Apache Arrow afite imyaka 10

Apache Arrow, ifungura-isoko-yiterambere ryururimi rwiterambere rwamakuru yibuka, yizihiza isabukuru yimyaka 10 mumwaka wa 2026 - intambwe yerekana imyaka icumi yo guhindura uburyo ubucuruzi bugezweho butunganya, gusangira, no gusesengura amakuru murwego. Uhereye ku nkomoko yacyo yoroheje nkimiterere yibikoresho yibikoresho, Arrow yakuze murimwe murwego rwibanze rwibanze rwamakuru agezweho, ibikoresho byicecekeye ibikoresho bya miriyoni yabateza imbere nabasesenguzi bishingikiriza kumunsi.

Nukuri mubyukuri Apache Arrow kandi kuki byari bifite akamaro kuva kumunsi wambere?

Apache Arrow yavutse kubera gucika intege byoroshye ariko byimbitse: buri gikoresho cyamakuru cyavugaga ururimi rwimbere. Pandas yari ifite imiterere yibuka. Ikibatsi cyari gifite ikindi. R yari afite undi. Igihe cyose amakuru yimukiye hagati ya sisitemu, yagombaga gukurikiranwa, guteshwa agaciro, no kuvugururwa - inzira yatwitse inzinguzingo za CPU, itwara kwibuka, kandi ikongeramo ubukererwe mumiyoboro amakipe yari akeneye kwihuta.

Icyifuzo cya Arrow cyari cyiza: sobanura imiterere imwe yibisanzwe yibikoresho yibikoresho ururimi urwo arirwo rwose rushobora gusoma utabanje gukoporora cyangwa guhindura. Iyo inyandiko ya Python itanga amakuru kububiko bwibitabo bwa Rust ukoresheje Arrow, nta guhinduka bibaho. Ibice biri kurupapuro ni bimwe. Uku gukorana kwa zeru-kopi kwabaye impinduramatwara kwisi kwisi aho injeniyeri yamakuru yarushagaho kuba polyglot.

Mu myaka yambere yacyo, Arrow yakusanyije imisanzu yamakipe inyuma ya Pandas, Dremio, Wes McKinney, hamwe nabakinnyi bakomeye bakora ibikorwa remezo. Kuba yararangije muri Apache incubation mu mwaka wa 2016 hamwe n’inganda nini zashyigikiwe byerekana ko umuryango w’amakuru wabonye ko atari ubundi buryo - byari ukugerageza gukemura ikibazo cya sisitemu ku rwego rw’ibikorwa remezo.

Umwambi wa Apache wahindutse ute mumyaka icumi ishize?

Imyaka icumi muri, Arrow irenze kure imiterere yo kwibuka. Umushinga wagutse mubidukikije bikungahaye kubisobanuro bijyanye no kubishyira mubikorwa:

• • Hafi ya 13 ishyirwa mubikorwa ryururimi rwemewe - harimo C ++, Java, Genda, Rust, Python, JavaScript, C #, nibindi - Arrow yageze muburyo bwo kwambukiranya urusobe rwibinyabuzima imishinga myinshi ifunguye-isoko irota gusa. Amasomero nka Polars, DuckDB, na InfluxDB 3.0 yubatse moteri zabo zose zikikije imiterere yinkingi ya Arrow, ntibifata nkurwego rwimikoranire ahubwo nkibyingenzi byingenzi byerekana.

    Ni izihe ngaruka nyazo-Isi Umwambi wagize ku bucuruzi butwarwa na Data?

    "

    Ingaruka zubucuruzi bwa Arrow zigaragara cyane mubice bibiri: kugabanya ibiciro no kwihuta. Amakipe yigeze guteganya amasaha yubukererwe bwimiyoboro ya sisitemu yo guhuza amakuru noneho apima muri milisegonda. Isesengura risaba ububiko bwububiko bwabigenewe ubu birashobora gukora byinjijwe muri seriveri ya porogaramu ukoresheje DataFusion cyangwa DuckDB. Kugabanya ibiciro byigikorwa birapimwa - no kubucuruzi bukorera ku gipimo, ni ngombwa.

    Kuri sisitemu ikora yubucuruzi igezweho nka Mewayz, ihuza module 207 izenguruka CRM, kwamamaza, e-ubucuruzi, gahunda, hamwe nisesengura muburyo bumwe, amasomo yubwubatsi bwa Arrow arakenewe cyane. Ibisobanuro byimbere byimbere byerekana, kugenda neza hagati ya serivisi, no kugabana zeru-kopi hagati ya module nuburyo bwiza bwubwubatsi butuma sisitemu ya 207-module ikomeza guhuza kandi byihuse bitabaye akajagari ko guhuza bespoke.

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    Nigute Ubwubatsi bwa Arrow bugereranya nuburyo bwa gakondo bwo guhanahana amakuru?

    Mbere ya Arrow, imiterere yiganje yo guhanahana yari yerekanwe-umurongo: CSV, JSON, hamwe nububiko bwumurongo. Izi format zirasomeka kandi ziroroshye ariko ntizishobora cyane kubikorwa byo gusesengura imirimo isikana inkingi miriyoni zumurongo. Gusoma inkingi imwe ivuye muri CSV bisobanura kugereranya umurongo. Gusoma inkingi kuva kumeza ya Arrow bisobanura ikintu kimwe gihuza ububiko bwa scan - igikorwa cyuzuza imirongo ya cache ya CPU ninyungu ziva muri vector ya SIMD.

    Ugereranije na Parquet, mubyara wa hafi wa Arrow, itandukaniro nyamukuru ni murwibutso hamwe na disiki nziza. Parquet iranyeganyezwa cyane kandi itezimbere kubikwa no gusoma bikurikiranye. Umwambi utezimbere kubara - ni format ukoresha mugihe amakuru ari muzima kandi arimo gutunganywa, ntabwo arigihe aruhukiye kuri disiki. Mubikorwa, sisitemu zigezweho zikoresha zombi: Parquet yo kubika, Arrow yo kubara, hamwe no guhindura neza hagati yabo.

    Isomo kububatsi bwa software yubucuruzi nuko guhitamo imiterere atari icyemezo kibogamye. Ububiko bushingiye kumurongo butuma transaction yandika byihuse. Inkingi mu-kwibuka byerekana gukora isesengura ryihuse. Ihuriro rikuze rikoresha byombi, guhuza amakuru binyuze muburyo bugaragara mugihe gikwiye - neza nubwoko bwibikorwa remezo bitagaragara bituma habaho itandukaniro hagati yurwego rupima nundi rutabikora.

    Imyaka icumi iri imbere isa ite kuri Apache Arrow?

    Inzira ya Arrow yerekeza kumurongo wimbitse no kwaguka kwagutse. Mugihe AI ​​hamwe nimashini yiga imashini ihinduka nkibikorwa byubucuruzi, Imiterere yinkingi ya Arrow ihuza bisanzwe na tensor ihagarariwe ikoreshwa murwego rwa ML. Imishinga isanzwe irimo gushakisha Arrow nkikiraro hagati yamakuru yubucuruzi nimbonerahamwe ya ML ya tensor-kavukire, bigabanya impinduka hejuru ubu itinda imiyoboro ya AI.

    Gahunda ya ADBC yerekana ejo hazaza aho kode yo gusaba isaba ububiko bwose kandi ikakira ibisubizo muburyo bukoreshwa na bose, nta shoferi yihariye cyangwa imisoro ikurikirana. Ku mbuga za SaaS zicunga amakuru atandukanye ku bihumbi by’abakiriya, ubu buryo bwo kugereranya urwego rwihuza ni urufatiro nkuko HTTP yari kuri serivisi zurubuga.

    Ibibazo bikunze kubazwa

    Ese Apache Arrow base base cyangwa format ya dosiye?

    Apache Arrow ntabwo ari base de base cyangwa format ya dosiye yoroshye - ni ibisobanuro kuri in-memoire inkingi yamakuru yerekana, hamwe numuryango wa protocole nibikoresho bifitanye isano. Tekereza nk'ururimi rusangiwe ububiko butandukanye, moteri y'ibibazo, n'indimi za porogaramu byose bishobora kuvuga kavukire, bikuraho ubusobanuro bwo hejuru busanzwe bubaho iyo amakuru arenze imipaka ya sisitemu.

    Ese Apache Arrow isimbuza Parquet?

    Oya - Arrow na Parquet bikemura ibibazo bitandukanye kandi bigakorera hamwe. Parquet itezimbere kubikwa, kubika neza kuri disiki kandi niyo yiganjemo imiterere yinkingi ya dosiye yibiyaga. Arrow itezimbere muburyo bwo kwibuka no guhuza amakuru kwambukiranya amakuru utiganye. Sisitemu zigezweho zisanzwe zibika amakuru nka Parquet hanyuma ikayishyira muburyo bwa Arrow kugirango ikorwe neza.

    Nigute Apache Arrow ifitanye isano na software yubucuruzi?

    Kubikorwa byubucuruzi byahujwe, amahame yubwubatsi bwa Arrow - asanzwe yerekana amakuru yimbere, kugabana zeru-kopi hagati yibigize, hamwe no gusesengura neza - bigira uruhare runini muburyo sisitemu-module ishobora kwipimisha idakusanyije umwenda wo kwishyira hamwe. Ihuriro ryinjiza aya mahame rishobora kongeramo imikorere utarinze kongeramo ibintu bigoye.

    Kuri Mewayz , twubatsemo sisitemu yubucuruzi 207-module ikoreshwa nubucuruzi burenga 138.000 kwisi yose, duhuza ibintu byose kuva CRM no kwamamaza imeri kugeza kuri e-ubucuruzi nisesengura muburyo bumwe. Kimwe nuburyo bwa Arrow kubikorwa remezo byamakuru, twizera ko software ikomeye yubucuruzi igomba kutagaragara mubigoye kandi bigaragara mugaciro kayo. Gahunda itangira $ 19 / ukwezi.

    {"@ imiterere": "https: \ / \ / schema.org", "@ ubwoko": "Ibibazo", "mainEntity": Imiterere ya dosiye \ u2014 ni ibisobanuro byerekana amakuru yibuka mu nkingi, hamwe n'umuryango wa protocole n'ibikoresho bifitanye isano Tekereza nk'ururimi rusanganywe imibare itandukanye, moteri y'ibibazo, n'indimi za porogaramu zose zishobora kuvuga kavukire, bivanaho ubusobanuro busanzwe busanzwe iyo amakuru arenze imbibi za sisitemu "}}, {" @ Ubwoko ":" Ese Apache? " Parque? Gutunganya. " amahame arashobora kongeramo imikorere atabanje kongeramo ibintu bigoye. "}}]}