Iprojekthi yeKedro iphepha leGitHub
I-Kedro sisixhobo sokuqala esivulekileyo esiphuhliswe licandelo lenkampani yokubonisana noMcKinsey. Yenziwe ukuba isetyenziswe ngoososayensi beenkcukacha kunye neenjineli. Yi ilayibrari yekhowudi enokusetyenziselwa ukwenza idatha kunye nemibhobho, iibhloko zokwakha zeprojekthi yokufunda ngomatshini.
UMcKinsey kunye neNkampani yinkampani yokubonisana nolawulo lwaseMelika. Yenza uhlalutyo olusemgangathweni kunye noluninzi ukuvavanya izigqibo zolawulo kumacandelo karhulumente nawabucala. Abaxhasi bakhe baquka ama-80% eenkampani ezinkulu zehlabathi.
Isixhobo sokuqala esivulekileyo
Inkampani yayingazange ikhuphe esinye sezixhobo eziphuculwe ngaphakathi endlwini phantsi kwelayisensi yomthombo ovulekileyo. Ngapha koko, uKedro wazalwa njengesoftware ephetheyo. Nangona kunjalo, xa ubudlelwane kunye nenkampani buphelile, abathengi abasenakho ukufikelela kule nkqubo.
Igama elithi Kedro livela igama lesiGrike kwiziko okanye undoqo. Yakhethwa kuba esi sixhobo somthombo ovulekileyo sinika ikhowudi ebalulekileyo yokuvelisa iiprojekthi zohlalutyo oluphambili.
IKedro inezibonelelo ezimbini eziphambili:
- Inika amandla amaqela ukuba asebenzisane ngokulula ngokwakha ikhowudi yokuhlalutya ngendlela efanayo.
- Ivumela onke amacandelo ukuba ahambe ngokungenamthungo kuwo onke amanqanaba eprojekthi.
Oku kubandakanya
- Ukudityaniswa kwemithombo yedatha,
- Ukucocwa kwedatha
- Yenza iNdalo
- Yondla idatha kwiimodeli zokufunda ngomatshini kuhlalutyo oluchazayo okanye oluchazayo.
UKedro naye inceda ukuhambisa ikhowudi ekulungele ukusetyenziswa. Oku kuyenza iluncedo ngenene kwizazinzulu zedatha ezingaqhelekanga kwiingcali ekwenzeni isoftware.
Kutheni iKedro iluncedo?
Izixhobo zomthombo ovulekileyo ezinjengeKedro vumela ukunciphisa ixesha elithathayo lokuguqula uhlobo lwenkqubela phambili lube yikhowudi yemveliso ngeeveki. Abahlalutyi banokuchitha ixesha elincinci ukufaka iikhowudi kunye nexesha elininzi lokusombulula iingxaki kubathengi babo.
I-Kedro inceda amaqela ukuba enze iziseko zeedatha zemodyuli, kuvavanywe, kuzalwe kwakhona kuyo nayiphi na imeko kwaye kuguqulelwe, kuvumela abasebenzisi ukuba bafikelele kwimimandla yedatha yangaphambili. Le khowudi inye inokuhamba ukusuka kwilaptop enye yonjiniyela iye kwiprojekthi yesigaba seshishini isebenzisa ikhompyutha yefu. Ingasetyenziselwa onke amashishini, iimodeli kunye nemithombo yolwazi.
UMcKinsey sele eyisebenzisile iKedro ngaphezulu kweeprojekthi ezingama-50 ukuza kuthi ga ngoku. Ngokomlawuli omnye, abathengi ngakumbi ukuthanda ukubonwa kwemibhobho. Bazibona ngoko nangoko izigaba zenguqu, iintlobo zeemodeli ezichaphazelekayo, kwaye banokufumana iziphumo emva komthombo wedatha eluhlaza.
McKinsey ayisiyo nkampani yokuqala engahambelani ngqo netekhnoloji epapasha izixhobo zomthombo ovulekileyo. Uber kunye no-Airbnb besele beyenzile.
Iimpawu zeKendro kunye nokufakwa
IKedro sisixhobo sophuhliso lokuhamba komsebenzi Ukudalwa kweendlela ezinamandla, ezinokutsha, ezinokuhanjiswa, ezinokuphinda ziveliswe kunye nezohlaziyiweyo.
Zeziphi ezona mpawu ziphambili zeKedro?
1. Itemplate yeprojekthi kunye nemigangatho yokufaka iikhowudi
- Ukusebenziseka ngokulula, itemplate esemgangathweni yeprojekthi
- Useto lweenkcukacha, ubhaliso, ukulayishwa kwedatha kunye neeJupyter zeencwadana / zeLebhu.
- Uphuhliso oluqhutywa luvavanyo kusetyenziswa i-pytest
- Ukudityaniswa kweSphinx ukuvelisa ikhowudi ebhalwe kakuhle
2. Ukukhutshwa kwedatha kunye nohlelo
- Ukwahlulahlula komaleko wekhompyuter kuludwe lolawulo lwedatha, kubandakanya inkxaso yeefomathi zedatha ezahlukeneyo kunye nokukhethwa kokugcina.
- Iinguqulelo zeeseti zakho zedatha kunye neemodeli zokufunda ngomatshini
3. Iimodyuli kunye nokutsalwa kwemibhobho
- Inkxaso yemisebenzi yePython emsulwa, iindawo, ukwahlulahlula iikhowudi ezinkulu zekhowudi kumacandelo amancinci azimeleyo.
- Isisombululo esizenzekelayo sokuxhomekeka phakathi kweendawo
4. Ukwanda kweempawu
- Inkqubo ye-plugin efaka imiyalelo ku-Kedro's command line interface (CLI): I-Kedro-Airflow, eyenza kube lula ukubonisa ipayipi yedatha yakho eKedro ngaphambi kokuba uyihambise kwi-Airflow, ishedyuli yokuhamba komsebenzi. IKedro-Docker, isixhobo sokupakisha kunye nokuhambisa iiprojekthi zeKedro kwizikhongozeli
- IKedro inokuthunyelwa kwalapha ekhaya, kwizakhiwo nakwilifu (i-AWS, iAzure kunye ne-GCP) okanye kwiiqoqo (i-EMR, iAzure HDinsight, iGCP kunye neDatabricks).
Singayifaka i-Kedro kulwabiwo lwethu lwangaphambili lwe-Linux ngokwenza:
sudo apt install python3-pip
pip install kedro
Ukuqinisekisa:
pip3 install kedro -U
Singawabona amaxwebhu nge:
kedro docs
Olunye ulwazi lunokufumaneka kwi iphepha leprojekthi