113

**Full Changelog**: https://github.com/qdrant/fastembed/compare/v0.2.0...v0.2.1