DocArray鏄竴涓敤浜庡鐞嗐€佷紶杈撳拰瀛樺偍澶氭ā寮忔暟鎹殑Python宸ュ叿鍖呫€侱ocArray鎻愪緵渚挎嵎鐨勫妯℃€佹暟鎹鐞嗗姛鑳斤紝鎻愪緵鍩轰簬Protobuf鐨勯珮鎬ц兘缃戠粶浼犺緭鎬ц兘锛屼篃涓哄悇绉嶅悜閲忓瓨鍌ㄦ柟妗堟彁渚涚粺涓€鐨凙PI鎺ュ彛銆傪煉ocArray浜?022骞?鏈堝湪寮€婧怉pacheLicense2.0涓嬪彂甯冿紝鐩墠鏄疞FAI\&DataFoundation涓嬬殑娌欑洅椤圭洰銆傪煂烥itHub锛歨ttps://github.com/docarray馃鈥嶐煠濃€嶐煣慏iscord绀惧尯锛歨ttps://discord.gg/WaMp6PVPgR馃摉瀹樻柟鏂囨。锛歨ttps://docarray.jina.ai/璇ョ増鏈寘鍚?涓柊鍔熻兘锛?涓敊璇慨澶嶅拰5涓枃妗ｆ敼杩涖€傛柊鍔熻兘馃摝OpenSearch鍚庣瀛樺偍锛?853锛塂ocArray鐜板湪娣诲姞浜嗕竴涓柊鐨勫悗绔瓨鍌細OpenSearch锛佹偍鍙互浣跨敤OpenSearch鍚庣瀛樺偍鏉ョ储寮旸ocument骞跺瀹冧滑鎵цANN鎼滅储銆俧romdocarrayimportDocument,DocumentArrayimportnumpyasnp#杩炴帴鍒癘penSearch瀹炰緥n_dim=3da=DocumentArray(storage='opensearch',config={'n_dim':n_dim},)#IndexDocumentswithda:[da.extend(Document(id=f'r{i}',embedding=i*np.ones(n_dim))foriinrange(10)])#鎵цANN鎼滅储np_query=np.ones(n_dim)*8results=da.find(np_query,limit=10)姝ゅ锛孫penSearch鍚庣瀛樺偍杩樻敮鎸佽繃婊ゆ煡璇€佹寜鏂囨湰鎼滅储鍜屾寜鏍囩鎼滅储銆傛湁鍏冲叾浣跨敤鐨勬洿澶氫俊鎭紝璇峰弬闃呭畼鏂规枃妗ｃ€傪煄ㄥ鍔犵偣浜戞樉绀洪鑹诧紙#961锛夌幇鍦ㄦ偍鍙互鍦ㄧ偣浜戞暟鎹腑鍖呭惈棰滆壊淇℃伅锛屽彲浠ヤ娇鐢╠isplay_point_cloud_tensor()鍙鍖栵細`coords=np.load('a_red_motorbike/coords.npy')colors=np.load('a_red_motorbike/coord_colors.npy')doc=Document(tensor=coords,chunks=DocumentArray([Document(tensor=colors,name='point_cloud_colors')]))doc.display()`馃寧鏀寔Redis鍚庣瀛樺偍澶氳瑷€鏂囨湰鎼滅储(#953)Redis鍚庣瀛樺偍鐜板湪鏀寔姣忕鏀寔璇█鐨勬枃鏈悳绱€傝璁剧疆鎵€闇€鐨勮瑷€锛岃鏇存敼Redis閰嶇疆涓殑璇█鍙傛暟锛歞a=DocumentArray(storage='redis',config={'n_dim':128,'index_text':True,'language':'chinese',},锛夐敊璇慨澶嶐煇?銆傜敤绌烘牸鏇挎崲鎹㈣绗︿互淇鍥惧儚涓殑鏄剧ず(#963)褰揹oc瀛楁鍖呭惈瀛楃涓?\n'鏃讹紝doc.plot()浼氬鑷存覆鏌撻敊璇€傝繖娆′慨澶嶄簡杩欎簺閿欒锛屽皢'\n'鍛堢幇涓虹┖鏍笺€?.淇浜唗o_pydantic_model()涓笉蹇呰鐨勮浆鎹紙#949锛夎繖涓敊璇鑷村湪璋冪敤to_pydantic_model()鎴杢o_dict()鏃讹紝鎵€鏈夊舰寮忎负鈥淚nfinity鈥濈殑瀛楃涓查兘琚浆鎹负瀛楃涓测€渋nf鈥濄€傜幇鍦ㄥ凡淇锛岃繖浜涘瓧绗︿覆灏嗕繚鎸佷笉鍙樸€?.鍦ㄧ储寮曡€屼笉鏄煡璇笂璁＄畻鐩稿叧鏂囨。(#950)鍦╡mbed_and_evaluate()鏂规硶涓紝姣忎釜鏍囩鐨勭浉鍏虫枃妗ｆ暟鏈€鍒濇槸鏍规嵁鏂囨。鏈韩璁＄畻鐨勩€傝繖閫氬父涓嶆槸鐪熺殑锛屾墍浠ュ湪杩欎釜淇涔嬪悗锛屾暟閲忔槸鏍规嵁绱㈠紩鏁版嵁涓殑鏂囨。璁＄畻鐨勩€?.鍒犻櫎鍒楄〃绫诲瀷鍋忕Щ绱㈠紩鍒涘缓锛?936锛夊綋鏂囨。瀛樺偍绂佺敤鍒楄〃琛屼负鐨勭壒鎬ф椂锛屽畠涓嶅啀涓篿d鏄犲皠鍒涘缓鍋忕Щ锛屼粠鑰屾彁楂樹簡鎬ц兘銆?.娣诲姞瀵硅繙绋嬮煶棰戞枃浠剁殑鏀寔(#933)浠庤繙绋婾RL鍔犺浇闊抽鏂囦欢浼氬鑷碏ileNotFoundError锛岀幇宸蹭慨澶嶃€?.鏌ヨ杩愮畻绗?exists琚敊璇爣璁?#911)(#923)鍦ㄤ慨澶嶄箣鍓嶏紝$exists浼氬皢false-y鍊硷紙渚嬪0鎴朳]锛夎涓轰笉瀛樺湪銆傜幇鍦ㄥ凡淇銆?.Getdocumentfromdataclassinsingletonlist(#1018)浣跨敤dataclass鍒涘缓澶氭ā鎬丏ocument鏃讹紝鍗充娇瀵瑰簲瀛楁娉ㄨВ涓篖ist[...]锛屽崟渚嬪垪琛ㄤ篃琚涓哄崟涓厓绱犮€傜幇鍦ㄦ垜浠凡缁忚€冭檻浜嗚繖绉嶆儏鍐碉紝鍗充娇瀵逛簬鍗曚釜杈撳叆锛岃闂繖鏍风殑瀛楁涔熶細浜х敓涓€涓狣ocumentArray銆傛枃妗ｆ敼杩涴煋楁坊鍔犱簡DocArrayDiscord绀惧尯閾炬帴(#1010)鍑忓皯鐗堟湰浠ラ伩鍏嶉儴缃茶秴鏃?#977)淇浜嗘枃妗ｄ腑鏈嚭鐜扮殑鏁版嵁绠＄悊閮ㄥ垎(#967)杈规爮涓殑OpenSearch鏂囨。閾炬帴(#960)灏嗏€滃妯″紡鈥濇洿鏀逛负鈥滄暟鎹被鍨嬧€濓紙#934锛夎础鐚€咅煠熸垜浠鎰熻阿姝ょ増鏈殑鎵€鏈夎础鐚€咃紒JayBhambhani(@jay-bhambhani)AlvinPrayuda(@alphinside)JohannesMessner(@JohannesMessne)samsja(@samsja)MarcoLucaSbodio(@marcosbodio)AnneYang(@AnneYang720)AlaeddineAbdessalem(@alaeddine-13)闊╂檽(@hanxiao)AlexCureton-Griffiths(@alexcg1)CharlotteGerhaher(@anna-charlotte)
