$ 6,9 ื‘ื™ืœื™ืึธืŸ ื”ืึทื ื“ืœ: ื•ื•ืึธืก ืึท ื’ืคึผื• ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืื™ื– ื‘ื™ื™ื™ื ื’ ืึท ื ืขืฅ ื•ื™ืกืจื™ื›ื˜ ืคืึทื‘ืจื™ืงืึทื ื˜

ืœืขืฆื˜ื ืก, ื“ื™ ืึธืคึผืžืึทืš ืฆื•ื•ื™ืฉืŸ ื ื•ื•ื™ื“ื™ืึท ืื•ืŸ ืžืขืœืึทื ืึธืงืก ืื™ื– ืคืืจื’ืขืงื•ืžืขืŸ. ืžื™ืจ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื“ื™ ืคึผืจื™ืจืขืงื•ื•ืึทื–ืึทืฅ ืื•ืŸ ืงืึทื ืกืึทืงื•ื•ืขื ืกืึทื–.

$ 6,9 ื‘ื™ืœื™ืึธืŸ ื”ืึทื ื“ืœ: ื•ื•ืึธืก ืึท ื’ืคึผื• ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืื™ื– ื‘ื™ื™ื™ื ื’ ืึท ื ืขืฅ ื•ื™ืกืจื™ื›ื˜ ืคืึทื‘ืจื™ืงืึทื ื˜
ืคืึธื˜ืึธ - Cecetay - CC BY-SA 4.0

ื•ื•ืึธืก ืึท ื’ืขืฉืขืคื˜

ืžืขืœืึทื ืึธืงืก ืื™ื– ืึทืงื˜ื™ื•ื• ื–ื™ื ื˜ 1999. ื”ื™ื™ึทื ื˜ ืขืก ืื™ื– ืจืขืคึผืจื™ื–ืขื ื˜ื™ื“ ื“ื•ืจืš ืึธืคืึทืกื™ื– ืื™ืŸ ื“ื™ USA ืื•ืŸ ื™ืฉืจืืœ, ืึธื‘ืขืจ ืึทืคึผืขืจื™ื™ืฅ ืื•ื™ืฃ ืึท ืคืึทื‘ืœืขืก ืžืึธื“ืขืœ - ืขืก ื˜ื•ื˜ ื ื™ืฉื˜ ื”ืึธื‘ืŸ ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข ืคึผืจืึธื“ื•ืงืฆื™ืข ืื•ืŸ ืฉื˜ืขืœืŸ ืึธืจื“ืขืจืก ืžื™ื˜ ื“ืจื™ื˜-ืคึผืึทืจื˜ื™ื™ ืขื ื˜ืขืจืคึผืจื™ืกืขืก, ืœืžืฉืœ ืฆืžืง. ืžืขืœืึทื ืึธืงืก ื˜ืจืื’ื˜ ืึทื“ืึทืคึผื˜ืขืจื– ืื•ืŸ ืกื•ื•ื™ื˜ืฉื™ื– ืคึฟืึทืจ ื”ื•ื™ืš-ื’ื™ื›ืงื™ื™ึทื˜ ื ืขื˜ื•ื•ืึธืจืงืก ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ ืขื˜ื”ืขืจื ืขื˜ ืื•ืŸ ื”ื•ื™ืš-ื’ื™ื›ืงื™ื™ึทื˜ ืคึผืจืึธื˜ืึธืงืึธืœืก. InfiniBand.

ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืคึผืจื™ืจืขืงื•ื•ืึทื–ืึทืฅ ืคึฟืึทืจ ื“ื™ ืึธืคึผืžืึทืš ืื™ื– ื“ื™ ื’ืขืžื™ื™ื ื–ืึทื ืื™ื ื˜ืขืจืขืก ืคื•ืŸ ืงืึธืžืคึผืึทื ื™ืขืก ืื™ืŸ ื“ืขืจ ื’ืขื’ื ื˜ ืคื•ืŸ ื”ื•ื™ืš ืคืึธืจืฉื˜ืขืœื•ื ื’ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ (HPC). ืื–ื•ื™, ื“ื™ ืฆื•ื•ื™ื™ ืžืขืจืกื˜ ืฉื˜ืึทืจืง ืกื•ืคึผืขืจืงืึทืžืคึผื™ื•ื˜ืขืจื– ืื™ืŸ ื“ืขืจ ื•ื•ืขืœื˜ - ืกื™ืขืจืึท ืื•ืŸ ืกืึทืžื™ื˜ - ื ื•ืฆืŸ ืกืึทืœื•ืฉืึทื ื– ืคื•ืŸ ืžืขืœืึทื ืึธืงืก ืื•ืŸ ื ื•ื•ื™ื“ื™ืึท.

ื“ื™ ืงืึธืžืคึผืึทื ื™ืขืก ืื•ื™ืš ืžื™ื˜ืึทืจื‘ืขื˜ืŸ ืื•ื™ืฃ ืื ื“ืขืจืข ื“ื™ื•ื•ืขืœืึทืคึผืžืึทื ืฅ - ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, Mellanox ืึทื“ืึทืคึผื˜ืขืจื– ื–ืขื ืขืŸ ืื™ื ืกื˜ืึทืœื™ืจืŸ ืื™ืŸ ื“ื™ DGX-2 ืกืขืจื•ื•ืขืจ ืคึฟืึทืจ ื˜ื™ืฃ ืœืขืจื ืขืŸ ื˜ืึทืกืงืก.

$ 6,9 ื‘ื™ืœื™ืึธืŸ ื”ืึทื ื“ืœ: ื•ื•ืึธืก ืึท ื’ืคึผื• ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืื™ื– ื‘ื™ื™ื™ื ื’ ืึท ื ืขืฅ ื•ื™ืกืจื™ื›ื˜ ืคืึทื‘ืจื™ืงืึทื ื˜
ืคืึธื˜ืึธ - ืงืึทืจืœืึธืก ื“ื–ืฉืึธื ืขืก - CC BY 2.0

ื“ื™ ืฆื•ื•ื™ื™ื˜ืข ื‘ืึทื˜ื™ื™ื˜ื™ืง ืึทืจื’ื•ืžืขื ื˜ ืื™ืŸ ื˜ื•ื™ื•ื•ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืึธืคึผืžืึทืš ืื™ื– Nvidia ืก ืคืึทืจืœืึทื ื’ ืฆื• ื‘ืึทืงื•ืžืขืŸ ืคืึธืจื•ื™ืก ืคื•ืŸ ื–ื™ื™ืŸ ืคึผืึธื˜ืขื ืฆื™ืขืœ ืงืึธื ืงื•ืจืขื ื˜, ื™ื ื˜ืขืœ. ื“ื™ ืงืึทืœื™ืคืึธืจื ื™ืึทืŸ ืขืก ืจื™ื– ืื™ื– ืกื™ืžื™ืœืึทืจืœื™ ื™ื ื•ื•ืึทืœื•ื•ื“ ืื™ืŸ ืึทืจื‘ืขื˜ ืื•ื™ืฃ ืกื•ืคึผืขืจืงืึทืžืคึผื™ื•ื˜ืขืจื– ืื•ืŸ ืื ื“ืขืจืข HPC ืกืึทืœื•ืฉืึทื ื–, ื•ื•ืึธืก ืขืคืขืก ืคึผื™ืฅ ืขืก ืงืขื’ืŸ ื ื•ื•ื™ื“ื™ืึท. ืขืก ื”ืึธื˜ ื–ื™ืš ืึทืจื•ื™ืกื’ืขื•ื•ื™ื–ืŸ ืึทื– ืขืก ืื™ื– ื ื•ื•ื™ื“ื™ืึท ื•ื•ืึธืก ื”ืึธื˜ ื‘ืึทืฉืœืึธืกืŸ ืฆื• ื ืขืžืขืŸ ื“ื™ ืื™ื ื™ืฆื™ืื˜ื™ื•ื• ืื™ืŸ ื“ืขื ืงืึทืžืฃ ืคึฟืึทืจ ืคื™ืจืขืจืฉืึทืคื˜ ืื™ืŸ ื“ืขื ืžืึทืจืง ืึธืคึผืฉื ื™ื˜ ืื•ืŸ ืื™ื– ื’ืขื•ื•ืขืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ ืฆื• ืžืึทื›ืŸ ืึท ืึธืคึผืžืึทืš ืžื™ื˜ ืžืขืœืึทื ืึธืงืก.

ื•ื•ืึธืก ื•ื•ืขื˜ ืขืก ื•ื•ื™ืจืงืŸ?

ื ื™ื• ืกืึทืœื•ืฉืึทื ื–. ื”ื•ื™ืš-ืคืึธืจืฉื˜ืขืœื•ื ื’ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืื™ืŸ ืึทื–ืึท ื’ืขื‘ื™ื˜ืŸ ื•ื•ื™ ื‘ื™ืึธืœืึธื’ื™, ืคื™ื–ื™ืง, ืžืขื˜ืขืึธืจืึธืœืึธื’ื™, ืืื–"ื• ื• ืื™ื– ืžืขืจ ืื•ืŸ ืžืขืจ ืคืื“ืขืจืŸ ื™ืขื“ืขืจ ื™ืึธืจ ืื•ืŸ ืึทืคึผืขืจื™ื™ืฅ ืžื™ื˜ ื™ื ืงืจื™ืกื™ื ื’ืœื™ ื‘ืึทื˜ื™ื™ื˜ื™ืง ืึทืžืึทื•ื ืฅ ืคื•ืŸ ื“ืึทื˜ืŸ. ืขืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืื ื’ืขื ื•ืžืขืŸ ืึทื– ื“ื™ ืžื™ื˜ืึทืจื‘ืขื˜ ืฆื•ื•ื™ืฉืŸ ื“ื™ Nvidia ืื•ืŸ Mellanox ื˜ื™ืžื– ื•ื•ืขื˜ ืขืจืฉื˜ืขืจ ื’ืขื‘ืŸ ื“ืขื ืžืึทืจืง ื ื™ื™ึทืข ืกืึทืœื•ืฉืึทื ื– ื•ื•ืึธืก ื•ื•ืขื˜ ืคืึทืจื‘ื™ื ื“ืŸ ื ื™ื˜ ื‘ืœื•ื™ื– ืฆื• ื™ื™ึทื–ื ื•ื•ืึทืจื’, ืึธื‘ืขืจ ืื•ื™ืš ืฆื• ื“ื™ ืึธืคึผืฉื ื™ื˜ ืคื•ืŸ ืกืคึผืขืฉืึทืœื™ื™ื–ื“ ื•ื•ื™ื™ื›ื•ื•ืืจื’ ืคึฟืึทืจ HPC ืกื™ืกื˜ืขืžืขืŸ.

ืคึผืจืึธื“ื•ืงื˜ ื™ื ืึทื’ืจื™ื™ืฉืึทืŸ. ืึทื–ืึท ื˜ืจืึทื ื–ืึทืงืฉืึทื ื– ืึธืคื˜ ืœืึธื–ืŸ ืงืึธืžืคึผืึทื ื™ืขืก ืฆื• ืึทืคึผื˜ืึทืžื™ื™ื– ืึทืคึผืขืจื™ื™ื˜ื™ื ื’ ืงืึธืก ื“ื•ืจืš ืจื™ื“ื•ืกื™ื ื’ ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ืขืžืคึผืœื•ื™ื™ื– ืื•ืŸ ื™ื ืงืจื™ืกื™ื ื’ ื“ื™ ืงื•ื™ืœืขืœื“ื™ืง ืขืคืขืงื˜ื™ื•ื•ืงื™ื™ึทื˜ ืคื•ืŸ ื’ืขืฉืขืคื˜ ืคึผืจืึทืกืขืกืึทื–. ืื™ืŸ ื“ืขื ืคืึทืœ, ืžื™ืจ ืงืขื ืขืŸ ื‘ืœื•ื™ื– ื™ื‘ืขืจื ืขืžืขืŸ ืึทื– ื“ืึธืก ื•ื•ืขื˜ ืคึผืึทืกื™ืจืŸ, ืึธื‘ืขืจ ื•ื•ืึธืก ืื™ื– ื–ื™ื™ืขืจ ืžืกืชึผืžื ืื™ื– ื“ื™ ื™ื ืึทื’ืจื™ื™ืฉืึทืŸ ืคื•ืŸ Nvidia ืื•ืŸ Mellanox ืกืึทืœื•ืฉืึทื ื– ืื™ืŸ "ื‘ืึธืงืกืขื“" ืคึฟืึธืจืžืึทื˜ื™ืจื•ื ื’ืขืŸ. ืื•ื™ืฃ ื“ื™ ืื™ื™ืŸ ื”ืึทื ื˜, ื“ืึธืก ืื™ื– ืึท ื’ืขืœืขื’ื ื”ื™ื™ื˜ ืคึฟืึทืจ ืงืœื™ื™ืึทื ืฅ ืฆื• ื‘ืึทืงื•ืžืขืŸ ืฉื ืขืœ ืจืขื–ื•ืœื˜ืึทื˜ืŸ ืื•ืŸ ืคืึทืจื˜ื™ืง ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ืคึฟืึทืจ ืกืึทืœื•ื•ื™ื ื’ ืคึผืจืึธื‘ืœืขืžืก ื“ืึธ ืื•ืŸ ืื™ืฆื˜. ืื•ื™ืฃ ื“ื™ ืื ื“ืขืจืข ื”ืึทื ื˜, ืขืก ืื™ื– ืึท ืคึผืึธื˜ืขื ืฆื™ืขืœ ืžืึทืš ืฆื• ื‘ืึทื’ืจืขื ืขืฆืŸ ื“ื™ ืงื•ืกื˜ืึธืžื™ื–ืึทื˜ื™ืึธืŸ ืคื•ืŸ ืึท ื ื•ืžืขืจ ืคื•ืŸ ืงืึทืžืคึผืึธื•ื ืึทื ืฅ, ื•ื•ืึธืก ืงืขืŸ ื ื™ืฉื˜ ื‘ื™ื˜ืข ืึทืœืขืžืขืŸ.

ืึธืคึผื˜ื™ืžื™ื–ืึทื˜ื™ืึธืŸ ืคื•ืŸ "ืžื–ืจื—-ืžืขืจื‘" ืคืึทืจืงืขืจ. ืจืขื›ื˜ ืฆื• ื“ืขืจ ื’ืขื ืขืจืึทืœ ื’ืึทื ื’ ืฆื• ื•ื•ื•ึผืงืก ืื™ืŸ ื“ืขื ื‘ืึทื ื“ ืคื•ืŸ ืคึผืจืึทืกืขืกื˜ ื“ืึทื˜ืŸ, ื“ื™ ืคึผืจืึธื‘ืœืขื ืคื•ืŸ ื“ื™ ืึทื–ื•ื™ ื’ืขืจื•ืคืขื ืข "ืžื–ืจื—-ืžืขืจื‘ยป ืคืึทืจืงืขืจ. ื“ืึธืก ืื™ื– ืคืืงื˜ื™ืฉ ืึท "ื‘ืึทื˜ืึทืœื ืขืง" ืคื•ืŸ ื“ื™ ื“ืึทื˜ืŸ ืฆืขื ื˜ืขืจ, ื•ื•ืึธืก ืกืœืึธื•ื– ื“ื™ ืึธืคึผืขืจืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ื’ืื ืฆืข ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืกืึทืœื•ื•ื™ื ื’ ื˜ื™ืฃ ืœืขืจื ืขืŸ ืคึผืจืึธื‘ืœืขืžืก. ื“ื•ืจืš ืงืึทืžื‘ื™ื™ื ื™ื ื’ ื–ื™ื™ืขืจ ื”ืฉืชื“ืœื•ืช, ื“ื™ ืงืึธืžืคึผืึทื ื™ืขืก ื”ืึธื‘ืŸ ืึทืœืข ื’ืขืœืขื’ื ื”ื™ื™ื˜ ืคึฟืึทืจ ื ื™ื™ึทืข ื“ื™ื•ื•ืขืœืึทืคึผืžืึทื ืฅ ืื™ืŸ ื“ืขื ื’ืขื’ื ื˜. ื“ื•ืจืš ื“ืขื ื•ื•ืขื’, Nvidia ื”ืื˜ ื‘ื™ื– ืึทื”ืขืจ ื‘ืึทืฆืึธืœื˜ ื•ืคืžืขืจืงื–ืึทืžืงื™ื™ื˜ ืฆื• ืึธืคึผื˜ื™ืžื™ื–ื™ื ื’ ื“ืึทื˜ืŸ ืึทืจื™ื‘ืขืจืคื™ืจืŸ ืฆื•ื•ื™ืฉืŸ ื’ืคึผื•ืก ืื•ืŸ ืื™ืŸ ืื™ื™ืŸ ืžืึธืœ ื‘ืึทืงืขื ืขื  ืกืคึผืขืฉืึทืœื™ื™ื–ื“ ื˜ืขื›ื ืึธืœืึธื’ื™ืข NV ืœื™ื ืง.

ื•ื•ืึธืก ืึทื ื“ืขืจืฉ ืื™ื– ื’ืขืฉืขืขื ื™ืฉ ืื™ืŸ ื“ื™ ืžืึทืจืง

ืขื˜ืœืขื›ืข ืžืึธืœ ื ืึธืš ื“ื™ ืžืขืœื“ืŸ ืคื•ืŸ ื“ื™ ืึธืคึผืžืึทืš ืฆื•ื•ื™ืฉืŸ Nvidia ืื•ืŸ Mellanox, ืื ื“ืขืจืข ื“ืึทื˜ืŸ ืฆืขื ื˜ืขืจ ื•ื™ืกืจื™ื›ื˜ ืžืึทื ื™ืึทืคืึทืงื˜ืฉืขืจืขืจื–, Xilinx ืื•ืŸ Solarflare, ืžื•ื“ื™ืข ืขื ืœืขืš ืคึผืœืึทื ื–. ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ื”ื•ื™ืคึผื˜ ืฆื™ืœืŸ ืคื•ืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ ืื™ื– ืฆื• ื™ืงืกืคึผืึทื ื“ ื“ื™ ืงื™ื™ื˜ ืคื•ืŸ ื ื•ืฆืŸ FPGA (FPGA) ื•ื•ื™ ืึท ื˜ื™ื™ืœ ืคื•ืŸ ืกืึทืœื•ื•ื™ื ื’ ืคึผืจืึธื‘ืœืขืžืก ืื™ืŸ ื“ื™ HPC ืคืขืœื“. ื“ื™ ืจื’ืข ืื™ื– ืึธืคึผื˜ื™ืžื™ื–ื™ื ื’ ื“ื™ ืœื™ื™ื˜ืึทื ืกื™ ืคื•ืŸ ืกืขืจื•ื•ืขืจ ื ืขืฅ ืกืึทืœื•ืฉืึทื ื– ืื•ืŸ ื ื™ืฆื˜ FPGA ื˜ืฉื™ืคึผืก ืื™ืŸ ื–ื™ื™ืŸ SmartNICS ืงืึทืจื“ืก. ื•ื•ื™ ืื™ืŸ ื“ืขื ืคืึทืœ ืคื•ืŸ Nvidia ืื•ืŸ Mellanox, ื“ืขื ืึธืคึผืžืึทืš ืื™ื– ืคึผืจื™ืกื™ื“ืึทื“ ื“ื•ืจืš ืžื™ื˜ืึทืจื‘ืขื˜ ืฆื•ื•ื™ืฉืŸ ื˜ื™ืžื– ืื•ืŸ ืึทืจื‘ืขื˜ ืื•ื™ืฃ ืฉืœืึธืก ืคึผืจืึธื“ื•ืงื˜ืŸ.

ืคืึธื˜ืึธ - ืจืึทื™ืžืึธื ื“ ืกืคึผืขืงื™ื ื’ - CC BY-SA 4.0
$ 6,9 ื‘ื™ืœื™ืึธืŸ ื”ืึทื ื“ืœ: ื•ื•ืึธืก ืึท ื’ืคึผื• ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืื™ื– ื‘ื™ื™ื™ื ื’ ืึท ื ืขืฅ ื•ื™ืกืจื™ื›ื˜ ืคืึทื‘ืจื™ืงืึทื ื˜ืืŸ ืื ื“ืขืจ ื”ื•ื™ืš-ืคึผืจืึธืคื™ืœ ืึธืคึผืžืึทืš ืื™ื– HPE ืก ืงื•ื™ืคืŸ ืคื•ืŸ ื“ื™ BlueData ืกื˜ืึทืจื˜ืึทืคึผ. ื“ื™ ื™ืขื ืขืจ ืื™ื– ื’ืขื’ืจื™ื ื“ืขื˜ ื“ื•ืจืš ืขืจืฉื˜ืข VMware ืขืžืคึผืœื•ื™ื™ื– ืื•ืŸ ื“ืขื•ื•ืขืœืึธืคึผืขื“ ืึท ื•ื•ื™ื™ื›ื•ื•ืืจื’ ืคึผืœืึทื˜ืคืึธืจืžืข ืคึฟืึทืจ ื“ื™ "ืงืึทื ื˜ืึทื™ื ืขืจื™ื–ืขื“" ื“ื™ืคึผืœื•ื™ืžืึทื ื˜ ืคื•ืŸ ื ืขื•ืจืึทืœ ื ืขื˜ื•ื•ืึธืจืงืก ืื™ืŸ ื“ืึทื˜ืŸ ืกืขื ื˜ืขืจืก. HPE ืคึผืœืึทื ื– ืฆื• ื•ื™ืกืฉื˜ื™ืžืขืŸ ื“ื™ ืกื˜ืึทืจื˜ืึทืคึผ ืก ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ืื™ืŸ ื–ื™ื™ึทืŸ ืคึผืœืึทื˜ืคืึธืจืžืก ืื•ืŸ ืคืึทืจื’ืจืขืกืขืจืŸ ื“ื™ ืึทื•ื•ื™ื™ืœืึทื‘ื™ืœืึทื˜ื™ ืคื•ืŸ ืกืึทืœื•ืฉืึทื ื– ืคึฟืึทืจ ืืจื‘ืขื˜ืŸ ืžื™ื˜ AI ืื•ืŸ ML ืกื™ืกื˜ืขืžืขืŸ.

ืžื™ืจ ื–ืึธืœ ื“ืขืจื•ื•ืึทืจื˜ืŸ ืึทื– ื“ืึทื ืง ืฆื• ืึทื–ืึท ื“ื™ืœื– ืžื™ืจ ื•ื•ืขืœืŸ ื–ืขืŸ ื ื™ื™ึทืข ืคึผืจืึธื“ื•ืงื˜ืŸ ืคึฟืึทืจ ื“ืึทื˜ืŸ ืกืขื ื˜ืขืจืก, ื•ื•ืึธืก ืื™ืŸ ืื™ื™ืŸ ืึธื“ืขืจ ืื ื“ืขืจืŸ ื•ื•ืขื’ ื–ืึธืœ ื•ื•ื™ืจืงืŸ ื“ื™ ืขืคืขืงื˜ื™ื•ื•ืงื™ื™ึทื˜ ืคื•ืŸ ืกืึทืœื•ื•ื™ื ื’ ืงื•ื ื” ืคึผืจืึธื‘ืœืขืžืก.

UPD: ืื•ื™ืฃ ืœื•ื™ื˜ ืœื•ื™ื˜ ืขื˜ืœืขื›ืข ืื•ื™ืกื’ืื‘ืขืก, ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืžืขืœืึทื ืึธืงืก ืฉืขืจื›ืึธื•ืœื“ืขืจื– ืื™ื– ืกื•ื™ื ื’ ืคึฟืึทืจ ืžื™ืก ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื‘ืขืฉืึทืก ื“ื™ ืคึผืจืขื–ืขื ื˜ื™ืจื•ื ื’ ืคื•ืŸ ืคื™ื ืึทื ืฆื™ืขืœ ืกื˜ื™ื™ื˜ืžืึทื ืฅ ืื™ื™ื“ืขืจ ื“ื™ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ.

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

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’