Incamake
Gukurikirana ubushakashatsi nigikorwa cyo kwandika buri buryo buri mashini yiga imashini - code yayo, amakuru, hyperparameter, metrics, nibisohoka - ibisubizo rero birororoka kandi biragereranywa. Bitabaye ibyo, ikibazo 'ni ubuhe buryo bwiza kandi twabubonye dute?' biba bidashoboka gusubiza.
Gukurikirana Ubushakashatsi nububiko bwa tekiniki bugira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Gutoza icyitegererezo ni gake cyane inzira imwe. Amakipe akoresha igeragezwa amagana cyangwa ibihumbi, guhindura igipimo cyo kwiga, ingano yicyiciro, ubwubatsi, na datasets. Gukurikirana ubushakashatsi bifata urutoki rwuzuye rwa buri kwiruka: Git yiyemeje kode, hash ya dataset, buri hyperparameter, ibipimo byigihe (gutakaza, ubunyangamugayo, F1), amakuru ya sisitemu nkubwoko bwa GPU, nibihangano nkibipimo byabitswe byabitswe hamwe nibibanza. Ibikoresho nka MLflow, Ibiro & Kubogama, Neptune, na Comet byinjira muburyo bwikora ukoresheje imirongo mike yo guhamagara API. Kwishura ni imyororokere (urashobora gusubiramo iboneza ryatsinze), kugereranya (gutondeka no kuyungurura bigenda kuruhande), hamwe nubufatanye (bagenzi bawe bareba ibyageragejwe). Ihindura igeragezwa ad-hoc mumateka yumvikana, ashakishwa.
Ubushishozi
Abakurikirana benshi bakora mugushyiramo guhamagarwa mumyitozo. Gukoresha biraremwa, ibipimo byandikwa rimwe, kandi ibipimo byandikwa inshuro nyinshi kuri buri ntambwe cyangwa ibihe, bikagenda kuri base base base. Ibicuruzwa (dosiye yicyitegererezo, amashusho) bibikwa ukundi mububiko bwibintu hamwe nibisobanuro bibitswe mububiko bwa metadata. Byibanze, gufata code ya verisiyo (Git SHA) hamwe nibirimo hash yamakuru yinjiza nibyo bituma kwiruka byororoka rwose - code wongeyeho data wongeyeho config ihwanye nigisubizo cyagenwe.
Gukurikirana Ikigereranyo
Gukurikirana ubushakashatsi nigikorwa cyo kwandika buri buryo buri mashini yiga imashini - code yayo, amakuru, hyperparameter, metrics, nibisohoka - ibisubizo rero birororoka kandi biragereranywa. Bitabaye ibyo, ikibazo 'ni ubuhe buryo bwiza kandi twabubonye dute?' biba bidashoboka gusubiza. Gukurikirana Ubushakashatsi nububiko bwa tekiniki bugira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Ikurikiranwa ryikigereranyo nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresheje Ikigereranyo gikurikirana yubaka imyubakire, amakuru, nibikorwa byo guhitamo ibikorwa remezo kurwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Itsinda-ryerekezo rya mudasobwa rikoresha Uburemere & Kubogama kugereranya 200 hyperparameter yohanagura no kumenya gahunda yo kwiga igipimo cyerekana neza ukuri.
Gutangira kwandika neza Git yiyemeje na dataset hash kuri buri MLflow ikora kugirango umugenzuzi ashobora kubyara icyitegererezo cyafashe icyemezo cyinguzanyo.
Laboratoire yubushakashatsi itemba kuri buri gihe cyo gutakaza umurongo ugana ku kibaho gisangiwe kugirango abafatanyabikorwa mu bihe bitandukanye bashobore gukurikirana imyitozo ndende.
Itsinda rya NLP rikurikirana verisiyo yihuse hamwe n amanota yo gusuzuma muri LLM igerageza neza kugirango itore neza-iboneza ryiza mbere yo koherezwa.
Uburyo bwo Gushyira mu bikorwa
Gukurikirana Ubushakashatsi
Itsinda-ryerekezo rya mudasobwa rikoresha Uburemere & Kubogama kugereranya 200 hyperparameter yohanagura no kumenya gahunda yo kwiga igipimo cyerekana neza ukuri.
Itsinda-ryerekanwa rya mudasobwa rikoresha Uburemere & Kubogama kugirango ugereranye 200 hyperparameter yohanagura no kumenya gahunda yo kwiga-igipimo cyerekana uburyo bwo kwemeza neza Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Gukurikirana Ubushakashatsi
Gutangira kwandika neza Git yiyemeje na dataset hash kuri buri MLflow ikora kugirango umugenzuzi ashobora kubyara icyitegererezo cyafashe icyemezo cyinguzanyo.
Gutangira byandika neza Git yiyemeje na dataset hash kuri buri MLflow ikora kugirango umugenzuzi ashobora nyuma kwerekana icyitegererezo cyafashe icyemezo cyinguzanyo Amakipe akunze kubona ibisubizo byiza mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gukurikirana Ubushakashatsi
Laboratoire yubushakashatsi itemba kuri buri gihe cyo gutakaza umurongo ugana ku kibaho gisangiwe kugirango abafatanyabikorwa mu bihe bitandukanye bashobore gukurikirana imyitozo ndende.
Laboratoire yubushakashatsi itembera kuri buri gihe cyo gutakaza umurongo ugana ku cyicaro gisangiwe kugirango abafatanyabikorwa mu bihe bitandukanye bashobora gukurikirana imyitozo ndende Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Gukurikirana Ubushakashatsi
Itsinda rya NLP rikurikirana verisiyo yihuse hamwe n amanota yo gusuzuma muri LLM igerageza neza kugirango itore neza-iboneza ryiza mbere yo koherezwa.
Itsinda rya NLP rikurikirana verisiyo yihuse hamwe n amanota yisuzumabumenyi muri LLM igerageza neza kugirango itore neza ibyakozwe neza mbere yo koherezwa Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.