19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื

ืึท ืงืึธื ืคึฟืขืจืขื ืฅ ื•ื•ืขื˜ ืคึฟืึธืจืงื•ืžืขืŸ ื“ืขื 11ื˜ืŸึพ12ื˜ืŸ ื™ื•ืœื™ ืื™ืŸ ืคึผืขื˜ืขืจื‘ื•ืจื’ ื”ื™ื“ืจืึท, ื“ืขื“ืึทืงื™ื™ื˜ืึทื“ ืฆื• ื“ืขืจ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืคื•ืŸ ืคึผืึทืจืึทืœืขืœ ืื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกื™ืกื˜ืขืžืขืŸ. ื“ืขืจ ืงื•ื ืฅ ืคื•ืŸ ื”ื™ื“ืจืึท ืื™ื– ืึทื– ืขืก ื™ื•ื ื™ื™ืฅ ืงื™ืœ ืกื™ื™ืึทื ื˜ื™ืก (ื•ื•ืึธืก ืงืขื ืขืŸ ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ื–ื™ื™ืŸ ื’ืขืคึฟื•ื ืขืŸ ื‘ืœื•ื™ื– ืื™ืŸ ืคืจืขืžื“ ื•ื•ื™ืกื ืฉืืคื˜ืœืขื›ืข ืงืึทื ืคืจืึทื ืกืึทื–) ืื•ืŸ ื‘ืึทืจื™ืžื˜ ืคึผืจืึทืงื˜ื™ืกื™ื ื’ ืขื ื“ื–ืฉืึทื ื™ืจื– ืื™ืŸ ืื™ื™ืŸ ื’ืจื•ื™ืก ืคึผืจืึธื’ืจืึทื ืื™ืŸ ื“ื™ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ ืคื•ืŸ ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืื•ืŸ ืคื™ืจ.

ื”ื™ื“ืจืึท ืื™ื– ืื™ื™ื ืขืจ ืคื•ืŸ ืื•ื ื“ื–ืขืจ ืžืขืจืกื˜ ื•ื•ื™ื›ื˜ื™ืง ืงืึทื ืคืจืึทื ืกืึทื– ืื™ืŸ ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืŸ. ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืคึผืจื™ืกื˜ื™ื“ ื“ื•ืจืš ื–ื™ื™ืขืจ ืขืจื ืกื˜ ืฆื•ื’ืจื™ื™ื˜ื•ื ื’, ืกืขืœืขืงืฆื™ืข ืคื•ืŸ โ€‹โ€‹ืกืคึผื™ืงืขืจื– ืื•ืŸ ืจื™ืคึผืึธืจืฅ. ืœืขืฆื˜ืข ื•ื•ืึธืš ื•ื•ืขื’ืŸ ื“ืขื Habro ืื™ื ื˜ืขืจื•ื•ื™ื• ื’ืขืงื•ืžืขืŸ ืื•ื™ืก ืžื™ื˜ ื“ืขืจ ื“ื™ืจืขืงื˜ืึธืจ ืคื•ืŸ JUG.ru ื’ืจื•ืคืข, ืึทืœืขืงืกื™ื™ ืคืขื“ืึธืจืึธื•ื• (23ื“ืขืจevo).

ืžื™ืจ ืฉื•ื™ืŸ ื“ืขืจืฆื™ื™ืœื˜ ื•ื•ืขื’ืŸ ื“ืจื™ื™ ื•ื•ื™ื›ื˜ื™ืง ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ, ื“ื™ ื’ืจื™ื ื“ืขืจืก ืคื•ืŸ ื“ืขืจ ื˜ืขืึธืจื™ืข ืคื•ืŸ โ€‹โ€‹ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกื™ืกื˜ืขืžืขืŸ - ืœืขืกืœื™ ืœืึทืžืคึผืึธืจื˜, ืžืึธืจื™ืก ื”ืขืจืœื™ื”ื™ ืื•ืŸ ืžื™ื›ืืœ ืกืงืึทื˜. ืขืก ืื™ื– ืฆื™ื™ื˜ ืฆื• ืจืขื“ืŸ ืžืขืจ ื“ืขื˜ืึทืœ ื•ื•ืขื’ืŸ ื“ื™ ื’ืื ืฆืข ืคึผืจืึธื’ืจืึทื!

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื

ืžืึธื•ื˜ืึทื•ื•ื™ื™ืฉืึทืŸ

ืื•ื™ื‘ ืื™ืจ ื–ืขื ื˜ ื™ื ื•ื•ืึทืœื•ื•ื“ ืื™ืŸ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’, ืื™ืŸ ืื™ื™ืŸ ืึธื“ืขืจ ืื ื“ืขืจืŸ ื•ื•ืขื’ ืื™ืจ ื”ืึทื ื“ืœืขืŸ ืžื™ื˜ ืžื•ืœื˜ื™ื˜ื”ืจืขืึทื“ื™ื ื’ ืื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’. ืขืงืกืคึผืขืจืฅ ืื™ืŸ ื“ื™ ื‘ืึทื˜ื™ื™ึทื˜ื™ืง ืคืขืœื“ืขืจ ืึทืจื‘ืขื˜ ืžื™ื˜ ื–ื™ื™ ื’ืœื™ื™ึทืš, ืึธื‘ืขืจ ื™ืžืคึผืœื™ืกืึทื˜ืœื™, ืคืึทืจืฉืคึผืจื™ื™ื˜ื•ื ื’ ืื™ื– ืงื•ืงืŸ ื‘ื™ื™ึท ืื•ื ื“ื– ืคื•ืŸ ืื•ืžืขื˜ื•ื: ืื™ืŸ ืงื™ื™ืŸ ืžืึทืœื˜ื™-ื”ืึทืจืฅ ืงืึธืžืคึผื™ื•ื˜ืขืจ ืึธื“ืขืจ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื“ื™ื ืกื˜ ืขืก ืื™ื– ืขืคึผืขืก ื•ื•ืึธืก ืคึผืขืจืคืึธืจืžื– ื—ืฉื‘ื•ื ื•ืช ืื™ืŸ ืคึผืึทืจืึทืœืขืœ.

ืขืก ื–ืขื ืขืŸ ืคื™ืœืข ืงืึทื ืคืจืึทื ืกืึทื– ื•ื•ืึธืก ื“ืขืงืŸ ืคืึทืจืฉื™ื“ืŸ ืึทืกืคึผืขืงืฅ ืคื•ืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’. ืื•ื™ืฃ ื“ื™ ืื ื“ืขืจืข ื–ื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ืกืคึผืขืงื˜ืจื•ื, ืžื™ืจ ื”ืึธื‘ืŸ ืกืคึผืขืฉืึทืœื™ื™ื–ื“ ื•ื•ื™ืกื ืฉืืคื˜ืœืขื›ืข ืฉื•ืœืŸ ื•ื•ืึธืก ืึทื ื˜ื“ืขืงืŸ ื•ื•ืึทืกื˜ ืึทืžืึทื•ื ืฅ ืคื•ืŸ ืงืึธืžืคึผืœืขืงืก ื˜ืขืึธืจื™ืข ืื™ืŸ ืœืขืงืฆื™ืข ืคึฟืึธืจืžืึทื˜. ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืื™ืŸ ืคึผืึทืจืึทืœืขืœ ืžื™ื˜ ื”ื™ื“ืจืึท ืื™ืŸ ืกื˜ ืคืขื˜ืขืจื‘ื•ืจื’ ืขืก ืื™ื– SPTDC ืฉื•ืœืข. ืื™ืŸ ื“ืขืจ ื”ื™ื“ืจืึท ืงืึธื ืคึฟืขืจืขื ืฅ, ืžื™ืจ ื’ืขืคืจื•ื•ื•ื˜ ืฆื• ื‘ืจืขื ื’ืขืŸ ืฆื•ื–ืึทืžืขืŸ ื”ืึทืจื‘ ืคื™ืจ, ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืื•ืŸ ืึทืœืฅ ืื™ืŸ ื–ื™ื™ืขืจ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ.

ื˜ืจืึทื›ื˜ืŸ ื•ื•ืขื’ืŸ ื“ืขื: ืžื™ืจ ืœืขื‘ืŸ ืื™ืŸ ืึท ืึทืžื™ื™ื–ื™ื ื’ ืฆื™ื™ื˜ ื•ื•ืขืŸ ืื™ืจ ืงืขื ืขืŸ ื˜ืจืขืคืŸ ืื™ืŸ ืžืขื ื˜ืฉ ื“ื™ ื’ืจื™ื ื“ืขืจืก ืคื•ืŸ ื“ื™ ืคืขืœื“ ืคื•ืŸ ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืื•ืŸ ื™ื ื–ืฉืขื ื™ืขืจื™ืข ื•ื•ืึธืก ืžื™ืจ ืœืขืจื ืขืŸ. ืคื™ืกื™ืกื™ืก ื•ื•ืขืœืŸ ื ื™ืฉื˜ ื˜ืจืขืคืŸ ืงื™ื™ืŸ ื ื™ื•ื˜ืืŸ ืื“ืขืจ ืื™ื™ื ืฉื˜ื™ื™ืŸ - ื“ืขืจ ื‘ืืŸ ืื™ื– ืื•ื•ืขืง. ืื‘ืขืจ ืœืขื‘ืŸ ืื•ื ื“ื– ื ืึธืš ืœืขื‘ืŸ ื“ื™ ื•ื•ืืก ื”ืึธื‘ืŸ ื‘ืืฉืืคืŸ ื“ื™ ื™ืกื•ื“ื•ืช ืคื•ืŸ ื“ื™ ื˜ืขืึธืจื™ืข ืคื•ืŸ โ€‹โ€‹ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกื™ืกื˜ืขืžืขืŸ, ื™ื ื•ื•ืขื ื˜ืึทื“ ืคืึธืœืงืก ืคึผืจืึธื’ืจืึทืžืžื™ื ื’ ืฉืคึผืจืึทื›ืŸ ืื•ืŸ ืคึฟืึทืจ ื“ื™ ืขืจืฉื˜ืขืจ ืžืึธืœ ื™ืžื‘ืึทื“ื™ื“ ืึทืœืข ื“ืขื ืื™ืŸ ืืจื‘ืขื˜ืŸ ืคึผืจืึธื•ื˜ืึทื˜ื™ื™ืคึผืก. ื“ื™ ืžืขื ื˜ืฉืŸ ื”ืึธื‘ืŸ ื ื™ืฉื˜ ืคืึทืจืœืึธื–ืŸ ื–ื™ื™ืขืจ ืึทืจื‘ืขื˜ ื”ืึทืœื‘ ื•ื•ืขื’, ื–ื™ื™ ืึทืจื‘ืขื˜ืŸ ืื™ืฆื˜ ืื•ื™ืฃ ื“ืจื™ื ื’ืœืขืš ื™ืฉื•ื– ืื™ืŸ ื•ื•ืขืœื˜-ื‘ืึทืจื™ืžื˜ ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜ืŸ ืื•ืŸ ืงืึธืžืคึผืึทื ื™ืขืก, ืื•ืŸ ื–ืขื ืขืŸ ื“ื™ ื’ืจืขืกื˜ืข ืงื•ื•ืืœืŸ ืคื•ืŸ ื•ื•ื™ืกืŸ ืื•ืŸ ื“ืขืจืคืึทืจื•ื ื’ ื”ื™ื™ึทื ื˜.

ืื•ื™ืฃ ื“ื™ ืื ื“ืขืจืข ื”ืึทื ื˜, ื“ื™ ื’ืขืœืขื’ื ื”ื™ื™ื˜ ืฆื• ื˜ืจืขืคืŸ ื–ื™ื™ ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ื‘ืœื™ื™ื‘ื˜ ืจื™ื™ืŸ ื˜ืขืึธืจืขื˜ื™ืฉ: ื•ื•ื™ื™ื ื™ืง ืคื•ืŸ ืื•ื ื“ื– ืงืขื ืขืŸ ืงืขืกื™ื™ื“ืขืจ ืžืึธื ื™ื˜ืึธืจ ืขืคึฟื ื˜ืœืขื›ืข ื’ืขืฉืขืขื ื™ืฉืŸ ืื™ืŸ ืขื˜ืœืขื›ืข ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜ ืคื•ืŸ ืจืึธื˜ืฉืขืกื˜ืขืจ, ืื•ืŸ ื“ืึทืŸ ืงืึทืžื™ืฉ ืฆื• ื“ื™ USA ืื•ืŸ ืฆื•ืจื™ืง ืคึฟืึทืจ ืึท ืœืขืงืฆื™ืข ืžื™ื˜ ืžื™ื›ืืœ ืกืงืึทื˜. ื‘ืื–ื•ื›ืŸ ืึทืœืข ื”ื™ื“ืจืึท ืžื™ื˜ื’ืœื™ื“ืขืจ ื•ื•ืึธืœื˜ ืงืึธืกื˜ืŸ ืึท ืงืœื™ื™ืŸ ืžืึทื–ืœ, ื ื™ื˜ ืงืึทื•ื ื˜ื™ื ื’ ื“ื™ ืชื”ื•ื ืคื•ืŸ ื•ื•ื™ื™ืกื˜ืึทื“ ืฆื™ื™ื˜ (ื›ืึธื˜ืฉ ืขืก ืกืึธื•ื ื“ืก ื•ื•ื™ ืึท ื˜ืฉื™ืงืึทื•ื•ืข ื–ื•ื›ืŸ).

ืื•ื™ืฃ ื“ื™ ืื ื“ืขืจืข ื”ืึทื ื˜, ืžื™ืจ ื”ืึธื‘ืŸ ืคื™ืœืข ืฉืคึผื™ืฅ ืขื ื“ื–ืฉืึทื ื™ืจื– ื•ื•ืึธืก ื–ืขื ืขืŸ ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ื“ืจื™ื ื’ืœืขืš ืคึผืจืึธื‘ืœืขืžืก ืื™ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกื™ืกื˜ืขืžืขืŸ ืจืขื›ื˜ ืื™ืฆื˜, ืื•ืŸ ื–ื™ื™ ื‘ืืฉื˜ื™ืžื˜ ื”ืึธื‘ืŸ ืึท ืคึผืœืึทืฅ ืฆื• ื–ืึธื’ืŸ. ืื‘ืขืจ ื“ืึธ ืก ื“ื™ ืคึผืจืึธื‘ืœืขื - ื–ื™ื™ ืึทืจื‘ืขื˜ืŸ, ืื•ืŸ ื–ื™ื™ืขืจ ืฆื™ื™ื˜ ืื™ื– ื•ื•ืขืจื˜ืคื•ืœ. ื™ืึธ, ืื•ื™ื‘ ืื™ืจ ื–ืขื ื˜ ืึทืŸ ืึธื ื’ืขืฉื˜ืขืœื˜ืขืจ ืคื•ืŸ ืžื™ื™ืงืจืึธืกืึธืคึฟื˜, Google ืึธื“ืขืจ JetBrains, ื“ื™ ืœื™ืงืขืœื™ื”ืึธืึธื“ ืคื•ืŸ ื‘ืึทื’ืขื’ืขื ื™ืฉ ืžื™ื˜ ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ื‘ืึทืจื™ืžื˜ ืกืคึผื™ืงืขืจื– ื‘ื™ื™ ืึทืŸ ื™ื ืขืจืœืขืš ื’ืขืฉืขืขื ื™ืฉ ื™ื ืงืจื™ืกื™ื– ืฉืืจืฃ, ืึธื‘ืขืจ ืื™ืŸ ืึทืœื’ืขืžื™ื™ืŸ, ื ื™ื˜, ื“ืึธืก ื˜ื•ื˜ ื ื™ืฉื˜ ืคึผืึทืกื™ืจืŸ ื™ืขื“ืขืจ ื˜ืึธื’.

ืื™ืŸ ื“ืขื ื•ื•ืขื’, ื“ื™ ื”ื™ื“ืจืึท ืงืึธื ืคืขืจืขื ืกืข ืึทืงืึทืžืคึผืœื™ืฉื™ื– ืึท ื•ื•ื™ื›ื˜ื™ืง ืึทืจื‘ืขื˜ ื•ื•ืึธืก ืจื•ื‘ึฟ ืคื•ืŸ ืื•ื ื“ื– ืงืขื ืขืŸ ื ื™ืฉื˜ ื˜ืึธืŸ ืึทืœื™ื™ืŸ - ืื•ื™ืฃ ืื™ื™ืŸ ืึธืจื˜ ืื•ืŸ ืื™ืŸ ืื™ื™ืŸ ืฆื™ื™ื˜, ืขืก ื‘ืจืขื ื’ื˜ ืฆื•ื–ืึทืžืขืŸ ืžืขื ื˜ืฉืŸ ื•ื•ืขืžืขื ืก ื’ืขื“ืื ืงืขืŸ ืึธื“ืขืจ ื™ื ื˜ืขืจืึทืงืฉืึทื ื– ืžื™ื˜ ื•ื•ืขืžืขืŸ ืงืขื ืขืŸ ื˜ื•ื™ืฉืŸ ื“ื™ื™ืŸ ืœืขื‘ืŸ. ืื™ืš ืึทืจื™ื™ึทื ืœืึธื–ืŸ ืึทื– ื ื™ื˜ ืึทืœืขืžืขืŸ ื“ืึทืจืฃ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกื™ืกื˜ืขืžืขืŸ ืึธื“ืขืจ ืขื˜ืœืขื›ืข ืงืึธืžืคึผืœืขืงืก ืคื•ื ื“ืึทืžืขื ื˜ืึทืœ ื˜ื™ื ื’ื–. ืื™ืจ ืงืขื ืขืŸ ืคึผืจืึธื’ืจืึทื CRUDs ืื™ืŸ PHP ืคึฟืึทืจ ื“ื™ ืจืขืฉื˜ ืคื•ืŸ ื“ื™ื™ืŸ ืœืขื‘ืŸ ืื•ืŸ ื‘ืœื™ื™ื‘ืŸ ื’ืึธืจ ืฆื•ืคืจื™ื“ืŸ. ืื‘ืขืจ ื•ื•ืขืจ ืขืก ื“ืึทืจืฃ ืขืก, ื“ืึธืก ืื™ื– ื“ื™ื™ืŸ ื’ืขืœืขื’ื ื”ื™ื™ึทื˜.

ื’ืึทื ืฅ ืึท ืœืึทื ื’ ืฆื™ื™ึทื˜ ืื™ื– ื“ื•ืจื›ื’ืขื’ืื ื’ืขืŸ ื–ื™ื ื˜ ื“ืขืจ ืขืจืฉื˜ืขืจ ืžืขืœื“ืŸ ืคื•ืŸ ื“ื™ ื”ื™ื“ืจืึท ืงืึธื ืคึฟืขืจืขื ืฅ ืื•ื™ืฃ Habrรฉ. ืื™ืŸ ื“ืขื ืฆื™ื™ึทื˜, ืึท ืคึผืœืึทืฅ ืคื•ืŸ ืึทืจื‘ืขื˜ ืื™ื– ื’ืขื˜ืืŸ - ืื•ืŸ ืื™ืฆื˜ ืžื™ืจ ื”ืึธื‘ืŸ ืึท ืจืฉื™ืžื” ืคื•ืŸ ื›ึผืžืขื˜ ืึทืœืข ืจื™ืคึผืึธืจืฅ. ืงื™ื™ืŸ ืคึผืึทืžืขืœืขืš ืึทืœื’ืขืจื™ื“ืึทืžื– ืžื™ื˜ ืื™ื™ืŸ-ืคืึธื“ืขื, ื ืึธืจ ืจื™ื™ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื›ืึทืจื“ืงืึธืจ! ืœืึธืžื™ืจ ืขื ื“ื™ืงืŸ ืžื™ื˜ ืึทืœื’ืขืžื™ื™ื ืข ื•ื•ืขืจื˜ืขืจ ืื•ืŸ ื–ืขืŸ ื•ื•ืึธืก ืžื™ืจ ื”ืึธื‘ืŸ ืื™ืฆื˜ ืื•ื™ืฃ ื“ื™ ื”ืขื ื˜.

ืงื™ื ืึธื˜ืขืก

ืงื™ื ืึธื•ื˜ืขืก ืึธื ื”ื™ื™ื‘ืŸ ืื•ืŸ ืขื ื“ื™ืงืŸ ื“ื™ ื˜ืขื’ ืคื•ืŸ ื“ืขืจ ืงืึธื ืคึฟืขืจืขื ืฅ. ื’ืขื•ื•ืขื ืœื™ืš ืื™ื– ื“ื™ ื ืงื•ื“ื” ืคื•ืŸ ืืŸ ืขืคืŸ ืงื™ื ืึธื•ื˜ ืฆื• ืฉื˜ืขืœืŸ ื“ืขื ืืœื’ืขืžื™ื™ื ืขื ื’ื™ื™ืกื˜ ืื•ืŸ ืจื™ื›ื˜ื•ื ื’ ืคื•ืŸ ื“ืขืจ ื–ื™ืฆื•ื ื’. ื“ื™ ืงืœืึธื•ื–ื™ื ื’ ืงื™ื ืึธื•ื˜ ื“ืจืึธื– ืึท ืฉื•ืจื” ืื•ืŸ ื“ืขืจืงืœืขืจื˜ ื•ื•ื™ ืžื™ืจ ืงืขื ืขืŸ ืœืขื‘ืŸ ืžื™ื˜ ื“ื™ ื•ื•ื™ืกืŸ ืื•ืŸ ืกืงื™ืœื– ืงื•ื ื” ื‘ืขืฉืึทืก ื“ื™ ื–ื™ืฆื•ื ื’. ื“ืขืจ ืึธื ื”ื™ื™ื‘ ืื•ืŸ ื“ืขืจ ืกื•ืฃ: ื•ื•ืึธืก ืžืขืŸ ื’ืขื“ืขื ืงื˜ ื‘ืขืกื˜ืขืจ, ืื•ืŸ ืื™ืŸ ืึทืœื’ืขืžื™ื™ืŸ, ื”ืื˜ ื’ืขื•ื•ืืงืกืŸ ื‘ืึทื˜ื™ื™ึทื˜.

ืงืœื™ืค ื“ืจื™ืงื˜ ื“ื™ H2O ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืง / V ืึทืœื’ืขืจื™ื“ืึทื

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื ืงืœื™ืคืฃ ืื™ื– ืึท ืœืขื’ืขื ื“ืข ืื™ืŸ ื“ื™ ื“ื–ืฉืึทื•ื•ืึท ื•ื•ืขืœื˜. ืื™ืŸ ื“ื™ ืฉืคึผืขื˜ 90 ืก, ืคึฟืึทืจ ื–ื™ื™ืŸ PhD ื˜ืขื–ื™ืก, ืขืจ ื’ืขืฉืจื™ื‘ืŸ ืึท ืคึผืึทืคึผื™ืจ ืขื ื˜ื™ื™ื˜ืึทืœื“ "ืงืึทืžื‘ื™ื™ื ื™ื ื’ ืึทื ืึทืœื™ื–ืขืก, ืงืึทืžื‘ื™ื™ื ื™ื ื’ ืึธืคึผื˜ื™ืžื™ื–ืึทื˜ื™ืึธื ืก", ื•ื•ืึธืก ืขื˜ืœืขื›ืข ืžืึธืœ ืฉืคึผืขื˜ืขืจ ื’ืขื•ื•ืืจืŸ ื“ื™ ื™ืงืขืจ ืคึฟืึทืจ HotSpot JVM Server Compiler. ืฆื•ื•ื™ื™ ื™ืืจ ืฉืคึผืขื˜ืขืจ, ืขืจ ืื™ื– ืฉื•ื™ืŸ ืืจื‘ืขื˜ืŸ ืื™ืŸ Sun Microsystems ืื•ื™ืฃ ื“ื™ JVM ืื•ืŸ ื’ืขื•ื•ื™ื–ืŸ ื“ื™ ื’ืื ืฆืข ื•ื•ืขืœื˜ ืึทื– JIT ื”ืื˜ ืึท ืจืขื›ื˜ ืฆื• ืขืงืกื™ืกื˜ื™ืจืŸ. ื“ื™ ื’ืื ืฆืข ื’ืขืฉื™ื›ื˜ืข ื•ื•ืขื’ืŸ ื•ื•ื™ Java ืื™ื– ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืคืึทืกื˜ืึทืกื˜ ืžืึธื“ืขืจืŸ ืจื•ื ื˜ื™ืžืข ืžื™ื˜ ื“ื™ ืกืžืึทืจื˜ืึทืกื˜ ืื•ืŸ ืคืึทืกื˜ืึทืกื˜ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทื ื– ื’ืขืงื•ืžืขืŸ ืคึฟื•ืŸ Cliff Click. ืื™ืŸ ื“ื™ ืึธื ื”ื™ื™ื‘, ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืขื’ืœื•ื™ื‘ื˜ ืึทื– ืื•ื™ื‘ ืขืคึผืขืก ืื™ื– ืฆื•ื˜ืจื™ื˜ืœืขืš ืฆื• ืึท ืกื˜ืึทื˜ื™ืง ืงืึทืžืคึผื™ื™ืœืขืจ, ืื™ืจ ื˜ืึธืŸ ื ื™ื˜ ืืคื™ืœื• ื”ืึธื‘ืŸ ืฆื• ืคึผืจื•ื‘ื™ืจืŸ ืขืก. ื“ืึทื ืง ืฆื• ื“ื™ ืึทืจื‘ืขื˜ ืคื•ืŸ Cliff ืื•ืŸ ื“ื™ ืžืึทื ืฉืึทืคึฟื˜, ืึทืœืข ื ื™ื™ึทืข ืฉืคึผืจืึทื›ืŸ ืื ื’ืขื”ื•ื™ื‘ืŸ ืฆื• ื–ื™ื™ืŸ ื‘ืืฉืืคืŸ ืžื™ื˜ ื“ื™ ื’ืขื“ืึทื ืง ืคื•ืŸ JIT ื–ืึทืžืœื•ื ื’ ื“ื•ืจืš ืคืขืœื™ืงื™ื™ึทื˜. ืคึฟืึทืจืฉื˜ื™ื™ื˜ ื–ื™ืš, ืึทื– ื“ืึธืก ืื™ื– ื ื™ืฉื˜ ื’ืขื•ื•ืขืŸ ืงื™ื™ืŸ ืื™ื™ืŸ-ืžืขื ื˜ืฉ ืึทืจื‘ืขื˜, ืึธื‘ืขืจ ืงืœื™ืฃ ื”ืึธื˜ ืื™ืŸ ื“ืขื ื’ืขืฉืคึผื™ืœื˜ ืึท ื–ื™ื™ืขืจ ื•ื•ื™ื›ื˜ื™ืงืข ืจืึธืœืข.

ืื™ืŸ ื“ืขืจ ืขืคืขื ื•ื ื’ ืงื™ื ืึธื•ื˜, ืงืœื™ืคืฃ ื•ื•ืขื˜ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื–ื™ื™ืŸ ืื ื“ืขืจืข ืžื™ - ื”ืงืกื ื•ืžืงืก, ืึทืŸ ืื™ืŸ-ื–ื™ืงืึธืจืŸ ืคึผืœืึทื˜ืคืึธืจืžืข ืคึฟืึทืจ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืื•ืŸ ืกืงืึทืœืึทื‘ืœืข ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืคึฟืึทืจ ื™ื ื“ืึทืกื˜ืจื™ืึทืœ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–. ืึธื“ืขืจ ืžืขืจ ื’ืขื ื•ื™, ื•ื•ืขื’ืŸ ื“ื™ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกื˜ืึธืจื™ื“ื–ืฉ ืคื•ืŸ ืฉืœื™ืกืœ-ื•ื•ืขืจื˜ ืคึผืขืจื– ื™ืŸ ืขืก. ื“ืึธืก ืื™ื– ืึท ื–ื™ื™ืขืจ ืฉื ืขืœ ืกื˜ืึธืจื™ื“ื–ืฉ ืžื™ื˜ ืึท ืคึผืœืึทืฅ ืคื•ืŸ ื˜ืฉื™ืงืึทื•ื•ืข ืคึผืจืึธืคึผืขืจื˜ื™ืขืก (ื“ื™ ืคึผื™ื ื˜ืœืขืš ืจืฉื™ืžื” ืื™ื– ืื™ืŸ ื‘ืึทืฉืจื™ื™ึทื‘ื•ื ื’), ื•ื•ืึธืก ืœืึธื–ืŸ ื“ื™ ื ื•ืฆืŸ ืคื•ืŸ ืขื ืœืขืš ืกืึทืœื•ืฉืึทื ื– ืื™ืŸ ื“ื™ ืžืื˜ืขืžืื˜ื™ืง ืคื•ืŸ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ืกื˜ืจื™ืžื™ื ื’.

ืืŸ ืื ื“ืขืจ ื‘ืึทืจื™ื›ื˜ ืึทื– ืงืœื™ืคืฃ ื•ื•ืขื˜ ื’ืขื‘ืŸ ืื™ื– - ื“ื™ Azul Hardware Transactional Memory ื“ืขืจืคืึทืจื•ื ื’. ืืŸ ืื ื“ืขืจ ื˜ื™ื™ืœ ืคื•ืŸ ื–ื™ื™ืŸ Biography - ืฆืขืŸ ื™ืืจ ืึทืจื‘ืขื˜ ืื™ืŸ ืึทื–ื•ืœ, ื•ื•ื• ืขืจ ื“ืขืจื”ื™ื™ึทื ื˜ื™ืงื˜ ืื•ืŸ ื™ืžืคึผืจื•ื•ื•ื“ ืึท ืคึผืœืึทืฅ ืคื•ืŸ ื–ืื›ืŸ ืื™ืŸ ื“ื™ Azul ื™ื™ึทื–ื ื•ื•ืึทืจื’ ืื•ืŸ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืึธื ืœื™ื™ื’ืŸ: JIT ืงืึธืžืคึผื™ืœืขืจืก, ืจื•ื ื˜ื™ืžืข, ืคืึธื“ืขื ืžืึธื“ืขืœ, ื˜ืขื•ืช ื”ืึทื ื“ืœื™ื ื’, ืึธื ืœื™ื™ื’ืŸ ื”ืึทื ื“ืœื™ื ื’, ื™ื™ึทื–ื ื•ื•ืึทืจื’ ื™ื ื˜ืขืจืึทืคึผืฅ, ืงืœืึทืก ืœืึธื•ื“ื™ื ื’, ืื•ืŸ ืึทื–ื•ื™ ืื•ื™ืฃ ืื•ืŸ ืึทื–ื•ื™ ืึทืจื•ื™ืก - ื ื•, ืื™ืจ ื‘ืึทืงื•ืžืขืŸ ื“ื™ ื’ืขื“ืึทื ืง.

ื“ื™ ืžืขืจืกื˜ ื˜ืฉื™ืงืึทื•ื•ืข ื˜ื™ื™ืœ ืื ื’ืขื”ื•ื™ื‘ืŸ ื•ื•ืขืŸ ื–ื™ื™ ื’ืขืžืื›ื˜ ื™ื™ึทื–ื ื•ื•ืึทืจื’ ืคึฟืึทืจ ืึท ื’ืจื•ื™ืก ื’ืขืฉืขืคื˜ - ืึท ืกื•ืคึผืขืจืงืึธืžืคึผื™ื•ื˜ืขืจ ืฆื• ืœื•ื™ืคืŸ ื“ื–ืฉืึทื•ื•ืึท. ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืึท ื’ืึทื ืฅ ื™ื ืึทื•ื•ื™ื™ื˜ื™ื•ื• ื–ืึทืš, ื˜ื™ื™ืœืขืจื“ ืกืคึผืึทืกื™ืคื™ืงืœื™ ืคึฟืึทืจ Java, ื•ื•ืึธืก ื”ืื˜ ืกืคึผืขืฆื™ืขืœ ืจืขืงื•ื•ื™ืจืขืžืขื ืฅ - ืœื™ื™ืขื ืขืŸ ื–ื›ึผืจื•ืŸ ื‘ืึทืจื™ืขืจื– ืคึฟืึทืจ ื ื™ื“ืขืจื™ืง-ืคึผื•ื– ืžื™ืกื˜ ื–ืึทืžืœื•ื ื’, ืขืจื™ื™ื– ืžื™ื˜ ื’ื•ื•ื•ืœ ืงืึธื ื˜ืจืึธืœื™ืจื•ื ื’, ื•ื•ื™ืจื˜ื•ืึทืœ ืงืึทืœืœืก ... ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืงื•ืœืึทืกื˜ ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ืื™ื– ื™ื™ึทื–ื ื•ื•ืึทืจื’ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธื ืึทืœ ื–ื›ึผืจื•ืŸ. ื“ื™ ื’ืื ืฆืข L1 ืคื•ืŸ ืงื™ื™ืŸ ืคื•ืŸ ื“ื™ 864 ืงืึธืจืขืก ืงืขืŸ ืึธื ื˜ื™ื™ืœ ื ืขืžืขืŸ ืื™ืŸ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธื ืึทืœ ืฉืจื™ื™ื‘ืŸ, ื•ื•ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ื•ื•ื™ื›ื˜ื™ืง ืคึฟืึทืจ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ืœืึทืงืก ืื™ืŸ ื“ื–ืฉืึทื•ื•ืึท (ืกื™ื ื’ืงืจืึทื ื™ื™ื–ื“ ื‘ืœืึทืงืก ืงืขื ืขืŸ ืึทืจื‘ืขื˜ืŸ ืื™ืŸ ืคึผืึทืจืึทืœืขืœ ื•ื•ื™ ืœืึทื ื’ ื•ื•ื™ ืขืก ืื™ื– ืงื™ื™ืŸ ืคืึทืงื˜ื™ืฉ ื–ื›ึผืจื•ืŸ ืงืึธื ืคืœื™ืงื˜). ืื‘ืขืจ ื“ื™ ืฉื™ื™ืŸ ื’ืขื“ืึทื ืง ืื™ื– ื’ืขื•ื•ืขืŸ ืงืจืึทืฉื˜ ื“ื•ืจืš ื”ืึทืจื‘ ืคืึทืงื˜ - ืื•ืŸ ืื™ืŸ ื“ืขื ืจืขื“ืŸ ื•ื•ืขื˜ ืงืœื™ืฃ ืื™ืจ ื–ืึธื’ืŸ ื•ื•ืึธืก HTM ืื•ืŸ STM ื–ืขื ืขืŸ ื ื™ืฉื˜ ื–ื™ื™ืขืจ ื’ืขื–ื•ื ื˜ ืคึผืึทืกื™ืง ืคึฟืึทืจ ื“ื™ ืคึผืจืึทืงื˜ื™ืฉ ื‘ืื“ืขืจืคืขื ื™ืฉืŸ ืคื•ืŸ ืžื•ืœื˜ื™-ื˜ืจืขื“ื“ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’.

ืžื™ื›ืืœ ืกืงืึทื˜ - ืฆื•ื•ื™ื™ืขื ื“ื™ืง ื“ืึทื˜ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื–

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื ืžื™ื›ืืœ ืกืงืึทื˜ - ืคึผืจืึธืคืขืกืึธืจ ืคื•ืŸ ืงืึธืžืคึผื™ื•ื˜ืขืจ ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืื™ืŸ ื“ืขื ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜ ืคื•ืŸ ืจืึธื˜ืฉืขืกื˜ืขืจ, ืžื™ื˜ ื•ื•ืขืžืขืŸ ื“ืขืจ ื’ื•ืจืœ ื”ืึธื˜ ืื™ื ืคืืจื‘ื•ื ื“ืŸ ืฉื•ื™ืŸ 34 ื™ืึธืจ ืึทืœื˜, ืื•ืŸ ืื™ืŸ ื–ื™ื™ืŸ ื”ื™ื™ื ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜ ืคื•ืŸ ื•ื•ื™ืกืงืึธื ืกื™ืŸ-ืžืึทื“ื™ืกืึธืŸ, ืขืจ ืื™ื– ื’ืขื•ื•ืขืŸ ื“ืขืงืึทืŸ ืคึฟืึทืจ ืคื™ื ืฃ ื™ืึธืจ. ืขืจ ืคืึธืจืฉื•ื ื’ ืื•ืŸ ืœืขืจื ื˜ ืกื˜ื•ื“ืขื ื˜ืŸ ื•ื•ืขื’ืŸ ืคึผืึทืจืึทืœืขืœ ืื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’ ืื•ืŸ ืฉืคึผืจืึทืš ืคึผืœืึทืŸ.

ื“ื™ ื’ืึทื ืฆืข ื•ื•ืขืœื˜ ืงืขืŸ ืžื™ื›ืืœ ืึท ื“ืึทื ืง ื“ืขื ืœืขืจื ื‘ื•ืš "ืคึผืจืึธื’ืจืึทืžืžื™ื ื’ ืฉืคึผืจืึทืš ืคึผืจืึทื’ืžืึทื˜ื™ืงืก", ื“ื™ ืœืขืฆื˜ืข ืึทื“ื™ืฉืึทืŸ ืคื•ืŸ ื•ื•ืึธืก ืื™ื– ืืจื•ื™ืก ืœืขืคื™ืขืจืขืš ืœืขืฆื˜ื ืก - ืื™ืŸ 2015. ื–ื™ื™ืŸ ืึทืจื‘ืขื˜ "ืึทืœื’ืขืจื™ื“ืึทืžื– ืคึฟืึทืจ ืกืงืึทืœืึทื‘ืœืข ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืื•ื™ืฃ ืžื•ืœื˜ื™ืคึผืจืึทืกืขืกืขืจื– ืžื™ื˜ ืฉืขืจื“ ื–ื›ึผืจื•ืŸ" ื‘ืืงื•ืžืขืŸ Dijkstra ืคืจื™ื™ื– ื•ื•ื™ ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืžืขืจืกื˜ ื‘ืึทืจื™ืžื˜ ืื™ืŸ ื“ื™ ืคืขืœื“ ืคื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืื•ืŸ ืœื™ื’ืŸ ืึธืคืŸ ืื™ืŸ ื“ืขืจ ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜ ืคื•ืŸ ืจืึธื˜ืฉืขืกื˜ืขืจ ืึธื ืœื™ื™ืŸ ื‘ื™ื‘ืœื™ืึธื˜ืขืง. ืื™ืจ ืงืขืŸ ืื•ื™ืš ื•ื•ื™ืกืŸ ืื™ื ื•ื•ื™ ื“ืขืจ ืžื—ื‘ืจ ืคื•ืŸ ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื ืคื•ืŸ Michael-Scott "ืคึผืฉื•ื˜, ืฉื ืขืœ ืื•ืŸ ืคึผืจืึทืงื˜ื™ืฉ ื ื™ื˜-ื‘ืœืึทืงื™ื ื’ ืื•ืŸ ื‘ืœืึทืงื™ื ื’ ืงืึทื ืงืขืจืึทื ื˜ ืจื™ื™ ืึทืœื’ืขืจื™ื“ืึทืžื–".

ื•ื•ื™ ืคึฟืึทืจ ื“ื™ ื–'ืื‘ื ื•ื•ืขืœื˜, ื“ืึธืก ืื™ื– ืึท ืกืคึผืขืฆื™ืขืœ ืคืึทืœ: ืฆื•ื–ืึทืžืขืŸ ืžื™ื˜ ื“ืึทื’ ืœื™, ืขืจ ื“ืขื•ื•ืขืœืึธืคึผืขื“ ื“ื™ ื ื™ื˜-ื‘ืœืึทืงื™ื ื’ ืึทืœื’ืขืจื™ื“ืึทืžื– ืื•ืŸ ืกื™ื ื˜ืฉืจืึธื ืึธื•ืก ืงื™ื•ื– ืื•ื™ืฃ ื•ื•ืึธืก ื“ื–ืฉืึทื•ื•ืึท ื‘ื™ื‘ืœื™ืึธื˜ืขืง ืึทืจื‘ืขื˜. ื“ืึธืก ืื™ื– ืคึผื•ื ืงื˜ ื•ื•ืึธืก ื“ื™ ืงื™ื ืึธื•ื˜ "ืฆื•ื•ื™ื™ืขื ื“ื™ืง ื“ืึทื˜ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื–" ื•ื•ืขื˜ ื–ื™ื™ืŸ ื•ื•ืขื’ืŸ - ื“ื™ ื”ืงื“ืžื” ืคื•ืŸ ื“ื™ ืกื˜ืจืึทืงื˜ืฉืขืจื– ืื™ืŸ Java SE 6 ื”ืื˜ ื™ืžืคึผืจื•ื•ื•ื“ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืžื™ื˜ 10 ืžืืœ java.util.concurrent.ThreadPoolExecutor. ืื•ื™ื‘ ืื™ืจ ื–ืขื ื˜ ื•ื•ืึทื ื“ืขืจื™ื ื’ ืื™ืŸ ืฉื˜ื™ื™ึทื’ืŸ ื•ื•ืึธืก ื“ื™ "ืฆื•ื•ื™ื™ืขื ื“ื™ืง ื“ืึทื˜ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื–", ืขืก ืื™ื– ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื•ื•ืขื’ืŸ ืื™ื ืฉื™ื™ึทื›ื•ืช ืึทืจื‘ืขื˜.

ืžื•ืจื™ืก ื”ืขืจืœื™ื”ื™ - ื‘ืœืึธืงืงื˜ืฉืึทื™ื ืก ืื•ืŸ ื“ื™ ืฆื•ืงื•ื ืคึฟื˜ ืคื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื ืžืึธืจื™ืก ื”ืขืจืœื™ื”ื™ - ื’ืขื•ื•ื™ื ืขืจ ืคื•ืŸ ืฆื•ื•ื™ื™ Dijkstra ืคึผืจื™ื™ื–ืึทื–. ื“ืขืจ ืขืจืฉื˜ืขืจ ืื™ื– ืคึฟืึทืจ ืึทืจื‘ืขื˜ ืื•ื™ืฃ "ื•ื•ืึทืจื˜ืŸ-ืคืจื™ื™ ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ" (ื‘ืจื•ื™ืŸ ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜), ืื•ืŸ ื“ื™ ืจื’ืข, ืžืขืจ ืคืจื™ืฉ - "ื˜ืจืึทื ืกืึทืงื˜ื™ืึธื ืึทืœ ื–ื›ึผืจื•ืŸ: ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจืึทืœ ืฉื˜ื™ืฆืŸ ืคึฟืึทืจ ืœืึทืง-ืคืจื™ื™ ื“ืึทื˜ืึท ืกื˜ืจืึทืงื˜ืฉืขืจื–" (ื•ื•ื™ืจื“ื–ืฉื™ื ื™ืึท ื˜ืขืง ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜). ื“ื™ Dijkstra ืคืจื™ื™ื– ืื ืขืจืงืขื ื˜ ืึทืจื‘ืขื˜ ื•ื•ืขืžืขื ืก ื‘ืึทื˜ื™ื™ึทื˜ ืื•ืŸ ืคึผืจืึทืœ ืื™ื– ืงืขื ื˜ื™ืง ืคึฟืึทืจ ื‘ื™ื™ึท ืžื™ื ื“ืกื˜ืขืจ ืฆืขืŸ ื™ืึธืจ, ืื•ืŸ ืžืึธืจื™ืก ืื™ื– ืงืœืืจ ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืžืขืจืกื˜ ื‘ืึทืจื™ืžื˜ ืขืงืกืคึผืขืจืฅ ืื™ืŸ ื“ืขื ืคืขืœื“. ืขืจ ืื™ืฆื˜ ืึทืจื‘ืขื˜ ื•ื•ื™ ืึท ืคึผืจืึธืคืขืกืึธืจ ืื™ืŸ ื‘ืจื•ื™ืŸ ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜ ืื•ืŸ ื”ืื˜ ืึท ืคึผืึทืจืึทื’ืจืึทืฃ-ืœืึทื ื’ ืจืฉื™ืžื” ืคื•ืŸ ื“ืขืจื’ืจื™ื™ื›ื•ื ื’ืขืŸ.

ืื™ืŸ ื“ืขื ืงืœืึธื•ื–ื™ื ื’ ืงื™ื ืึธื•ื˜, ืžืึธืจื™ืก ื•ื•ืขื˜ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื“ื™ ื˜ืขืึธืจื™ืข ืื•ืŸ ืคื™ืจ ืคื•ืŸ ื‘ืœืึทืงื›ื™ื™ื•ื•ืึทืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกื™ืกื˜ืขืžืขืŸ ืคึฟื•ืŸ ื“ื™ ืžื™ื™ื ื•ื ื’ ืคื•ืŸ ื“ื™ ืงืœืึทืกื™ืงืก ืคื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืื•ืŸ ื•ื•ื™ ืขืก ืกื™ืžืคึผืœืึทืคื™ื™ื– ืคื™ืœืข ืคึฟืึทืจื‘ื•ื ื“ืขื ืข ืคึผืจืึธื‘ืœืขืžืก. ื“ืึธืก ืื™ื– ืึท ื‘ืึทืจื™ื›ื˜ ืื•ื™ืกืฉืœื™ืกืœืขืš ืื•ื™ืฃ ื“ืขืจ ื˜ืขืžืข ืคื•ืŸ โ€‹โ€‹ื“ืขืจ ื–ื™ืฆื•ื ื’ - ื ื™ื˜ ืื™ืŸ ืึทืœืข ื•ื•ืขื’ืŸ ืžื™ื™ื ื™ื ื’ ื›ื™ื™ืคึผ, ืึธื‘ืขืจ ื’ืึทื ืฅ ื•ื•ืขื’ืŸ ื•ื•ื™ ืื•ื ื“ื–ืขืจ ื•ื•ื™ืกืŸ ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขื•ื•ื™ื™ื ื˜ ืึทืžื™ื™ื–ื™ื ื’ืœื™ ื™ืคืขืงื˜ื™ื•ื•ืœื™ ืื•ืŸ ืึทืคึผืจืึธื•ืคึผืจื™ื™ื˜ืœื™ ืื™ืŸ ื‘ืึทืฆื™ื•ื ื’ ืฆื• ืึท ืคืึทืจืฉื™ื™ื“ื ืงื™ื™ึทื˜ ืคื•ืŸ ื˜ืึทืกืงืก.

ืื™ืŸ ื™ื•ืœื™ 2017, ืžืึธืจื™ืก ืฉื•ื™ืŸ ื’ืขืงื•ืžืขืŸ ืฆื• ืจื•ืกืœืึทื ื“ ืฆื• ืึธื ื˜ื™ื™ืœ ื ืขืžืขืŸ ืื™ืŸ ื“ื™ SPTDC ืฉื•ืœืข, ืื ื˜ื™ื™ืœ ืื™ืŸ ื“ื™ JUG.ru ืžื™ื˜ืึทืคึผ, ืื•ืŸ ื“ื™ ืจืขืงืึธืจื“ื™ื ื’ ืงืขื ืขืŸ ื–ื™ื™ืŸ ื•ื•ื™ื•ื“ ืื•ื™ืฃ ื™ืึธื•ื˜ื•ื‘ืข:

ื”ื•ื™ืคึผื˜ ืคึผืจืึธื’ืจืึทื

ื“ืขืจื ืึธืš ืขืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ืึท ืงื•ืจืฅ ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ื™ ืจื™ืคึผืึธืจืฅ ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืื™ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื. ืขื˜ืœืขื›ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืจื™ืคึผืึธืจืฅ ื–ืขื ืขืŸ ื“ื™ืกืงืจื™ื™ื‘ื“ ื“ืึธ ืื™ืŸ ื“ืขื˜ืึทืœ, ืื ื“ืขืจืข ืžืขืจ ื‘ืขืงื™ืฆืขืจ. ืœืื ื’ืข ื“ื™ืกืงืจื™ืคึผืฉืึทื ื– ื–ืขื ืขืŸ ื“ืขืจ ื”ื•ื™ืคึผื˜ ืฆื• ืขื ื’ืœื™ืฉ-ืฉืคึผืจืึทืš ืจื™ืคึผืึธืจืฅ ื•ื•ืึธืก ืคืืจืœืื ื’ื˜ ืœื™ื ืงืก ืฆื• ื•ื•ื™ืกื ืฉืืคื˜ืœืขื›ืข ืฆื™ื™ื˜ื•ื ื’ืขืŸ, ื˜ืขืจืžื™ื ืขืŸ ืื•ื™ืฃ ื•ื•ื™ืงื™ืคึผืขื“ื™ืข, ืื•ืŸ ืึทื–ื•ื™ ืื•ื™ืฃ. ื“ื™ ืคื•ืœ ืจืฉื™ืžื” ืื™ื– ื‘ื ื™ืžืฆื ื–ืขืŸ ืื•ื™ืฃ ื“ื™ ืงืึธื ืคึฟืขืจืขื ืฅ ื•ื•ืขื‘ื–ื™ื™ึทื˜ืœ. ื“ื™ ืจืฉื™ืžื” ืื•ื™ืฃ ื“ืขืจ ื•ื•ืขื‘ื–ื™ื™ื˜ืœ ื•ื•ืขื˜ ื–ื™ื™ืŸ ื“ืขืจื”ื™ื™ึทื ื˜ื™ืงื˜ ืื•ืŸ ืกืึทืคึผืœืึทืžืขื ื˜ืึทื“.

ืœืขืกืœื™ ืœืึทืžืคึผืึธืจื˜ - ืง & ื

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื ืœืขืกืœื™ ืœืึทืžืคึผืึธืจื˜ ืื™ื– ื“ืขืจ ืžื—ื‘ืจ ืคื•ืŸ ืกืขืžื™ื ืึทืœ ื•ื•ืขืจืง ืื™ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’. "ืœื™ื™ื˜ืขืงืก" ืฉื˜ื™ื™ื˜ ืคึฟืึทืจ "Lamport TeX". ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ, ืฆื•ืจื™ืง ืื™ืŸ 1979, ื‘ืึทืงืขื ืขื  ื“ืขื ื‘ืึทื’ืจื™ืฃ ืงืึธื ืกื™ืกื˜ืขื ื˜ ืงืึธื ืกื™ืกื˜ืขื ืกื™, ืื•ืŸ ื–ืฒืŸ ืืจื˜ื™ืงืœ "ื•ื•ื™ ืฆื• ืžืึทื›ืŸ ืึท ืžื•ืœื˜ื™ืคึผืจืึธืกืขืกืกืึธืจ ืงืึธืžืคึผื™ื•ื˜ืขืจ ื•ื•ืึธืก ืจื™ื›ื˜ื™ืง ืขืงืกืึทืงื™ื•ื˜ืึทื“ ืžื•ืœื˜ื™ืคึผืจืึธืกืขืกืก ืžื’ื™ืœื”" ื‘ืืงื•ืžืขืŸ ื“ื™ Dijkstra ืคืจื™ื™ื–.

ื“ืึธืก ืื™ื– ื“ื™ ืžืขืจืกื˜ ื•ืžื’ืขื•ื•ื™ื™ื ื˜ืœืขืš ื˜ื™ื™ืœ ืคื•ืŸ ื“ื™ ืคึผืจืึธื’ืจืึทื ืื™ืŸ ืคึฟืึธืจืžืึทื˜, ื•ื•ื™ื™ึทืœ ืขืก ืื™ื– ื ื™ืฉื˜ ืืคื™ืœื• ืึท ื‘ืึทืจื™ื›ื˜, ืึธื‘ืขืจ ืึท ืงืฉื™ื ืื•ืŸ ืขื ื˜ืคึฟืขืจืŸ ืกืขืกื™ืข. ื•ื•ืขืŸ ืึท ื‘ืึทื˜ื™ื™ื˜ื™ืง ื˜ื™ื™ืœ ืคื•ืŸ ื“ื™ ื•ื™ืœืขื ืื™ื– ืฉื•ื™ืŸ ื‘ืึทืงืึทื ื˜ (ืึธื“ืขืจ ืงืขื ืขืŸ ื•ื•ืขืจืŸ ื‘ืึทืงืึทื ื˜) ืžื™ื˜ ืึทืœืข ืกืึธืจืฅ ืคื•ืŸ ื•ื•ืขืจืง ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ "ืœืึทืžืคึผืึธืจื˜ ืก ื˜ืขืึธืจื™ืข", ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข ืึทืจื˜ื™ืงืœืขืŸ ืื•ืŸ ืจื™ืคึผืึธืจืฅ, ืขืก ืื™ื– ืžืขืจ ื•ื•ื™ื›ื˜ื™ืง ืฆื• ืคืึทืจื‘ืจืขื ื’ืขืŸ ืึทืœืข ืคืึทืจืึทื ืขืŸ ืฆื™ื™ื˜ ืื•ื™ืฃ ื“ื™ืจืขืงื˜ ืงืึธืžื•ื ื™ืงืึทืฆื™ืข.

ื“ืขืจ ื’ืขื“ืึทื ืง ืื™ื– ืคึผืฉื•ื˜ - ืื™ืจ ื–ืขืŸ ืฆื•ื•ื™ื™ ืจื™ืคึผืึธืจืฅ ืื•ื™ืฃ ื™ืึธื•ื˜ื•ื‘ืข: "ืคึผืจืึธื’ืจืึทืžืžื™ื ื’ ื–ืึธืœ ื–ื™ื™ืŸ ืžืขืจ ื•ื•ื™ ืงืึธื“ื™ืจื•ื ื’" ะธ "ืื•ื™ื‘ ืื™ืจ ื˜ืึธืŸ ื ื™ื˜ ืฉืจื™ื™ึทื‘ืŸ ืึท ืคึผืจืึธื’ืจืึทื, ื˜ืึธืŸ ื ื™ื˜ ื ื•ืฆืŸ ืึท ืคึผืจืึธื’ืจืึทืžืžื™ื ื’ ืฉืคึผืจืึทืš" ืื•ืŸ ืฆื•ื’ืจื™ื™ื˜ืŸ ืœืคึผื—ื•ืช ืื™ื™ืŸ ืงืฉื™ื, ืื•ืŸ ืœืขืกืœื™ ืขื ื˜ืคึฟืขืจืก.

ื“ืขืจ ืขืจืฉื˜ืขืจ ืคื•ืŸ ื“ื™ ืฆื•ื•ื™ื™ ื•ื•ื™ื“ื™ืืก ืžื™ืจ ื”ืึธื‘ืŸ ืฉื•ื™ืŸ ืคืืจื•ื•ืื ื“ืœื˜ ืื™ืŸ ื ื”ืื‘ืจื• ืืจื˜ื™ืงืœ. ืื•ื™ื‘ ืื™ืจ ื˜ืึธืŸ ื ื™ื˜ ื”ืึธื‘ืŸ ืึท ืฉืขื” ืคื•ืŸ ืฆื™ื™ื˜ ืฆื• ื–ืขืŸ ื“ื™ ื•ื•ื™ื“ืขื, ืื™ืจ ืงืขื ืขืŸ ื’ืขืฉื•ื•ื™ื ื“ ืœื™ื™ืขื ืขืŸ ืขืก ืึทืœืข ืื™ืŸ ื˜ืขืงืกื˜ ืคืึธืจืขื.

ื‘ืึทืžืขืจืงื•ื ื’: ืขืก ื–ืขื ืขืŸ ืคื™ืœืข ืžืขืจ ืœืขืกืœื™ ืœืึทืžืคึผืึธืจื˜ ื•ื•ื™ื“ื™ืืก ืื•ื™ืฃ ื™ืึธื•ื˜ื•ื‘ืข. ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืขืก ืื™ื– ืึท ื’ืจื•ื™ืก TLA + ืงื•ืจืก. ืึทืŸ ืึธืคืคืœื™ื ืข ื•ื•ืขืจืกื™ืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ื“ืขื ื’ืึทื ืฆืŸ ืงื•ืจืก ืื™ื– ื‘ื ื™ืžืฆื ืื™ืŸ ืžื—ื‘ืจ ืก ื”ื™ื™ื ื‘ืœืึทื˜, ืื•ืŸ ืขืจ ื•ืคึผืœืึธืึทื“ืขื“ ืขืก ืฆื• ื™ืึธื•ื˜ื•ื‘ืข ืคึฟืึทืจ ื’ืจื™ื ื’ืขืจ ื•ื•ื™ื•ื™ื ื’ ืื•ื™ืฃ ืจื™ืจืขื•ื•ื“ื™ืง ื“ืขื•ื•ื™ืกืขืก.

ืžืืจื˜ื™ืŸ ืงืœืขืคืžืืŸ - ืกื™ื ืกื™ื ื’ ื“ืึทื˜ืŸ ืฆื•ื•ื™ืฉืŸ ื‘ืึทื ื™ืฆืขืจ ื“ืขื•ื•ื™ืกืขืก ืคึฟืึทืจ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืžื™ื˜ืึทืจื‘ืขื˜

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื ืžืืจื˜ื™ืŸ ืงืœืขืคึผืžืึทืŸ ืื™ื– ืึท ืคืึธืจืฉืขืจ ืื™ืŸ ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜ ืคื•ืŸ ืงื™ื™ืžื‘ืจื™ื“ื–ืฉ ื•ื•ืึธืก ืึทืจื‘ืขื˜ ืื•ื™ืฃ CRDT ืื•ืŸ ืคืึธืจืžืึทืœ ื•ื•ืขืจืึทืคืึทืงื™ื™ืฉืึทืŸ ืคื•ืŸ ืึทืœื’ืขืจื™ื“ืึทืžื–. ืžืืจื˜ื™ืŸ ืก ื‘ื•ืš "ื“ื™ื–ื™ื™ื ื™ื ื’ ื“ืึทื˜ืึท-ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืึทืคึผืคึผืœื™ืงืึทื˜ื™ืึธื ืก", ืืจื•ื™ืก ืื™ืŸ 2017, ืคึผืจื•ื•ื•ื“ ืฆื• ื–ื™ื™ืŸ ื–ื™ื™ืขืจ ื’ืขืจืึธื˜ืŸ ืื•ืŸ ื’ืขืžืื›ื˜ ืขืก ืึทื ื˜ื• ื‘ืขืกืฆืขืœืขืจ ืจืฉื™ืžื•ืช ืื™ืŸ ื“ื™ ืคืขืœื“ ืคื•ืŸ ื“ืึทื˜ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ืื•ืŸ ืคึผืจืึทืกืขืกื™ื ื’. ืงืขื•ื•ื™ืŸ ืกืงืึทื˜, ืงื˜ืึธ ื‘ื™ื™ ืžื™ื™ืงืจืึธืกืึธืคึฟื˜, ืึทืžืึธืœ ื’ืขื–ืื’ื˜: "ื“ืืก ื‘ื•ืš ื–ืึธืœ ื–ื™ื™ืŸ ืึท ืžื•ื–ืŸ-ื”ืึธื‘ืŸ ืคึฟืึทืจ ื•ื•ื™ื™ื›ื•ื•ืืจื’ ืขื ื“ื–ืฉืึทื ื™ืจื–. ื“ืึธืก ืื™ื– ืึท ื–ืขืœื˜ืŸ ืžื™ื˜ืœ ื•ื•ืึธืก ืงืึทืžื‘ื™ื™ื ื– ื˜ืขืึธืจื™ืข ืื•ืŸ ืคื™ืจ ืฆื• ื”ืขืœืคึฟืŸ ื“ืขื•ื•ืขืœืึธืคึผืขืจืก ืกืžืึทืจื˜ืขืจ ืื™ืŸ ื“ื™ื–ื™ื™ื ื™ื ื’ ืื•ืŸ ื™ืžืคึผืœืึทืžืขื ื™ื ื’ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ ืื•ืŸ ื“ืึทื˜ืŸ ืกื™ืกื˜ืขืžืขืŸ. ื“ืขืจ ื‘ืืฉืขืคืขืจ ืคื•ืŸ Kafka ืื•ืŸ CTO ืคื•ืŸ ืงืึธื ืคืœื•ืขื ื˜, Jay Kreps, ื”ืึธื˜ ื’ืขื–ืึธื’ื˜ ืขืคึผืขืก ืขื ืœืขืš.

ืื™ื™ื“ืขืจ ืขืจ ืืจื™ื‘ืขืจื’ืขืคืืจืŸ ืื™ืŸ ืึทืงืึทื“ืขืžื™ืง ืคืึธืจืฉื•ื ื’, ืžืืจื˜ื™ืŸ ื’ืขืืจื‘ืขื˜ ืื™ืŸ ืื™ื ื“ื•ืกื˜ืจื™ืข ืื•ืŸ ืงืึธ-ื’ืขื’ืจื™ื ื“ืขื˜ ืฆื•ื•ื™ื™ ื’ืขืจืึธื˜ืŸ ืกื˜ืึทืจื˜ืึทืคึผืก:

  • ืจืขืคึผืึธืจื˜ื™ื•ื•, ื“ืขื“ืึทืงื™ื™ื˜ืึทื“ ืฆื• ื•ื•ื™ื™ึทื–ืŸ ื“ื™ ื’ืขื–ืขืœืฉืึทืคื˜ืœืขืš ืคึผืจืึธืคื™ืœ ืคื•ืŸ ืงืึธื ื˜ืึทืงื˜ืŸ ืคึฟื•ืŸ ื“ื™ื™ืŸ E- ื‘ืจื™ื•ื•, ื•ื•ืึธืก ืœื™ื ืงืขื“ื™ืŸ ื’ืขืงื•ื™ืคื˜ ืื™ืŸ 2012;
  • Go Test It, ืึท ื“ื™ื ืกื˜ ืคึฟืึทืจ ืื•ื™ื˜ืึธืžืึทื˜ื™ืฉ ื˜ืขืกื˜ื™ื ื’ ื•ื•ืขื‘ืกื™ื˜ืขืก ืื™ืŸ ืคืึทืจืฉื™ื“ืŸ ื‘ืจืึทื•ื–ืขืจื–, ื•ื•ืึธืก RedGate ื’ืขืงื•ื™ืคื˜ ืื™ืŸ 2009.

ืื™ืŸ ืึทืœื’ืขืžื™ื™ืŸ, ืžืืจื˜ื™ืŸ, ื›ืึธื˜ืฉ ื•ื•ื™ื™ื ื™ืงืขืจ ื‘ืึทืจื™ืžื˜ ื•ื•ื™ ืื•ื ื“ื–ืขืจ ืงื™ื ืึธื•ื˜, ื”ืื˜ ืฉื•ื™ืŸ ืงืขื ืขืŸ ืฆื• ืžืึทื›ืŸ ืขื˜ืœืขื›ืข ื‘ื™ื™ืฉื˜ื™ื™ืขืจ ืฆื• ื“ืขืจ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืคื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืื•ืŸ ืฆื• ื“ื™ ืื™ื ื“ื•ืกื˜ืจื™ืข.

ืื™ืŸ ื“ืขื ืฉืžื•ืขืก, ืžืืจื˜ื™ืŸ ื•ื•ืขื˜ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ืึท ื˜ืขืžืข ื ืขืขื ื˜ืขืจ ืฆื• ื–ื™ื™ืŸ ืึทืงืึทื“ืขืžื™ืง ืคืึธืจืฉื•ื ื’. ืื™ืŸ Google ื“ืึธืงืก ืื•ืŸ ืขื ืœืขืš ื“ืึธืงื•ืžืขื ื˜ ืงืึธ-ืขื“ื™ื˜ื™ื ื’ ืกืึธื•ืคืึทื–, "ืงืึธืœืึทื‘ืึธืจืึทื˜ื™ื•ื•ืข ืขื“ื™ื˜ื™ื ื’" ืจืขืคืขืจืก ืฆื• ืึท ืจืขืคึผืœืึทืงื™ื™ืฉืึทืŸ ืึทืจื‘ืขื˜: ื™ืขื“ืขืจ ื‘ืึทื ื™ืฆืขืจ ื”ืื˜ ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข ืจืขืคึผืœื™ืงืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืฉืขืจื“ ื“ืึธืงื•ืžืขื ื˜, ื•ื•ืึธืก ื–ื™ื™ ืžืึธื“ื™ืคื™ืฆื™ืจืŸ, ืื•ืŸ ืึทืœืข ืขื ื“ืขืจื•ื ื’ืขืŸ ื–ืขื ืขืŸ ื’ืขืฉื™ืงื˜ ืึทืจื™ื‘ืขืจ ื“ื™ ื ืขืฅ ืฆื• ื“ื™ ืจืขืฉื˜ ืคื•ืŸ ื“ื™ ื“ืึธืงื•ืžืขื ื˜. ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ. ืขื ื“ืขืจื•ื ื’ืขืŸ ืฆื• ื“ืึธืงื•ืžืขื ื˜ืŸ ืึธืคืคืœื™ื ืข ืคื™ืจืŸ ืฆื• ืึท ืฆื™ื™ึทื˜ื•ื•ื™ื™ึทืœื™ืง ื™ื ืงืึทื ืกื™ืกื˜ืึทื ืกื™ ืคื•ืŸ ื“ืขื ื“ืึธืงื•ืžืขื ื˜ ืื™ืŸ ื‘ืึทืฆื™ื•ื ื’ ืฆื• ืื ื“ืขืจืข ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ, ืื•ืŸ ืฉื™ื™ึทืขืš-ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืจื™ืงื•ื•ื™ื™ืขืจื– ืงืึธื ืคืœื™ืงื˜ ื”ืึทื ื“ืœื™ื ื’. ื“ืึธืก ืื™ื– ืคึผื•ื ืงื˜ ื•ื•ืึธืก ื–ื™ื™ ืขืงืกื™ืกื˜ื™ืจืŸ ืคึฟืึทืจ ืงืึธื ืคืœื™ืงื˜-ืคืจื™ื™ ืจืขืคึผืœื™ืงื™ื™ื˜ื™ื“ ื“ืึทื˜ืŸ ื˜ื™ื™ืคึผืก (CRDT), ืื™ืŸ ืคืึทืงื˜, ืื™ื– ืึท ืคืขืจืœื™ ื ื™ื™ึทืข ื–ืึทืš, ื“ื™ ืขืกืึทื ืก ืคื•ืŸ ื•ื•ืึธืก ืื™ื– ื’ืขื•ื•ืขืŸ ืคืืจืžื•ืœื™ืจื˜ ื‘ืœื•ื™ื– ืื™ืŸ 2011. ื“ืขืจ ืฉืžื•ืขืก ื“ื™ืกืงื•ื˜ื™ืจื˜ ื•ื•ืึธืก ืื™ื– ื’ืขืฉืขืŸ ื–ื™ื ื˜ ื“ืขืžืึธืœื˜ ืื™ืŸ ื“ืขืจ ื•ื•ืขืœื˜ ืคื•ืŸ CRDT, ื•ื•ืึธืก ื“ื™ ืœืขืฆื˜ืข ืึทื“ื•ื•ืึทื ืกื™ื– ื–ืขื ืขืŸ, ื“ืขืจ ืฆื•ื’ืึทื ื’ ืฆื• ืฉืึทืคึฟืŸ ื”ื™ื’ืข ืขืจืฉื˜ืขืจ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– ืื™ืŸ ืึทืœื’ืขืžื™ื™ืŸ ืื•ืŸ ื“ื™ ื ื•ืฆืŸ ืคื•ืŸ ืึทืŸ ืึธืคึฟืŸ ืžืงื•ืจ ื‘ื™ื‘ืœื™ืึธื˜ืขืง ืึทื•ื˜ืึธืžืขืจื’ืข ื‘ืคืจื˜.

ืงื•ืžืขื“ื™ืงืข ื•ื•ืึธืš ื•ื•ืขืœืŸ ืžื™ืจ ืึทืจื•ื™ืกื’ืขื‘ืŸ ืึท ืœืึทื ื’ ืื™ื ื˜ืขืจื•ื•ื™ื• ืžื™ื˜ ืžืืจื˜ื™ืŸ ืื•ื™ืฃ Habrรฉ, ืขืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ื˜ืฉื™ืงืึทื•ื•ืข.

Pedro Ramalhete - ื•ื•ืึทืจื˜ืŸ-ืคืจื™ื™ ื“ืึทื˜ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื– ืื•ืŸ ื•ื•ืึทืจื˜ืŸ-ืคืจื™ื™ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื Pedro ืึทืจื‘ืขื˜ ื‘ื™ื™ ืกื™ืกืงืึธ ืื•ืŸ ื”ืื˜ ื“ืขื•ื•ืขืœืึธืคึผืขื“ ืคึผืึทืจืึทืœืขืœ ืึทืœื’ืขืจื™ื“ืึทืžื– ืคึฟืึทืจ ื“ื™ ืœืขืฆื˜ืข ืฆืขืŸ ื™ืึธืจ ืึธื“ืขืจ ืึทื–ื•ื™, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืžืขืงืึทื ื™ื–ืึทืžื–, ืฉืœืึธืก-ืคืจื™ื™ ืื•ืŸ ื•ื•ืึทืจื˜ืŸ-ืคืจื™ื™ ื“ืึทื˜ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื– ืื•ืŸ ืึทืœืฅ ืื™ืจ ืงืขื ืขืŸ ื™ืžืึทื“ื–ืฉืึทืŸ ืื•ื™ืฃ ื“ืขื ื˜ืขืžืข. ื–ื™ื™ืŸ ืงืจืึทื ื˜ ืคืึธืจืฉื•ื ื’ ืื•ืŸ ื™ื ื–ืฉืขื ื™ืขืจื™ืข ืื™ื ื˜ืขืจืขืกืŸ ืคืึธืงื•ืก ืื•ื™ืฃ ื•ื ื™ื•ื•ืขืจืกืึทืœ ืงืึทื ืกื˜ืจืึทืงืฉืึทื ื–, ื•ื•ื™ื™ื›ื•ื•ืืจื’ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธื ืึทืœ ื–ื›ึผืจื•ืŸ, ืคึผืขืจืกื™ืกื˜ืขื ื˜ ื–ื›ึผืจื•ืŸ ืื•ืŸ ืขื ืœืขืš ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ื•ื•ืึธืก ื’ืขื‘ืŸ ืจื™ื›ื˜ื™ืง, ืกืงืึทืœืึทื‘ืœืข ืื•ืŸ ืฉื•ืœื“-ื˜ืึธืœืขืจืึทื ื˜ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–. ืขืจ ืื™ื– ืื•ื™ืš ื“ืขืจ ืžื—ื‘ืจ ืคื•ืŸ ืึท ื‘ืœืึธื’ ื•ื•ื™ื™ื“ืœื™ ื‘ืืงืื ื˜ ืื™ืŸ ืขื ื’ ืงืจื™ื™ื–ืŸ ืงืึธื ืงื•ืจืจืขื ืกื™ ืคืจื™ืงืก.

ืจื•ื‘ึฟ ืžื•ืœื˜ื˜ื”ืจืขืึทื“ืขื“ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– ืื™ืฆื˜ ืœื•ื™ืคืŸ ืื•ื™ืฃ ืคึผืึทืจืึทืœืขืœ ื“ืึทื˜ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื–, ืคึฟื•ืŸ ื“ื™ ื ื•ืฆืŸ ืคื•ืŸ ืึธื ื–ืึธื’ ืงื™ื•ื– ืฆื•ื•ื™ืฉืŸ ืึทืงื˜ืขืจื– ืฆื• ื™ื ื“ืขืงืกื˜ ื“ืึทื˜ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื– ืื™ืŸ ืฉืœื™ืกืœ-ื•ื•ืขืจื˜ ืกื˜ืึธืจื–. ื–ื™ื™ ื”ืึธื‘ืŸ ืฉื•ื™ืŸ ืืจื‘ืขื˜ืŸ ื”ืฆืœื—ื” ืื™ืŸ ื“ื™ Java JDK ืคึฟืึทืจ ืคื™ืœืข ื™ืึธืจืŸ, ืื•ืŸ ื–ื™ื™ ื–ืขื ืขืŸ ืกืœืึธื•ืœื™ ืžื•ืกื™ืฃ ืฆื• C ++.

ื“ื™ ืกื™ืžืคึผืœืึทืกื˜ ื•ื•ืขื’ ืฆื• ื™ื ืกื˜ืจื•ืžืขื ื˜ ืึท ืคึผืึทืจืึทืœืขืœ ื“ืึทื˜ืŸ ืกื˜ืจื•ืงื˜ื•ืจ ืื™ื– ืึท ืกืึทืงื•ื•ืขื ื˜ืฉืึทืœ (ืื™ื™ืŸ-ื˜ืจืขื“ื™ื“) ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืื™ืŸ ื•ื•ืึธืก ืžืขื˜ื”ืึธื“ืก ื–ืขื ืขืŸ ืคึผืจืึธื˜ืขืงื˜ืขื“ ื“ื•ืจืš ืžื•ื˜ืขืงืกืขืก. ื“ืึธืก ืื™ื– ืฆื•ื˜ืจื™ื˜ืœืขืš ืคึฟืึทืจ ื™ืขื“ืขืจ ื™ื•ื ื™, ืึธื‘ืขืจ ื”ืื˜ ืงืœืึธืจ ื•ื•ื™ ื“ืขืจ ื˜ืึธื’ ืคึผืจืึธื‘ืœืขืžืก ืžื™ื˜ ืกืงื™ื™ืœื™ื ื’ ืื•ืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’. ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืฆื™ื™ื˜, ืœืึทืง-ืคืจื™ื™ ืื•ืŸ ื•ื•ืึทืจื˜ืŸ-ืคืจื™ื™ ื“ืึทื˜ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื– ื ื™ื˜ ื‘ืœื•ื™ื– ืงืึธืคึผืข ื‘ืขืกืขืจ ืžื™ื˜ ืขืจืจืึธืจืก, ืึธื‘ืขืจ ืื•ื™ืš ื”ืึธื‘ืŸ ืึท ื‘ืขืกืขืจ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืคึผืจืึธืคื™ืœ - ืึธื‘ืขืจ, ื–ื™ื™ืขืจ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืจื™ืงื•ื•ื™ื™ืขืจื– ื˜ื™ืฃ ืขืงืกืคึผืขืจื˜ื™ื– ืื•ืŸ ืึทื“ืึทืคึผื˜ื™ื™ืฉืึทืŸ ืฆื• ืึท ืกืคึผืขืฆื™ืคื™ืฉ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ. ืื™ื™ืŸ ืคืึทืœืฉ ืฉื•ืจื” ืคื•ืŸ ืงืึธื“ ืื™ื– ื’ืขื ื•ื’ ืฆื• ื‘ืจืขื›ืŸ ืึทืœืฅ.

ื•ื•ื™ ืงืขื ืขืŸ ืžื™ืจ ืžืึทื›ืŸ ืขืก ืึทื–ื•ื™ ืึทื– ืืคื™ืœื• ืึท ื ื™ื˜-ืขืงืกืคึผืขืจื˜ ืงืขื ืขืŸ ืคึผืœืึทืŸ ืื•ืŸ ื™ื ืกื˜ืจื•ืžืขื ื˜ ืึทื–ืึท ื“ืึทื˜ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื–? ืขืก ืื™ื– ื‘ืืงืื ื˜ ืึทื– ืงื™ื™ืŸ ืกืึทืงื•ื•ืขื ื˜ืฉืึทืœ ืึทืœื’ืขืจื™ื“ืึทื ืงืขื ืขืŸ ื–ื™ื™ืŸ ืคืึธื“ืขื ื–ื™ื›ืขืจ ืžื™ื˜ ืึธื“ืขืจ ื•ื ื™ื•ื•ืขืจืกืึทืœ ืคึผืœืึทืŸ, ืึธื“ืขืจ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธื ืึทืœ ื–ื›ึผืจื•ืŸ. ืคึฟืึทืจ ืื™ื™ืŸ ื–ืึทืš, ื–ื™ื™ ืงืขื ืขืŸ ื ื™ื“ืขืจื™ืงืขืจ ื“ืขืจ ืฉืœืึทื‘ืึทืŸ ืฆื• ืกืึทืœื•ื•ื™ื ื’ ื“ืขื ืคึผืจืึธื‘ืœืขื. ืึธื‘ืขืจ, ื‘ื™ื™ื“ืข ืกืึทืœื•ืฉืึทื ื– ื˜ื™ืคึผื™ืงืœื™ ืคื™ืจืŸ ืฆื• ื™ื ื™ืคืขืงื˜ื™ื•ื• ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ. Pedro ื•ื•ืขื˜ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื•ื•ื™ ื–ื™ื™ ื’ืขืจืื˜ืŸ ืฆื• ืžืึทื›ืŸ ื“ื™ ื“ื™ื–ื™ื™ื ื– ืžืขืจ ืขืคืขืงื˜ื™ื•ื• ืื•ืŸ ื•ื•ื™ ืื™ืจ ืงืขื ืขืŸ ื ื•ืฆืŸ ื–ื™ื™ ืคึฟืึทืจ ื“ื™ื™ืŸ ืึทืœื’ืขืจื™ื“ืึทืžื–.

ื”ื™ื™ื“ื™ ื”ืื•ื•ืืจื“ - ื‘ืึทืคืจื™ื™ึทื•ื ื’ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืงืึธื ืกืขื ืกื•ืก

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื Heidi Howard ืื™ื–, ื•ื•ื™ ืžืืจื˜ื™ืŸ, ืึท ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกื™ืกื˜ืขื ืคืึธืจืฉืขืจ ืื™ืŸ ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜ ืคื•ืŸ ืงื™ื™ืžื‘ืจื™ื“ื–ืฉ. ืื™ืจ ืกืคึผืขืฉืึทืœื˜ื™ื– ื–ืขื ืขืŸ ืงืึธื ืกื™ืกื˜ืขื ืกื™, ืฉื•ืœื“ ื˜ืึธืœืขืจืึทื ืฅ, ืคืึธืจืฉื˜ืขืœื•ื ื’ ืื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืงืึธื ืกืขื ืกื•ืก. ื–ื™ ืื™ื– ืžืขืจืกื˜ ื‘ืึทื•ื•ื•ืกื˜ ืคึฟืึทืจ ืื™ืจ ื’ืขื ืขืจืึทืœื™ื–ื™ื™ืฉืึทืŸ ืคื•ืŸ ื“ื™ ืคึผืึทืงืกืึธืก ืึทืœื’ืขืจื™ื“ืึทื ื’ืขืจื•ืคืŸ ืคืœืขืงืกืึทื‘ืึทืœ ืคึผืึทืงืกืึธืก.

ืฆื•ืจื™ืงืจื•ืคืŸ ืึทื– ืคึผืึทืงืกืึธืก ืื™ื– ืึท ืžืฉืคึผื—ื” ืคื•ืŸ ืคึผืจืึธื˜ืึธืงืึธืœืก ืคึฟืึทืจ ืกืึทืœื•ื•ื™ื ื’ ื“ื™ ืคึผืจืึธื‘ืœืขื ืคื•ืŸ ืงืึธื ืกืขื ืกื•ืก ืื™ืŸ ืึท ื ืขืฅ ืคื•ืŸ ืึทื ืจื™ืœื™ื™ืึทื‘ืึทืœ ืงืึธืžืคึผื™ื•ื˜ืขืจืก, ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ ืึทืจื‘ืขื˜ ืคื•ืŸ ืœืขืกืœื™ ืœืึทืžืคึผืึธืจื˜. ืื–ื•ื™, ืขื˜ืœืขื›ืข ืคื•ืŸ โ€‹โ€‹ืื•ื ื“ื–ืขืจ ืกืคึผื™ืงืขืจื– ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ืคึผืจืึธื‘ืœืขืžืก ื•ื•ืึธืก ื–ืขื ืขืŸ ืขืจื™ื“ื–ืฉื ืึทืœื™ ืคืืจื’ืขืœื™ื™ื’ื˜ ื“ื•ืจืš ืื•ื ื“ื–ืขืจ ืื ื“ืขืจืข ืกืคึผื™ืงืขืจื– - ืื•ืŸ ื“ืึธืก ืื™ื– ื•ื•ื•ื ื“ืขืจืœืขืš.

ื“ื™ ืคื™ื™ื™ืงื™ื™ื˜ ืฆื• ื’ืขืคึฟื™ื ืขืŸ ืงืึธื ืกืขื ืกื•ืก ืฆื•ื•ื™ืฉืŸ ืงื™ื™ืคืœ ืžื—ื ื•ืช - ืคึฟืึทืจ ืึทื“ืจืขืกื™ื ื’, ืคื™ืจืขืจ ื•ื•ืึทืœืŸ, ื‘ืœืึทืงื™ื ื’ ืึธื“ืขืจ ืงืึธื•ืึธืจื“ืึทื ื™ื™ืฉืึทืŸ - ืื™ื– ืึท ืคื•ื ื“ืึทืžืขื ื˜ืึทืœ ืึทืจื•ื™ืกื’ืขื‘ืŸ ืื™ืŸ ืžืึธื“ืขืจืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกื™ืกื˜ืขืžืขืŸ. Paxos ืื™ื– ืื™ืฆื˜ ื“ืขืจ ื”ื•ื™ืคึผื˜ ื•ื•ืขื’ ืฆื• ืกืึธืœื•ื•ืข ืงืึธื ืกืขื ืกื•ืก ืคึผืจืึธื‘ืœืขืžืก, ืื•ืŸ ืขืก ืื™ื– ืึท ืคึผืœืึทืฅ ืคื•ืŸ ืคืึธืจืฉื•ื ื’ ื’ืขื’ืื ื’ืขืŸ ืื•ื™ืฃ ืึทืจื•ื ืื™ื ืฆื• ื™ืงืกืคึผืึทื ื“ ืื•ืŸ ืึทืคึผื˜ืึทืžื™ื™ื– ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื ืคึฟืึทืจ ืคืึทืจืฉื™ื“ืŸ ืคึผืจืึทืงื˜ื™ืฉ ื‘ืื“ืขืจืคืขื ื™ืฉืŸ.

ืื™ืŸ ื“ืขื ืฉืžื•ืขืก, ืžื™ืจ ื•ื•ืขืœืŸ ืจื™ื•ื•ื™ื–ืŸ ื“ื™ ื˜ืขืึธืจืขื˜ื™ืฉ ื™ืงืขืจ ืคื•ืŸ Paxos, ืจื™ืœืึทืงืกื™ื ื’ ื“ื™ ืึธืจื™ื’ื™ื ืขืœ ืจืขืงื•ื•ื™ืจืขืžืขื ืฅ ืื•ืŸ ื’ืขื ืขืจืึทืœื™ื–ื™ืจืŸ ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื. ืžื™ืจ ื•ื•ืขืœืŸ ื–ืขืŸ ืึทื– Paxos ืื™ื– ื‘ื™ื™ืกื™ืงืœื™ ื‘ืœื•ื™ื– ืื™ื™ืŸ ืึธืคึผืฆื™ืข ืฆื•ื•ื™ืฉืŸ ืึท ืจื™ื–ื™ืง ืงื™ื™ื˜ ืคื•ืŸ ืงืึธื ืกืขื ืกื•ืก ืึทืคึผืจืึธื•ื˜ืฉื™ื–, ืื•ืŸ ืึทื– ืื ื“ืขืจืข ืคื•ื ืงื˜ืŸ ืื•ื™ืฃ ื“ื™ ืกืคึผืขืงื˜ืจื•ื ื–ืขื ืขืŸ ืื•ื™ืš ื–ื™ื™ืขืจ ื ื•ืฆื™ืง ืคึฟืึทืจ ื‘ื•ื™ืขืŸ ื’ื•ื˜ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกื™ืกื˜ืขืžืขืŸ.

ืึทืœืขืงืก ืคึผืขื˜ืจืึธื•ื• - ืจืขื“ื•ืฆื™ืจืŸ ื“ื™ื™ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ืงืึธืก ืžื™ื˜ ื˜ืจืึทื ืกื™ืขื ื˜ ืจืขืคึผืœืึทืงื™ื™ืฉืึทืŸ ืื•ืŸ ื‘ื™ืœื™ืง ืงื•ื•ืึธืจืึทืžื–

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื ืึทืœืขืงืก ืื™ื– ืึท ื“ืึทื˜ืึทื‘ื™ื™ืก ืื•ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ืกื™ืกื˜ืขืžืขืŸ ืžื•ืžื›ืข, ืื•ืŸ ืžืขืจ ื™ืžืคึผืึธืจื˜ืึทื ื˜ืœื™ ืคึฟืึทืจ ืื•ื ื“ื–, ืึท ืงืึทืžื™ื˜ืขืจ ืื™ืŸ ืงืึทืกืกืึทื ื“ืจืึท. ืขืจ ืื™ื– ืื™ืฆื˜ ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ืึท ื‘ื•ืš, ื“ืึทื˜ืึทื‘ืึทืกืข ื™ื ื˜ืขืจื ืึทืœืก, ืžื™ื˜ O'Reilly.

ืคึฟืึทืจ ืกื™ืกื˜ืขืžืขืŸ ืžื™ื˜ ืขื•ื•ืขื ื˜ื•ืึทืœ ืงืึธื ืกื™ืกื˜ืขื ืกื™ (ืื™ืŸ ืจื•ืกื™ืฉ ื˜ืขืจืžื™ื ืึธืœืึธื’ื™ืข - "ืœืขืฆื˜ ืงืึธื ืกื™ืกื˜ืขื ืกื™"), ื ืึธืš ืงืจืึทืฉื™ื– ื ืึธื“ืข ืึธื“ืขืจ ื ืขืฅ ืฉืคึผืึทืœื˜ืŸ, ืื™ืจ ื“ืึทืจืคึฟืŸ ืฆื• ืกืึธืœื•ื•ืข ื“ื™ ืคืืœื’ืขื ื“ืข ื“ื™ืœืขืžืึท: ืึธื“ืขืจ ืคืึธืจื–ืขืฆืŸ ืฆื• ื•ื™ืกืคื™ืจืŸ ืจื™ืงื•ื•ืขืก, ืกืึทืงืจืึทืคื™ื™ืกื™ื ื’ ืงืึธื ืกื™ืกื˜ืขื ืกื™, ืึธื“ืขืจ ืึธืคึผื–ืึธื’ืŸ ืฆื• ื•ื™ืกืคื™ืจืŸ ื–ื™ื™ ืื•ืŸ ืงืจื‘ืŸ ืึทื•ื•ื™ื™ืœืึทื‘ื™ืœืึทื˜ื™. ืื™ืŸ ืึทื–ืึท ืึท ืกื™ืกื˜ืขื, ืงื•ื•ืึธืจืึทืžื–, ืึธื•ื•ื•ืขืจืœืึทืคึผื™ื ื’ ืกืึทื‘ืกืขืฅ ืคื•ืŸ ื ืึธื•ื“ื– ืื•ืŸ ื™ื ืฉื•ืจื™ื ื’ ืึทื– ื‘ื™ื™ึท ืžื™ื ื“ืกื˜ืขืจ ืื™ื™ืŸ ื ืึธื“ืข ื›ึผื•ืœืœ ื“ื™ ืžืขืจืกื˜ ืคืจื™ืฉ ื•ื•ืขืจื˜, ืงืขื ืขืŸ ื–ื™ื™ืŸ ืึท ื’ื•ื˜ ื‘ืจืขื’ ืœื™ื™ื–ื•ื ื’. ืื™ืจ ืงืขื ืขืŸ ื‘ืœื™ื™ึทื‘ื  ืœืขื‘ืŸ ืคื™ื™ืœื™ืขืจื– ืื•ืŸ ืึธื ื•ื•ืขืจ ืคื•ืŸ ืงืึทื ืขืงื˜ื™ื•ื•ื™ื˜ื™ ืฆื• ืขื˜ืœืขื›ืข ื ืึธื•ื“ื– ื‘ืฉืขืช ืื™ืจ ืจื™ืกืคึผืึทื ื“ ืžื™ื˜ ื“ื™ ืœืขืฆื˜ืข ื•ื•ืึทืœื•ืขืก.

ืึธื‘ืขืจ, ืึทืœืฅ ื”ืื˜ ื–ื™ื™ึทืŸ ืคึผืจื™ื™ึทื–. ื ืงื•ื•ืึธืจื•ื ืจืขืคึผืœืึทืงื™ื™ืฉืึทืŸ ืกื›ืขืžืข ืžื™ื˜ืœ ื’ืขื•ื•ืืงืกืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ืงืึธืก: ื™ื‘ืขืจื™ืง ื“ืึทื˜ืŸ ืžื•ื–ืŸ ื–ื™ื™ืŸ ืกื˜ืึธืจื“ ืื•ื™ืฃ ืงื™ื™ืคืœ ื ืึธื•ื“ื– ืื™ืŸ ืึทืžืึธืœ ืฆื• ืขื ืฉื•ืจ ืึทื– ืขืก ื–ืขื ืขืŸ ื’ืขื ื•ื’ ืงืืคื™ืขืก ื‘ื ื™ืžืฆื ื•ื•ืขืŸ ืึท ืคึผืจืึธื‘ืœืขื ืึทืงืขืจื–. ืขืก ื˜ื•ืจื ืก ืื•ื™ืก ืึทื– ืื™ืจ ื˜ืึธืŸ ื ื™ื˜ ื”ืึธื‘ืŸ ืฆื• ืงืจืึธื ืึทืœืข ื“ื™ ื“ืึทื˜ืŸ ืื•ื™ืฃ ืึทืœืข ื“ื™ ืจืขืคึผืœืึทืงืึทื–. ืื™ืจ ืงืขื ืขืŸ ืจืขื“ื•ืฆื™ืจืŸ ื“ื™ ืžืึทืกืข ืื•ื™ืฃ ื“ื™ ืกื˜ืึธืจื™ื“ื–ืฉ ืื•ื™ื‘ ืื™ืจ ืงืจืึธื ื“ืึทื˜ืŸ ื‘ืœื•ื™ื– ืื•ื™ืฃ ื˜ื™ื™ืœ ืคื•ืŸ ื“ื™ ื ืึธื•ื“ื– ืื•ืŸ ื ื•ืฆืŸ ืกืคึผืขืฆื™ืขืœ ื ืึธื•ื“ื– (ื˜ืจืึทื ืกื™ืขื ื˜ ืจืขืคึผืœื™ืงืข) ืคึฟืึทืจ ื“ื•ืจื›ืคืึทืœ ื”ืึทื ื“ืœื™ื ื’ ืกื™ื ืขืจื™ืึธื•ื–.

ืื™ืŸ ื“ื™ ืœื•ื™ืฃ ืคื•ืŸ ื“ืขื ื‘ืึทืจื™ื›ื˜ ืžื™ืจ ื•ื•ืขืœืŸ ื‘ืึทื˜ืจืึทื›ื˜ืŸ ืขื“ื•ืช ืจืขืคึผืœืึทืงืึทื–, ื“ื™ ืจืขืคึผืœืึทืงื™ื™ืฉืึทืŸ ืกื›ืขืžืข ื’ืขื ื™ืฆื˜ ืื™ืŸ Spanner ะธ ืžืขื’ืึทืกื˜ืึธืจืข, ืื•ืŸ ื“ื™ ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืคื•ืŸ ื“ืขื ื‘ืึทื’ืจื™ืฃ ืื™ืŸ ืึทืคึผืึทื˜ืฉื™ ืงืึทืกืกืึทื ื“ืจืึท ื’ืขืจื•ืคืŸ ื˜ืจืึทื ืกื™ืขื ื˜ ืจืขืคึผืœืึทืงื™ื™ืฉืึทืŸ ืื•ืŸ ื‘ื™ืœื™ืง ืงื•ื•ืึธืจืึทืžื–.

ื“ืžื™ื˜ืจื™ ื•ื•ื™ื•ืงืึธื•ื• - ื’ืึธืจืึธื•ื˜ื™ื ืขืก ื™ืงืกืคึผืึธื•ื–ื“

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื ื“ืžื™ื˜ืจื™ ืื™ื– ืึท ื“ืขื•ื•ืขืœืึธืคึผืขืจ ื‘ื™ื™ Google ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ื“ื™ื ืึทืžื™ืฉ ื˜ืขืกื˜ื™ื ื’ ืคึฟืึทืจ C / C ++ ืื•ืŸ ื’ื™ื™ืŸ - ืึทื“ืจืขืก / ื–ื›ึผืจื•ืŸ / ืคืึธื“ืขื ืกืึทื ื™ื˜ื™ื–ืขืจ, ืื•ืŸ ืขื ืœืขืš ืžื›ืฉื™ืจื™ื ืคึฟืึทืจ ื“ื™ ืœื™ื ื•ืงืก ืงืขืจืŸ. ืงืึทื ื˜ืจื™ื‘ื™ื•ื˜ื™ื“ ืฆื• ื’ื™ื™ืŸ ืึท ืกืงืึทืœืึทื‘ืœืข ื’ืึธืจืึธื•ื˜ื™ื ืข ืกืงืขื“ื–ืฉื•ืœืขืจ, ืึท ื ืขืฅ ืคึผืึธืœืขืจ ืื•ืŸ ืึท ืคึผืึทืจืึทืœืขืœ ืžื™ืกื˜ ืงืึทืœืขืงื˜ืขืจ. ืขืจ ืื™ื– ืึท ืžื•ืžื—ื” ืื™ืŸ ืžื•ืœื˜ื™ื˜ื”ืจืขืึทื“ื™ื ื’, ื“ืขืจ ืžื—ื‘ืจ ืคื•ืŸ ืึท ื˜ื•ืฅ ื ื™ื™ึท ื ื™ื˜-ื‘ืœืึทืงื™ื ื’ ืึทืœื’ืขืจื™ื“ืึทืžื– ืื•ืŸ ืื™ื– ื“ื™ ื‘ืึทื–ื™ืฆืขืจ ืคื•ืŸ ืฉื•ื•ืึทืจืฅ ื‘ืขืœื˜ ื™ื ื˜ืขืœ.

ืื™ืฆื˜ ืึท ื‘ื™ืกืœ ื•ื•ืขื’ืŸ ื“ืขื ื‘ืึทืจื™ื›ื˜ ื–ื™ืš. ื“ื™ Go ืฉืคึผืจืึทืš ื”ืื˜ ื’ืขื‘ื•ื™ืจืŸ ืฉื˜ื™ืฆืŸ ืคึฟืึทืจ ืžื•ืœื˜ื™ื˜ื”ืจืขืึทื“ื™ื ื’ ืื™ืŸ ื“ื™ ืคืึธืจืขื ืคื•ืŸ ื’ืึธืจืึธื•ื˜ื™ื ื– (ืœื™ื›ื˜ ืคึฟืขื“ืขื) ืื•ืŸ ื˜ืฉืึทื ืึทืœื– (FIFO ืงื™ื•ื–). ื“ื™ ืžืขืงืึทื ื™ื–ืึทืžื– ืžืึทื›ืŸ ืขืก ื–ื™ื™ืขืจ ื’ืจื™ื ื’ ืื•ืŸ ืขื ื“ื–ืฉื•ื™ืึทื‘ืึทืœ ืคึฟืึทืจ ื™ื•ื–ืขืจื– ืฆื• ืฉืจื™ื™ึทื‘ืŸ ืžืึธื“ืขืจืŸ ืžื•ืœื˜ื™-ื˜ืจืขื“ื™ื“ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–, ืื•ืŸ ืขืก ืงื•ืงื˜ ื•ื•ื™ ืžืึทื’ื™ืฉ. ื•ื•ื™ ืžื™ืจ ืคึฟืึทืจืฉื˜ื™ื™ืŸ, ืขืก ืื™ื– ืงื™ื™ืŸ ืžืึทื’ื™ืฉ ื“ืึธ. ืื™ืŸ ื“ืขื ืฉืžื•ืขืก, ื“ืžื™ื˜ืจื™ ื•ื•ืขื˜ ื“ืขืœื•ื• ืื™ืŸ ื“ื™ ื™ื ื˜ืจืึทืงืึทืกื™ื– ืคื•ืŸ ื“ื™ Go ืกืงืขื“ื–ืฉื•ืœืขืจ ืื•ืŸ ื•ื•ื™ื™ึทื–ืŸ ื“ื™ ืกื™ืงืจื™ืฅ ืคื•ืŸ ื™ืžืคึผืœืึทืžืขื ื™ื ื’ ื“ืขื "ืžืึทื’ื™ืฉ". ืขืจืฉื˜ืขืจ, ืขืจ ื•ื•ืขื˜ ื’ืขื‘ืŸ ืึทืŸ ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ื™ ื”ื•ื™ืคึผื˜ ืงืึทืžืคึผืึธื•ื ืึทื ืฅ ืคื•ืŸ ื“ื™ ืกืงืขื“ื–ืฉื•ืœืขืจ ืื•ืŸ ื–ืึธื’ืŸ ืื™ืจ ื•ื•ื™ ืขืก ืึทืจื‘ืขื˜. ื•ื•ื™ื™ึทื˜ืขืจ, ืžื™ืจ ื•ื•ืขืœืŸ ื ืขืžืขืŸ ืึท ื ืขืขื ื˜ืขืจ ืงื•ืง ืื™ืŸ ื™ื—ื™ื“ ืึทืกืคึผืขืงืฅ ืึทื–ืึท ื•ื•ื™ ื“ื™ ืคึผืึทืจืงื™ื ื’ / ื•ื ืคึผืึทืจืงื™ื ื’ ืกื˜ืจืึทื˜ืขื’ื™ืข ืื•ืŸ ื”ืึทื ื“ืœื™ื ื’ ื‘ืœืึทืงื™ื ื’ ืกื™ืกื˜ืขื ืจื•ืคื˜. ืฆื•ื ืกื•ืฃ, ื“ืžื™ื˜ืจื™ ื•ื•ืขื˜ ืจืขื“ืŸ ืึท ื‘ื™ืกืœ ื•ื•ืขื’ืŸ ืžืขื’ืœืขืš ื™ืžืคึผืจื•ื•ื•ืžืึทื ืฅ ืฆื• ื“ื™ ืกืงืขื“ื–ืฉื•ืœืขืจ.

ื“ืžื™ื˜ืจื™ ื‘ื•ื’ืึทื™ื˜ืฉืขื ืงืึธ - ืคืึทืจื’ื™ื›ืขืจืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื’ืจืึทืคื™ืง ืึทื ืึทืœื™ืกื™ืก ืžื™ื˜ ืคึผืจืึธื‘ืึทื‘ื™ืœื™ืกื˜ื™ืง ืกืงืขื˜ืฉืึทื– ืื•ืŸ ืžืขืจ

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื ื“ืžื™ื˜ืจื™ ื’ืขืืจื‘ืขื˜ ืื™ืŸ ืึทื•ืฆืึธืจืกื™ื ื’ ืคึฟืึทืจ ื›ึผืžืขื˜ 9 ื™ืืจ ืึธืŸ ืœื•ื–ื™ื ื’ ืงืึธื ื˜ืึทืงื˜ ืžื™ื˜ ื“ื™ ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜ ืื•ืŸ ื“ื™ ื•ื•ื™ืกื ืฉืืคื˜ืœืขื›ืข ืงื”ืœ. ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ืึทื ืึทืœื™ืกื™ืก ืื™ืŸ ืึธื“ื ืึธืงืœืึทืกืกื ื™ืงื™ ืื™ื– ื’ืขื•ื•ืืจืŸ ืคึฟืึทืจ ืื™ื ืึท ื™ื™ื ืฆื™ืง ื’ืขืœืขื’ื ื”ื™ื™ื˜ ืฆื• ืคืึทืจื‘ื™ื ื“ืŸ ื˜ืขืึธืจืขื˜ื™ืฉ ื˜ืจื™ื™ื ื™ื ื’ ืื•ืŸ ื•ื•ื™ืกื ืฉืืคื˜ืœืขื›ืข ื™ืกื•ื“ ืžื™ื˜ ื“ืขืจ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืคื•ืŸ ืคืึทืงื˜ื™ืฉ, ืื™ืŸ-ืคืึธื“ืขืจื•ื ื’ ืคึผืจืึธื“ื•ืงื˜ืŸ.

ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื’ืจืึทืคื™ืง ืึทื ืึทืœื™ืกื™ืก ืื™ื– ื’ืขื•ื•ืขืŸ ืื•ืŸ ื‘ืœื™ื™ื‘ื˜ ืึท ืฉื•ื•ืขืจ ืึทืจื‘ืขื˜: ื•ื•ืขืŸ ืขืก ื•ื•ืขืจื˜ ื ื™ื™ื˜ื™ืง ืฆื• ื‘ืึทืงื•ืžืขืŸ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื•ื•ืขื’ืŸ ื“ื™ ืงืึทื ืขืงืฉืึทื ื– ืคื•ืŸ ืึท ืืจื•ืžื™ืงืข ื•ื•ืขืจื˜ืขืงืก, ื“ื™ ื“ืึทื˜ืŸ ืึธืคื˜ ืžื•ื–ืŸ ื–ื™ื™ืŸ ื˜ืจืึทื ืกืคืขืจื“ ืฆื•ื•ื™ืฉืŸ ืžืืฉื™ื ืขืŸ, ื•ื•ืึธืก ืคื™ืจื˜ ืฆื• ืึท ื’ืขื•ื•ืืงืกืŸ ื“ื•ืจื›ืคื™ืจื•ื ื’ ืฆื™ื™ื˜ ืื•ืŸ ืžืึทืกืข ืื•ื™ืฃ ื“ื™ ื ืขืฅ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ. ืื™ืŸ ื“ืขื ืฉืžื•ืขืก, ืžื™ืจ ื•ื•ืขืœืŸ ื–ืขืŸ ื•ื•ื™ ืื™ืจ ืงืขื ืขืŸ ื‘ืึทืงื•ืžืขืŸ ื‘ืึทื˜ื™ื™ื˜ื™ืง ืคึผืจืึทืกืขืกื™ื ื’ ืกืคึผื™ื“ื– ื“ื•ืจืš ื ื™ืฆืŸ ืคึผืจืึธื‘ืึทื‘ื™ืœื™ืกื˜ื™ืง ื“ืึทื˜ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื– ืึธื“ืขืจ ืคืืงื˜ืŸ ื•ื•ื™ ื“ื™ ืกื™ืžืขื˜ืจื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืคืจืขื ื“ืฉื™ืคึผ ื’ืจืึทืคื™ืง ืื™ืŸ ืึท ื’ืขื–ืขืœืฉืึทืคื˜ืœืขืš ื ืขืฅ. ืึทืœืข ื“ืขื ืื™ื– ื™ืœืึทืกื˜ืจื™ื™ื˜ื™ื“ ืžื™ื˜ ืงืึธื“ ื‘ื™ื™ืฉืคื™ืœืŸ ืื™ืŸ Apache Spark.

ื“ืขื ื™ืก ืจื™ืกืฆืึธื•ื• - ืจืขื“ื•ืฆื™ืจืŸ ื“ื™ื™ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ืงืึธืก ืžื™ื˜ ื˜ืจืึทื ืกื™ืขื ื˜ ืจืขืคึผืœืึทืงื™ื™ืฉืึทืŸ ืื•ืŸ ื‘ื™ืœื™ืง ืงื•ื•ืึธืจืึทืžื–

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื ื“ืขื ื™ืก - ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืงืึธืกืžืึธืก ื“ื‘, ืึท ืžื•ืžื—ื” ืื™ืŸ ืงืึธื ื˜ืจืึธืœื™ืจื•ื ื’ ืงืึธื ืกื™ืกื˜ืขื ืกื™ ืžืึธื“ืขืœืก, ืงืึธื ืกืขื ืกื•ืก ืึทืœื’ืขืจื™ื“ืึทืžื– ืื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–. ืขืจ ืึทืจื‘ืขื˜ ืื™ืฆื˜ ื‘ื™ื™ ืžื™ื™ืงืจืึธืกืึธืคึฟื˜, ืื•ืŸ ืคืจื™ืขืจ ื”ืื˜ ืขืจ ื’ืขืืจื‘ืขื˜ ืื•ื™ืฃ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกื™ืกื˜ืขืžืขืŸ ื‘ื™ื™ ืึทืžืึทื–ืึธืŸ ืื•ืŸ ื™ืึทื ื“ืขืงืก.

ืื™ืŸ ื“ืขื ืฉืžื•ืขืก, ืžื™ืจ ื•ื•ืขืœืŸ ื ืขืžืขืŸ ืึท ืงื•ืง ืื™ืŸ ื“ื™ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ ืคึผืจืึธื˜ืึธืงืึธืœืก ื•ื•ืึธืก ื–ืขื ืขืŸ ื™ื ื•ื•ืขื ื˜ืึทื“ ืื™ืŸ ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืŸ, ื•ื•ืึธืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ื™ืžืคึผืœืึทืžืขื ืึทื“ ืื•ื™ืฃ ื“ื™ ืงืœื™ืขื ื˜ ื–ื™ื™ึทื˜ ืื•ื™ืฃ ืฉืคึผื™ืฅ ืคื•ืŸ ืงื™ื™ืŸ ื“ืึทื˜ืŸ ืงืจืึธื ื•ื•ืึธืก ืฉื˜ื™ืฆื˜ ืงืึทื ื“ื™ืฉืึทื ืึทืœ ื“ืขืจื”ื™ื™ึทื ื˜ื™ืงืŸ (ืคืึทืจื’ืœื™ื™ึทื›ืŸ ืื•ืŸ ืฉื˜ืขืœืŸ). ื“ื™ ื“ื ืึธ ืฉื•ืจื” ืื™ื– ืึทื– ืœืขื‘ืŸ ื˜ื•ื˜ ื ื™ืฉื˜ ืกื•ืฃ ืžื™ื˜ ืึท ืฆื•ื•ื™ื™-ืคืึทืกืข ื™ื‘ืขืจื’ืขื‘ืŸ, ื˜ืจืึทื ื–ืึทืงืฉืึทื ื– ืงืขื ืขืŸ ื–ื™ื™ืŸ ืžื•ืกื™ืฃ ืื•ื™ืฃ ืฉืคึผื™ืฅ ืคื•ืŸ ืงื™ื™ืŸ ื“ืึทื˜ืึทื‘ื™ื™ืกื™ื– - ืื•ื™ืฃ ื“ื™ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืžื“ืจื’ื”, ืึธื‘ืขืจ ืคืึทืจืฉื™ื“ืขื ืข ืคึผืจืึธื˜ืึธืงืึธืœืก (2PC, Percolator, RAMP) ื”ืึธื‘ืŸ ืคืึทืจืฉื™ื“ืขื ืข ื˜ืจื™ื™ื“ืึธืคืก ืื•ืŸ ื–ืขื ืขืŸ ื ื™ืฉื˜ ื’ืขื’ืขื‘ืŸ ืฆื• ืื•ื ื“ื–. ืื™ืžื–ื™ืกื˜.

ืึทืœืขืงืกื™ื™ ื–ื™ื ืึธื•ื•ื™ืขื•ื• - ื ื™ื˜ ืึทืœืข ML ืึทืœื’ืขืจื™ื“ืึทืžื– ืžืึทื›ืŸ ืขืก ืฆื• ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื”ื™ืžืœ

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื ืึทืœืขืงืกื™ื™ (ื–ืึทืœืขืกืœืึทื•ื•) ืื™ื– ืึท ืœืึทื ื’-ืฆื™ื™ื˜ ืจืขื“ื ืขืจ ืื•ืŸ ืžื™ื˜ื’ืœื™ื“ ืคื•ืŸ ืคึผืจืึธื’ืจืึทื ืงืืžื™ื˜ืขื˜ืŸ ืื™ืŸ ืื ื“ืขืจืข ืงืึทื ืคืจืึทื ืกืึทื–. ืคึผืจืึทืงื˜ื™ืกื™ื ื’ ื˜ืจื™ื™ื ืขืจ ืื™ืŸ EPAM ืกื™ืกื˜ืขืžืขืŸ, ืื•ืŸ ืื™ื– ื’ืขื•ื•ืขืŸ ืคืจืขื ื“ื– ืžื™ื˜ Hadoop / Spark ืื•ืŸ ืื ื“ืขืจืข ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ื–ื™ื ื˜ 2012.

ืื™ืŸ ื“ืขื ืฉืžื•ืขืก, ืึทืœืขืงืกื™ื™ ื•ื•ืขื˜ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื“ื™ ืคึผืจืึธื‘ืœืขืžืก ืคื•ืŸ ืึทื“ืึทืคึผื˜ื™ื ื’ ืงืœืึทืกื™ืฉ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืึทืœื’ืขืจื™ื“ืึทืžื– ืคึฟืึทืจ ื“ื•ืจื›ืคื™ืจื•ื ื’ ืื™ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืžืึธื“ืข ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื–ื™ื™ืŸ ื“ืขืจืคืึทืจื•ื ื’ ืžื™ื˜ Apache Spark ML, Apache Mahout, Apache Flink ML ืื•ืŸ ื“ื™ ื“ืขืจืคืึทืจื•ื ื’ ืคื•ืŸ ืงืจื™ื™ื™ื˜ื™ื ื’ Apache Ignite ML. ืึทืœืขืงืกื™ื™ ื•ื•ืขื˜ ืื•ื™ืš ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื“ื™ ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืคื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ML ืึทืœื’ืขืจื™ื“ืึทืžื– ืื™ืŸ ื“ื™ ืคืจืึทืžืขื•ื•ืึธืจืงืก.

ืื•ืŸ ืœืขืกืึธืฃ, ืฆื•ื•ื™ื™ ืจื™ืคึผืึธืจืฅ ืคื•ืŸ ื™ืึทื ื“ืขืงืก ื•ื•ืขื’ืŸ ื™ืึทื ื“ืขืงืก ื“ืึทื˜ืึทื‘ืึทืกืข.

ื•ื•ืœืึทื“ื™ืกืœืึทื•ื• ืงื•ื–ื ืขืฆืึธื•ื• - ื™ืึทื ื“ืขืงืก ื“ืึทื˜ืึทื‘ืึทืกืข - ื•ื•ื™ ืžื™ืจ ื™ื ืฉื•ืจ ืฉื•ืœื“ ื˜ืึธืœืขืจืึทื ืฅ

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื ื•ื•ืœืึทื“ื™ืกืœืึทื•ื• ืื™ื– ืึท ื“ืขื•ื•ืขืœืึธืคึผืขืจ ื‘ื™ื™ ื™ืึทื ื“ืขืงืก ืื™ืŸ ื“ื™ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืคึผืœืึทื˜ืคืึธืจืžืข ื’ืจื•ืคึผืข. ื™ืึทื ื“ืขืงืก ื“ืึทื˜ืึทื‘ืึทืกืข ืื™ื– ืึท ื›ืึธืจื™ื–ืึทื ื˜ืึทืœื™ ืกืงืึทืœืึทื‘ืœืข, ื’ืขืึธ-ืคืึทืจืฉืคึผืจื™ื™ื˜ืŸ, ืฉื•ืœื“-ื˜ืึธืœืขืจืึทื ื˜ DBMS ื•ื•ืึธืก ืงืขื ืขืŸ ื•ื•ื™ื˜ืกื˜ืึทื ื“ ื“ื™ ื“ื•ืจื›ืคืึทืœ ืคื•ืŸ ื“ื™ืกืงืก, ืกืขืจื•ื•ืขืจืก, ืจืึทืงืก ืื•ืŸ ื“ืึทื˜ืŸ ืกืขื ื˜ืขืจืก ืึธืŸ ืœื•ื–ื™ื ื’ ืงืึธื ืกื™ืกื˜ืขื ืกื™. ืฆื• ืขื ืฉื•ืจ ืฉื•ืœื“ ื˜ืึธืœืขืจืึทื ืฅ, ืึท ืคึผืจืึทืคึผืจื™ื™ืึทื˜ืขืจื™ ืึทืœื’ืขืจื™ื“ืึทื ืคึฟืึทืจ ืึทื˜ืฉื™ื•ื•ื™ื ื’ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืงืึธื ืกืขื ืกื•ืก ืื™ื– ื’ืขื ื™ืฆื˜, ื•ื•ื™ ื’ืขื–ื•ื ื˜ ื•ื•ื™ ืึท ื ื•ืžืขืจ ืคื•ืŸ ื˜ืขื›ื ื™ืฉ ืกืึทืœื•ืฉืึทื ื–, ื•ื•ืึธืก ื–ืขื ืขืŸ ื“ื™ืกืงืึทืกื˜ ืื™ืŸ ื“ืขื˜ืึทืœ ืื™ืŸ ื“ืขื ื‘ืึทืจื™ื›ื˜. ื“ืขืจ ื‘ืึทืจื™ื›ื˜ ืงืขืŸ ื–ื™ื™ืŸ ืคื•ืŸ ืื™ื ื˜ืขืจืขืก ืฆื• ื‘ื™ื™ื“ืข DBMS ื“ืขื•ื•ืขืœืึธืคึผืขืจืก ืื•ืŸ ื“ืขื•ื•ืขืœืึธืคึผืขืจืก ืคื•ืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืกืึทืœื•ืฉืึทื ื– ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ DBMS.

ืกืขืžื™ืึธืŸ ื˜ืฉืขื˜ืฉืขืจื™ื ื“ืึท - ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื– ืื™ืŸ YDB

19 ื”ื™ื“ืจืึท ืงืขืค. ื’ืจื•ื™ืก ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ืขื ืคึผืจืึธื’ืจืึทื ืกืขืžื™ืึธืŸ ืื™ื– ืึท ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืื™ืŸ ื“ื™ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืคึผืœืึทื˜ืคืึธืจืžืข ื’ืจื•ืคึผืข ื‘ื™ื™ ื™ืึทื ื“ืขืงืก, ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ื“ื™ ืžืขื’ืœืขื›ืงื™ื™ื˜ ืคื•ืŸ ืžื•ืœื˜ื™-ืœืึธืงืึทื˜ืึธืจ ื ื•ืฆืŸ ืคื•ืŸ ื“ื™ YDB ื™ื ืกื˜ืึทืœื™ืจื•ื ื’.

ื™ืึทื ื“ืขืงืก ื“ืึทื˜ืึทื‘ืึทืกืข ืื™ื– ื“ื™ื–ื™ื™ื ื“ ืคึฟืึทืจ OLTP ืงื•ื•ื™ืจื™ื– ืื•ืŸ ื ืึธื›ืงื•ืžืขืŸ ืžื™ื˜ ืึทืกื™ื“ ืจืขืงื•ื•ื™ืจืขืžืขื ืฅ ืคึฟืึทืจ ืึท ื˜ืจืึทื ืกืึทืงื˜ื™ืึธื ืึทืœ ืกื™ืกื˜ืขื. ืื™ืŸ ื“ืขื ื‘ืึทืจื™ื›ื˜, ืžื™ืจ ื•ื•ืขืœืŸ ื‘ืึทื˜ืจืึทื›ื˜ืŸ ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื ืคื•ืŸ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ ืกืงืขื“ื–ืฉื•ืœื™ื ื’ ื•ื•ืึธืก ืึทื ื“ืขืจืœื™ื™ื– ื“ื™ YDB ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ ืกื™ืกื˜ืขื. ื–ืืœ ืก ืงื•ืง ืื™ืŸ ื•ื•ืึธืก ืขื ื˜ื™ื˜ื™ื– ืึธื ื˜ื™ื™ืœ ื ืขืžืขืŸ ืื™ืŸ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–, ื•ื•ืขืจ ืึทืกื™ื™ื ื– ื’ืœืื‘ืืœืข ืกื“ืจ ืฆื• ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–, ื•ื•ื™ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ ืึทื˜ืึธืžื™ืกื™ื˜ื™, ืจื™ืœื™ื™ืึทื‘ื™ืœืึทื˜ื™ ืื•ืŸ ืึท ืฉื˜ืจืขื ื’ ืžื“ืจื’ื” ืคื•ืŸ ืืคื’ืขื–ื•ื ื“ืขืจื˜ืงื™ื™ื˜ ื–ืขื ืขืŸ ืึทื˜ืฉื™ื•ื•ื“. ื ื™ืฆืŸ ืึท ืคึผืจืึธืกื˜ ืคึผืจืึธื‘ืœืขื ื•ื•ื™ ืึท ื‘ื™ื™ืฉืคึผื™ืœ, ืœืึธืžื™ืจ ืงื•ืงืŸ ืื™ืŸ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ ื™ืžืคึผืœืึทืžืึทื ืฅ ื ื™ืฆืŸ ืฆื•ื•ื™ื™-ืคืึทืกืข ืงืึทืžื™ืฅ ืื•ืŸ ื“ื™ื˜ืขืจืžืึทื ื™ืกื˜ื™ืง ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–. ื–ืืœ ืก ื“ื™ืกืงื•ื˜ื™ืจืŸ ื–ื™ื™ืขืจ ื“ื™ืคืขืจืึทื ืกื™ื–.

ื•ื•ืึธืก ืก ื•ื•ื™ื™ึทื˜ืขืจ?

ื“ื™ ืงืึธื ืคึฟืขืจืขื ืฅ ืคึผืจืึธื’ืจืึทื ืื™ื– ื•ื•ืฒึทื˜ืขืจ ืึธื ื’ืขืคึฟื™ืœื˜ ืžื™ื˜ ื ืฒึทืข ื‘ืึทืจื™ื›ื˜ืŸ. ืื™ืŸ ื‘ืึทื–ื•ื ื“ืขืจ, ืžื™ืจ ื“ืขืจื•ื•ืึทืจื˜ืŸ ืึท ื‘ืึทืจื™ื›ื˜ ืคื•ืŸ ื ื™ืงื™ื˜ืึท ืงืึธื•ื•ืึทืœ (ndkoval) ืคึฟื•ืŸ JetBrains ืื•ืŸ ืึธืœืขื’ ืึทื ืึทืกื˜ืึทืกื™ืขื•ื• (ืžืขื ื˜ืฉื ืจืขื›ื˜) ืคึฟื•ืŸ ื“ื™ Odnoklassniki ืคื™ืจืžืข. ื ื™ืงื™ื˜ืึท ืึทืจื‘ืขื˜ ืื•ื™ืฃ ืึทืœื’ืขืจื™ื“ืึทืžื– ืคึฟืึทืจ ืงืึธืจืึธื•ื˜ื™ื ื– ืื™ืŸ ื“ื™ ืงืึธื˜ืœื™ืŸ ืžืึทื ืฉืึทืคึฟื˜, ืื•ืŸ ืึธืœืขื’ ื“ืขื•ื•ืขืœืึธืคึผืก ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ ืื•ืŸ ืกืึทืœื•ืฉืึทื ื– ืคึฟืึทืจ ื”ื•ื™ืš-ืžืึทืกืข ืกื™ืกื˜ืขืžืขืŸ ืื™ืŸ ื“ื™ Odnoklassniki ืคึผืœืึทื˜ืคืึธืจืžืข. ืื™ืŸ ื“ืขืจืฆื•, ืขืก ืื™ื– ื ืึธืš 1 ืงืึทื ื“ื™ืฉืึทื ืึทืœื™ ืœื™ื™ื“ื™ืง ืฉืคึผืขืœื˜ืœ, ื“ื™ ืคึผืจืึธื’ืจืึทื ืงืึทืžื™ื˜ื™ ืื™ื– ืื™ืฆื˜ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ืงืึทื ื“ืึทื“ื™ื™ืฅ ืคึฟืึทืจ ืขืก.

ื“ื™ ื”ื™ื“ืจืึท ืงืึธื ืคึฟืขืจืขื ืฅ ื•ื•ืขื˜ ืคึฟืึธืจืงื•ืžืขืŸ ื“ืขื 11ื˜ืŸึพ12ื˜ืŸ ื™ื•ืœื™ ืื™ืŸ ืคึผืขื˜ืขืจื‘ื•ืจื’. ื˜ื™ืงืงืขืฅ ื–ืขื ืขืŸ ื‘ื ื™ืžืฆื ืงื•ื™ืคืŸ ืื•ื™ืฃ ื“ืขืจ ื‘ืึทืึทืžื˜ืขืจ ื•ื•ืขื‘ื–ื™ื™ึทื˜ืœ. ื‘ื™ื˜ืข ื‘ืึทืฆืึธืœืŸ ื•ืคืžืขืจืงื–ืึทืžืงื™ื™ึทื˜ ืฆื• ื“ื™ ืึทื•ื•ื™ื™ืœืึทื‘ื™ืœืึทื˜ื™ ืคื•ืŸ ืึธื ืœื™ื™ืŸ ื˜ื™ืงื™ืฅ - ืื•ื™ื‘ ืคึฟืึทืจ ืขื˜ืœืขื›ืข ืกื™ื‘ื” ืื™ืจ ืงืขื ืขืŸ ื ื™ืฉื˜ ื‘ืึทืงื•ืžืขืŸ ืฆื• ืกื˜ ืคืขื˜ืขืจื‘ื•ืจื’ ื“ื™ ื˜ืขื’.

ื–ืขืŸ ืื™ืจ ืื™ืŸ ื”ื™ื“ืจืึท!

ืžืงื•ืจ: www.habr.com

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