Docarray

> Release time: 2023-07-18 14:43:28



🙇 We'd like to thank all contributors for this new release! In particular,
Joan Fontanals, Saba Sturua, Aman Agarwal, Shukri, samsja, Puneeth K, Jina Dev Bot, 🙇


🆕 New Features

- [[b306c80b](https://github.com/jina-ai/docarray/commit/b306c80b334a1d1b2bc865d53d7e9733f27445f5)] __-__ add JAX as Computation Backend (#1646) (*Aman Agarwal*)
- [[069aa3aa](https://github.com/jina-ai/docarray/commit/069aa3aa2d2eae3a1a0dca574e266a33b1edf9c9)] __-__ support redis (#1550) (*Saba Sturua*)

🐞 Bug fixes

- [[15e3ed69](https://github.com/jina-ai/docarray/commit/15e3ed6905025ba3490607eb9659c1cfe7600160)] __-__ weaviate handles lowercase index names (#1711) (*Saba Sturua*)
- [[c5664016](https://github.com/jina-ai/docarray/commit/c56640160d54ccfd2e699f7f65103672cf77f32b)] __-__ slow hnsw by caching num docs (#1706) (*Saba Sturua*)
- [[d2e18580](https://github.com/jina-ai/docarray/commit/d2e1858078049217b16db0d05bc6a02be3043934)] __-__ qdrant unable to see index_name (#1705) (*Saba Sturua*)
- [[94a479eb](https://github.com/jina-ai/docarray/commit/94a479eb1e1bf5e5715f61767992061f61003115)] __-__ fix search in memory with AnyEmbedding (#1696) (*Joan Fontanals*)
- [[62ad22aa](https://github.com/jina-ai/docarray/commit/62ad22aa8ae3617b9464b904cd33b3115d011781)] __-__ use safe_issubclass everywhere (#1691) (*Joan Fontanals*)
- [[f6ce2833](https://github.com/jina-ai/docarray/commit/f6ce2833886468e03b8eafec222be7cef3fe62e2)] __-__ avoid converting doclists in the base index (#1685) (*Saba Sturua*)

🧼 Code Refactoring

- [[0ea68467](https://github.com/jina-ai/docarray/commit/0ea6846783a1450dc92e4ce181b430f02e32df10)] __-__ contains method in the base class (#1701) (*Saba Sturua*)
- [[0a1da307](https://github.com/jina-ai/docarray/commit/0a1da3071e2f7dbcd655c2243732a2a07c95f01f)] __-__ more robust method to detect duplicate index (#1651) (*Shukri*)

📗 Documentation

- [[5089bdae](https://github.com/jina-ai/docarray/commit/5089bdaea955f77c31495535bf99da37b85edb3b)] __-__ add docs for dict() method (#1643) (*Puneeth K*)

🏁 Unit Test and CICD

- [[e0afb5e7](https://github.com/jina-ai/docarray/commit/e0afb5e723a7a2f3a1346eec554c7183868b98e5)] __-__ do not require black for tests more (#1694) (*Joan Fontanals*)
- [[0dd49538](https://github.com/jina-ai/docarray/commit/0dd4953866faff685173ac5b6871279d545b2a50)] __-__ do not require black for tests (#1693) (*Joan Fontanals*)

🍹 Other Improvements

- [[ddc73e19](https://github.com/jina-ai/docarray/commit/ddc73e19024e2c63071fc17792bcf616b6931b0a)] __-__ upgrade version in pyproject (#1712) (*Joan Fontanals*)
- [[528adfc8](https://github.com/jina-ai/docarray/commit/528adfc8f3b09fc6f3b9d65b31ca256ef34a819f)] __-__ upgrade version to 0.36 (#1710) (*Joan Fontanals*)
- [[a3f6998a](https://github.com/jina-ai/docarray/commit/a3f6998a9427bc8d23bab1c4ddccd69dec220c8f)] __-__ remove one of the codecov badges (#1700) (*Joan Fontanals*)
- [[b364ae1a](https://github.com/jina-ai/docarray/commit/b364ae1ae8daff4890d3fddde88ed4fe4c7e3a7c)] __-__ add codecov (#1699) (*Joan Fontanals*)
- [[64bbf14a](https://github.com/jina-ai/docarray/commit/64bbf14a8d8854b95ec1c9f90ffa8c8b8a04515b)] __-__ add code of conduct (#1688) (*samsja*)
- [[d2655238](https://github.com/jina-ai/docarray/commit/d2655238858a7838ca4787187aa9491d4a769e02)] __-__ __version__: the next version will be 0.35.1 (*Jina Dev Bot*)

<a name=release-note-0-37-0></a>

> Release time: 2023-07-03 11:53:25



🙇 We'd like to thank all contributors for this new release! In particular,
Joan Fontanals, Johannes Messner, Saba Sturua, Han Xiao, Jina Dev Bot, 🙇


🆕 New Features

- [[8f25887d](https://github.com/jina-ai/docarray/commit/8f25887d13f27338a99199ebd85462a4d6764615)] __-__ i/o for DocVec (#1562) (*Johannes Messner*)
- [[e0e5cd8c](https://github.com/jina-ai/docarray/commit/e0e5cd8ceacc9da8450094f591287d597cd7b0af)] __-__ validate file formats in url (#1606) (1669) (*Saba Sturua*)
- [[a7643414](https://github.com/jina-ai/docarray/commit/a7643414da05e1f55198836646580965a49314d2)] __-__ add method to create BaseDoc from schema (#1667) (*Joan Fontanals*)

🐞 Bug fixes

- [[bcb60ca6](https://github.com/jina-ai/docarray/commit/bcb60ca66738dc27ce04769e754133a4e9b0e173)] __-__ better error message when docvec is unusable (#1675) (*Johannes Messner*)

📗 Documentation

- [[b6eaa94c](https://github.com/jina-ai/docarray/commit/b6eaa94cc1853c261e5a7967a3634f017fc41968)] __-__ fix a reference in readme (#1674) (*Saba Sturua*)

🏁 Unit Test and CICD

- [[b65b385d](https://github.com/jina-ai/docarray/commit/b65b385d36d740afb5218a3de7c258617a2e51ca)] __-__ pin pydantic version (#1682) (*Joan Fontanals*)

🍹 Other Improvements

- [[3f089e52](https://github.com/jina-ai/docarray/commit/3f089e5237c84e2ada367e30820d96018a7954d0)] __-__ update version to 0.35.0 (#1684) (*Joan Fontanals*)
- [[3fc6ecb7](https://github.com/jina-ai/docarray/commit/3fc6ecb71bdc0095f2c405c17492debcc3d8412d)] __-__ fix docarray v1v2 terms (#1668) (*Han Xiao*)
- [[f507a5f7](https://github.com/jina-ai/docarray/commit/f507a5f72548a5235e60f15dbcee2c35930c60c1)] __-__ __version__: the next version will be 0.34.1 (*Jina Dev Bot*)

<a name=release-note-0-36-0></a>

> Release time: 2023-06-21 08:15:43



🙇 We'd like to thank all contributors for this new release! In particular,
Joan Fontanals, Johannes Messner, Saba Sturua, samsja, maxwelljin, Shukri, Nikolas Pitsillos, Joan Fontanals Martinez, maxwelljin2, Kacper Łukawski, Aman Agarwal, Jina Dev Bot, 🙇


🆕 New Features

- [[eb3f8570](https://github.com/jina-ai/docarray/commit/eb3f8570da5b1e23e21e3fe50ab0a30f136f7940)] __-__ tensor type for protobuf deserialization (#1645) (*Johannes Messner*)
- [[a6fdd80c](https://github.com/jina-ai/docarray/commit/a6fdd80c69d8c23660113ad240d82167448e39f6)] __-__ sub-document support for indexer (*maxwelljin2*)
- [[78892703](https://github.com/jina-ai/docarray/commit/788927034da7efc734c2cbc23ba6854dd245c3cb)] __-__ contain func for qdrant (*maxwelljin2*)
- [[74a683c0](https://github.com/jina-ai/docarray/commit/74a683c04b07872646ccd6f067ae82f44ea7e370)] __-__ contain func for weaviate (*maxwelljin2*)
- [[6ca3aa6e](https://github.com/jina-ai/docarray/commit/6ca3aa6eb70afc9f23b69ecf1b75b760d43614fa)] __-__ contain func for elastic (*maxwelljin2*)
- [[66b0f716](https://github.com/jina-ai/docarray/commit/66b0f716a3e3cf92efe40a4346a2ccaf49897a0e)] __-__ check contain in indexer (*maxwelljin2*)
- [[2c123535](https://github.com/jina-ai/docarray/commit/2c123535c2d150c6f120aad4d58df3cc6798a1c4)] __-__ support subindex on ExactNNSearch (#1617) (*maxwelljin*)

🐞 Bug fixes

- [[c3c8061f](https://github.com/jina-ai/docarray/commit/c3c8061f3e22e50fb08404b254660006802f42a0)] __-__ docvec equality if tensors are involved (#1663) (*Johannes Messner*)
- [[0c27fef6](https://github.com/jina-ai/docarray/commit/0c27fef603970e22dc1010fd2b18aa0af834ef9e)] __-__ bugs when serialize union type (#1655) (*maxwelljin*)
- [[dc96e38a](https://github.com/jina-ai/docarray/commit/dc96e38a0446d36bb6c7d6f88a9209265032bb3c)] __-__ pass limit as integer (#1657) (*Joan Fontanals*)
- [[7e211a94](https://github.com/jina-ai/docarray/commit/7e211a940e4a390b059ee9de5acb4afa78c93909)] __-__ pass limit as integer (#1656) (*Joan Fontanals*)
- [[c3db7553](https://github.com/jina-ai/docarray/commit/c3db75538bb9d70e35b249100b6c9c7372804e4b)] __-__ update text search to match client&#39;s new sig (1654) (*Shukri*)
- [[4e7e262a](https://github.com/jina-ai/docarray/commit/4e7e262ab7394becab33cb688a066c6c62dae79c)] __-__ doc vec equality (#1641) (*Nikolas Pitsillos*)
- [[eae44954](https://github.com/jina-ai/docarray/commit/eae449542c41ef39b853fa1bd3d51ebd77f56e10)] __-__ default column config should be DBConfig and not RuntimeConfig (#1648) (*Joan Fontanals*)
- [[d13c8c45](https://github.com/jina-ai/docarray/commit/d13c8c450fadf4e5e3094a5b6c843e83c68734a4)] __-__ move default_column_config to DBConfig (*Joan Fontanals Martinez*)
- [[cd3efc6f](https://github.com/jina-ai/docarray/commit/cd3efc6fbe68f23d1b961ce95f6d62bb26dc8141)] __-__ summary of legacy document (*maxwelljin*)
- [[c13739b8](https://github.com/jina-ai/docarray/commit/c13739b80532fbcbb1b8257a5e21f08976af160b)] __-__ remove get documents method (*maxwelljin2*)
- [[7c807d4f](https://github.com/jina-ai/docarray/commit/7c807d4fa8224e1fa90548bbc5e2f44907031d80)] __-__ remove get all documents method (*maxwelljin2*)
- [[00794486](https://github.com/jina-ai/docarray/commit/00794486336b5bc7a852970b085e11d497de057f)] __-__ mypy issues (*maxwelljin2*)
- [[c8356813](https://github.com/jina-ai/docarray/commit/c8356813acc81c5b4ce591d9ce2345b713081b08)] __-__ protobuf (de)ser for docvec (#1639) (*Johannes Messner*)
- [[f36c6211](https://github.com/jina-ai/docarray/commit/f36c621104f64d4e88aeb6673e1a8ba34c3472d1)] __-__ find_and_filter for inmemory (#1642) (*Saba Sturua*)
- [[1abdfce0](https://github.com/jina-ai/docarray/commit/1abdfce0eca9230bc6f75759c6279f224be23ade)] __-__ legacy document issues (*maxwelljin2*)
- [[b856b0b3](https://github.com/jina-ai/docarray/commit/b856b0b3f4ccda505acc092bebecfaa00ac3fd83)] __-__ __qdrant__: working with external Qdrant collections #1630 (1632) (*Kacper Łukawski*)
- [[693f877d](https://github.com/jina-ai/docarray/commit/693f877d7e1e5921ec69e7dbb4a41f984a14d46d)] __-__ DocList and DocVec are now coerced to each other correctly (#1568) (*Aman Agarwal*)
- [[65afa9a1](https://github.com/jina-ai/docarray/commit/65afa9a14c6075238aeb95f62620c93ae46aa9ca)] __-__ fix update with tensors (#1628) (*Joan Fontanals*)

🧼 Code Refactoring

- [[69dc861b](https://github.com/jina-ai/docarray/commit/69dc861bf857c4f54d4ffc66da5160d570b4bb54)] __-__ implementation of InMemoryExactNNIndex follows DBConfig way (#1649) (*Joan Fontanals*)

📗 Documentation

- [[4e6bf49b](https://github.com/jina-ai/docarray/commit/4e6bf49b82daae82ed25d510dc6d22f9f2e5b473)] __-__ coming from langchain (#1660) (*Saba Sturua*)
- [[e870eb88](https://github.com/jina-ai/docarray/commit/e870eb8824624f4690edc9a976665d791c5d1135)] __-__ enhance DocVec section (#1658) (*maxwelljin*)
- [[eedd83ce](https://github.com/jina-ai/docarray/commit/eedd83ce249941493a23bc32fc862ba7353d732c)] __-__ qdrant in memory usage (#1634) (*Saba Sturua*)

🍹 Other Improvements

- [[dc7b681e](https://github.com/jina-ai/docarray/commit/dc7b681e1701f41fb500308fbcc154f8d09e3a1f)] __-__ upgrade version to 0.34.0 (#1664) (*Joan Fontanals*)
- [[deb892f1](https://github.com/jina-ai/docarray/commit/deb892f16200c1180c7a025a11a22f87d7006bec)] __-__ fix link on pypi (#1662) (*samsja*)
- [[7f91e217](https://github.com/jina-ai/docarray/commit/7f91e21737eacad0d4c7aaaec2445f5eaab3a7f7)] __-__ remove useless file (#1650) (*samsja*)
- [[67a328f4](https://github.com/jina-ai/docarray/commit/67a328f444777db1f36aa99dbf879e42bd28517a)] __-__ Revert &#34;fix: move default_column_config to DBConfig&34; (*Joan Fontanals Martinez*)
- [[adc48180](https://github.com/jina-ai/docarray/commit/adc481807ca02721952501479ce4f2b209c6e62c)] __-__ drop python 3.7 (#1644) (*samsja*)
- [[e66bf106](https://github.com/jina-ai/docarray/commit/e66bf1060cb020023948498df4f5266c3b23324d)] __-__ __version__: the next version will be 0.33.1 (*Jina Dev Bot*)

<a name=release-note-0-35-0></a>

> Release time: 2023-06-06 14:05:56



🙇 We'd like to thank all contributors for this new release! In particular,
Joan Fontanals, Saba Sturua, samsja, maxwelljin, Mohammad Kalim Akram, Jina Dev Bot, 🙇


🆕 New Features

- [[110f714f](https://github.com/jina-ai/docarray/commit/110f714fda40689c4c743bc825bd1e017a739d9d)] __-__ avoid stack embedding for every search (#1586) (*maxwelljin*)
- [[5e74fcca](https://github.com/jina-ai/docarray/commit/5e74fcca1ef0ef03f823b888b8585c3a0177144e)] __-__ tensor coersion (#1588) (*samsja*)

🐞 Bug fixes

- [[f7371b48](https://github.com/jina-ai/docarray/commit/f7371b48df7e93de4808a9cbfcf0c89420a12129)] __-__ filter limits (#1618) (*Saba Sturua*)
- [[6903c773](https://github.com/jina-ai/docarray/commit/6903c773490459a002fad2751dd3238b735e8d5e)] __-__ hnswlib must be able to search with limit more than num docs (#1611) (*Joan Fontanals*)
- [[e24be8d6](https://github.com/jina-ai/docarray/commit/e24be8d6eff48baef440d184171a0c2e3356d0bf)] __-__ allow update on HNSWLibIndex (#1604) (*Joan Fontanals*)
- [[3cef708c](https://github.com/jina-ai/docarray/commit/3cef708cce24aaa017fb2a5af5aed33bc029df09)] __-__ dynamically resize internal index to adapt to increasing number of docs (#1602) (*Joan Fontanals*)
- [[a5c90064](https://github.com/jina-ai/docarray/commit/a5c90064cb2da0120ee6bdfcec613ef8f1447596)] __-__ fix simple usage of HNSWLib (#1596) (*Joan Fontanals*)
- [[88414ce2](https://github.com/jina-ai/docarray/commit/88414ce25ec1808565f6f46d9051a08646f765b4)] __-__ fix InMemoryExactNN index initialization with nested DocList (#1582) (*Joan Fontanals*)
- [[5d0e24c9](https://github.com/jina-ai/docarray/commit/5d0e24c94457e04f3e902b6ecd33d4e607c7636e)] __-__ fix summary of Doc with list (#1595) (*Joan Fontanals*)
- [[f765d9f4](https://github.com/jina-ai/docarray/commit/f765d9f4f01089d0ab361cecd771efc97970ce92)] __-__ solve issues caused by issubclass (#1594) (*maxwelljin*)
- [[5ee87876](https://github.com/jina-ai/docarray/commit/5ee878763cbc35f95d26a0fc3842211d8add3e16)] __-__ make example payload a string and not bytes (#1587) (*Joan Fontanals*)

🧼 Code Refactoring

- [[f9e504ef](https://github.com/jina-ai/docarray/commit/f9e504efbc7229dd5d29d4fecef7f9d0bfb3dbc9)] __-__ minor changes in weaviate (#1621) (*Saba Sturua*)
- [[4eec5599](https://github.com/jina-ai/docarray/commit/4eec5599bf2905a191e4cc5614a1813e91f4c02f)] __-__ make AnyTensor a class (#1552) (*Mohammad Kalim Akram*)

📗 Documentation

- [[29c2d23a](https://github.com/jina-ai/docarray/commit/29c2d23a618704e9ed13108c754e09c6ef053a93)] __-__ add forward declaration steps to example to avoid pickling error (#1615) (*Joan Fontanals*)
- [[5e6bf755](https://github.com/jina-ai/docarray/commit/5e6bf7550bf2395244633c4a19b7d812b7d6fe9d)] __-__ fix n_dim to dim in docs (#1610) (*Joan Fontanals*)
- [[de8c654b](https://github.com/jina-ai/docarray/commit/de8c654bd2f4c5465943c974520021e39ff07ab4)] __-__ add in memory to documentation as list of supported vector index (#1607) (*Joan Fontanals*)
- [[1e41b5c5](https://github.com/jina-ai/docarray/commit/1e41b5c59e4f2c7d14de1619141ed35898bbc815)] __-__ add a tensor section to docs (#1576) (*samsja*)

🍹 Other Improvements

- [[68194f49](https://github.com/jina-ai/docarray/commit/68194f492a84ecfb61ffda1b669debe156a24a37)] __-__ update version to 0.33 (#1626) (*Joan Fontanals*)
- [[ac2e417e](https://github.com/jina-ai/docarray/commit/ac2e417e9fc23ac06ebed515de0b0688827c145a)] __-__ fix issue template (#1624) (*samsja*)
- [[e1777144](https://github.com/jina-ai/docarray/commit/e177714491caaa28dd1990db52ce3359416b8ab0)] __-__ add a better looking issue template (#1623) (*samsja*)
- [[692584d6](https://github.com/jina-ai/docarray/commit/692584d6b8a2b9c1f1d6a869ecf7a0114e7e6c5c)] __-__ simplify find batched (#1598) (*Joan Fontanals*)
- [[91350882](https://github.com/jina-ai/docarray/commit/91350882817cc6ed0f24aa02a6f14e7fe182fb9c)] __-__ __version__: the next version will be 0.32.2 (*Jina Dev Bot*)

<a name=release-note-0-34-0></a>

> Release time: 2023-05-26 14:50:34



🙇 We'd like to thank all contributors for this new release! In particular,
Joan Fontanals, maxwelljin, Johannes Messner, aman-exp-infy, Saba Sturua, Jina Dev Bot, 🙇


🆕 New Features

- [[8651e6e8](https://github.com/jina-ai/docarray/commit/8651e6e88cef3f66c6a6eeca0531e26e2b4ca18d)] __-__ logs added for es8 index (#1551) (*aman-exp-infy*)

🐞 Bug fixes

- [[5d41c13c](https://github.com/jina-ai/docarray/commit/5d41c13c96de299ac8035fd09d3bdd32dc518036)] __-__ fix None embedding exact nn search (#1575) (*Joan Fontanals*)
- [[7a7a83a5](https://github.com/jina-ai/docarray/commit/7a7a83a5d7526b8840e4b98c966cdbc635280bbc)] __-__ support list in document class (#1557) (1569) (*maxwelljin*)
- [[40549f4a](https://github.com/jina-ai/docarray/commit/40549f4aeacde1522fb6a3406c98b8dbd14e0858)] __-__ fix anydoc deserialization (#1571) (*Joan Fontanals*)
- [[44317570](https://github.com/jina-ai/docarray/commit/44317570395380bcdff8d7de9e815b42460f5b9c)] __-__ dict method for document view (#1559) (*Johannes Messner*)

🧼 Code Refactoring

- [[0bcc956d](https://github.com/jina-ai/docarray/commit/0bcc956da6d9d4971ee0b92f69fa776d7aae24f1)] __-__ uncaped tests as a nightly job (#1540) (*Saba Sturua*)

📗 Documentation

- [[0e6aa3b6](https://github.com/jina-ai/docarray/commit/0e6aa3b6f43d1762500af96b646e538af44be1b5)] __-__ update doc building guide (#1566) (*Johannes Messner*)
- [[a01a0554](https://github.com/jina-ai/docarray/commit/a01a05542d17264b8a164bec783633658deeedb8)] __-__ explain the state of doclist in fastapi (#1546) (*Johannes Messner*)

🍹 Other Improvements

- [[8a2e92a3](https://github.com/jina-ai/docarray/commit/8a2e92a3f94efc77d90e0747c246bdcf2ce72dfd)] __-__ update pyproject.toml (#1581) (*Joan Fontanals*)
- [[9b5cbeda](https://github.com/jina-ai/docarray/commit/9b5cbedaa43ea392b985e0ad293839523ce57030)] __-__ __version__: the next version will be 0.32.1 (*Jina Dev Bot*)

<a name=release-note-0-33-0></a>

> Release time: 2023-05-16 11:29:36



🙇 We'd like to thank all contributors for this new release! In particular,
samsja, Saba Sturua, Anne Yang, Zhaofeng Miao, Mohammad Kalim Akram, Kacper Łukawski, Joan Fontanals, Johannes Messner, IyadhKhalfallah, Jina Dev Bot, 🙇


🆕 New Features

- [[db4cc1a7](https://github.com/jina-ai/docarray/commit/db4cc1a770f29368683e6b2be094e4062972f3ca)] __-__ save and load inmemory index (#1534) (*Saba Sturua*)
- [[44977b75](https://github.com/jina-ai/docarray/commit/44977b75ee9c96a272637ebf21a14285b1c6aeab)] __-__ subindex for document index (#1428) (*Anne Yang*)
- [[096f6449](https://github.com/jina-ai/docarray/commit/096f644980e63391e3ca7bfc8486b877b181b07f)] __-__ search_field should be optional in hybrid text search (#1516) (*Anne Yang*)
- [[e9fc57af](https://github.com/jina-ai/docarray/commit/e9fc57af6b7fb0a70534971a8f6a2062be444f94)] __-__ openapi tensor shapes (#1510) (*Johannes Messner*)

🐞 Bug fixes

- [[2d3bcd2e](https://github.com/jina-ai/docarray/commit/2d3bcd2ef2886e938cd1d47a7cebb5bc5cb14b34)] __-__ check if filepath exists for inmemory index (#1537) (*Saba Sturua*)
- [[1f2dcea6](https://github.com/jina-ai/docarray/commit/1f2dcea6e91140de9dc84b251604197dfbae4e53)] __-__ add empty judgement to index search (#1533) (*Anne Yang*)
- [[8dd050f5](https://github.com/jina-ai/docarray/commit/8dd050f554f44f0f79aa5b8ce19948848940a283)] __-__ detach the torch tensors (#1526) (*Mohammad Kalim Akram*)
- [[bfebad6b](https://github.com/jina-ai/docarray/commit/bfebad6be30acd24bd4b9ff92c30522fc803c87c)] __-__ DocVec display (#1522) (*Anne Yang*)
- [[cdde136c](https://github.com/jina-ai/docarray/commit/cdde136c8002a9a114945648e6d4e135b15a14cd)] __-__ docs link (#1518) (*IyadhKhalfallah*)

📗 Documentation

- [[02afeb9f](https://github.com/jina-ai/docarray/commit/02afeb9f6be25406beb2f6480fde8954729a272b)] __-__ __store_jac__: remove wrong info (#1531) (*Zhaofeng Miao*)
- [[bc7f7253](https://github.com/jina-ai/docarray/commit/bc7f72533cbe2af18fd99ea2bfe393ec4157e2de)] __-__ fix link to documentation in readme (#1525) (*Joan Fontanals*)
- [[0ef6772d](https://github.com/jina-ai/docarray/commit/0ef6772d35e2a4747e0fd7c39384424a79f8ec62)] __-__ flatten structure (#1520) (*Johannes Messner*)

🍹 Other Improvements

- [[9657d6fb](https://github.com/jina-ai/docarray/commit/9657d6fbd69cc0f3686da9b056989fe8ce23cd00)] __-__ bump to 0.32.0 (#1541) (*samsja*)
- [[9705431b](https://github.com/jina-ai/docarray/commit/9705431b8937a090924fe875f5550dc926802315)] __-__ Add more Qdrant examples (#1527) (*Kacper Łukawski*)
- [[445a72fa](https://github.com/jina-ai/docarray/commit/445a72fa2a32c30de801f4d3203866d85de23990)] __-__ add protobuf in the hnsw extra (#1524) (*Saba Sturua*)
- [[20fdcd27](https://github.com/jina-ai/docarray/commit/20fdcd27b786f7fea9ab4bc4ee5bbbd244ba66f0)] __-__ __version__: the next version will be 0.31.2 (*Jina Dev Bot*)

<a name=release-note-0-32-1></a>