Incamake
MLflow ni urubuga rufunguye rwo gucunga imashini yiga ubuzima, kuva mubigeragezo bikurikirana kugeza kubipfunyika no kubohereza. Nibyingenzi kuko bizana gahunda no kubyara muburyo bubi, itera yuburyo bwo kubaka moderi.
MLflow na Model Lifecycle Tracking ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Yakozwe na Databricks ikanasohoka muri 2018, MLflow ikemura ububabare busanzwe: abahanga mu bumenyi bakora ubushakashatsi amagana kandi bakabura ibipimo, code, hamwe namakuru byatanze urugero rwiza. MLflow itegura ibi hafi ibice bine. Gukurikirana ibiti ibipimo, ibipimo, verisiyo ya code, nibisohoka ibihangano kuri buri kwiruka bityo ibisubizo biragereranywa. Imishinga yamashanyarazi kode muburyo bukoreshwa, bwororoka hamwe nibidukikije byasobanuwe. Models itanga imiterere isanzwe kuburyo icyitegererezo kimwe gishobora koherezwa kubantu benshi bakorera. Model Registry yongeramo verisiyo, inzibacyuho (nko kubika umusaruro), no kwemeza akazi. MLflow ni framework-agnostic, ikorana na scikit-yiga, PyTorch, TensorFlow, XGBoost, nibindi byinshi, niyo mpamvu byabaye amahame ngenderwaho yo gucunga igerageza na MLOps yoroheje.
Ubushishozi
MLflow Tracking ikora binyuze mumyandikire ya API: mumyitozo yawe yimyitozo wahamagaye imikorere kugirango wandike ibipimo, ibipimo, nibihangano, byandikiwe seriveri ikurikirana ishyigikiwe nububiko nububiko bwibikoresho. Buri kwiruka ibona indangamuntu idasanzwe kandi ni iyikigereranyo. Imiterere yicyitegererezo ipfunyika moderi yatojwe hamwe nuburyohe (urwego rwayo) hiyongereyeho metadata, bityo igihangano kimwe gishobora gutwarwa inyuma cyangwa kugakoreshwa binyuze muri REST utanditse kode yerekana.
Kumenya MLflow na Model Lifecycle Gukurikirana
MLflow ni urubuga rufunguye rwo gucunga imashini yiga ubuzima, kuva mubigeragezo bikurikirana kugeza kubipfunyika no kubohereza. Nibyingenzi kuko bizana gahunda no kubyara muburyo bubi, itera yuburyo bwo kubaka moderi. MLflow na Model Lifecycle Tracking ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata MLflow na Model Lifecycle Tracking nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha MLflow na Model Lifecycle Tracking itezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo birwanya 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 ryubumenyi ryamakuru ryandika imyitozo yose hamwe na MLflow Tracking, hanyuma igereranya kwiruka icumi muri UI kugirango uhitemo icyitegererezo cyiza.
Isosiyete y'ubwishingizi ikoresha Model Registry kugirango iteze imbere icyitegererezo gishobora kuva mubikorwa kugeza ku musaruro nyuma yuko uwasuzumye yemeje inzibacyuho.
Itsinda ryapakiye icyitegererezo muburyo bwa MLflow inshuro imwe, hanyuma cyohereze ibihangano bisa kumpera ya REST, akazi keza, hamwe nibicu.
Itsinda rya porogaramu ya LLM ikoresha MLflow ikurikirana kugirango yandike ibisubizo, ibisubizo, nubukererwe kuri buri guhamagarwa, ikemura ikibazo cyimyitwarire idahwitse.
Uburyo bwo Gushyira mu bikorwa
MLflow na Model Lifecycle Gukurikirana mubikorwa
Itsinda ryubumenyi ryamakuru ryandika imyitozo yose hamwe na MLflow Tracking, hanyuma igereranya kwiruka icumi muri UI kugirango uhitemo icyitegererezo cyiza.
Itsinda ryubumenyi bwamakuru ryandika buri mahugurwa akoreshwa na MLflow Tracking, hanyuma agereranya kwiruka kwinshi muri UI kugirango atore icyitegererezo cyiza Amakipe asanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
MLflow na Model Lifecycle Gukurikirana mubikorwa
Isosiyete y'ubwishingizi ikoresha Model Registry kugirango iteze imbere icyitegererezo gishobora kuva mubikorwa kugeza ku musaruro nyuma yuko uwasuzumye yemeje inzibacyuho.
Isosiyete yubwishingizi ikoresha Model Registry kugirango iteze imbere icyitegererezo gishobora kuva mubikorwa kugeza ku musaruro nyuma yuwasuzumye yemeje ko amakipe yinzibacyuho akunze kubona umusaruro ushimishije mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
MLflow na Model Lifecycle Gukurikirana mubikorwa
Itsinda ryapakiye icyitegererezo muburyo bwa MLflow inshuro imwe, hanyuma cyohereze ibihangano bisa kumpera ya REST, akazi keza, hamwe nibicu.
Itsinda ryapakiye icyitegererezo muburyo bwa MLflow inshuro imwe, hanyuma igakoresha ibihangano bisa kumurongo wanyuma, akazi, hamwe nigicu cyibicu Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zumusaruro hamwe nibiciro byamakosa mugihe runaka.
MLflow na Model Lifecycle Gukurikirana mubikorwa
Itsinda rya porogaramu ya LLM ikoresha MLflow ikurikirana kugirango yandike ibisubizo, ibisubizo, nubukererwe kuri buri guhamagarwa, ikemura ikibazo cyimyitwarire idahwitse.
Itsinda risaba LLM rikoresha MLflow ikurikirana kugirango yandike ibisubizo, ibisubizo, nubukererwe kuri buri guhamagarwa, gukemura ikibazo cyimyitwarire idahwitse Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
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.