ื•ื•ืึธืก ื•ื•ืขื˜ ืคืึธืจืฉืœืึธื’ืŸ ื“ื™ ื ื™ื™ึทืข ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ื– ืคึฟืึทืจ AI ืื•ืŸ ML ืกื™ืกื˜ืขืžืขืŸ?

MAX Data ื•ื•ืขื˜ ื–ื™ื™ืŸ ืงืึทืžื‘ื™ื™ื ื“ ืžื™ื˜ Optane DC ืฆื• ื™ืคืขืงื˜ื™ื•ื•ืœื™ ืึทืจื‘ืขื˜ืŸ ืžื™ื˜ AI ืื•ืŸ ML ืกื™ืกื˜ืขืžืขืŸ.

ื•ื•ืึธืก ื•ื•ืขื˜ ืคืึธืจืฉืœืึธื’ืŸ ื“ื™ ื ื™ื™ึทืข ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ื– ืคึฟืึทืจ AI ืื•ืŸ ML ืกื™ืกื˜ืขืžืขืŸ?
ืคืึธื˜ืึธ - Hitesh Choudhary โ€” ืึทื ืกืคึผืœืึทืฉ

ืื•ื™ืฃ ืœื•ื™ื˜ ืœื•ื™ื˜ ืึท ืœืขืจื ืขืŸ ืคื•ืŸ MIT ืกืœืึธืึทืŸ ืžืึทื ืึทื’ืขืžืขื ื˜ ืื™ื‘ืขืจื‘ืœื™ืง ืื•ืŸ ื“ื™ ื‘ืึธืกื˜ืึธืŸ ืงืึทื ืกืึทืœื˜ื™ื ื’ ื’ืจื•ืคืข, 85% ืคื•ืŸ ื“ื™ ื“ืจื™ื™ ื˜ื•ื™ื–ื ื˜ ืžืึทื ืึทื“ื–ืฉืขืจื– ืกืขืจื•ื•ื™ื™ื“ ื’ืœื•ื™ื‘ืŸ ืึทื– ืึทื™ ืกื™ืกื˜ืขืžืขืŸ ื•ื•ืขื˜ ื”ืขืœืคึฟืŸ ื–ื™ื™ืขืจ ืงืึธืžืคึผืึทื ื™ืขืก ื‘ืึทืงื•ืžืขืŸ ืึท ืงืึทืžืคึผืขื˜ื™ื˜ื™ื•ื• ืžื™ื™ึทืœืข ืื™ืŸ ื“ื™ ืžืึทืจืง. ืึธื‘ืขืจ, ื‘ืœื•ื™ื– 39% ืคื•ืŸ ืงืึธืžืคึผืึทื ื™ืขืก ื’ืขืคืจื•ื•ื•ื˜ ืฆื• ื™ื ืกื˜ืจื•ืžืขื ื˜ ืขืคึผืขืก ืขื ืœืขืš ืื™ืŸ ืคื™ืจ.

ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืกื™ื‘ื•ืช ืคึฟืึทืจ ื“ืขื ืกื™ื˜ื•ืึทืฆื™ืข ืื™ื– ืึทื– ื™ืคืขืงื˜ื™ื•ื•ืœื™ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ื“ืึทื˜ืŸ ืื•ืŸ ืึธืคึผื˜ื™ืžื™ื–ื™ื ื’ ื“ื™ ื ื•ืฆืŸ ืคื•ืŸ ืžืึทื›ื˜ ืคึฟืึทืจ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ื˜ืึทืกืงืก ืื™ื– ื ื™ืฉื˜ ืึทืŸ ื’ืจื™ื ื’ ืึทืจื‘ืขื˜. ืื™ืŸ IDC ืกืขืœืึทื‘ืจื™ื™ื˜, ืึทื– ืึท ื ื™ื™ึทืข ื˜ืขื›ื ืึธืœืึธื’ื™ืข ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืฉื˜ืขื ื“ื™ืง ื–ื›ึผืจื•ืŸ (ืคึผืขืจืกื™ืกื˜ืขื ื˜ ื–ื›ึผืจื•ืŸ, PMEM) ืงืขืŸ ื”ืึทืœื˜ืŸ ื“ื™ ืกื™ื˜ื•ืึทืฆื™ืข.

ื“ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืื™ื– ื’ืขื•ื•ืขืŸ ืคืืจื’ืขืœื™ื™ื’ื˜ ื“ื•ืจืš NetApp ืื•ืŸ Intel, ื™ื•ื ื™ื™ืฅ NetApp ื–ื›ึผืจื•ืŸ ืึทืงืกืขืœืขืจื™ื™ื˜ื™ื“ (ืžืึทืงืก) ื“ืึทื˜ืึท ืื•ืŸ Intel Optane DC ืคึผืขืจืกื™ืกื˜ืขื ื˜ ื–ื›ึผืจื•ืŸ ืคึฟืึทืจ ืึท ื”ื™ื’ืข ืคึผืขืจืกื™ืกื˜ืขื ื˜ ื–ื›ึผืจื•ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ืคึผืจืึธื“ื•ืงื˜.

ื•ื•ื™ ืขืก ื•ื•ืึธืจืงืก

ืžืึทืงืก ื“ืึทื˜ืึท ืื™ื– ืึท ืกืขืจื•ื•ืขืจ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ื•ื•ืึธืก ื™ืžืคึผืจื•ื•ื•ื– ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ื“ื•ืจืš ื“ื™ ื ื•ืฆืŸ ืคื•ืŸ PMEM ืึธื“ืขืจ DRAM, ืึธื‘ืขืจ ื˜ื•ื˜ ื ื™ืฉื˜ ื“ืึทืจืคืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ืื™ืŸ ื•ื•ื™ื™ื›ื•ื•ืืจื’ ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ.

ืขืก ื™ืžืคึผืœืึทืžืึทื ืฅ ื“ื™ ืคึผืจื™ื ืกืึทืคึผืึทืœื– ืคื•ืŸ ืึธื˜ืึทืžื™ื™ื˜ื™ื“ ืžืึทืœื˜ื™-ืžื“ืจื’ื” ืกื˜ืึธืจื™ื“ื–ืฉ, ื“ื™ืกื˜ืจื™ื‘ื™ื•ื˜ื™ื ื’ ื“ืึทื˜ืŸ ืื™ื‘ืขืจ ืœืขื•ื•ืขืœืก ืื•ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ื“ื™ืคึผืขื ื“ื™ื ื’ ืื•ื™ืฃ ื“ื™ ืึธืคื˜ืงื™ื™ึทื˜ ืคื•ืŸ ื ื•ืฆืŸ - ืžืขืจ ืฆื•ื˜ืจื™ื˜ืœืขืš ืกื˜ืึธืจื™ื“ื–ืฉ ืื™ื– ื’ืขื ื™ืฆื˜ ืคึฟืึทืจ "ืงืึทืœื˜" ื“ืึทื˜ืŸ, ืื•ืŸ ืึธืคื˜ ื’ืขื•ื•ื™ื™ื ื˜ ื“ืึทื˜ืŸ ื–ืขื ืขืŸ "ืื™ืŸ ื”ืึทื ื˜" - ืื™ืŸ ืคึผืขืจืกื™ืกื˜ืขื ื˜ ื–ื›ึผืจื•ืŸ, ื•ื•ืึธืก ืžื™ื ืึทืžื™ื™ื– ื“ื™ ืœื™ื™ื˜ืึทื ืกื™ ื•ื•ืขืŸ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ืึทื–ืึท ื“ืึทื˜ืŸ.

ื•ื•ืขืจืกื™ืข 1.1 ื ื™ืฆื˜ DRAM ื–ื›ึผืจื•ืŸ ืื•ืŸ NVDIMMs. ื‘ื™ื™ื“ืข ื™ืžืคึผืœืึทืžืึทื ืฅ ื”ืึธื‘ืŸ ื–ื™ื™ืขืจ ื“ื™ืกืึทื“ื•ื•ืึทื ื˜ื™ื“ื–ืฉื™ื– - ืงืึธืจืขื•ื• ืึธื ื•ื•ืขืจ ืคื•ืŸ ืขืคืขืงื˜ื™ื•ื•ืงื™ื™ึทื˜ ืื•ืŸ ื”ื•ื™ืš ื–ื›ึผืจื•ืŸ ืงืึธืก ืจื™ืกืคึผืขืงื˜ื™ื•ื•ืœื™ - ืงืึทืžืคึผืขืจื“ ืžื™ื˜ Optane DCPMM. ื ื˜ืฉืึทืจื˜ ื•ื•ืึธืก ื’ื™ื˜ ืึท ืงืึธืžืคึผืึทืจืึทื˜ื™ื•ื•ืข ืึธืคึผืฉืึทืฆื•ื ื’ ืคื•ืŸ ืœื™ื™ื˜ืึทื ืกื™ ืื™ื– ื“ืขืจืœืื ื’ื˜ ื“ืึธ (ื‘ืœืึทื˜ 4).

ะขะตั…ะฝะพะปะพะณะธั ืฉื˜ื™ืฆื˜ ะธ ืคึผืึธืกื™ืงืก ืื•ืŸ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ื“ื™ ืกืขืžืึทื ื˜ื™ืงืก ืคื•ืŸ ื‘ืœืึธืง ืึธื“ืขืจ ื˜ืขืงืข ืกื™ืกื˜ืขืžืขืŸ. ื“ืึทื˜ืŸ ืฉื•ืฅ ืื•ืŸ ืึธืคึผื–ื•ืš ืื•ื™ืฃ ื“ื™ ืกื˜ืึธืจื™ื“ื–ืฉ ืžื“ืจื’ื” ืื™ื– ื™ืžืคึผืœืึทืžืขื ืึทื“ ืžื™ื˜ MAX Snap ืื•ืŸ MAX Recovery. ื“ื™ ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ื ื•ืฆืŸ ืกื ืึทืคึผืฉืึทืฅ, ื“ื™ SnapMirror ื’ืขืฆื™ื™ึทื’ ืื•ืŸ ืื ื“ืขืจืข ONTAP ื–ื™ื›ืขืจื”ื™ื™ื˜ ืžืขืงืึทื ื™ื–ืึทืžื–.

ืกื›ืขืžืึทื˜ื™ืฉ, ื“ื™ ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืงื•ืงื˜ ื•ื•ื™ ื“ืึธืก:

ื•ื•ืึธืก ื•ื•ืขื˜ ืคืึธืจืฉืœืึธื’ืŸ ื“ื™ ื ื™ื™ึทืข ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ื– ืคึฟืึทืจ AI ืื•ืŸ ML ืกื™ืกื˜ืขืžืขืŸ?

ืขืก ืื™ื– ื ืึธืš ืงื™ื™ืŸ PMEM ืื•ื™ืฃ ื“ืขื ืงืจื™ื™ึทื–, ืึธื‘ืขืจ ื“ื™ ื“ืขื•ื•ืขืœืึธืคึผืขืจืก ืฆื•ื–ืึธื’ ืฆื• ืœื™ื™ื’ืŸ ืฉื˜ื™ืฆืŸ ืคึฟืึทืจ ื“ืขื ื˜ื™ืคึผ ืคื•ืŸ ื–ื›ึผืจื•ืŸ ื‘ื™ื– ื“ืขื ืกื•ืฃ ืคื•ืŸ ื“ืขื ื™ืึธืจ. ื‘ื™ื– ืื™ืฆื˜, ืžืึทืงืก ื“ืึทื˜ืึท ืึทืจื‘ืขื˜ ืžื™ื˜ DRAM ืื•ืŸ DIMM.

ืœื™ื™ื–ื•ื ื’ ืคึผืึธื˜ืขื ืฆื™ืขืœ

ืื™ืŸ IDC ืคืึธื“ืขืจืŸืึทื– ืื™ืŸ ื“ื™ ืงื•ืžืขื ื“ื™ืง ื™ืึธืจืŸ ืขืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ืžืขืจ ื“ื™ื•ื•ืขืœืึทืคึผืžืึทื ืฅ ื•ื•ื™ ืžืึทืงืก ื“ืึทื˜ืึท, ื–ื™ื ื˜ ื“ื™ ื‘ืึทื ื“ ืคื•ืŸ ืคึฟื™ืจืžืข ื“ืึทื˜ืŸ ืื™ื– ืงืขืกื™ื™ื“ืขืจ ื’ืจืึธื•ื™ื ื’, ืื•ืŸ ืงืึธืžืคึผืึทื ื™ืขืก ื˜ืึธืŸ ื ื™ื˜ ื”ืึธื‘ืŸ ื’ืขื ื•ื’ ืงืึทืคึผืึทืฆื™ื˜ืขื˜ ืฆื• ืคึผืจืึทืกืขืกื™ื ื’ ืขืก ื™ืคืขืงื˜ื™ื•ื•ืœื™. ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืงืขื ืขืŸ ื ื•ืฆื™ืง ืื™ืŸ ืึท ื’ืจื•ื™ืก-ื•ื•ืึธื’ ื•ื•ืึธืœืงืŸ ืกื•ื•ื™ื•ื•ืข ืื•ืŸ ืคึฟืึทืจ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ืžื™ื˜ืœ-ืื™ื ื˜ืขื ืกื™ื•ื•ืข ื˜ืึทืกืงืก ืึทื–ืึท ื•ื•ื™ ื˜ืจื™ื™ื ื™ื ื’ ื ืขื•ืจืึทืœ ื ืขื˜ื•ื•ืึธืจืงืก. ืขืก ื•ื•ืขื˜ ื’ืขืคึฟื™ื ืขืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืื•ื™ืฃ ื˜ืจื™ื™ื“ื™ื ื’ ืคึผืœืึทื˜ืคืึธืจืžืก, ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื–ื™ื›ืขืจื”ื™ื™ื˜ ืกื™ืกื˜ืขืžืขืŸ ืื•ืŸ ืงื™ื™ืŸ ืื ื“ืขืจืข ื•ื•ื™ื™ื›ื•ื•ืืจื’ ืคึผืจืึธื“ื•ืงื˜ืŸ ื•ื•ืึธืก ื“ืึทืจืคืŸ ืงืขืกื™ื™ื“ืขืจื“ื™ืง ืื•ืŸ ืฉื ืขืœ ืึทืงืกืขืก ืฆื• ื’ืจื•ื™ืก ื•ื•ืึทืœื™ื•ืžื– ืคื•ืŸ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข.

ืขืก ืื™ื– ืื•ื™ืš ืึท ื’ืขืœืขื’ื ื”ื™ื™ึทื˜ ืึทื– ื“ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ื•ื•ืขื˜ ื ื™ืฉื˜ ื’ืœื™ื™ืš ื•ื•ืึธืจืฆืœ ืื•ื™ืฃ ื“ื™ ืžืึทืจืง. ื•ื•ื™ ืžื™ืจ ื‘ืืžืขืจืงื˜ ืื•ื™ื‘ืŸ, ื‘ืœื•ื™ื– ืึท ื“ืจื™ื˜ ืคื•ืŸ ืงืึธืžืคึผืึทื ื™ืขืก ืึทืจื•ื ื“ื™ ื•ื•ืขืœื˜ ืึทืจื‘ืขื˜ ืžื™ื˜ ืึทื™ ืกื™ืกื˜ืขืžืขืŸ ืื™ืŸ ืื™ื™ืŸ ืึธื“ืขืจ ืื ื“ืขืจืŸ ืคืึธืจืขื. ืคึฟื•ืŸ ื“ืขื ืคื•ื ื˜ ืคื•ืŸ ืžื™ื™ื ื•ื ื’, ืคื™ืœืข ืงืขืŸ ื‘ืึทื˜ืจืึทื›ื˜ืŸ ื“ื™ ืื•ื™ืกื–ืขืŸ ืคื•ืŸ ืžืึทืงืก ื“ืึทื˜ืึท ืฆื• ืคืจื™ ืื•ืŸ ื•ื•ืขื˜ ืคืึธืงื•ืก ื–ื™ื™ืขืจ ื•ืคืžืขืจืงื–ืึทืžืงื™ื™ื˜ ืื•ื™ืฃ ืึท ืžืขืจ ืฆื•ื˜ืจื™ื˜ืœืขืš ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ ื•ื•ืึธืก ืึทืœืึทื•ื– ื–ื™ื™ ืฆื• ืกืึธืœื•ื•ืข ืงืจืึทื ื˜ ืคึผืจืึธื‘ืœืขืžืก.

ืื•ื ื“ื–ืขืจ ืื ื“ืขืจืข ืžืึทื˜ืขืจื™ืึทืœืก ื•ื•ืขื’ืŸ IT ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ:

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’