🙇 We'd like to thank all contributors for this new release! In partic…

…ular,

 samsja,  Jina Dev Bot,  🙇

 - [[```302b49a9```](docarray@302b49a)] __-__ json and dict when calling empty doclist (docarray#1512) (*samsja*)

 - [[```ebecff85```](docarray@ebecff8)] __-__ remove useless step in json encoder (docarray#1513) (*samsja*)

 - [[```8c7eb95f```](docarray@8c7eb95)] __-__ bump version (docarray#1514) (*samsja*)
 - [[```94cccbb5```](docarray@94cccbb)] __-__ fix cd for documentation (docarray#1509) (*samsja*)
 - [[```04b930f4```](docarray@04b930f)] __-__ __version__: the next version will be 0.31.1 (*Jina Dev Bot*)

🙇 We'd like to thank all contributors for this new release! In partic…

…ular,

 samsja,  Joan Fontanals,  Charlotte Gerhaher,  Carren,  Aman Agarwal,  カレン,  Johannes Messner,  Alex Cureton-Griffiths,  Anne Yang,  Yanlong Wang,  Scott Martens,  Jina Dev Bot,  🙇

 - [[```eb693183```](docarray@eb69318)] __-__ index or collection name will default to doc-type name (docarray#1486) (*Joan Fontanals*)
 - [[```c4c4b9f8```](docarray@c4c4b9f)] __-__ add to_json alias (docarray#1494) (*Joan Fontanals*)
 - [[```b3649b4b```](docarray@b3649b4)] __-__ make DocList an actual Python List (docarray#1457) (*Joan Fontanals*)
 - [[```a25d1ae2```](docarray@a25d1ae)] __-__ store as json-array (docarray#1459) (*Carren*)
 - [[```f65e0231```](docarray@f65e023)] __-__ add in-memory doc index (docarray#1441) (*Charlotte Gerhaher*)
 - [[```83e73847```](docarray@83e7384)] __-__ add config to load more field that the schema (docarray#1437) (*samsja*)
 - [[```9bf0512a```](docarray@9bf0512)] __-__ add len into DocIndex (docarray#1454) (*カレン*)
 - [[```2382ced9```](docarray@2382ced)] __-__ add google analytics (docarray#1432) (*samsja*)
 - [[```4fac9a88```](docarray@4fac9a8)] __-__ add install instructions for hnswlib and elastic doc index (docarray#1431) (*Charlotte Gerhaher*)
 - [[```53304cef```](docarray@53304ce)] __-__ point to older versions when importing Document or DocumentArray (docarray#1422) (*Charlotte Gerhaher*)

 - [[```67c7e6d5```](docarray@67c7e6d)] __-__ fix nested doc to json (docarray#1502) (*samsja*)
 - [[```f5f692d8```](docarray@f5f692d)] __-__ fix extend with itself infinite recursion (docarray#1493) (*Joan Fontanals*)
 - [[```b77df16b```](docarray@b77df16)] __-__ allow doclist to have nested optional document (docarray#1472) (*samsja*)
 - [[```e37a59e8```](docarray@e37a59e)] __-__ fix to dict exclude (docarray#1481) (*samsja*)
 - [[```baaf5cba```](docarray@baaf5cb)] __-__ use `pd.concat()` instead `df.append()` in `to_dataframe()` to avoid warning (docarray#1478) (*Charlotte Gerhaher*)
 - [[```deb81b93```](docarray@deb81b9)] __-__ fix equal of BaseDoc with nested DocList (docarray#1477) (*samsja*)
 - [[```d497cba4```](docarray@d497cba)] __-__ return doclist of same type as input index in find and findbatched (docarray#1470) (*Charlotte Gerhaher*)
 - [[```815ba889```](docarray@815ba88)] __-__ from proto for nested List and Dict (docarray#1471) (*samsja*)
 - [[```9cfe2a6d```](docarray@9cfe2a6)] __-__ raise error when calling to csv or to dataframe on non homegenou… (docarray#1467) (*samsja*)
 - [[```0ed8523e```](docarray@0ed8523)] __-__ len check in doc index logger if docs isinstance of BaseDoc (docarray#1465) (*Charlotte Gerhaher*)
 - [[```7febaca0```](docarray@7febaca)] __-__ add logs to elasticsearch index  (docarray#1427) (*Aman Agarwal*)
 - [[```77c9d7bc```](docarray@77c9d7b)] __-__ docindex urls (docarray#1433) (*Alex Cureton-Griffiths*)
 - [[```52960981```](docarray@5296098)] __-__ torch tensor with grad to numpy (docarray#1429) (*Johannes Messner*)
 - [[```0c73ad83```](docarray@0c73ad8)] __-__ passes max_element when load index in hnswlib (docarray#1426) (*Anne Yang*)
 - [[```bf2e50c2```](docarray@bf2e50c)] __-__ binary format version bump (docarray#1414) (*Yanlong Wang*)
 - [[```f67508ad```](docarray@f67508a)] __-__ save index during creation for hnswlib (docarray#1424) (*Anne Yang*)
 - [[```98dfe69e```](docarray@98dfe69)] __-__ install commands after removing of common (docarray#1421) (*Charlotte Gerhaher*)
 - [[```427d2a77```](docarray@427d2a7)] __-__ skip push pull (docarray#1405) (*samsja*)

 - [[```7ba430ce```](docarray@7ba430c)] __-__ rename InMemoryDocIndex to InMemoryExactNNIndex (docarray#1466) (*Charlotte Gerhaher*)

 - [[```091b1802```](docarray@091b180)] __-__ change cosine similarity to distance for hnswlib doc index (docarray#1476) (*Charlotte Gerhaher*)
 - [[```a76cc615```](docarray@a76cc61)] __-__ fix fastapi (docarray#1453) (*samsja*)
 - [[```a36522ce```](docarray@a36522c)] __-__ fix typos (docarray#1436) (*Johannes Messner*)
 - [[```fad1290e```](docarray@fad1290)] __-__ index predefined documents (docarray#1434) (*Johannes Messner*)
 - [[```ade63830```](docarray@ade6383)] __-__ __storage__: proofread (docarray#1423) (*Alex Cureton-Griffiths*)
 - [[```3eb7511f```](docarray@3eb7511)] __-__ __contributing__: basic fixes (docarray#1418) (*Alex Cureton-Griffiths*)
 - [[```70924065```](docarray@7092406)] __-__ clean up data types section (docarray#1412) (*Charlotte Gerhaher*)
 - [[```ef527c58```](docarray@ef527c5)] __-__ consistent wording (docarray#1419) (*Alex Cureton-Griffiths*)
 - [[```cdcdcf3e```](docarray@cdcdcf3)] __-__ __migration-guide__: fix issues (docarray#1417) (*Alex Cureton-Griffiths*)
 - [[```4e04c069```](docarray@4e04c06)] __-__ fix README.md (docarray#1411) (*Scott Martens*)
 - [[```176fd36f```](docarray@176fd36)] __-__ remove duplicate api reference section (docarray#1408) (*Johannes Messner*)

 - [[```2d426df6```](docarray@2d426df)] __-__ try to get jac tests back up (docarray#1485) (*Joan Fontanals*)

 - [[```d1f13d68```](docarray@d1f13d6)] __-__ remove file (docarray#1499) (*samsja*)
 - [[```c9d0f719```](docarray@c9d0f71)] __-__ ci fix jac by passing secret to workflow (docarray#1492) (*samsja*)
 - [[```ca6c0e22```](docarray@ca6c0e2)] __-__ add seperate jac ci (docarray#1487) (*samsja*)
 - [[```8df9e7f3```](docarray@8df9e7f)] __-__ bump version to 0.31.0 (docarray#1458) (*samsja*)
 - [[```46e55f98```](docarray@46e55f9)] __-__ use temp file for docs build action (docarray#1416) (*samsja*)
 - [[```fb796680```](docarray@fb79668)] __-__ fix cd docs, readme and release  (docarray#1413) (*samsja*)
 - [[```ce89d5b7```](docarray@ce89d5b)] __-__ bump pyproject version (docarray#1415) (*samsja*)
 - [[```e6b3700d```](docarray@e6b3700)] __-__ __version__: the next version will be 0.30.1 (*Jina Dev Bot*)
 - [[```56e11a3c```](docarray@56e11a3)] __-__ install poetry during release (docarray#1404) (*samsja*)

🙇 We'd like to thank all contributors for this new release! In partic…

…ular,

 samsja,  Charlotte Gerhaher,  Alex Cureton-Griffiths,  Nan Wang,  Anne Yang,  Johannes Messner,  Nikolas Pitsillos,  Kacper Łukawski,  Shukri,  Saba Sturua,  Aman Agarwal,  Aziz Belaweid,  Jackmin801,  AlaeddineAbdessalem,  Tanguy Abel,  Joan Fontanals,  Jina Dev Bot,  🙇

 - [[```2ea0acd7```](docarray@2ea0acd)] __-__ qdrant document index (docarray#1321) (*Kacper Łukawski*)
 - [[```046c8deb```](docarray@046c8de)] __-__ weaviate document index V2! (docarray#1367) (*Shukri*)
 - [[```bd41ce64```](docarray@bd41ce6)] __-__ elasticsearch(v8) document index  (docarray#1251) (*Anne Yang*)
 - [[```95c1eca3```](docarray@95c1eca)] __-__ read from remote csv file (docarray#1362) (*Charlotte Gerhaher*)
 - [[```444fb40a```](docarray@444fb40)] __-__ add validate search fields (docarray#1331) (*Saba Sturua*)
 - [[```02d66ed5```](docarray@02d66ed)] __-__ save image tensor to file (docarray#1335) (*Charlotte Gerhaher*)
 - [[```9b03d290```](docarray@9b03d29)] __-__ implement document equality (docarray#1329) (*Saba Sturua*)
 - [[```4e754567```](docarray@4e75456)] __-__ add pil load (docarray#1322) (*samsja*)
 - [[```90633c88```](docarray@90633c8)] __-__ docarray fastapi simple integration (docarray#1320) (*Saba Sturua*)
 - [[```d4277544```](docarray@d427754)] __-__ torch backend basic operation tests (docarray#1306) (*Aman Agarwal*)
 - [[```a002bca2```](docarray@a002bca)] __-__ elasticsearch document index (docarray#1196) (*Anne Yang*)
 - [[```6cd05f8b```](docarray@6cd05f8)] __-__ implement push/pull interface from JAC, file and s3 (docarray#1182) (*Jackmin801*)
 - [[```081a03f8```](docarray@081a03f)] __-__ __test__: DocumentArray method tests similar to list methods like reverse, sort, remove, pop (docarray#1291) (*Aman Agarwal*)
 - [[```70fa4fa7```](docarray@70fa4fa)] __-__ create documents from dict (docarray#1283) (*Saba Sturua*)
 - [[```11d013e8```](docarray@11d013e)] __-__ add `get_paths()` instead of v1 `from_files()` (docarray#1267) (*Charlotte Gerhaher*)
 - [[```38ee3a55```](docarray@38ee3a5)] __-__ add minimal logger (docarray#1254) (*Saba Sturua*)
 - [[```e2c9b646```](docarray@e2c9b64)] __-__ __index__: index data with union types (docarray#1220) (*Johannes Messner*)
 - [[```d8d36d77```](docarray@d8d36d7)] __-__ ad user defined mapping for python type to db type (docarray#1252) (*Charlotte Gerhaher*)
 - [[```ed4058cd```](docarray@ed4058c)] __-__ shift to mkdocs (docarray#1244) (*samsja*)

 - [[```f1d3ffd3```](docarray@f1d3ffd)] __-__ ingore push pull test (docarray#1403) (*samsja*)
 - [[```c45e3497```](docarray@c45e349)] __-__ fix push pull (docarray#1384) (*samsja*)
 - [[```b13b869a```](docarray@b13b869)] __-__ needs succes all test before pushing to pypi prelease (docarray#1388) (*samsja*)
 - [[```b2586e83```](docarray@b2586e8)] __-__ add back cd from v1 (docarray#1387) (*samsja*)
 - [[```8090d659```](docarray@8090d65)] __-__ add import checks and add weaviate doc index to index init (docarray#1383) (*Charlotte Gerhaher*)
 - [[```f577fcb2```](docarray@f577fcb)] __-__ fix install (docarray#1382) (*samsja*)
 - [[```7956a7c2```](docarray@7956a7c)] __-__ default dims=-1 for elastic index (docarray#1368) (*Anne Yang*)
 - [[```7b472490```](docarray@7b47249)] __-__ adjust remote file path in test and add toydata (docarray#1364) (*Charlotte Gerhaher*)
 - [[```760c106f```](docarray@760c106)] __-__ DocArrayStack to DocVec in docstrings (docarray#1347) (*Aman Agarwal*)
 - [[```4d9ff9d6```](docarray@4d9ff9d)] __-__ in `.to_bytes()` return type specific bytes (docarray#1341) (*Charlotte Gerhaher*)
 - [[```996f65f0```](docarray@996f65f)] __-__ fix type in es test (docarray#1338) (*samsja*)
 - [[```9b7c3e22```](docarray@9b7c3e2)] __-__ return audio, image specific types in `.load()` and `.load_bytes()` (docarray#1328) (*Charlotte Gerhaher*)
 - [[```9e03f082```](docarray@9e03f08)] __-__ mark es test as index (docarray#1314) (*samsja*)
 - [[```d73dc793```](docarray@d73dc79)] __-__ flatten schema of abstract index (docarray#1294) (*Anne Yang*)
 - [[```842664f8```](docarray@842664f)] __-__ remove files (docarray#1305) (*samsja*)
 - [[```2602472d```](docarray@2602472)] __-__ docstring polish typing (docarray#1299) (*samsja*)
 - [[```d86858d4```](docarray@d86858d)] __-__ rename DocArrayProto to DocumentArrayProto (docarray#1297) (*samsja*)
 - [[```89c2a0a9```](docarray@89c2a0a)] __-__ hnswlib doc index (docarray#1277) (*Johannes Messner*)
 - [[```d0656f97```](docarray@d0656f9)] __-__ add int, float and others to doc summary (docarray#1287) (*Charlotte Gerhaher*)
 - [[```33641271```](docarray@3364127)] __-__ proto ser and deser for nested tuple/dict/list (docarray#1278) (*samsja*)
 - [[```df6dc0bd```](docarray@df6dc0b)] __-__ doc summary for dict and set attributes (docarray#1279) (*Charlotte Gerhaher*)
 - [[```2af14cdf```](docarray@2af14cd)] __-__ bytes type in `TextDoc` and `VideoDoc` (docarray#1270) (*Charlotte Gerhaher*)
 - [[```17892890```](docarray@1789289)] __-__ disable pycharm da property detection (docarray#1262) (*Charlotte Gerhaher*)
 - [[```32b3191d```](docarray@32b3191)] __-__ move test to integration test (docarray#1260) (*samsja*)
 - [[```baebc194```](docarray@baebc19)] __-__ up arrow emoji display in readme on docarray.org (docarray#1034) (*Alex Cureton-Griffiths*)
 - [[```d594570f```](docarray@d594570)] __-__ __install docs__: consistency, grammar (docarray#1028) (*Alex Cureton-Griffiths*)

 - [[```fc1af117```](docarray@fc1af11)] __-__ change return type of find batched (docarray#1339) (*Nikolas Pitsillos*)
 - [[```c48d6c04```](docarray@c48d6c0)] __-__ rename stack (docarray#1376) (*samsja*)
 - [[```18ad2eab```](docarray@18ad2ea)] __-__ rename from_pandas to from_dataframe (docarray#1358) (*samsja*)
 - [[```dffb227f```](docarray@dffb227)] __-__ remove warning, align naming (docarray#1337) (*Johannes Messner*)
 - [[```a74b3bb4```](docarray@a74b3bb)] __-__ rename DocArray to DocList (docarray#1334) (*samsja*)
 - [[```221b440c```](docarray@221b440)] __-__ remove url validation (docarray#1333) (*Saba Sturua*)
 - [[```69c7a77e```](docarray@69c7a77)] __-__ map_docs_batch to map_docs_batched (docarray#1312) (*Charlotte Gerhaher*)
 - [[```d231f38a```](docarray@d231f38)] __-__ rename `Document` to `Doc` (docarray#1293) (*samsja*)
 - [[```b029b5e6```](docarray@b029b5e)] __-__ bytes to bytes_ in predefined documents (docarray#1273) (*Charlotte Gerhaher*)
 - [[```64532dd8```](docarray@64532dd)] __-__ __da__: remove tensor type from `DocumentArray` init (docarray#1268) (*samsja*)
 - [[```6707f4c9```](docarray@6707f4c)] __-__ doc index structure (docarray#1266) (*Saba Sturua*)
 - [[```d9d7bd78```](docarray@d9d7bd7)] __-__ rename filter to filter_docs to avoid shadowing of filtern (docarray#1257) (*Charlotte Gerhaher*)

 - [[```21da4625```](docarray@21da462)] __-__ add migration guide (docarray#1398) (*Charlotte Gerhaher*)
 - [[```5729a62a```](docarray@5729a62)] __-__ polish docs (docarray#1400) (*samsja*)
 - [[```0872b6b9```](docarray@0872b6b)] __-__ final round of fixes (docarray#1401) (*Alex Cureton-Griffiths*)
 - [[```2a02635e```](docarray@2a02635)] __-__ document index (docarray#1346) (*Nan Wang*)
 - [[```091004b1```](docarray@091004b)] __-__ fix style in collapsible box (docarray#1396) (*Anne Yang*)
 - [[```baa3cbc3```](docarray@baa3cbc)] __-__ resolve todos and incomplete sections and missing links (docarray#1394) (*Charlotte Gerhaher*)
 - [[```ce3fb6ee```](docarray@ce3fb6e)] __-__ fix doc store code snippet in README.md (docarray#1389) (*Charlotte Gerhaher*)
 - [[```85d41ef6```](docarray@85d41ef)] __-__ fix represent, intro (docarray#1390) (*Alex Cureton-Griffiths*)
 - [[```df126173```](docarray@df12617)] __-__ adjust file paths to main branch (docarray#1385) (*Charlotte Gerhaher*)
 - [[```dba02b3e```](docarray@dba02b3)] __-__ check docstrings and clean up (docarray#1373) (*Charlotte Gerhaher*)
 - [[```42523c7b```](docarray@42523c7)] __-__ tweak the readme (docarray#1372) (*Johannes Messner*)
 - [[```13c97fe1```](docarray@13c97fe)] __-__ add storing with file (docarray#1348) (*Nan Wang*)
 - [[```6c45d4b1```](docarray@6c45d4b)] __-__ add missing links and clean up (docarray#1370) (*Charlotte Gerhaher*)
 - [[```18f2a3f9```](docarray@18f2a3f)] __-__ add sending section (docarray#1350) (*Nan Wang*)
 - [[```f5b0ea32```](docarray@f5b0ea3)] __-__ __menu__: consistency, wording fixes (docarray#1363) (*Alex Cureton-Griffiths*)
 - [[```9a13f93c```](docarray@9a13f93)] __-__ fastapi integration section (docarray#1326) (*Saba Sturua*)
 - [[```b8f178ee```](docarray@b8f178e)] __-__ multi modalities (docarray#1317) (*Charlotte Gerhaher*)
 - [[```2f711438```](docarray@2f71143)] __-__ add DocList and DocVec section (docarray#1343) (*samsja*)
 - [[```f1bb4e4b```](docarray@f1bb4e4)] __-__ rewrite readme (docarray#1340) (*Johannes Messner*)
 - [[```0e18796f```](docarray@0e18796)] __-__ add torch and tf tensors to `Api references` section (docarray#1345) (*Charlotte Gerhaher*)
 - [[```a6f04fbb```](docarray@a6f04fb)] __-__ add audio2text showcase (docarray#1336) (*Aziz Belaweid*)
 - [[```c0718e57```](docarray@c0718e5)] __-__ add user guide (docarray#1292) (*samsja*)
 - [[```2aa7727b```](docarray@2aa7727)] __-__ fix map docstring (docarray#1311) (*samsja*)
 - [[```f3948bd3```](docarray@f3948bd)] __-__ fix docstring example of find_batched (docarray#1308) (*Johannes Messner*)
 - [[```4cba12fc```](docarray@4cba12f)] __-__ add utils section (docarray#1307) (*samsja*)
 - [[```9728bd5b```](docarray@9728bd5)] __-__ fix up english (docarray#1285) (*Alex Cureton-Griffiths*)
 - [[```a92c89b1```](docarray@a92c89b)] __-__ add explanation about id field (docarray#1242) (*Johannes Messner*)
 - [[```9c95f3ad```](docarray@9c95f3a)] __-__ remove docsqa (docarray#1214) (*AlaeddineAbdessalem*)
 - [[```13c8f149```](docarray@13c8f14)] __-__ fix opensearch docker compose yaml file (docarray#997) (*AlaeddineAbdessalem*)
 - [[```1fec2c24```](docarray@1fec2c2)] __-__ fixes for graphql, torch pages (docarray#1205) (*Alex Cureton-Griffiths*)
 - [[```5de8fd45```](docarray@5de8fd4)] __-__ fix small typo in pull (docarray#1158) (*Jackmin801*)
 - [[```fb72abd2```](docarray@fb72abd)] __-__ remove mention about future support for big data loading (docarray#1118) (*Tanguy Abel*)
 - [[```34403f7c```](docarray@34403f7)] __-__ fix urls to docs.docarray.org (docarray#1101) (*Alex Cureton-Griffiths*)
 - [[```dda41063```](docarray@dda4106)] __-__ scipy install (docarray#1086) (*Johannes Messner*)
 - [[```0a2b2736```](docarray@0a2b273)] __-__ remove ecosystem from docs (docarray#1092) (*Joan Fontanals*)
 - [[```5beeaaa7```](docarray@5beeaaa)] __-__ add calendar link to readme (docarray#1060) (*Johannes Messner*)

 - [[```56e11a3c```](docarray@56e11a3)] __-__ install poetry during release (docarray#1404) (*samsja*)
 - [[```aa346385```](docarray@aa34638)] __-__ add release template (docarray#1402) (*samsja*)
 - [[```a32e8e59```](docarray@a32e8e5)] __-__ fix install (docarray#1399) (*samsja*)
 - [[```2452c72f```](docarray@2452c72)] __-__ fix update of pyproject toml version (docarray#1395) (*samsja*)
 - [[```3ab98f89```](docarray@3ab98f8)] __-__ fix ci to do pre-release (docarray#1393) (*samsja*)
 - [[```30dee5a8```](docarray@30dee5a)] __-__ fix cd not running (docarray#1392) (*samsja*)
 - [[```570577dc```](docarray@570577d)] __-__ fix readme (docarray#1386) (*samsja*)
 - [[```aef8b626```](docarray@aef8b62)] __-__ make weaviate dependency optional (docarray#1381) (*Johannes Messner*)
 - [[```6e9510e6```](docarray@6e9510e)] __-__ fix logo readme (docarray#1380) (*samsja*)
 - [[```dbf2bba3```](docarray@dbf2bba)] __-__ prepare to merge to main branch (docarray#1377) (*samsja*)
 - [[```0f94d1a5```](docarray@0f94d1a)] __-__ ci use different worker for each DocIndex (docarray#1375) (*samsja*)
 - [[```fb6b02bc```](docarray@fb6b02b)] __-__ fix mypy (docarray#1371) (*samsja*)
 - [[```3f739aef```](docarray@3f739ae)] __-__ add instructions to pip installs and group extras (docarray#1281) (*Charlotte Gerhaher*)
 - [[```d5e87cd7```](docarray@d5e87cd)] __-__ add docstring test (docarray#1298) (*samsja*)
 - [[```5d48be80```](docarray@5d48be8)] __-__ __docs__: add ci and fix docs ui (docarray#1295) (*samsja*)
 - [[```bd34acd8```](docarray@bd34acd)] __-__ __version__: the next version will be 0.21.1 (*Jina Dev Bot*)
 - [[```ca2973f0```](docarray@ca2973f)] __-__ bump version (docarray#1023) (*Johannes Messner*)

chore: fix version num (docarray#1151)

Signed-off-by: samsja <[email protected]>

chore: bump version (docarray#1036)

Signed-off-by: Sami Jaghouar <[email protected]>

Signed-off-by: Sami Jaghouar <[email protected]>

docs: add pytorch training notebook (docarray#1011)

* docs: add tutorials notebook as md

Signed-off-by: Sami Jaghouar <[email protected]>

* chore: update readme

Signed-off-by: Sami Jaghouar <[email protected]>

* docs: aply j suggestion

Signed-off-by: Sami Jaghouar <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* Update docs/tutorials/mutlimodal_training_and_serving.md

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* chore: add from pytorch to the readme

Signed-off-by: Sami Jaghouar <[email protected]>

* chore: fix type gint readme

Signed-off-by: Sami Jaghouar <[email protected]>

* feat: update notebook

Signed-off-by: Sami Jaghouar <[email protected]>

* feat: apply johannes suggestion

Co-authored-by: Johannes Messner <[email protected]>
Signed-off-by: samsja <[email protected]>

* feat: apply johanes suggestion

Signed-off-by: Sami Jaghouar <[email protected]>

* docs: add more text to the notebook

Signed-off-by: Johannes Messner <[email protected]>

* docs: update notebook

Signed-off-by: Sami Jaghouar <[email protected]>

* chore: update readme with shape

Signed-off-by: Sami Jaghouar <[email protected]>

* docs: fix title tuto

Signed-off-by: Sami Jaghouar <[email protected]>

* chore: reamde fix shape stuff

Signed-off-by: Sami Jaghouar <[email protected]>

* chore: fix python block

Signed-off-by: Sami Jaghouar <[email protected]>

Signed-off-by: Sami Jaghouar <[email protected]>
Signed-off-by: samsja <[email protected]>
Signed-off-by: Johannes Messner <[email protected]>
Co-authored-by: Johannes Messner <[email protected]>
Co-authored-by: Johannes Messner <[email protected]>

🙇 We'd like to thank all contributors for this new release! In partic…

…ular,

 Johannes Messner,  Charlotte Gerhaher,  samsja,  AlaeddineAbdessalem,  Anne Yang,  Han Xiao,  Michael Günther,  Alex Cureton-Griffiths,  Alvin Prayuda,  Jay Bhambhani,  Marco Luca Sbodio,  Jina Dev Bot,  🙇

 - [[```3e7f5149```](docarray@3e7f514)] __-__ add color to point cloud display (docarray#961) (*Charlotte Gerhaher*)
 - [[```7d998f16```](docarray@7d998f1)] __-__ add language attribute to RedisConfig (docarray#953) (*Anne Yang*)
 - [[```6ec0cf51```](docarray@6ec0cf5)] __-__ opensearch integration (docarray#853) (*Jay Bhambhani*)

 - [[```a9247095```](docarray@a924709)] __-__ doc from dataclass with list (docarray#1018) (*Charlotte Gerhaher*)
 - [[```18dd57f0```](docarray@18dd57f)] __-__ value extraction of point cloud colors enum in display (docarray#995) (*Charlotte Gerhaher*)
 - [[```a1f4a43f```](docarray@a1f4a43)] __-__ replace newline with whitespace to fix display in plot embeddings (docarray#963) (*Charlotte Gerhaher*)
 - [[```14433761```](docarray@1443376)] __-__ unwanted coercion in to_pydantic_model (docarray#949) (*Johannes Messner*)
 - [[```67d2b7cc```](docarray@67d2b7c)] __-__ calculate relevant docs on index instead of queries (docarray#950) (*Michael Günther*)
 - [[```4cde8c86```](docarray@4cde8c8)] __-__ remove broken link (docarray#937) (*samsja*)
 - [[```6bbcde82```](docarray@6bbcde8)] __-__ remove offset index create on list like false (docarray#936) (*Alvin Prayuda*)
 - [[```a5a6778a```](docarray@a5a6778)] __-__ add support for remote audio files (docarray#933) (*Charlotte Gerhaher*)
 - [[```35f68f9e```](docarray@35f68f9)] __-__ query operator $exists does not work correctly with tags (docarray#911) (docarray#923) (*Marco Luca Sbodio*)

 - [[```26e072cf```](docarray@26e072c)] __-__ link to v2 in the readme (docarray#1021) (*Johannes Messner*)
 - [[```8c1770f6```](docarray@8c1770f)] __-__ link to discord (docarray#1010) (*Johannes Messner*)
 - [[```7cf4056a```](docarray@7cf4056)] __-__ have less versions to avoid deployment timeout (docarray#977) (*AlaeddineAbdessalem*)
 - [[```12d41faf```](docarray@12d41fa)] __-__ fix data management section not appearing in documentation (docarray#967) (*AlaeddineAbdessalem*)
 - [[```b18f5da4```](docarray@b18f5da)] __-__ link to opensearch docs in sidebar (docarray#960) (*AlaeddineAbdessalem*)
 - [[```ceb16ec3```](docarray@ceb16ec)] __-__ multimodal to datatypes (docarray#934) (*Alex Cureton-Griffiths*)

 - [[```3940c5b0```](docarray@3940c5b)] __-__ fix evaluate tests (docarray#1014) (*Johannes Messner*)
 - [[```8895320d```](docarray@8895320)] __-__ remove doc stores from eval tests (docarray#1013) (*Johannes Messner*)
 - [[```a5493e97```](docarray@a5493e9)] __-__ stabalize milvus (docarray#1012) (*Johannes Messner*)
 - [[```7de23e66```](docarray@7de23e6)] __-__ increase docs deploy timeout (docarray#968) (*AlaeddineAbdessalem*)

 - [[```ca2973f0```](docarray@ca2973f)] __-__ bump version (docarray#1023) (*Johannes Messner*)
 - [[```6f805cd9```](docarray@6f805cd)] __-__ Debug ci (docarray#1002) (*Johannes Messner*)
 - [[```e812ec99```](docarray@e812ec9)] __-__ __ci__: hide hubble import (docarray#1001) (*samsja*)
 - [[```19e90bbd```](docarray@19e90bb)] __-__ update gov with tsc menbers (docarray#964) (*samsja*)
 - [[```60d12385```](docarray@60d1238)] __-__ fix readme (*Han Xiao*)
 - [[```ed690c89```](docarray@ed690c8)] __-__ add different python version to ci (docarray#935) (*samsja*)
 - [[```622e33fd```](docarray@622e33f)] __-__ __version__: the next version will be 0.20.2 (*Jina Dev Bot*)

🙇 We'd like to thank all contributors for this new release! In partic…

…ular,

 Alex Cureton-Griffiths,  Nan Wang,  anna-charlotte,  Anne Yang,  Jina Dev Bot,  🙇

 - [[```d9e5b26a```](docarray@d9e5b26)] __-__ add multiple connections to milvus (docarray#904) (*anna-charlotte*)
 - [[```07cb522b```](docarray@07cb522)] __-__ backwards compatibility for _is_subindex (docarray#903) (*Anne Yang*)

 - [[```59606d8b```](docarray@59606d8)] __-__ polish throughout (docarray#895) (*Alex Cureton-Griffiths*)

 - [[```245d8329```](docarray@245d832)] __-__ rename license to be consist with lfai standards (docarray#921) (*Nan Wang*)
 - [[```a9edde28```](docarray@a9edde2)] __-__ __version__: the next version will be 0.20.1 (*Jina Dev Bot*)

🙇 We'd like to thank all contributors for this new release! In partic…

…ular,

 samsja,  Anne Yang,  Alex Cureton-Griffiths,  anna-charlotte,  Johannes Messner,  Nan Wang,  Delgermurun,  Michael Günther,  dong xiang,  coolmian,  Joan Fontanals,  AlaeddineAbdessalem,  Jina Dev Bot,  🙇

 - [[```30cc6527```](docarray@30cc652)] __-__ support filtering based on text keywords for qdrant (docarray#849) (*Anne Yang*)
 - [[```f7aaba40```](docarray@f7aaba4)] __-__ add exclude fields metas parameter (docarray#891) (*anna-charlotte*)
 - [[```e087dfaa```](docarray@e087dfa)] __-__ store key frame indices when loading video tensor from uri (docarray#880) (*anna-charlotte*)
 - [[```8a4224d8```](docarray@8a4224d)] __-__ add max_rel_per_label to support recall for labeled data (docarray#826) (*Michael Günther*)
 - [[```7a5b0bf1```](docarray@7a5b0bf)] __-__ store distance scores in scores dict (docarray#873) (*anna-charlotte*)
 - [[```86c4cd4b```](docarray@86c4cd4)] __-__ update issue templates (*samsja*)
 - [[```ecf5d23b```](docarray@ecf5d23)] __-__ support root_id for storage backends (docarray#808) (*Anne Yang*)
 - [[```8ceff1e6```](docarray@8ceff1e)] __-__ add support to load multi page tiff files into chunks (docarray#845) (*anna-charlotte*)
 - [[```e2d4d19b```](docarray@e2d4d19)] __-__ milvus document store (docarray#587) (*Johannes Messner*)
 - [[```227b2e5f```](docarray@227b2e5)] __-__ add rgbd representation of 3d mesh (docarray#753) (*anna-charlotte*)

 - [[```83d1bc55```](docarray@83d1bc5)] __-__ native milvus len (docarray#885) (*Johannes Messner*)
 - [[```59db0ff1```](docarray@59db0ff)] __-__ remove cosine similarity field with false assignment (docarray#835) (*anna-charlotte*)
 - [[```52a07c0d```](docarray@52a07c0)] __-__ pull docarray with username/da-name format (docarray#856) (*Delgermurun*)
 - [[```67209b89```](docarray@67209b8)] __-__ milvus _get_docs_by_ids (docarray#859) (*Anne Yang*)
 - [[```4d9a678b```](docarray@4d9a678)] __-__ add support independent len calculation (docarray#840) (*dong xiang*)
 - [[```eeaba132```](docarray@eeaba13)] __-__ rebuild index when clear storage (docarray#837) (*Anne Yang*)
 - [[```7ddbb87f```](docarray@7ddbb87)] __-__ __docs__: correction document description (docarray#842) (*coolmian*)
 - [[```81e0500f```](docarray@81e0500)] __-__ change annlite extend to _extend (docarray#828) (*Anne Yang*)

 - [[```95d6c5f8```](docarray@95d6c5f)] __-__ __readme__: polish text (docarray#892) (*Alex Cureton-Griffiths*)
 - [[```5fce6b62```](docarray@5fce6b6)] __-__ __document__: minor correction in document description (docarray#834) (*coolmian*)
 - [[```523dd612```](docarray@523dd61)] __-__ add username to docarray pull (docarray#847) (*Delgermurun*)
 - [[```8470a0d3```](docarray@8470a0d)] __-__ fix broken docs (docarray#805) (*Joan Fontanals*)
 - [[```a21ae628```](docarray@a21ae62)] __-__ fix data management section (docarray#801) (*AlaeddineAbdessalem*)
 - [[```a30020e4```](docarray@a30020e)] __-__ change logic order according to blog (docarray#797) (*Anne Yang*)
 - [[```3a612d05```](docarray@3a612d0)] __-__ move cloud support to integrations (docarray#798) (*samsja*)

 - [[```5ea0fc65```](docarray@5ea0fc6)] __-__ milvus len with disabled list like (docarray#889) (*Johannes Messner*)
 - [[```ae49969e```](docarray@ae49969)] __-__ fix the wrong error msg (docarray#882) (*Nan Wang*)
 - [[```37c60011```](docarray@37c6001)] __-__ remove faulty test case (docarray#879) (*Johannes Messner*)
 - [[```008007e0```](docarray@008007e)] __-__ add scripts for sync-up the GH page of docarray (docarray#855) (*Nan Wang*)
 - [[```61fb708a```](docarray@61fb708)] __-__ align cd timeout with ci timeout (docarray#831) (*Johannes Messner*)

 - [[```41297abd```](docarray@41297ab)] __-__ bump docarray minor versiob (docarray#902) (*samsja*)
 - [[```4f388543```](docarray@4f38854)] __-__ remove error return in ci (docarray#888) (*Nan Wang*)
 - [[```67cf13ba```](docarray@67cf13b)] __-__ update governance (docarray#827) (*samsja*)
 - [[```e6c419cb```](docarray@e6c419c)] __-__ __ci__: fix milvus timeout issue (docarray#836) (*Johannes Messner*)
 - [[```b62d2036```](docarray@b62d203)] __-__ upload gifs for release notes 019 (docarray#792) (*Alex Cureton-Griffiths*)
 - [[```42617825```](docarray@4261782)] __-__ __version__: the next version will be 0.19.1 (*Jina Dev Bot*)
 - [[```1409e52e```](docarray@1409e52)] __-__ update docarray version (docarray#791) (*Joan Fontanals*)

chore(v2): update for release (docarray#875)

* chore: update readme with instal intrsuction

Signed-off-by: Sami Jaghouar <[email protected]>

* chore: update for release

Signed-off-by: Sami Jaghouar <[email protected]>

Signed-off-by: Sami Jaghouar <[email protected]>