Intangiriro

Kwiyongera kwikoranabuhanga rya Artificial Intelligence (AI) byatumye habaho iterambere rya porogaramu zigoye zisaba ubunini buke n’imikorere. Mugihe porogaramu ikoreshwa na AI ikomeje kwiyongera mubyamamare, biba ngombwa guhindura imikorere ya software kugirango ikore neza kandi ikoreshwe neza. Muri iki kiganiro, tuzasesengura uburyo bwububiko bwateye imbere hamwe ningamba zo kuzamura imikorere nubunini bwa porogaramu zikoresha ikoranabuhanga rya AI.

Imbogamizi muri AI-ikoreshwa na Porogaramu

Porogaramu ikoreshwa na AI itera ibibazo bidasanzwe kubera imiterere igoye. Izi mbogamizi zirimo:

• ** Ubunini **: Moderi ya AI isaba ibikoresho byingenzi byo kubara, bigatuma bigorana kubipima mu buryo butambitse cyangwa buhagaritse.
• ** Gucunga Data **: Porogaramu ya AI itanga kandi igatunganya amakuru menshi, ashobora kuganisha kubibazo byo gucunga amakuru.
• ** Icyitegererezo cyicyitegererezo **: Moderi ya AI akenshi iragoye kandi igoye kuyitaho, bigatuma kuyivugurura cyangwa kuyihindura bigoye.
• ** Gutunganya-Igihe nyacyo **: Porogaramu za AI akenshi zisaba gutunganya igihe-gishobora kugorana kubigeraho hamwe na software gakondo.

Ibishushanyo mbonera byubunini no gukora

Kugira ngo ukemure ibibazo byavuzwe haruguru, uburyo bwinshi bwububiko burashobora gukoreshwa kugirango uzamure ubunini n'imikorere ya AI ikoreshwa na porogaramu. Bumwe muri ubwo buryo burimo:

1. Ubwubatsi bwa Microservices

Microservices yubatswe ni igishushanyo mbonera cyubaka porogaramu nkicyegeranyo cya serivisi nto, zigenga. Buri serivisi ishinzwe ubushobozi bwubucuruzi bwihariye kandi irashobora gutezwa imbere, kugeragezwa, no koherezwa mubwigenge.

`` python

Urugero rwubwubatsi bwa microservices muri Python

kuva muri fastapi kwinjiza FastAPI

porogaramu = FastAPI ()

@ porogaramu.get ("/") def read_root (): garuka {"ubutumwa": "Mwaramutse Isi"}

@ porogaramu.get ("/ ibintu / {ikintu_id}") def soma_ikintu (ingingo_id: int): garuka {"ikintu_id": ikintu_id} `` `

2. Ibirori-Byubatswe

Ibyabaye-byubatswe nubwubatsi ni igishushanyo mbonera gikora porogaramu hafi y'ibyabaye. Buri cyabaye gikurura igisubizo cyangwa ibikorwa byihariye, byemerera porogaramu gusubiza impinduka mugihe nyacyo.

`` ingese // Urugero rwibyabaye-byubatswe muri Rust koresha actix_web :: {urubuga, Porogaramu, HttpServer}; koresha serde :: {Gutesha agaciro, Gukurikirana};

[derive (Deserialize, Serialize)]

ibyabaye { amakuru: Ikirongo, }

[actix_web :: nyamukuru]

async fn nyamukuru () -> std :: io :: Igisubizo <()> { HttpServer :: shyashya (|| { Porogaramu :: shyashya () .umuhanda ("/ ibyabaye", urubuga :: post (). kugeza (gukora_cyerekezo)) }) .bind ("127.0.0.1:8080")? .run () .tegereza }

async fn ikiganza_icyabaye (ibyabaye: urubuga :: Json ) -> Ikirongo { // Kemura ibyabaye imiterere! ("Yakiriwe ibyabaye: {}", ibyabaye.data) } `` `

3. Serivisi-Yubatswe

Serivisi ishingiye kuri serivisi ni igishushanyo mbonera cyubaka porogaramu hafi ya serivisi. Buri serivisi itanga ubushobozi bwubucuruzi bwihariye kandi irashobora gukoreshwa nizindi serivisi cyangwa porogaramu.

`` genda // Urugero rwubwubatsi bushingiye kuri serivisi muri Go paki nyamukuru

gutumiza mu mahanga ( "encoding / json" "log" "net / http" )

Ubwoko bwa Serivisi {}

Imikorere (s * Serivise) Igikoresho gikenewe (w http.ResponseWriter, r * http.Request) { // Kemura icyifuzo json.NewEncoder (w) .Encode ("Mwaramutse Isi") }

imikorere nyamukuru () { http.HandleFunc ("/ serivisi", s.HandleRequest) log.Fatal (http.ListenAndServe (": 8080", nil)) } `` `

Ingamba zo Kwipimisha no Gukora

Usibye uburyo bwububiko, ingamba nyinshi zirashobora gukoreshwa kugirango uzamure ubunini n'imikorere ya AI ikoreshwa na porogaramu. Zimwe muri izi ngamba zirimo:

1. Ikwirakwizwa rya Mudasobwa

Ikwirakwizwa rya mudasobwa rikubiyemo kugabanya umurimo utoroshye mu tuntu duto duto dushobora gukorerwa icyarimwe ku mashini nyinshi. Ubu buryo burashobora kunoza cyane ubunini n'imikorere ya AI.

2. Kubara Ibicu

Kubara ibicu bikubiyemo gukoresha ibikorwa remezo bishingiye ku bicu kugirango bipime porogaramu ya AI mu buryo butambitse cyangwa buhagaritse. Abatanga ibicu nka AWS, Azure, na Google Cloud batanga serivisi zitandukanye nibikoresho byo gushyigikira iterambere rya AI no kohereza.

3. Kubika ibintu

Kubika ibintu birimo gupakira porogaramu hamwe nubwishingizi bwayo mubintu bimwe bishobora gukorerwa kumashini iyo ariyo yose hamwe nibidukikije bigenda neza. Ibikoresho birashobora kunoza uburyo bworoshye hamwe nubunini bwa porogaramu za AI.

Kugaragara

Kugirango ugaragaze ubunini nubushobozi bwimikorere ya AI ikoreshwa, ibipimo byinshi birashobora gukoreshwa. Bimwe muri ibyo bipimo birimo:

• ** Ibicuruzwa **: Umubare wibisabwa cyangwa imirimo yatunganijwe kuri buri gice cyigihe.
• ** Ubukererwe **: Igihe cyafashwe cyo gutunganya icyifuzo cyangwa umurimo.
• ** Gukoresha Kwibuka **: Ingano yububiko bwakoreshejwe na porogaramu.
• ** Ikoreshwa rya CPU **: Ingano yumutungo wa CPU ukoreshwa na porogaramu.

Dore urugero rwimiterere ya Chart.js yerekana ibyinjira nubukererwe bwa porogaramu ya AI: json { "ubwoko": "umurongo", "amakuru": { "labels": ["Jan", "Feb", "Mar", "Apr", "Gicurasi"], "imibare": [ { "label": "Iyinjiza", "data": [100, 120, 150, 180, 200], "umupaka w'amabara": "rgba (255, 99, 132, 1)", "Ubugari bwumupaka": 1, "pointRadius": 0 }, { "label": "Ubukererwe", "amakuru": [50, 40, 30, 20, 10], "umupaka Ibara": "rgba (54, 162, 235, 1)", "Ubugari bwumupaka": 1, "pointRadius": 0 } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "Imikorere ya AI" }, "umunzani": { "yAxes": [ { "kwerekana": ukuri, "igipimoLabel": { "kwerekana": ukuri, "labelString": "Agaciro" } } ] } } } ` Iboneza birema umurongo imbonerahamwe hamwe namakuru abiri: ibyinjira nubukererwe. Imbonerahamwe yerekana indangagaciro kuri buri dataset mugihe cyamezi atanu.

Umwanzuro

Kunoza porogaramu yububiko bwa porogaramu ikoreshwa na AI ningirakamaro kugirango tumenye neza kandi ukoreshe neza umutungo. Mugukoresha imyubakire yuburyo bunoze hamwe ningamba, abitezimbere barashobora kuzamura ubunini n'imikorere ya AI. Muri iyi ngingo, twasuzumye uburyo butandukanye bwububiko ningamba, harimo ubwubatsi bwa microservices, ibyabaye-byubatswe nubwubatsi, hamwe nubwubatsi bushingiye kuri serivisi. Twaganiriye kandi ku ngamba nyinshi zo gupima no gukora, harimo gukwirakwiza mudasobwa, kubara ibicu, no kubikoresha. Hanyuma, twashushanyije ubunini n'imikorere ya AI dukoresheje Chart.js.

Reba

• [1] "Microservices Architecture" na Martin Fowler
• [2] "Ibyubatswe-Byubatswe-Byubatswe" by Chris Richardson
• [3] "Ubwubatsi bwa Serivisi-Yubatswe" na Thomas Erl
• [4] "Ikwirakwizwa rya Mudasobwa" na Ian Foster
• [5] "Kubara Ibicu" by Peter Mell
• [6] "Containerisation" by Lennart Poettering

Akazi keza

Ibikorwa bizaza mugutezimbere software yububiko bwa porogaramu ikoreshwa na AI ikubiyemo:

• ** Gutezimbere uburyo bushya bwububiko **: Gutezimbere uburyo bushya bwububiko bujyanye nibyifuzo bya AI bikenewe.
• ** Kunoza ubunini n'imikorere **: Kunoza ubunini n'imikorere ya porogaramu ya AI ukoresheje tekinoroji igezweho nko gukwirakwiza mudasobwa no kubara ibicu.
• ** Kureba amashusho yimikorere ya AI **: Gutezimbere ibikoresho bishya nubuhanga bwo kwerekana amashusho yimikorere ya AI.

Gushimira

Uyu murimo washyigikiwe na [Izina ryumuryango cyangwa umuterankunga]. Abanditsi barashimira [Izina ryumuntu cyangwa Ikipe] kubitekerezo byabo byingirakamaro.