Ikizamini cya AI
Ikizamini cya AI ikoresha imashini yiga imashini nicyitegererezo cyururimi runini kugirango ihite yandika ibizamini bya software, ibohora abitezimbere imirimo iruhije.
Incamake
It promises faster coverage, fewer escaped bugs, and tests that keep pace with rapidly changing code.
Kwibira cyane
Ibikoresho byo kwipimisha AI soma kode yinkomoko yawe kandi utange ibizamini byibice, ibizamini byo kwishyira hamwe, nibibazo byikora. Ibikoresho bigezweho bigwa mu nkambi ebyiri. Moteri ishingiye kubushakashatsi nka Diffblue Cover isesengura Java bytecode hanyuma ukoreshe imbaraga-yiga-uburyo bwo gushakisha kugirango wandike ibizamini bya JUnit bikusanya kandi bigatsinda. Abafasha ba LLM nka GitHub Copilot na Cursor batanga ibizamini bivuye mururimi karemano cyangwa imiterere ya code. Ikibazo gikomeye nikibazo cya oracle: AI irashobora kubyara inyongeramusaruro byoroshye, ariko kumenya umusaruro uteganijwe neza biragoye. Ibikoresho byinshi kuruhande ibi hamwe n '' ibizamini biranga 'bifunga imyitwarire igezweho nkurushundura. Ubwiza buratandukanye, kubwibyo isuzuma ryabantu rikomeza kuba ngombwa kugirango wirinde ibizamini byemeza gusa amakosa ariho.
Ubushishozi
Uburyo bubiri bwiganje. Ibikoresho bishingiye kubushakashatsi (Diffblue, EvoSuite) bifata kwandika ikizamini nkikibazo cyo gutezimbere, guhindura inyongeramusaruro no gupima kodegisi kugirango amashami akubite. Ibikoresho bishingiye kuri LLM bihanura kode yikizamini ikoresheje ikimenyetso uhereye kumikorere umukono, umubiri, hamwe nibidukikije, rimwe na rimwe ikora ikizamini cyabyaye mugisubizo cyo gusubiza no gusana ibitagenze neza. Coverage-iyobowe na fuzzing yongeramo inyongeramusaruro ziyobowe nibikoresho. Intege nke zisubirwamo ni igeragezwa: guhitamo ibyemejwe biracyakenewe ubwenge bwabantu.
Ingaruka z'Ingamba
Build choices
Igishushanyo-cy-urwego rugena niba AI itezimbere ibisubizo nyabyo.
Itsinda hamwe nakazi
Guhuza ibikorwa byiza bikora umusaruro wunguka abakoresha bashobora kwizera.
Risk and safety
Gukoresha neza ibibazo bigabanya umunaniro wimpinduka hamwe ningaruka zo gushyira mubikorwa.
Ejo hazaza h'ibizamini bya AI
Tegereza kwishyira hamwe mu miyoboro ya CI, aho abakozi batanga kandi bakisana ubwabo kuri buri cyemezo kandi bagasaba kubisaba gukurura. Guhuza ibitekerezo bya LLM hamwe nibitekerezo byakozwe hamwe nibisobanuro byemewe bigomba koroshya ikibazo cya oracle, bigatanga ibyemezo byerekana intego aho kuba imyitwarire yubu. Ibizamini bishingiye kumitungo hamwe na mutation bizagenda birushaho guhuzwa na AI. Ingaruka zishobora kuvamo ni uguhinduka kuva kwandika ibizamini ukajya gusuzuma ibizamini byatanzwe na AI, hamwe nabaterankunga bakosora ubwishingizi aho kwandika buri rubanza.
Gushyira mu bikorwa Isi
Igifuniko cya Diffblue cyigenga cyandika ibizamini bya JUnit kubisigisigi binini bya Java codebase, bigashiraho urusobe rwumutekano wo gusubira inyuma mbere yo gusubiramo.
GitHub Copilot itanga ibizamini bya pytest cyangwa Jest bivuye kode yatanzwe cyangwa mukuzuza dosiye yikizamini igice.
Itsinda rigaburira ubwishyu API kubikoresho bya AI bitanga ibizamini-byimbaraga zingana, amafaranga adahuye, nigihe cyateganijwe.
Abafasha-bahindura mutation batanga ibitekerezo bishya byibanda kuri code ya mutant yarokotse, kuziba icyuho suite yari yabuze.
Ingaruka & Kurinda
Gutangiza inzira yamenetse birashobora kongera ibibazo bihari.
Amakipe arashobora gukora cyane kandi agakuraho ibitekerezo byabantu bikenewe.
Ubwiza burashobora gutemba niba ibisubizo bidahwema gusuzumwa.
Igishushanyo mbonera
Shushanya ibikorwa byubu hanyuma umenye intambwe-yo guterana hejuru.
Sobanura aho abantu bagenzura mbere yo kwikora byuzuye.
Hugura abakoresha kubisobanuro, inzira zo kuzamuka, hamwe nubuziranenge.
Kurikirana ibisubizo-urwego rwibisubizo kugirango wemeze agaciro karambye.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
AI mumikino yo murwego
Ibibazo bikunze kubazwa
What is AI Test Generation?
Ikizamini cya AI ikoresha imashini yiga imashini nicyitegererezo cyururimi runini kugirango ihite yandika ibizamini bya software, ibohora abitezimbere imirimo iruhije. Isezeranya gukwirakwiza byihuse, bike byacitse, hamwe nibizamini bigendana na code ihinduka vuba.
Niki 'ikibazo cya oracle' mugisekuru cya AI?
AI irashobora kubyara byoroshye inyongeramusaruro, ariko kumenya ibisubizo nyabyo biteganijwe (oracle) akenshi bisaba ubushishozi bwabantu kubijyanye nimyitwarire igamije.
Niki 'ikizamini kiranga' gifunga?
Ibizamini biranga gufata uko code yitwara nonaha, gukora neti yumutekano kugirango umenye impinduka zitateganijwe, nubwo imyitwarire yubu irimo amakosa.
Ni ubuhe buryo igikoresho nka Cover ya Diffblue ikoresha cyane cyane?
Ibikoresho bishingiye kubushakashatsi bishakisha inyongeramusaruro hamwe na code yinzira ya algorithmically, guhitamo gukwirakwiza no gutanga ibizamini bikusanya kandi bigatsinda.
Nigute abafasha b'ibizamini bishingiye kuri LLM nka Copilot mubisanzwe batanga ikizamini?
Ibikoresho bya LLM bitanga kode yikizamini ikoresheje ikimenyetso ukurikije imiterere ya code, imikono, nibisobanuro cyangwa ibitekerezo byatanzwe.