Dhammaan ereyada

Pipeline-ka Xogta (Data Pipeline)

Socod otomaatig ah oo u dhaqaajiya oo u beddela xogta ilaha ilaa kaydka, falanqaynta, ama tababarka moodelka.

Sayniska Xogta2 daqiiqo akhris

Qeexid

Pipeline-yada xogtu waxay gelinayaan dhacdooyin ama file-yo asal ah, waxay nadiifiyaan oo u beddelaan, kadibna waxay geliyaan natiijooyinka warehouse-yada, lakes-ka, ama feature store-yada iyada oo jadwal la leh ama waqti dhab ah.

Pipeline-yada la isku hallayn karo waa kuwo idempotent ah, la kormeeraya, oo version leh — pipeline-yada xun si aamusan ayay u qasaan moodellada iyo dashboard-yada ku tiirsan.

Si fudud

Pipeline-ka xogtu waa saldhig-warshadeed oo macluumaad loo dhisay: alaabta ceyriinka ah way soo gashaa, way la baaraa oo la qaabeeyaa, kadibna way ka soo baxdaa alaab dhammaystiran oo diyaar ah.

Halka aad ka aragto

  • Shaqooyinka ETL habeenkii ah oo isku xira kaydadka app-ka ilaa BigQuery.
  • Dhisayaasha corpus-ku waxay ka saaraan nuqullada oo ku kala-saaraan luuqadda (LID) xogta crawl-ka webka ee Soomaaliga.
  • Pipeline-yada streaming-ku waxay farsameeyaan dhacdooyinka click-ka ee talooyinka.

Sida ay u shaqeyso

  1. 1.Soo qaad (Extract)

    Ka soo qaad API-yo, kaydadka xogta, file-yo, ama streams.

  2. 2.Beddel (Transform)

    Falanqee, xaqiiji, isku dar, isu geey.

  3. 3.Rar (Load)

    Ku qor warehouse, file-yo parquet, ama index vector ah.

  4. 4.Kormeer

    Digniin marka fashilmo dhaco, schema isbeddelo, ama tiro aan caadi ahayn dhacdo.

Maxay muhiim u tahay

  • Mashaariicda ML-ka intiisa badan waxay waqti badan ku qaataan pipeline-yada xogta marka la barbardhigo naqshadeynta moodelka.

Inta badan la khaldo

  • Pipeline-yadu waa kuwo loogu talagalay kaliya shirkadaha waaweyn.

    Xitaa kooxaha yaryar waxay u baahan yihiin script-yo la soo celin karo si xogta tababarka loo cusboonaysiiyo.