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ื˜ืขืžืข: ืึทื“ืžื™ื ื™ืกื˜ืจืึทืฆื™ืข

ืงืึทื˜ืขื’ืึธืจื™ืข ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ื™ืึธืŸ

ืื™ืš ืึธื˜ืึทืžื™ื™ื˜ื™ื“ ื“ื™ ื˜ืขืกื˜ื™ื ื’ ืคื•ืŸ ื“ืจ. ื•ื•ืขื‘. ื“ื™ ืงืขื ืกื˜?

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ

ืื™ืš ื”ืื‘ ืงื™ื™ื ืžืืœ ื ื™ืฉื˜ ื’ืขื ื•ืฆื˜ ื“ืจ. ื•ื•ืขื‘. ืื™ืš ื”ืึธื‘ืŸ ืงื™ื™ืŸ ื’ืขื“ืึทื ืง ื•ื•ื™ ืขืก ืึทืจื‘ืขื˜. ืื‘ืขืจ ื“ืืก ื”ืื˜ ืžื™ืจ ื ื™ืฉื˜ ืืคื’ืขืฉื˜ืขืœื˜ ืฆื• ืฉืจื™ื™ื‘ืŸ ื“ืขืจืคืืจ ื ืฆืืœ ืื•ื™ื˜ืื˜ืขืกื˜ืŸ (ืื•ืŸ ื ืืจ ืคื•ื™ืœืงื™ื™ื˜ ื”ืื˜ ืžื™ืš ืืคื’ืขื”ืืœื˜ืŸ ืคื•ืŸ ืฉืจื™ื™ื‘ืŸ ื ืืš ื”ื•ื ื“ืขืจื˜): ื˜ืขืกื˜ ืฆื• ืื™ื ืกื˜ืืœื™ืจืŸ ื“ืจ. ื•ื•ืขื‘; ื˜ืขืกื˜ ืคึฟืึทืจ ืจื™ืกื˜ืจื™ืงื˜ื™ื ื’ ืึทืงืกืขืก ืฆื• ืจื™ืžื•ื•ื•ืึทื‘ืึทืœ ื“ืขื•ื•ื™ืกืขืก (ืคืœืึทืฉ ื“ืจื™ื™ื•ื•ื–); ื˜ืขืกื˜ ืคึฟืึทืจ ืจื™ืกื˜ืจื™ืงื˜ื™ื ื’ ืึทืงืกืขืก ืฆื• ืึท ื•ื•ืขื’ื•ื•ื™ื™ึทื–ืขืจ ืฆื•ื•ื™ืฉืŸ ืžื’ื™ืœื”; ื˜ืขืกื˜ [โ€ฆ]

ืื™ืš ื‘ื™ืŸ ื ืขื‘ืขื›ื“ื™ืง, OpenShift, ืžื™ืจ ื”ืึธื‘ืŸ ื ื™ื˜ ื’ืขื ื•ื’ ืึธืคึผืฉืึทืฆืŸ ืื™ืจ ืื•ืŸ ื’ืขื ื•ืžืขืŸ ืื™ืจ ืคึฟืึทืจ ื’ืขื’ืขื‘ืŸ

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ

ื“ืขืจ ืคึผืึธืกื˜ืŸ ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืขืฉืจื™ื‘ืŸ ื•ื•ื™ื™ึทืœ ืื•ื ื“ื–ืขืจ ืขืžืคึผืœื•ื™ื™ื– ื”ืึธื‘ืŸ ื’ืึทื ืฅ ืึท ืคึผืœืึทืฅ ืคื•ืŸ ืฉืžื•ืขืกืŸ ืžื™ื˜ ืงืœื™ื™ืึทื ืฅ ื•ื•ืขื’ืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืื•ื™ืฃ Kubernetes ืื•ืŸ ื“ื™ ืกืคึผืขืกื™ืคื™ืงืก ืคื•ืŸ ืึทื–ืึท ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืื•ื™ืฃ OpenShift. ืžื™ืจ ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ืึธื ื”ื™ื™ื‘ืŸ ืžื™ื˜ ื“ื™ ื˜ืขื–ื™ืก ืึทื– Kubernetes ืื™ื– ื ืึธืจ Kubernetes, ืื•ืŸ OpenShift ืื™ื– ืฉื•ื™ืŸ ืึท Kubernetes ืคึผืœืึทื˜ืคืึธืจืžืข, ื•ื•ื™ Microsoft AKS ืึธื“ืขืจ Amazon EKS. ื™ืขื“ืขืจ ืคื•ืŸ ื“ื™ ืคึผืœืึทื˜ืคืึธืจืžืก ื”ืื˜ ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข [โ€ฆ]

ืคึผืจื™ืคึผืขืจื™ื ื’ ื“ืจืคึผ - ื˜ืึธืŸ ื ื™ื˜ ืคืึทืจื’ืขืกืŸ ืฆื• ื ืขืžืขืŸ ืื™ืŸ ื—ืฉื‘ื•ืŸ ื“ื™ ืžืขื˜ืขืึธืจื™ื˜ืข

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ

ืืคื™ืœื• ื‘ืขืฉืึทืก ืึท ื•ืžื’ืœื™ืง, ืขืก ืื™ื– ืฉื˜ืขื ื“ื™ืง ืฆื™ื™ื˜ ืคึฟืึทืจ ืึท ื’ืœืขื–ืœ ืคื•ืŸ ื˜ื™ื™ ื“ืจืคึผ (ื“ื™ื–ืึทืกื˜ืขืจ ืึธืคึผื–ื•ืš ืคึผืœืึทืŸ) - ื“ืึธืก ืื™ื– ืึท ื–ืึทืš ื•ื•ืึธืก, ื™ื™ื“ื™ืœื™, ื•ื•ืขื˜ ืงื™ื™ื ืžืึธืœ ื–ื™ื™ืŸ ื“ืืจืฃ. ืึธื‘ืขืจ ืื•ื™ื‘ ืคึผืœื•ืฆืœื™ื ื’ ื“ื™ ื‘ืขืึทื•ื•ืขืจืก ืžื™ื™ื’ืจื™ื™ื˜ื™ื ื’ ื‘ืขืฉืึทืก ื“ื™ ืžื™ื™ื˜ื™ื ื’ ืกืขื–ืึธืŸ ืงืจื™ื’ืŸ ื“ื•ืจืš ื“ื™ ืึธืคึผื˜ื™ืฉ ืคื™ื‘ืจืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ื‘ืึทืงื‘ืึธื•ืŸ ืึธื“ืขืจ ืึท ื™ื™ื ื’ืขืจ ืึทื“ืžื™ืŸ ื˜ืจืืคื ืก ื“ื™ ืคึผืจืึธื“ื•ืงื˜ื™ื•ื• ื‘ืึทื–ืข, ืื™ืจ ื‘ืืฉื˜ื™ืžื˜ ื•ื•ื™ืœืŸ ืฆื• ื–ื™ื™ืŸ ื–ื™ื›ืขืจ ืึทื– ืื™ืจ ื•ื•ืขื˜ ื”ืึธื‘ืŸ ืึท ืคืึทืจ-ื’ืขืžืื›ื˜ ืคึผืœืึทืŸ ืฆื• ื”ืึทื ื“ืœืขืŸ ืžื™ื˜ ืึทืœืข ื“ืขื [โ€ฆ]

ืžืึทื›ืŸ ืึท ืžืึทื’ื™ืฉ ืคึผื™ืœืงืข ืžื™ื˜ Arduino Pro Mini

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ

ืื™ืš ืื™ื– ื’ืขื•ื•ืขืŸ ื•ื•ืึทื˜ืฉื™ื ื’ ืึท ืคึฟื™ืœื ื•ื•ื• ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืื•ืชื™ื•ืช ื”ืื˜ ืึท ืžืึทื’ื™ืฉ ืคึผื™ืœืงืข ื•ื•ืึธืก ื’ืขืขื ื˜ืคืขืจื˜ ืฉืืœื•ืช. ืื™ืš ื“ืขืžืึธืœื˜ ื’ืขื“ืึทื ืง ืึทื– ืขืก ื•ื•ืึธืœื˜ ื–ื™ื™ืŸ ืคื™ื™ึทืŸ ืฆื• ืžืึทื›ืŸ ื“ื™ ื–ืขืœื‘ืข, ืึธื‘ืขืจ ื“ื™ื’ื™ื˜ืึทืœ. ืื™ืš ื“ืึทื’ ื“ื•ืจืš ืžื™ื™ืŸ ืกื˜ืึทืฉ ืคื•ืŸ ืขืœืขืงื˜ืจืึธื ื™ืฉ ืงืึทืžืคึผืึธื•ื ืึทื ืฅ ืื•ืŸ ื’ืขื–ืขืŸ ืื•ื™ื‘ ืื™ืš ื”ืึธื‘ืŸ ื•ื•ืึธืก ืื™ืš ื“ืืจืฃ ืฆื• ื‘ื•ื™ืขืŸ ืึทื–ืึท ืึท ืคึผื™ืœืงืข. ื‘ืขืฉืึทืก ื“ื™ ืคึผืึทื ื“ืขืžื™ืง, ืื™ืš ื”ืื˜ ื ื™ืฉื˜ ื•ื•ืขืœืŸ ืฆื• ืกื“ืจ ืขืคึผืขืก [โ€ฆ]

ื™ื ืกื˜ืึทืœื™ืจื•ื ื’ ืื•ืŸ ืึธืคึผืขืจืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹ืจื•ื“ืขืจ

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ

ื”ืงื“ืžื” ืื•ื ื“ื–ืขืจ "ืคืจืฒึทื ื“ืฉืึทืคึฟื˜" ื”ืึธื˜ ื–ื™ืš ืึธื ื’ืขื”ื•ื™ื‘ืŸ ืžื™ื˜ ืฆื•ื•ื™ื™ ื™ืึธืจ ืฆื•ืจื™ืง. ืื™ืš ื’ืขืงื•ืžืขืŸ ืฆื• ืึท ื ื™ื™ึท ืึธืจื˜ ืคื•ืŸ ืึทืจื‘ืขื˜, ื•ื•ื• ื“ื™ ืคืจื™ืขืจื“ื™ืงืข ืึทื“ืžื™ืŸ ืงืึทื–ืฉื•ื•ืึทืœื™ ืœื™ื ืงืก ืžื™ืจ ื“ืขื ื•ื•ื™ื™ื›ื•ื•ืืจื’ ื•ื•ื™ ืึท ื™ืจื•ืฉื”. ืื™ืš ื”ืึธื‘ ื’ืึธืจื ื™ืฉื˜ ื’ืขืงืขื ื˜ ื’ืขืคึฟื™ื ืขืŸ ืื•ื™ืฃ ื“ืขืจ ืื™ื ื˜ืขืจื ืขืฅ ืึทื—ื•ืฅ ืึธืคึฟื™ืฆื™ืขืœืข ื“ืึธืงื•ืžืขื ื˜ืึทืฆื™ืข. ืืคื™ืœื• ืื™ืฆื˜, ืื•ื™ื‘ ืื™ืจ ื’ื•ื’ืœ "ืจืึธื“ืขืจ", ืื™ืŸ 99% ืคื•ืŸ ืงืึทืกืขืก ืขืก ื•ื•ืขื˜ ืงื•ืžืขืŸ ืึทืจื•ื™ืฃ ืžื™ื˜: ืฉื™ืฃ ื”ืขืœืžื– ืื•ืŸ ืงื•ื•ืึทื“ืงืึธืคึผื˜ืขืจืก. ืื™ ืš ื”ื ื‘ ื’ืขืœื•ื ื’ืข ืŸ ืฆ ื• ื’ืขืคื™ื ืข ืŸ ื ืฆื•ื’ืื ื’ . ื–ื™ื ื˜ ื“ื™ ืงื”ื™ืœื” [โ€ฆ]

ื™ื ื˜ืจืึธื•ื“ื•ืกื™ื ื’ Debezium - CDC ืคึฟืึทืจ Apache Kafka

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ

ืื™ืŸ ืžื™ื™ืŸ ืึทืจื‘ืขื˜, ืื™ืš ืึธืคื˜ ื˜ืจืขืคืŸ ื ื™ื™ึทืข ื˜ืขื›ื ื™ืฉ ืกืึทืœื•ืฉืึทื ื– / ื•ื•ื™ื™ื›ื•ื•ืืจื’ ืคึผืจืึธื“ื•ืงื˜ืŸ, ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื•ื•ืขื’ืŸ ื•ื•ืึธืก ืื™ื– ื’ืึทื ืฅ ืงื ืึทืคึผ ืื•ื™ืฃ ื“ื™ ืจื•ืกื™ืฉ-ืฉืคึผืจืึทืš ืื™ื ื˜ืขืจื ืขื˜. ืžื™ื˜ ื“ืขื ืึทืจื˜ื™ืงืœ ืื™ืš ื•ื•ืขืœ ืคึผืจื•ื‘ื™ืจืŸ ืฆื• ืคึผืœืึธืžื‘ื™ืจืŸ ืื™ื™ืŸ ืึทื–ืึท ืจื™ืก ืžื™ื˜ ืึท ื‘ื™ื™ืฉืคึผื™ืœ ืคื•ืŸ ืžื™ื™ืŸ ืœืขืฆื˜ืข ืคื™ืจ, ื•ื•ืขืŸ ืื™ืš ื“ืืจืฃ ืฆื• ืงืึทื ืคื™ื’ื™ืขืจ ืฉื™ืงื˜ CDC events ืคื•ืŸ ืฆื•ื•ื™ื™ ืคืึธืœืงืก DBMSs (PostgreSQL ืื•ืŸ MongoDB) ืฆื• ืึท Kafka ืงื ื•ื™ืœ ื ื™ืฆืŸ Debezium. ืื™ืš ื”ืึธืคึฟืŸ ื“ืขื ืึธืคึผืฉืึทืฆื•ื ื’ ืึทืจื˜ื™ืงืœ, ื•ื•ืึธืก ืื™ื– ืืจื•ื™ืก [โ€ฆ]

ืคึผืจืึทื•ื•ื™ื™ื“ืขืจ, ืฉื˜ืขืœืŸ ืžื™ื™ืŸ ืึทื ื˜ื™ื•ื•ื™ืจื•ืก ืฆื• VDI

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ

ืฆื•ื•ื™ืฉืŸ ืื•ื ื“ื–ืขืจ ืงืœื™ื™ืึทื ืฅ ืขืก ื–ืขื ืขืŸ ืงืึธืžืคึผืึทื ื™ืขืก ื•ื•ืึธืก ื ื•ืฆืŸ ืงืึทืกืคึผืขืจืกืงื™ ืกืึทืœื•ืฉืึทื ื– ื•ื•ื™ ืึท ืคึฟื™ืจืžืข ื ืึธืจืžืึทืœ ืื•ืŸ ืคื™ืจืŸ ืึทื ื˜ื™-ื•ื•ื™ืจื•ืก ืฉื•ืฅ ื–ื™ืš. ืขืก ื•ื•ืึธืœื˜ ื•ื™ืกืงื•ืžืขืŸ ืึทื– ืึท ื•ื•ื™ืจื˜ื•ืึทืœ ื“ืขืกืงื˜ืึทืคึผ ื“ื™ื ืกื˜ ืื™ืŸ ื•ื•ืึธืก ื“ื™ ืึทื ื˜ื™ื•ื•ื™ืจื•ืก ืื™ื– ืžืึธื ื™ื˜ืึธืจืขื“ ื“ื•ืจืš ื“ื™ ืฉืคึผื™ื™ึทื–ืขืจ ืื™ื– ื ื™ืฉื˜ ื–ื™ื™ืขืจ ืคึผืึทืกื™ืง ืคึฟืึทืจ ื–ื™ื™. ื”ื™ื™ึทื ื˜ ืื™ืš ื•ื•ืขื˜ ื•ื•ื™ื™ึทื–ืŸ ื•ื•ื™ ืงืึทืกื˜ืึทืžืขืจื– ืงืขื ืขืŸ ืคื™ืจืŸ ื–ื™ื™ืขืจ ืื™ื™ื’ืขื ืข ื–ื™ื›ืขืจื”ื™ื™ื˜ ืึธืŸ ืงืึทืžืคึผืจืึทืžื™ื™ื–ื™ื ื’ ื“ื™ ื–ื™ื›ืขืจื”ื™ื™ื˜ ืคื•ืŸ ื•ื•ื™ืจื˜ื•ืึทืœ ื“ืขืกืงื˜ืึทืคึผืก. ืื™ืŸ ื“ื™ ืœืขืฆื˜ืข ืคึผืึธืกื˜ืŸ ืžื™ืจ ืฉื•ื™ืŸ ื’ืขืจืขื“ื˜ ื•ื•ืขื’ืŸ [...]

ื•ื•ื™ ืžื™ืจ ื‘ืึทืฉื™ืฆืŸ ืงื•ื ื” ื•ื•ื™ืจื˜ื•ืึทืœ ื“ืขืกืงื˜ืึทืคึผืก ืคื•ืŸ ื•ื•ื™ืจื•ืกืขืก, ืกืคึผื™ื•ื•ืึทืจืข ืื•ืŸ ืื ืคืืœืŸ

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ

ื“ืขื ื™ืึธืจ, ืคื™ืœืข ืงืึธืžืคึผืึทื ื™ืขืก ื›ื™ื™ืกื˜ืึทืœื™ ืกื•ื•ื™ื˜ืฉื˜ ืฆื• ื•ื•ื™ื™ึทื˜ ืึทืจื‘ืขื˜. ืžื™ืจ ื’ืขื”ืึธืœืคึฟืŸ ืขื˜ืœืขื›ืข ืงืœื™ื™ืึทื ืฅ ืึธืจื’ืึทื ื™ื–ื™ืจืŸ ืžืขืจ ื•ื•ื™ ืึท ื”ื•ื ื“ืขืจื˜ ื•ื•ื™ื™ึทื˜ ื“ื–ืฉืึธื‘ืก ืื™ืŸ ืึท ื•ื•ืึธืš. ืขืก ืื™ื– ื•ื•ื™ื›ื˜ื™ืง ืฆื• ื˜ืึธืŸ ื“ืึธืก ื ื™ื˜ ื‘ืœื•ื™ื– ื’ืขืฉื•ื•ื™ื ื“, ืึธื‘ืขืจ ืื•ื™ืš ื‘ืขืฉืึธืœืขื. VDI ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืื™ื– ื’ืขืงื•ืžืขืŸ ืฆื• ืจืึทื˜ืขื•ื•ืขืŸ: ืžื™ื˜ ื–ื™ื™ืŸ ื”ื™ืœืฃ, ืขืก ืื™ื– ื‘ืึทืงื•ื•ืขื ืฆื• ืคืึทืจืฉืคึผืจื™ื™ื˜ืŸ ื–ื™ื›ืขืจื”ื™ื™ื˜ ืคึผืึทืœืึทืกื™ื– ืฆื• ืึทืœืข ื•ื•ืขืจืงืคึผืœื™ื™ืกื™ื– ืื•ืŸ ื‘ืึทืฉื™ืฆืŸ ืงืขื’ืŸ ื“ืึทื˜ืŸ ืœื™ืงืก. ืื™ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ [โ€ฆ]

ืžื™ืจ ืงืึธื ื˜ืจืึธืœื™ืจืŸ ื“ื™ ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื– ืคื•ืŸ Intel Xeon Gold 6254 ืฆื• ืึทืจื‘ืขื˜ืŸ ืžื™ื˜ 1C ืื™ืŸ ื“ื™ ื•ื•ืึธืœืงืŸ ืœื•ื™ื˜ ื“ื™ Gilev ืคึผืจื•ื‘ื™ืจืŸ

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ

ืฆื•ืจื™ืง ืื™ืŸ ืคืจื™ืœื™ื ื’ ืคื•ืŸ ื“ืขื ื™ืึธืจ, ืžื™ืจ ื˜ืจืึทื ืกืคืขืจื“ ื“ื™ mClouds.ru ื•ื•ืึธืœืงืŸ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ ืฆื• ื“ื™ ื ื™ื™ึทืข Xeon Gold 6254. ืขืก ืื™ื– ืฆื• ืฉืคึผืขื˜ ืฆื• ื˜ืึธืŸ ืึท ื“ื™ื˜ื™ื™ืœื“ ืจืขืฆืขื ื–ื™ืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ื“ื™ ืคึผืจืึทืกืขืกืขืจ - ืื™ืฆื˜ ืžืขืจ ื•ื•ื™ ืึท ื™ืึธืจ ืื™ื– ื“ื•ืจื›ื’ืขื’ืื ื’ืขืŸ ื–ื™ื ื˜ ื“ื™ "ืฉื˜ื™ื™ืŸ" ืื™ื– ื’ืขื•ื•ืขืŸ ืื•ื™ืฃ ืคืึทืจืงื•ื™ืฃ ืื•ืŸ ืึทืœืขืžืขืŸ ื•ื•ื™ื™ืกื˜ ื“ื™ ืคึผืจื˜ื™ื ื•ื•ืขื’ืŸ ื“ืขื ืคึผืจืึทืกืขืกืขืจ. ืึธื‘ืขืจ, ืื™ื™ืŸ ืฉื˜ืจื™ืš ืื™ื– ื ืึธื•ื˜ืึทื‘ืึทืœ, ื“ืขืจ ืคึผืจืึทืกืขืกืขืจ ื”ืื˜ ืึท ื‘ืึทื–ืข ืึธืคื˜ืงื™ื™ึทื˜ ืคื•ืŸ 3.1 GHz ืื•ืŸ 18 ืงืึธืจืขืก, ื•ื•ืึธืก ืžื™ื˜ ื˜ื•ืจื‘ืึธ ื‘ื•ืกื˜ ืึทืœืข [โ€ฆ]

C ++ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ: ืคืึทืจื‘ื™ื ื“ืŸ ื’ื™ื›ืงื™ื™ึทื˜ ืื•ืŸ ื”ื•ื™ืš ืžื“ืจื’ื”. ื™ืึทื ื“ืขืงืก ื‘ืึทืจื™ื›ื˜

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ

ื•ื•ืึธืก ืึทืคืขืงืฅ ื“ื™ ื’ื™ื›ืงื™ื™ึทื˜ ืคื•ืŸ C ++ ืžื’ื™ืœื” ืื•ืŸ ื•ื•ื™ ืฆื• ื“ืขืจื’ืจื™ื™ื›ืŸ ืขืก ืื•ื™ืฃ ืึท ื”ื•ื™ืš ืงืึธื“ ืžื“ืจื’ื”? ื“ืขืจ ื”ื•ื™ืคึผื˜ ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืคื•ืŸ ื“ื™ CatBoost ื‘ื™ื‘ืœื™ืึธื˜ืขืง Evgeniy Petrov ื’ืขืขื ื˜ืคืขืจื˜ ื“ื™ ืคึฟืจืื’ืŸ ืžื™ื˜ ื‘ื™ื™ืฉืคื™ืœืŸ ืื•ืŸ ืื™ืœื•ืกื˜ืจืืฆื™ืขืก ืคึฟื•ืŸ ื–ื™ื™ืŸ ื“ืขืจืคืึทืจื•ื ื’ ืžื™ื˜ CatBoost ืคึฟืึทืจ x86_64. ื•ื•ื™ื“ืขื ื‘ืึทืจื™ื›ื˜ - ื”ืขืœื ืึทืœืขืžืขืŸ. ืื™ืš ืึธืคึผื˜ื™ืžื™ื–ื™ืจืŸ ื“ื™ CatBoost ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ื‘ื™ื‘ืœื™ืึธื˜ืขืง ืคึฟืึทืจ ืงืคึผื•. ื“ืขืจ ื”ื•ื™ืคึผื˜ ื˜ื™ื™ืœ ืคื•ืŸ ืื•ื ื“ื–ืขืจ ื‘ื™ื‘ืœื™ืึธื˜ืขืง [โ€ฆ]

ืœื™ื‘ ื•ื™ืกืžืขืงืŸ. ื ื™ืงืึธืœื™ื™ึท ืกืึทืžืึธื›ื•ื•ืึทืœืึธื•ื• (Postgres.ai)

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ

ืึทืžืึธืœ ืื™ืŸ ื“ื™ ื•ื•ื™ื™ึทื˜ ืฆื•ืงื•ื ืคึฟื˜, ืึธื˜ืึทืžืึทื˜ื™ืง ื‘ืึทื–ื™ื™ึทื˜ื™ืงื•ื ื’ ืคื•ืŸ ื•ืžื ื™ื™ื˜ื™ืง ื“ืึทื˜ืŸ ื•ื•ืขื˜ ื–ื™ื™ืŸ ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ื•ื•ื™ื›ื˜ื™ืง ื˜ืึทืกืงืก ืคื•ืŸ ืึท DBMS [1]. ืื™ืŸ ื“ืขืจ ื“ืขืจื•ื•ื™ื™ืœ, ืžื™ืจ ื–ื™ืš ื“ืึทืจืคึฟืŸ ืฆื• ื ืขืžืขืŸ ืงืขื™ืจ ืคื•ืŸ ื“ื™ืœื™ื˜ื™ื ื’ ืึธื“ืขืจ ืึทืจื™ื‘ืขืจืคื™ืจืŸ ื•ืžื ื™ื™ื˜ื™ืง ื“ืึทื˜ืŸ ืฆื• ื•ื•ื™ื™ื ื™ืงืขืจ ื˜ื™ื™ึทืขืจ ืกื˜ืึธืจื™ื“ื–ืฉ ืกื™ืกื˜ืขืžืขืŸ. ื–ืืœ ืก ื–ืึธื’ืŸ ืื™ืจ ื‘ืึทืฉืœื™ืกืŸ ืฆื• ื•ื™ืกืžืขืงืŸ ืขื˜ืœืขื›ืข ืžื™ืœื™ืึธืŸ ืจืึธื•ื–. ื ื’ืึทื ืฅ ืคึผืฉื•ื˜ ืึทืจื‘ืขื˜, ืกืคึผืขืฆื™ืขืœ ืื•ื™ื‘ ื“ื™ ืฆื•ืฉื˜ืึทื ื“ ืื™ื– ื‘ืืงืื ื˜ ืื•ืŸ ืขืก ืื™ื– ืึท ืคึผืึทืกื™ืง ืื™ื ื“ืขืงืก. "ื•ื™ืกืžืขืงืŸ ืคึฟื•ืŸ ื˜ื™ืฉ 1 ื•ื•ื• ืงืึธืœ 1 [โ€ฆ]

ืคึผืึทืงืึทื˜ ื˜ืจื™ื™ืกืขืจ. ืœืึทื‘: ืงืึทื ืคื™ื’ื™ืขืจ ืคืœืึธื•ื˜ื™ื ื’ ืกื˜ืึทื˜ื™ืง ืจื•ืฅ

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ

ื ืขื˜ื•ื•ืึธืจืง ื˜ืึทืคึผืึธืœืึธื’ื™ ื˜ืึทืกืงืก ืงืจื™ื™ื™ื˜ื™ื ื’ ืึท ืคืขืœื™ืงื™ื™ึทื˜ ื”ื•ื™ืคึผื˜ ืกื˜ืึทื˜ื™ืง ืžืึทืจืฉืจื•ื˜ ื“ื™ืคึผืœื•ื™ื™ื ื’ ืึท ืคืœืึธื•ื˜ื™ื ื’ ืกื˜ืึทื˜ื™ืง ืžืึทืจืฉืจื•ื˜ ื˜ืขืกื˜ื™ื ื’ ืกื•ื•ื™ื˜ืฉื™ื ื’ ืฆื• ืึท ืคืœืึธื•ื˜ื™ื ื’ ืกื˜ืึทื˜ื™ืง ืžืึทืจืฉืจื•ื˜ ื•ื•ืขืŸ ื“ืขืจ ื”ื•ื™ืคึผื˜ ืžืึทืจืฉืจื•ื˜ ืคื™ื™ืœื–. ื ื™ื˜ ืขื ืœืขืš ื“ื™ื ืึทืžื™ืฉ ืจื•ื˜ื™ื ื’, ืกื˜ืึทื˜ื™ืง ืจื•ื˜ื™ื ื’ ืจื™ืงื•ื•ื™ื™ืขืจื– ืื™ืจ ืฆื• ื™ื ื“ื™ืคึผืขื ื“ืึทื ื˜ืœื™ ื‘ื•ื™ืขืŸ ืึท ืžืึทืจืฉืจื•ื˜ ืฆื• ืึท ืกืคึผืขืฆื™ืคื™ืฉ ื ืขืฅ. ืคืœืึธื•ื˜ื™ื ื’ [โ€ฆ]

ยซืฆื•ืจื™ืง ืฆื• ืฉืคึผื™ืฅ 6 7 8 9 10 11 12 13 14 15 ืฆื•ื ืกื•ืฃ "