ื ืงื•ืง ืื•ื™ืฃ ื“ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’

ื ืื˜ื™ืฅ. ื˜ืจืึทื ืกืœ.: ื“ืขืจ ืึทืจื˜ื™ืงืœ, ื•ื•ืึธืก ืื™ื– ื’ืขื•ื•ืืจืŸ ืึท ืฉืœืึธื’ืŸ ืื•ื™ืฃ ืžื™ื˜ืœ, ืื™ื– ืึทืŸ ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ืฉืœื™ืกืœ (2010-2019) ืขื ื“ืขืจื•ื ื’ืขืŸ ืื™ืŸ ื“ืขืจ ื•ื•ืขืœื˜ ืคื•ืŸ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’ ืฉืคึผืจืึทื›ืŸ ืื•ืŸ ื“ื™ ืคึฟืึทืจื‘ื•ื ื“ืŸ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ื™ืงืึธื•ืกื™ืกื˜ืึทื (ืžื™ื˜ ืึท ืกืคึผืขืฆื™ืขืœ ืคืึธืงื•ืก ืื•ื™ืฃ ื“ืึธืงืขืจ ืื•ืŸ ืงื•ื‘ืขืจื ืขื˜ืขืก). ื–ื™ื™ืŸ ืึธืจื™ื’ื™ื ืขืœ ืžื—ื‘ืจ ืื™ื– ืกื™ื ื“ื™ ืกืจื™ื“ื”ืึทืจืึทืŸ, ื•ื•ืึธืก ืกืคึผืขืฉืึทืœื™ื™ื–ื™ื– ืื™ืŸ ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืžื›ืฉื™ืจื™ื ืื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกื™ืกื˜ืขืžืขืŸ - ืื™ืŸ ื‘ืึทื–ื•ื ื“ืขืจ, ื–ื™ ื’ืขืฉืจื™ื‘ืŸ ื“ืขื ื‘ื•ืš "ื“ื™ืกื˜ืจื™ื‘ื™ื•ื˜ื™ื“ ืกื™ืกื˜ืขืžืขืŸ ืึธื‘ืกืขืจื•ื•ืึทื‘ื™ืœื™ื˜ื™" - ืื•ืŸ ืื™ื– ื’ืึทื ืฅ ืคืึธืœืงืก ืื™ืŸ ื“ืขืจ ืื™ื ื˜ืขืจื ืขืฅ ืคึผืœืึทืฅ ืฆื•ื•ื™ืฉืŸ IT ืกืคึผืขืฉืึทืœืึทืกืฅ, ืกืคึผืขืฆื™ืขืœ ืื™ื ื˜ืขืจืขืกื™ืจื˜ ืื™ืŸ ื“ื™ ื˜ืขืžืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ื•ื•ืึธืœืงืŸ ื’ืขื‘ื•ื™ืจืŸ.

ื ืงื•ืง ืื•ื™ืฃ ื“ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’

ื•ื•ืขืŸ 2019 ืงื•ืžื˜ ืฆื• ืึท ืกื•ืฃ, ืื™ืš ื’ืขื•ื•ืืœื˜ ืฆื• ื˜ื™ื™ืœืŸ ืžื™ื™ืŸ ื’ืขื“ืื ืงืขืŸ ื•ื•ืขื’ืŸ ืขื˜ืœืขื›ืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ื“ื™ ืžืขืจืกื˜ ื•ื•ื™ื›ื˜ื™ืง ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ืงืึทืœ ืึทื“ื•ื•ืึทื ืกื™ื– ืื•ืŸ ื™ื ืึธื•ื•ื•ื™ื™ืฉืึทื ื– ืคื•ืŸ ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’. ืื™ืŸ ื“ืขืจืฆื•, ืื™ืš ื•ื•ืขืœ ืคึผืจื•ื‘ื™ืจืŸ ืฆื• ืงื•ืงืŸ ืึท ื‘ื™ืกืœ ืื™ืŸ ื“ืขืจ ืฆื•ืงื•ื ืคึฟื˜ ืื•ืŸ ื‘ืึทืฉืจื™ื™ึทื‘ืŸ ื“ื™ ื”ื•ื™ืคึผื˜ ืคืจืื‘ืœืขืžืขืŸ ืื•ืŸ ืึทืคึผืขืจื˜ื•ื ืึทื˜ื™ื– ืคื•ืŸ ื“ื™ ืงื•ืžืขื ื“ื™ืง ื™ืึธืจืฆืขื ื“ืœื™ื ื’.

ืื™ืš ื•ื•ื™ืœืŸ ืฆื• ืžืึทื›ืŸ ืขืก ืงืœืึธืจ ืึทื– ืื™ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ ืื™ืš ื˜ืึธืŸ ื ื™ื˜ ื“ืขืงืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ืื™ืŸ ื’ืขื‘ื™ื˜ืŸ ืึทื–ืึท ื•ื•ื™ ื“ืึทื˜ืŸ ื•ื•ื™ืกื ืฉืึทืคึฟื˜ (ื“ืึทื˜ืŸ ื•ื•ื™ืกื ืฉืึทืคึฟื˜), ืงื™ื ืกื˜ืœืขืš ืกื™ื™ื›ืœ, ืคืจืึธื ื˜ืขื ื“ ื™ื ื–ืฉืขื ื™ืขืจื™ืข, ืืื–"ื• ื•, ื–ื™ื ื˜ ืื™ืš ืคึผืขืจืกื ืึทืœื™ ื˜ืึธืŸ ื ื™ื˜ ื”ืึธื‘ืŸ ื’ืขื ื•ื’ ื“ืขืจืคืึทืจื•ื ื’ ืื™ืŸ ื–ื™ื™.

ื˜ื™ืคึผื™ืคื™ืงืึทื˜ื™ืึธืŸ ืกื˜ืจื™ื™ืงืก ืฆื•ืจื™ืง

ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืžืขืจืกื˜ positive ื˜ืจืขื ื“ืก ืคื•ืŸ ื“ื™ 2010 ืก ืื™ื– ื’ืขื•ื•ืขืŸ ื“ื™ ื•ืคืœืขื‘ ืคื•ืŸ ืกื˜ืึทื˜ื™ืงืœื™ ื˜ื™ื™ืคึผื˜ ืฉืคึผืจืึทื›ืŸ. ืึธื‘ืขืจ, ืึทื–ืึท ืฉืคึผืจืึทื›ืŸ ืงื™ื™ื ืžืึธืœ ืคืึทืจืฉื•ื•ื•ื ื“ืŸ (C ++ ืื•ืŸ Java ื–ืขื ืขืŸ ืื™ืŸ ืžืึธื ืขืŸ ื”ื™ื™ึทื ื˜; ื–ื™ื™ ื“ืึทืžืึทื ื™ื™ื˜ืึทื“ ืžื™ื˜ ืฆืขืŸ ื™ืึธืจ ืฆื•ืจื™ืง), ืึธื‘ืขืจ ื“ื™ื ืึทืžื™ืงืึทืœืœื™ ื˜ื™ื™ืคึผื˜ ืฉืคึผืจืึทื›ืŸ (ื“ื™ื ืึทืžื™ืง) ื™ืงืกืคึผื™ืจื™ืึทื ืกื˜ ืึท ื‘ืึทื˜ื™ื™ื˜ื™ืง ืคืึทืจื’ืจืขืกืขืจืŸ ืื™ืŸ ืคึผืึธืคึผื•ืœืึทืจื™ื˜ืขื˜ ื ืึธืš ื“ื™ ื™ืžืขืจื“ื–ืฉืึทื ืก ืคื•ืŸ ื“ื™ ืจื•ื‘ื™ ืื•ื™ืฃ ืจืึทื™ืœืก ื‘ืึทื•ื•ืขื’ื•ื ื’ ืื™ืŸ 2005 . ื“ืขืจ ื•ื•ื•ึผืงืก ืื™ื– ืฉืคึผื™ืฅ ืื™ืŸ 2009 ืžื™ื˜ ื“ื™ ืึธืคึฟืŸ ืžืงื•ืจ ืคื•ืŸ Node.js, ื•ื•ืึธืก ื’ืขืžืื›ื˜ Javascript-on-the-server ืึท ืคืึทืงื˜.

ืžื™ื˜ ืฆื™ื™ื˜, ื“ื™ื ืึทืžื™ืฉ ืฉืคึผืจืึทื›ืŸ ื”ืึธื‘ืŸ ืคืึทืจืœืึธืจืŸ ืขื˜ืœืขื›ืข ืคื•ืŸ โ€‹โ€‹ื–ื™ื™ืขืจ ืึทืคึผืขืœื™ืจืŸ ืื™ืŸ ื“ื™ ืคืขืœื“ ืคื•ืŸ ืงืจื™ื™ื™ื˜ื™ื ื’ ืกืขืจื•ื•ืขืจ ื•ื•ื™ื™ื›ื•ื•ืืจื’. ื“ื™ Go ืฉืคึผืจืึทืš, ืคึผืึธืคึผื•ืœืขืจื™ื–ืขื“ ื‘ืขืฉืึทืก ื“ื™ ืงืึทื ื˜ื™ื™ื ืขืจ ืจืขื•ื•ืึธืœื•ืฆื™ืข, ืื™ื– ื’ืขื•ื•ืขืŸ ื‘ืขืกืขืจ ืคึผืึทืกื™ืง ืฆื• ืฉืึทืคึฟืŸ ื”ื•ื™ืš-ืคืึธืจืฉื˜ืขืœื•ื ื’, ืžื™ื˜ืœ-ืขืคืขืงื˜ื™ื•ื• ืกืขืจื•ื•ืขืจืก ืžื™ื˜ ืคึผืึทืจืึทืœืขืœ ืคึผืจืึทืกืขืกื™ื ื’ (ืžื™ื˜ ื•ื•ืึธืก ืฉื˜ื™ืžืขืŸ ื“ืขืจ ื‘ืืฉืขืคืขืจ ืคื•ืŸ Node.js ื–ื™ืš).

ืจื•ืกื˜, ื‘ืึทืงืขื ืขื  ืื™ืŸ 2010, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืึทื“ื•ื•ืึทื ืกื™ื– ืื™ืŸ ื˜ื™ืคึผ ื˜ืขืึธืจื™ืขืก ืื™ืŸ ืึทืŸ ืคึผืจื•ื•ื•ืŸ ืฆื• ื•ื•ืขืจืŸ ืึท ื–ื™ื›ืขืจ ืื•ืŸ ื˜ื™ื™ืคึผื˜ ืฉืคึผืจืึทืš. ืื™ืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ ื”ืขืœืคื˜ ืคื•ืŸ ื“ื™ ื™ืึธืจืฆืขื ื“ืœื™ื ื’, ื“ื™ ืึธืคึผื˜ืจืึธื’ ืคื•ืŸ ืจื•ืกื˜ ืื™ืŸ ื“ื™ ืื™ื ื“ื•ืกื˜ืจื™ืข ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืึทื ืฅ ืœื•ืงื•ื•ืึธืจื, ืึธื‘ืขืจ ื–ื™ื™ืŸ ืคึผืึธืคึผื•ืœืึทืจื™ื˜ืขื˜ ืื™ื– ื‘ืื˜ื™ื™ื˜ื™ืง ื’ืขื•ื•ืืงืกืŸ ืื™ืŸ ื“ืขืจ ืฆื•ื•ื™ื™ื˜ืขืจ ื”ืขืœืคื˜. ื ืึธื•ื˜ืึทื‘ืึทืœ ื ื•ืฆืŸ ืงืึทืกืขืก ืคึฟืึทืจ ืจื•ืกื˜ ืึทืจื™ื™ึทื ื ืขืžืขืŸ ื–ื™ื™ึทืŸ ื ื•ืฆืŸ ืคึฟืึทืจ ืžืึทื’ื™ืง ืคึผืึทืงืึทื˜ ืื•ื™ืฃ ื“ืจืึธืคึผื‘ืึธืงืก, ืคื™ื™ืขืจืงืจืึทืงืงืขืจ ื“ื•ืจืš AWS (ืžื™ืจ ื”ืึธื‘ืŸ ื’ืขืจืขื“ื˜ ื•ื•ืขื’ืŸ ืื™ื ืื™ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ - ื‘ืขืขืจืขืš. ืื™ื‘ืขืจื–ืขืฆืŸ), ืึทืŸ ืคืจื™ ื•ื•ืขื‘ืึทืกืกืขืžื‘ืœื™ ืงืึทืžืคึผื™ื™ืœืขืจ Lucet ืคึฟื•ืŸ Fastly (ืื™ืฆื˜ ื˜ื™ื™ืœ ืคื•ืŸ bytecodealliance), ืืื–"ื• ื• ืžื™ื˜ ืžื™ื™ืงืจืึธืกืึธืคึฟื˜ ืงืึทื ืกื™ื“ืขืจื™ื ื’ ื“ื™ ืžืขื’ืœืขื›ืงื™ื™ื˜ ืคื•ืŸ ืจื™ืจื™ื™ื˜ื™ื ื’ ืขื˜ืœืขื›ืข ื˜ื™ื™ืœืŸ ืคื•ืŸ ื“ื™ Windows ืึทืก ืื™ืŸ ืจื•ืกื˜, ืขืก ืื™ื– ื–ื™ื›ืขืจ ืฆื• ื–ืึธื’ืŸ ืึทื– ื“ื™ ืฉืคึผืจืึทืš ื”ืื˜ ืึท ื”ืขืœ ืฆื•ืงื•ื ืคึฟื˜ ืื™ืŸ ื“ื™ 2020 ืก.

ืืคื™ืœื• ื“ื™ื ืึทืžื™ืฉ ืฉืคึผืจืึทื›ืŸ ื”ืึธื‘ืŸ ื ื™ื™ึท ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ื•ื•ื™ ืึธืคึผื˜ื™ืึธื ืึทืœ ื˜ื™ื™ืคึผืก (ืึทืคึผืฉืึทื ืึทืœ ื˜ื™ื™ืคึผืก). ื–ื™ื™ ื–ืขื ืขืŸ ืขืจืฉื˜ืขืจ ื™ืžืคึผืœืึทืžืขื ืึทื“ ืื™ืŸ TypeScript, ืึท ืฉืคึผืจืึทืš ื•ื•ืึธืก ืึทืœืึทื•ื– ืื™ืจ ืฆื• ืฉืึทืคึฟืŸ ื˜ื™ื™ืคึผื˜ ืงืึธื“ ืื•ืŸ ืฆื•ื ื•ื™ืคื ืขืžืขืŸ ืขืก ืื™ืŸ ื“ื–ืฉืึทื•ื•ืึทืกืงืจื™ืคึผื˜. PHP, Ruby ืื•ืŸ Python ื”ืึธื‘ืŸ ื–ื™ื™ืขืจ ืื™ื™ื’ืขื ืข ืึทืคึผืฉืึทื ืึทืœ ื˜ื™ื™ืคึผื™ื ื’ ืกื™ืกื˜ืขืžืขืŸ (mypy, ื›ืึทืง), ื•ื•ืึธืก ื–ืขื ืขืŸ ื”ืฆืœื—ื” ื’ืขื ื™ืฆื˜ ืื™ืŸ ืคึผืจืึธื“ื•ืงืฆื™ืข.

ืฆื•ืจื™ืงืงื•ืžืขืŸ SQL ืฆื• NoSQL

NoSQL ืื™ื– ืืŸ ืื ื“ืขืจ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ื•ื•ืึธืก ืื™ื– ื’ืขื•ื•ืขืŸ ืคื™ืœ ืžืขืจ ืคืึธืœืงืก ืื™ืŸ ื“ื™ ืึธื ื”ื™ื™ื‘ ืคื•ืŸ ื“ื™ ื™ืึธืจืฆืขื ื“ืœื™ื ื’ ื•ื•ื™ ืื™ืŸ ื“ื™ ืกื•ืฃ. ืื™ืš ื˜ืจืึทื›ื˜ืŸ ืขืก ื–ืขื ืขืŸ ืฆื•ื•ื™ื™ ืกื™ื‘ื•ืช ืคึฟืึทืจ ื“ืขื.

ืขืจืฉื˜ืขืจ, ื“ื™ NoSQL ืžืึธื“ืขืœ, ืžื™ื˜ ื–ื™ื™ืŸ ืคืขืœืŸ ืคื•ืŸ ืกื›ืขืžืข, ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–, ืื•ืŸ ืฉื•ื•ืึทืš ืงืึธื ืกื™ืกื˜ืขื ืกื™ ื’ืขืจืึทื ื˜ื™ื–, ืื™ื– ื’ืขื•ื•ืขืŸ ืฉื•ื•ืขืจ ืฆื• ื™ื ืกื˜ืจื•ืžืขื ื˜ ื•ื•ื™ ื“ื™ SQL ืžืึธื“ืขืœ. ืื™ืŸ ื‘ืœืึธื’ ืคึผืึธืกื˜ืŸ ืžื™ื˜ ื“ืขื ื˜ื™ื˜ืœ "ืคืืจื•ื•ืืก ืื™ืจ ื–ืึธืœ ื‘ืขืกืขืจ ื•ื•ืขืœืŸ ืฉื˜ืึทืจืง ืงืึธื ืกื™ืกื˜ืขื ืกื™ ื•ื•ืขืŸ ืžืขื’ืœืขืš" (ืคืืจื•ื•ืืก ืื™ืจ ื–ืึธืœ ืงืœื™ื™ึทื‘ืŸ ืฉื˜ืึทืจืง ืงืึธื ืกื™ืกื˜ืขื ืกื™, ื•ื•ืขืŸ ืžืขื’ืœืขืš) ื’ื•ื’ืœ ืฉืจื™ื™ื‘ื˜:

ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ื˜ื™ื ื’ื– ื•ื•ืึธืก ืžื™ืจ ื”ืึธื‘ืŸ ื’ืขืœืขืจื ื˜ ื‘ื™ื™ Google ืื™ื– ืึทื– ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืงืึธื“ ืื™ื– ืกื™ืžืคึผืœืขืจ ืื•ืŸ ื“ื™ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืฆื™ื™ื˜ ืื™ื– ืงื™ืจืฆืขืจ ื•ื•ืขืŸ ืขื ื“ื–ืฉืึทื ื™ืจื– ืงืขื ืขืŸ ืคืึทืจืœืึธื–ื  ื–ื™ืš ืื•ื™ืฃ ื™ื’ื–ื™ืกื˜ื™ื ื’ ืกื˜ืึธืจื™ื“ื–ืฉ ืฆื• ืฉืขืคึผืŸ ืงืึธืžืคึผืœืขืงืก ื˜ืจืึทื ื–ืึทืงืฉืึทื ื– ืื•ืŸ ื”ืึทืœื˜ืŸ ื“ืึทื˜ืŸ ืื™ืŸ ืกื“ืจ. ืฆื• ืฆื™ื˜ื™ืจืŸ ื“ื™ ืึธืจื™ื’ื™ื ืขืœ ืกืคึผืึทื ืขืจ ื“ืึทืงื™ื•ืžืขื ื˜ื™ื™ืฉืึทืŸ, "ืžื™ืจ ื’ืœื•ื™ื‘ืŸ ืึทื– ืขืก ืื™ื– ื‘ืขืกืขืจ ืคึฟืึทืจ ืคึผืจืึธื•ื’ืจืึทืžืขืจื– ืฆื• ื”ืึทื ื“ืœืขืŸ ืžื™ื˜ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืคึผืจืึธื‘ืœืขืžืก ืจืขื›ื˜ ืฆื• ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ ื–ื™ื“ืœืขืŸ ื•ื•ื™ ื‘ืึทื˜ืึทืœื ืขืงืก ืื•ื™ืคืฉื˜ื™ื™ืŸ, ืืœื ื•ื•ื™ ืฆื• ืงืขืกื™ื™ื“ืขืจ ื”ืึทืœื˜ืŸ ื“ื™ ืึทื•ื•ืขืง ืคื•ืŸ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–."

ื“ื™ ืจื’ืข ืกื™ื‘ื” ืื™ื– ืจืขื›ื˜ ืฆื• ื“ืขืจ ื”ืขื›ืขืจื•ื ื’ ืคื•ืŸ "ื•ื•ืึธื’-ืื•ื™ืก" ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืกืงืœ ื“ืึทื˜ืึทื‘ื™ื™ืกื™ื– (ืึทื–ืึท ื•ื•ื™ ื•ื•ืึธืœืงืŸ ืกืคึผืึทื ืขืจ ะธ ืึทื•ื•ืก ืึทื•ืจืึธืจืึท) ืื™ืŸ ื“ื™ ืฆื™ื‘ื•ืจ ื•ื•ืึธืœืงืŸ ืคึผืœืึทืฅ, ื•ื•ื™ ื’ืขื–ื•ื ื˜ ื•ื•ื™ ืขืคึฟืŸ ืžืงื•ืจ ืึทืœื˜ืขืจื ืึทื˜ื™ื•ื•ืขืก ื•ื•ื™ CockroachDB (ืžื™ืจ ืจืขื“ืŸ ืื•ื™ืš ื•ื•ืขื’ืŸ ืื™ืจ ะฟะธัะฐะปะธ - ื‘ืขืขืจืขืš. ืื™ื‘ืขืจื–ืขืฆืŸ), ื•ื•ืึธืก ืกืึธืœื•ื•ืข ืคื™ืœืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ื˜ืขื›ื ื™ืฉ ืคึผืจืึธื‘ืœืขืžืก ื•ื•ืึธืก ื’ืขืคึฟื™ืจื˜ ื˜ืจืื“ื™ืฆื™ืื ืขืœืŸ ืกืงืœ ื“ืึทื˜ืึทื‘ื™ื™ืกื™ื– ืฆื• "ื ื™ื˜ ื•ื•ืึธื’." ืืคื™ืœื• MongoDB, ืึทืžืึธืœ ื“ื™ ื™ืคึผื™ื˜ืึทืžื™ ืคื•ืŸ ื“ื™ NoSQL ื‘ืึทื•ื•ืขื’ื•ื ื’, ืื™ื– ืื™ืฆื˜ ืึธืคืคืขืจืก ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–.

ืคึฟืึทืจ ืกื™ื˜ื•ืึทื˜ื™ืึธื ืก ื•ื•ืึธืก ื“ืึทืจืคืŸ ืึทื˜ืึธืžื™ืฉืข ืœื™ื™ืขื ืขืŸ ืื•ืŸ ืฉืจื™ื™ื‘ื˜ ืื™ื‘ืขืจ ืงื™ื™ืคืœ ื“ืึธืงื•ืžืขื ื˜ืŸ (ืึทืจื™ื‘ืขืจ ืื™ื™ื ืขืจ ืึธื“ืขืจ ืžืขืจ ื–ืึทืžืœื•ื ื’ืขืŸ), MongoDB ืฉื˜ื™ืฆื˜ ืžื•ืœื˜ื™-ื“ืึธืงื•ืžืขื ื˜ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–. ืื™ืŸ ื“ื™ ืคืึทืœ ืคื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–, ื˜ืจืึทื ื–ืึทืงืฉืึทื ื– ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขื•ื•ื™ื™ื ื˜ ืื™ื‘ืขืจ ืงื™ื™ืคืœ ืึทืคึผืขืจื™ื™ืฉืึทื ื–, ื–ืึทืžืœื•ื ื’ืขืŸ, ื“ืึทื˜ืึทื‘ื™ื™ืกื™ื–, ื“ืึธืงื•ืžืขื ื˜ืŸ ืื•ืŸ ืฉืึทืจื“ื–.

ื’ืึทื ืฅ ืกื˜ืจื™ืžื™ื ื’

ืึทืคึผืึทื˜ืฉื™ ืงืึทืคืงืึท ืื™ื– ืึธืŸ ืฆื•ื•ื™ื™ืคืœ ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืžืขืจืกื˜ ื•ื•ื™ื›ื˜ื™ืง ื“ืขืจืคื™ื ื“ื•ื ื’ืขืŸ ืคื•ืŸ ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’. ื–ื™ื™ืŸ ืžืงื•ืจ ืงืึธื“ ืื™ื– ื’ืขืขืคื ื˜ ื’ืขื•ื•ืืจืŸ ืื™ืŸ ื™ืื ื•ืืจ 2011, ืื•ืŸ ืื™ื‘ืขืจ ื“ื™ ื™ืึธืจืŸ, Kafka ื”ืื˜ ืจืขื•ื•ืึทืœื•ืฉืึทื ื™ื™ื–ื“ ื“ื™ ื•ื•ืขื’ ื’ืขืฉืขืคื˜ืŸ ืึทืจื‘ืขื˜ ืžื™ื˜ ื“ืึทื˜ืŸ. ืงืึทืคืงืึท ืื™ื– ื’ืขื ื™ืฆื˜ ืื™ืŸ ื™ืขื“ืขืจ ืคื™ืจืžืข ืคึฟืึทืจ ื•ื•ืึธืก ืื™ืš ื”ืึธื‘ ื’ืขืืจื‘ืขื˜, ืคึฟื•ืŸ ืกื˜ืึทืจื˜ืึทืคึผืก ืฆื• ื’ืจื•ื™ืก ืงืึธืจืคึผืขืจื™ื™ืฉืึทื ื–. ื“ื™ ื’ืขืจืึทื ื˜ื™ื– ืื•ืŸ ื ื•ืฆืŸ ืงืึทืกืขืก ืขืก ืคึผืจืึธื•ื•ื™ื“ืขืก (ืฉืขื ืง-ืกืึทื‘, ืกื˜ืจื™ืžื–, ื’ืขืฉืขืขื ื™ืฉ-ื’ืขื˜ืจื™ื‘ืŸ ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจื–) ื–ืขื ืขืŸ ื’ืขื ื™ืฆื˜ ืื™ืŸ ืึท ืคืึทืจืฉื™ื™ื“ื ืงื™ื™ึทื˜ ืคื•ืŸ ื˜ืึทืกืงืก, ืคึฟื•ืŸ ื“ืึทื˜ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ืฆื• ืžืึธื ื™ื˜ืึธืจื™ื ื’ ืื•ืŸ ืกื˜ืจื™ืžื™ื ื’ ืึทื ืึทืœื™ื˜ื™ืงืก, ืื™ืŸ ืžืึธื ืขืŸ ืื™ืŸ ืคื™ืœืข ื’ืขื‘ื™ื˜ืŸ ืึทื–ืึท ื•ื•ื™ ืคื™ื ืึทื ืฆืŸ, ื›ืขืœื˜ืงืขืจ, ืขืคื ื˜ืœืขืš ืกืขืงื˜ืึธืจ, ืžืกื—ืจ ื•ื›ื•'.

ืงืขืกื™ื™ื“ืขืจื“ื™ืง ื™ื ื˜ืขื’ืจืึทื˜ื™ืึธืŸ (ืื•ืŸ ืื™ืŸ ืึท ื•ื•ื™ื™ื ื™ืงืขืจ ืžืึธืก ืงืขืกื™ื™ื“ืขืจื“ื™ืง ื“ื™ืคึผืœื•ื™ืžืึทื ื˜)

ืงืขืกื™ื™ื“ืขืจื“ื™ืง ื™ื ื˜ืขื’ืจืึทื˜ื™ืึธืŸ ืื™ื– ื ื™ืฉื˜ ืืจื•ื™ืก ืื™ืŸ ื“ื™ ืœืขืฆื˜ืข 10 ื™ืึธืจ, ืึธื‘ืขืจ ืื™ืŸ ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’ ื”ืื˜ ื–ื™ืš ืื–ื•ื™ ืคืืจืฉืคืจื™ื™ื˜, ื•ื•ืึธืก ืื™ื– ื’ืขื•ื•ืืจืŸ ื˜ื™ื™ืœ ืคื•ืŸ ื“ื™ ื ืึธืจืžืึทืœ ื•ื•ืึธืจืงืคืœืึธื•ื• (ืœื•ื™ืคืŸ ื˜ืขืกืฅ ืื•ื™ืฃ ืึทืœืข ืฆื™ืขืŸ ืจื™ืงื•ื•ืขืก). ื’ืจื™ื ื“ืŸ GitHub ื•ื•ื™ ืึท ืคึผืœืึทื˜ืคืึธืจืžืข ืคึฟืึทืจ ื“ืขื•ื•ืขืœืึธืคึผื™ื ื’ ืื•ืŸ ืกื˜ืึธืจื™ื ื’ ืงืึธื“ ืื•ืŸ, ืžืขืจ ื™ืžืคึผืึธืจื˜ืึทื ื˜ืœื™, ื“ืขื•ื•ืขืœืึธืคึผื™ื ื’ ืึท ื•ื•ืึธืจืงืคืœืึธื•ื• ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ GitHub ืœื•ื™ืคืŸ ืžื™ื˜ืœ ืึทื– ืคืœื™ืกื ื“ื™ืง ื˜ืขืกืฅ ืื™ื™ื“ืขืจ ืึทืงืกืขืคึผื˜ื™ื ื’ ืึท ืฆื™ืขืŸ ื‘ืขื˜ืŸ ืฆื• ื‘ืขืœ ืื™ื– ื“ืขืจ ื‘ืœื•ื™ื– ื•ื•ืึธืจืงืคืœืึธื•ื• ืื™ืŸ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’, ื‘ืึทืงืึทื ื˜ ืฆื• ืขื ื“ื–ืฉืึทื ื™ืจื– ื•ื•ืึธืก ืกื˜ืึทืจื˜ืขื“ ื–ื™ื™ืขืจ ืงืึทืจื™ืขืจืข ืื™ืŸ ื“ื™ ืœืขืฆื˜ืข ืฆืขืŸ ื™ืึธืจ.

ืงืขืกื™ื™ื“ืขืจื“ื™ืง ื“ื™ืคึผืœื•ื™ืžืึทื ื˜ (ื“ื™ืคึผืœื•ื™ื™ื ื’ ื™ืขื“ืขืจ ื™ื‘ืขืจื’ืขื‘ืŸ ื•ื•ื™ ืื•ืŸ ื•ื•ืขืŸ ืขืก ืงื•ืžื˜ ื‘ืขืœ) ืื™ื– ื ื™ืฉื˜ ื•ื•ื™ ื•ื•ื™ื™ื“ืกืคึผืจืขื“ ื•ื•ื™ ืงืขืกื™ื™ื“ืขืจื“ื™ืง ื™ื ืึทื’ืจื™ื™ืฉืึทืŸ. ืึธื‘ืขืจ, ืžื™ื˜ ื“ื™ ืฉืขืคืข ืคื•ืŸ โ€‹โ€‹ืคืึทืจืฉื™ื“ืขื ืข ื•ื•ืึธืœืงืŸ ืึทืคึผื™ืก ืคึฟืึทืจ ื“ื™ืคึผืœื•ื™ืžืึทื ื˜, ื“ื™ ื’ืจืึธื•ื™ื ื’ ืคึผืึธืคึผื•ืœืึทืจื™ื˜ืขื˜ ืคื•ืŸ ืคึผืœืึทื˜ืคืึธืจืžืก ื•ื•ื™ Kubernetes (ื•ื•ืึธืก ืฆื•ืฉื˜ืขืœืŸ ืึท ืกื˜ืึทื ื“ืขืจื“ื™ื™ื–ื“ ืึทืคึผื™ ืคึฟืึทืจ ื“ื™ืคึผืœื•ื™ืžืึทื ืฅ), ืื•ืŸ ื“ื™ ื™ืžืขืจื“ื–ืฉืึทื ืก ืคื•ืŸ ืžื•ืœื˜ื™-ืคึผืœืึทื˜ืคืึธืจืžืข, ืžื•ืœื˜ื™-ื•ื•ืึธืœืงืŸ ืžื›ืฉื™ืจื™ื ื•ื•ื™ ืกืคึผื™ื ื ืึทืงืขืจ (ื’ืขื‘ื•ื™ื˜ ืื•ื™ืฃ ืฉืคึผื™ืฅ ืคื•ืŸ ื“ื™ ืกื˜ืึทื ื“ืขืจื“ื™ื™ื–ื“. APIs), ื“ื™ืคึผืœื•ื™ืžืึทื ื˜ ืคึผืจืึทืกืขืกืึทื– ื”ืึธื‘ืŸ ื•ื•ืขืจืŸ ืžืขืจ ืึธื˜ืึทืžื™ื™ื˜ื™ื“, ืกื˜ืจื™ืžืœื™ื™ื ื“ ืื•ืŸ, ืื™ืŸ ืึทืœื’ืขืžื™ื™ืŸ, ืžืขืจ ื–ื™ื›ืขืจ.

ืงืึทื ื˜ื™ื™ื ืขืจื–

ืงืึทื ื˜ื™ื™ื ืขืจื– ื–ืขื ืขืŸ ื˜ืึธืžืขืจ ื“ื™ ืžืขืจืกื˜ ื›ื™ื™ืคึผื˜, ื“ื™ืกืงืึทืกื˜, ืึทื“ื•ื•ืขืจื˜ื™ื™ื–ื“ ืื•ืŸ ืžื™ืกืึทื ื“ืขืจืกื˜ื•ื“ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ 2010 ืก. ืื•ื™ืฃ ื“ื™ ืื ื“ืขืจืข ื”ืึทื ื˜, ืขืก ืื™ื– ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืžืขืจืกื˜ ื•ื•ื™ื›ื˜ื™ืง ื™ื ืึธื•ื•ื•ื™ื™ืฉืึทื ื– ืคื•ืŸ ื“ื™ ืคืจื™ืขืจื“ื™ืงืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’. ื˜ื™ื™ืœ ืคื•ืŸ ื“ื™ ืกื™ื‘ื” ืคึฟืึทืจ ืึทืœืข ื“ืขื ืงืึทืงืึธืคืึธื ื™ ืœื™ื’ื˜ ืื™ืŸ ื“ื™ ื’ืขืžื™ืฉื˜ ืกื™ื’ื ืึทืœื– ื•ื•ืึธืก ืžื™ืจ ื”ืึธื‘ืŸ ื‘ืืงื•ืžืขืŸ ืคื•ืŸ ื›ึผืžืขื˜ ืื•ืžืขื˜ื•ื. ืื™ืฆื˜ ืึทื– ื“ื™ ื›ื™ื™ืคึผ ืื™ื– ื’ืขืฉื˜ืืจื‘ืŸ ืึทืจืึธืคึผ ืึท ื‘ื™ืกืœ, ืขื˜ืœืขื›ืข ื–ืื›ืŸ ื”ืึธื‘ืŸ ืงื•ืžืขืŸ ืื™ืŸ ืฉืึทืจืคึผืขืจ ืคืึธืงื•ืก.

ืงืึทื ื˜ื™ื™ื ืขืจื– ื”ืึธื‘ืŸ ื•ื•ืขืจืŸ ืคืึธืœืงืก ื ื™ื˜ ื•ื•ื™ื™ึทืœ ื–ื™ื™ ื–ืขื ืขืŸ ื“ืขืจ ื‘ืขืกื˜ืขืจ ื•ื•ืขื’ ืฆื• ืœื•ื™ืคืŸ ืึท ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ื•ื•ืึธืก ืกืึทื˜ื™ืกืคื™ื™ื– ื“ื™ ื‘ืื“ืขืจืคืขื ื™ืฉืŸ ืคื•ืŸ ื“ื™ ื’ืœืื‘ืืœืข ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืงื”ืœ. ืงืึทื ื˜ื™ื™ื ืขืจื– ื’ืขื•ื•ืืจืŸ ืคืึธืœืงืก ื•ื•ื™ื™ึทืœ ื–ื™ื™ ื”ืฆืœื—ื” ืคึผืึทืกื™ืง ืื™ืŸ ืึท ืคึฟืึทืจืงื•ื™ืฃ ื‘ืขื˜ืŸ ืคึฟืึทืจ ืึท ื–ื™ื›ืขืจ ื’ืขืฆื™ื™ึทื’ ื•ื•ืึธืก ืกืึทืœื•ื•ื– ืึท ื’ืึธืจ ืึทื ื“ืขืจืฉ ืคึผืจืึธื‘ืœืขื. ื“ืึธืงืขืจ ืื™ื– ื’ืขื•ื•ืขืŸ ืคืึทื ื˜ืึทืกื˜ื™ืฉ ืึท ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ื’ืขืฆื™ื™ึทื’ ื•ื•ืึธืก ืกืึทืœื•ื•ื– ื“ื™ ื“ืจื™ื ื’ืœืขืš ืงืึทืžืคึผืึทื˜ืึทื‘ื™ืœืึทื˜ื™ ืึทืจื•ื™ืกื’ืขื‘ืŸ ("ืึทืจื‘ืขื˜ ืื•ื™ืฃ ืžื™ื™ืŸ ืžืึทืฉื™ืŸ").

ืžืขืจ ื’ืขื ื•ื™, ื“ื™ ืจืขื•ื•ืึธืœื•ืฆื™ืข ืื™ื– ื’ืขืžืื›ื˜ ื“ืึธืงืงืขืจ ื‘ื™ืœื“, ื•ื•ื™ื™ึทืœ ืขืก ืกืึทืœื•ื•ื“ ื“ื™ ืคึผืจืึธื‘ืœืขื ืคื•ืŸ ืคึผืึทืจื™ื˜ืขื˜ ืฆื•ื•ื™ืฉืŸ ื™ื ื•ื•ื™ื™ืจืึทื ืžืึทื ืฅ ืื•ืŸ ืฆื•ื’ืขืฉื˜ืขืœื˜ ืืžืช ืคึผืึธืจื˜ืึทื‘ื™ืœื™ื˜ื™ ื ื™ื˜ ื‘ืœื•ื™ื– ืคื•ืŸ ื“ื™ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ื˜ืขืงืข, ืึธื‘ืขืจ ืื•ื™ืš ืคื•ืŸ ืึทืœืข ื–ื™ื™ึทืŸ ื•ื•ื™ื™ื›ื•ื•ืืจื’ ืื•ืŸ ืึทืคึผืขืจื™ื™ื˜ื™ื ื’ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื–. ื“ืขืจ ืคืึทืงื˜ ืึทื– ื“ืขื ื’ืขืฆื™ื™ึทื’ ืขืคืขืก ืกืคึผืขืจื“ ื“ื™ ืคึผืึธืคึผื•ืœืึทืจื™ื˜ืขื˜ ืคื•ืŸ "ืงืึทื ื˜ืึทื ืขืจื–," ื•ื•ืึธืก ื–ืขื ืขืŸ ื™ืกืขื ืฉืึทืœื™ ืึท ื–ื™ื™ืขืจ ื ื™ื“ืขืจื™ืง-ืžื“ืจื’ื” ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ื“ืขื˜ืึทืœ, ื‘ืœื™ื™ื‘ื˜ ืคึฟืึทืจ ืžื™ืจ ื˜ืึธืžืขืจ ื“ื™ ื”ื•ื™ืคึผื˜ ืžื™ืกื˜ืขืจื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’.

ืกืขืจื•ื•ืขืจืœืขืกืก

ืื™ืš ื•ื•ืึธืœื˜ ื’ืขื•ื•ืขื˜ ืึทื– ื“ื™ ืึทื“ื•ื•ืขื ื˜ ืคื•ืŸ "ืกืขืจื•ื•ืขืจืœืขืกืก" ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืื™ื– ืืคื™ืœื• ืžืขืจ ื•ื•ื™ื›ื˜ื™ืง ื•ื•ื™ ืงืึทื ื˜ื™ื™ื ืขืจื– ื•ื•ื™ื™ึทืœ ืขืก ื˜ืึทืงืข ืžืื›ื˜ ื“ืขืจ ื—ืœื•ื ืคื•ืŸ ืื•ื™ืฃ-ืคืึธื“ืขืจื•ื ื’ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืึท ืคืึทืงื˜ (ืื•ื™ืฃ-ืคืื“ืขืจื•ื ื’). ืื™ืŸ ื“ื™ ืœืขืฆื˜ืข ืคื™ื ืฃ ื™ืึธืจ, ืื™ืš ื•ื•ืข ื’ืขื–ืขืŸ ื“ื™ ืกืขืจื•ื•ืขืจืœืขืกืก ืฆื•ื’ืึทื ื’ ื‘ื™ืกืœืขื›ื•ื•ื™ื™ึทื– ื™ืงืกืคึผืึทื ื“ ืื™ืŸ ืคืึทืจื ืขื ื“ื•ืจืš ืึทื“ื™ื ื’ ืฉื˜ื™ืฆืŸ ืคึฟืึทืจ ื ื™ื™ึทืข ืฉืคึผืจืึทื›ืŸ ืื•ืŸ ืจื•ื ื˜ื™ืžืขืก. ื“ื™ ื™ืžืขืจื“ื–ืฉืึทื ืก ืคื•ืŸ ืคึผืจืึธื“ื•ืงื˜ืŸ ืึทื–ืึท ื•ื•ื™ Azure ื“ื•ืจืึทื‘ืึทืœ ืคืึทื ื’ืงืฉืึทื ื– ืกื™ืžื– ืฆื• ื–ื™ื™ืŸ ื“ื™ ืจืขื›ื˜ ืฉืจื™ื˜ ืฆื• ื“ื™ ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืคื•ืŸ ืกื˜ื™ื™ื˜ืคื•ืœ ืคืึทื ื’ืงืฉืึทื ื– (ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืฆื™ื™ื˜ ืึท ื‘ืึทืฉื˜ื™ืžืขื ื“ื™ืง ืขื˜ืœืขื›ืข ืคึผืจืึธื‘ืœืขืžืกืฉื™ื™ึทื›ื•ืช ืฆื• FaaS ืœื™ืžื™ื˜ื™ื™ืฉืึทื ื–). ืื™ืš ื•ื•ืขืœ ืžื™ื˜ ืื™ื ื˜ืขืจืขืก ืฆื•ืงื•ืงืŸ ื•ื•ื™ ืื–ื•ื™ ื“ื™ ื ื™ื™ืข ืคืืจืื“ื™ื’ื ืื ื˜ื•ื•ื™ืงืœื˜ ื–ื™ืš ืื™ืŸ ื“ื™ ืงื•ืžืขื ื“ื™ื’ืข ื™ืืจืŸ.

ืึทื•ื˜ืึธืžืึทื˜ื™ืึธืŸ

ื˜ืึธืžืขืจ ื“ื™ ื‘ื™ื’ืึทืกื˜ ื‘ืขื ืึทืคื™ืฉื™ืขืจ ืคื•ืŸ ื“ืขื ื’ืึทื ื’ ืื™ื– ื“ื™ ืึธืคึผืขืจืึทื˜ื™ืึธื ืก ื™ื ื–ืฉืขื ื™ืขืจื™ืข ืงื”ืœ, ื•ื•ื™ื™ึทืœ ืขืก ื”ืื˜ ืขื ื™ื™ื‘ืึทืœื“ ืงืึทื ืกืขืคึผืก ื•ื•ื™ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ ื•ื•ื™ ืงืึธื“ (ื™ืึทืง) ืฆื• ื•ื•ืขืจืŸ ืึท ืคืึทืงื˜. ืึทื“ื“ื™ื˜ื™ืึธื ืึทืœืœื™, ื“ื™ ืœื™ื™ึทื“ื ืฉืึทืคื˜ ืคึฟืึทืจ ืึธื˜ืึทืžื™ื™ืฉืึทืŸ ืื™ื– ืงืึธื•ืึทื ืกื™ื™ื“ืึทื“ ืžื™ื˜ ื“ื™ ื”ืขื›ืขืจื•ื ื’ ืคื•ืŸ ื“ื™ "SRE ืงื•ืœื˜ื•ืจ," ื•ื•ืึธืก ื™ื™ืžื– ืฆื• ื ืขืžืขืŸ ืึท ืžืขืจ ื•ื•ื™ื™ื›ื•ื•ืืจื’-ืกืขื ื˜ืจื™ืง ืฆื•ื’ืึทื ื’ ืฆื• ืึทืคึผืขืจื™ื™ืฉืึทื ื–.

ื•ื ื™ื•ื•ืขืจืกืึทืœ ืึทืคึผื™-ืคื™ืงืึทื˜ื™ืึธืŸ

ืืŸ ืื ื“ืขืจ ื˜ืฉื™ืงืึทื•ื•ืข ืฉื˜ืจื™ืš ืคื•ืŸ ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’ ืื™ื– ื’ืขื•ื•ืขืŸ ื“ื™ ืึทืคึผื™-ืคื™ืงืึทื˜ื™ืึธืŸ ืคื•ืŸ ืคืึทืจืฉื™ื“ืŸ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ื˜ืึทืกืงืก. ื’ื•ื˜, ืคืœืขืงืกืึทื‘ืึทืœ ืึทืคึผื™ืก ืœืึธื–ืŸ ื“ื™ ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืฆื• ืฉืึทืคึฟืŸ ื™ื ืึทื•ื•ื™ื™ื˜ื™ื•ื• ื•ื•ืึธืจืงืคืœืึธื•ื•ืก ืื•ืŸ ืžื›ืฉื™ืจื™ื, ื•ื•ืึธืก ืื™ืŸ ืงืขืจ ื”ื™ืœืฃ ืžื™ื˜ ื•ื™ืฉืึทืœื˜ ืื•ืŸ ืคึฟืึทืจื‘ืขืกืขืจืŸ ื“ื™ ื‘ืึทื ื™ืฆืขืจ ื“ืขืจืคืึทืจื•ื ื’.

ืื™ืŸ ืึทื“ื™ืฉืึทืŸ, ืึทืคึผื™-ืคื™ืงืึทื˜ื™ืึธืŸ ืื™ื– ื“ืขืจ ืขืจืฉื˜ืขืจ ืฉืจื™ื˜ ืฆื• ืกืึทืึทืก-ืคื™ืงืึทื˜ื™ืึธืŸ ืคื•ืŸ ืขื˜ืœืขื›ืข ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืึธื“ืขืจ ื’ืขืฆื™ื™ึทื’. ื“ืขืจ ื’ืึทื ื’ ืื™ื– ืื•ื™ืš ืงืึธื•ืึทื ืกื™ื™ื“ืึทื“ ืžื™ื˜ ื“ื™ ื”ืขื›ืขืจื•ื ื’ ืื™ืŸ ืคึผืึธืคึผื•ืœืึทืจื™ื˜ืขื˜ ืคื•ืŸ ืžื™ืงืจืึธืกืขืจื•ื•ื™ืกืขืก: ืกืึทืึทืก ืื™ื– ื’ืขื•ื•ืืจืŸ ื‘ืœื•ื™ื– ืืŸ ืื ื“ืขืจ ื“ื™ื ืกื˜ ื•ื•ืึธืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืึทืงืกืขืกื˜ ื“ื•ืจืš ืึทืคึผื™. ืขืก ื–ืขื ืขืŸ ืื™ืฆื˜ ืคื™ืœืข ืกืึทืึทืก ืื•ืŸ ืคืึธืกืก ืžื›ืฉื™ืจื™ื ื‘ื ื™ืžืฆื ืื™ืŸ ื’ืขื‘ื™ื˜ืŸ ืึทื–ืึท ื•ื•ื™ ืžืึธื ื™ื˜ืึธืจื™ื ื’, ืคึผื™ื™ืžืึทื ืฅ, ืžืึทืกืข ื‘ืึทืœืึทื ืกื™ื ื’, ืงืขืกื™ื™ื“ืขืจื“ื™ืง ื™ื ืึทื’ืจื™ื™ืฉืึทืŸ, ืึทืœืขืจืฅ, ืฉื˜ืจื™ืš ืกื•ื•ื™ื˜ืฉื™ื ื’. (ืคื•ื ืงืฆื™ืข ืคืœืึทื’ื™ื ื’), CDN, ืคืึทืจืงืขืจ ื™ื ื–ืฉืขื ื™ืขืจื™ืข (ืœืžืฉืœ ื“ื ืก), ืืื–"ื• ื•, ื•ื•ืึธืก ื”ืึธื‘ืŸ ื‘ืœื™ืขื ื“ื™ืง ืื™ืŸ ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’.

ืึธื‘ืกืขืจื•ื•ืึทื‘ื™ืœื™ื˜ื™

ืขืก ืื™ื– ื›ื“ืื™ ืฆื• ื‘ืืžืขืจืงืŸ ืึทื– ื”ื™ื™ึทื ื˜ ืžื™ืจ ื”ืึธื‘ืŸ ืฆื•ื˜ืจื™ื˜ ืฆื• ืคื™ืœ ืžืขืจ ืึทื•ื•ืึทื ืกื™ืจื˜ืข ืžื›ืฉื™ืจื™ื ืฆื• ืžืึธื ื™ื˜ืึธืจ ืื•ืŸ ื“ื™ืึทื’ื ืึธื–ื™ืจืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ื ืึทื˜ื•ืจ ื•ื•ื™ ืืœืฅ ืคืจื™ืขืจ. ื“ื™ ืคึผืจืึธืžืขื˜ื”ืขื•ืก ืžืึธื ื™ื˜ืึธืจื™ื ื’ ืกื™ืกื˜ืขื, ื•ื•ืึธืก ื‘ืืงื•ืžืขืŸ ืขืคึฟืŸ ืžืงื•ืจ ืกื˜ืึทื˜ื•ืก ืื™ืŸ 2015, ืงืขืŸ ื–ื™ื™ืŸ ื’ืขืจื•ืคึฟืŸ ื“ื™ ื‘ืขืกื˜ืข ืžืึธื ื™ื˜ืึธืจื™ื ื’ ืกื™ืกื˜ืขื ืคื•ืŸ ื™ืขื ืข ืžื™ื˜ ื•ื•ืึธืก ืื™ืš ื”ืึธื‘ืŸ ื’ืขืืจื‘ืขื˜. ืขืก ืื™ื– ื ื™ืฉื˜ ื’ืื ืฅ, ืึธื‘ืขืจ ืึท ื‘ืึทื˜ื™ื™ื˜ื™ืง ื ื•ืžืขืจ ืคื•ืŸ ื˜ื™ื ื’ื– ื–ืขื ืขืŸ ื™ืžืคึผืœืึทืžืขื ืึทื“ ืคึผื•ื ืงื˜ ื“ื™ ืจืขื›ื˜ ื•ื•ืขื’ (ืœืžืฉืœ ืฉื˜ื™ืฆืŸ ืคึฟืึทืจ ืžืขื–ืฉืขืจืžืึทื ืฅ [ื“ื™ืžืขื ืฉืึทื ืึทืœื™ื˜ื™] ืื™ืŸ ื“ื™ ืคืึทืœ ืคื•ืŸ ืžืขื˜ืจื™ืงืก).

ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจื™ื™ืกื™ื ื’ ืื™ื– ื’ืขื•ื•ืขืŸ ืืŸ ืื ื“ืขืจ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ื•ื•ืึธืก ืื™ื– ืืจื™ื™ืŸ ืื™ืŸ ื“ื™ ืžื™ื™ื ืกื˜ืจื™ื ืื™ืŸ ื“ื™ 2010 ืก, ื“ืึทื ืง ืฆื• ื™ื ื™ืฉืึทื˜ื™ื•ื•ื– ืึทื–ืึท ื•ื•ื™ OpenTracing (ืื•ืŸ ื–ื™ื™ืŸ ืกืึทืงืกืขืกืขืจ OpenTelemetry). ื›ืึธื˜ืฉ ื˜ืจื™ื™ืกื™ื ื’ ืื™ื– ื ืึธืš ื’ืึทื ืฅ ืฉื•ื•ืขืจ ืฆื• ืฆื•ืœื™ื™ื’ืŸ, ืขื˜ืœืขื›ืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ื“ื™ ืœืขืฆื˜ืข ื“ื™ื•ื•ืขืœืึทืคึผืžืึทื ืฅ ื’ืขื‘ืŸ ื”ืึธืคืขื ื•ื ื’ ืึทื– ืžื™ืจ ื•ื•ืขืœืŸ ื•ืคืฉืœื™ืกืŸ ื–ื™ื™ืŸ ืืžืช ืคึผืึธื˜ืขื ืฆื™ืขืœ ืื™ืŸ ื“ื™ 2020 ืก. (ื‘ืึทืžืขืจืงื•ื ื’: ืœื™ื™ืขื ืขืŸ ืื•ื™ืš ืื™ืŸ ืื•ื ื“ื–ืขืจ ื‘ืœืึธื’ ื“ื™ ืื™ื‘ืขืจื–ืขืฆื•ื ื’ ืคื•ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ "ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจื™ื™ืกื™ื ื’: ืžื™ืจ ื”ืึธื‘ืŸ ื“ืึธืก ืึทืœืข ืคืึทืœืฉ"ื“ื•ืจืš ื“ืขื ื–ืขืœื‘ืŸ ืžื—ื‘ืจ.)

ืงื•ืงืŸ ืฆื• ื“ืขืจ ืฆื•ืงื•ื ืคึฟื˜

ืฆื•ื ื‘ืึทื“ื•ื™ืขืจืŸ, ืขืก ื–ืขื ืขืŸ ืคื™ืœืข ื•ื•ื™ื™ื˜ื™ืง ืคื•ื ืงื˜ืŸ ื•ื•ืึธืก ื“ืขืจื•ื•ืึทืจื˜ืŸ ื”ืึทื›ืœืึธื˜ืข ืื™ืŸ ื“ื™ ืงื•ืžืขื ื“ื™ืง ื™ืึธืจืฆืขื ื“ืœื™ื ื’. ื“ืึธ ื–ืขื ืขืŸ ืžื™ื™ืŸ ื’ืขื“ืื ืงืขืŸ ื•ื•ืขื’ืŸ ื–ื™ื™ ืื•ืŸ ืขื˜ืœืขื›ืข ืคึผืึธื˜ืขื ืฆื™ืขืœ ื’ืขื“ืื ืงืขืŸ ื•ื•ืขื’ืŸ ื•ื•ื™ ืฆื• ื‘ืึทืงื•ืžืขืŸ ื‘ืึทืคืจื™ื™ึทืขืŸ ืคื•ืŸ ื–ื™ื™.

ืกืึทืœื•ื•ื™ื ื’ ื“ื™ ืžืึธืจ ืก ื’ืขื–ืขืฅ ืคึผืจืึธื‘ืœืขื

ื“ืขืจ ืกื•ืฃ ืคื•ืŸ ื“ืขื ื ืึทืจื“ ืก ืกืงื™ื™ืœื™ื ื’ ื’ืขื–ืขืฅ ืื•ืŸ ื“ื™ ืึธืคึผืฉื˜ื™ื™ ื”ื™ื ื˜ืขืจ ืžืึธืจ ืก ื’ืขื–ืขืฅ ื“ืึทืจืคืŸ ื ื™ื™ึทืข ื™ื ืึธื•ื•ื•ื™ื™ืฉืึทื ื–. John Hennessy ืื™ืŸ ื–ืฒึทืŸ ืœืขืงืฆื™ืข ื“ืขืจืงืœืขืจื˜ ื•ื•ืึธืก ืคึผืจืึธื‘ืœืขื ืึทื“ื™ืงืฅ (ื“ื•ืžื™ื™ืŸ ืกืคึผืขืฆื™ืคื™ืฉ) ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจื– ื•ื•ื™ TPU ืงืขืŸ ื–ื™ื™ืŸ ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืกืึทืœื•ืฉืึทื ื– ืฆื• ื“ื™ ืคึผืจืึธื‘ืœืขื ืคื•ืŸ ืœืึทื’ื™ื ื’ ื”ื™ื ื˜ืขืจ ืžืึธืจ ืก ื’ืขื–ืขืฅ. ื˜ืึธืึธืœืงื™ืฅ ื•ื•ื™ MLIR ืคึฟื•ืŸ Google ืื™ื– ืฉื•ื™ืŸ ืึท ื’ื•ื˜ืข ืฉืจื™ื˜ ืคืึธืจื•ื™ืก ืื™ืŸ ื“ืขื ืจื™ื›ื˜ื•ื ื’:

ืงืึธืžืคึผื™ืœืขืจืก ืžื•ื–ืŸ ืฉื˜ื™ืฆืŸ ื ื™ื™ึทืข ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–, ื–ื™ื™ืŸ ืœื™ื™ื›ื˜ ื˜ืจืึทื ืกืคึผืึธืจื˜ืึทื“ ืฆื• ื ื™ื™ึทืข ื™ื™ึทื–ื ื•ื•ืึทืจื’, ืคึฟืึทืจื‘ื™ื ื“ื•ื ื’ ืงื™ื™ืคืœ ืœื™ื™ึทืขืจืก ืคื•ืŸ ืึทื‘ืกื˜ืจืึทืงืฆื™ืข ืจื™ื™ื ื“ื–ืฉื™ื ื’ ืคื•ืŸ ื“ื™ื ืึทืžื™ืฉ, ื’ืขืจืื˜ืŸ ืฉืคึผืจืึทื›ืŸ ืฆื• ื•ื•ืขืงื˜ืึธืจ ืึทืงืกืขืœืขืจื™ื™ื˜ืขืจื– ืื•ืŸ ื•ื•ื™ื™ื›ื•ื•ืืจื’-ืงืึทื ื˜ืจืึธื•ืœื“ ืกื˜ืึธืจื™ื“ื–ืฉ ื“ืขื•ื•ื™ืกืขืก, ื‘ืฉืขืช ืคึผืจืึทื•ื•ื™ื™ื“ื™ื ื’ ื”ื•ื™ืš-ืžื“ืจื’ื” ืกื•ื•ื™ื˜ืฉื™ื– ืคึฟืึทืจ ืึทื•ื˜ืึธ-ื˜ื•ื ื™ื ื’. ืื™ืŸ ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ - ืฆื™ื™ื˜, ื“ื™ืึทื’ื ืึธืกื˜ื™ืงืก ืื•ืŸ ื“ื™ืกื˜ืจื™ื‘ื™ื•ื˜ื™ื ื’ ื“ื™ื‘ืึทื’ื™ื ื’ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื•ื•ืขื’ืŸ ื“ื™ ืคืึทื ื’ืงืฉืึทื ื™ื ื’ ืื•ืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืคื•ืŸ ืกื™ืกื˜ืขืžืขืŸ ืื™ื‘ืขืจ ื“ืขื ืึธื ืœื™ื™ื’ืŸ, ื‘ืฉืขืช ืื™ืŸ ืจื•ื‘ึฟ ืคืืœืŸ ืคึผืจืึทื•ื•ื™ื™ื“ื™ื ื’ ืคืึธืจืฉื˜ืขืœื•ื ื’ ื•ื•ืึธืก ืื™ื– ื’ืœื™ื™ึทืš ื ืึธืขื ื˜ ืฆื• ื”ืึทื ื˜-ื’ืขืฉืจื™ื‘ืŸ ืึทืกืขืžื‘ืึทืœืœืขืจ. ืžื™ืจ ื‘ื“ืขื” ืฆื• ื˜ื™ื™ืœืŸ ืื•ื ื“ื–ืขืจ ื–ืขืื•ื ื’, ืคึผืจืึธื’ืจืขืก ืื•ืŸ ืคึผืœืึทื ื– ืคึฟืึทืจ ื“ืขืจ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืื•ืŸ ืขืคื ื˜ืœืขืš ืึทื•ื•ื™ื™ืœืึทื‘ื™ืœืึทื˜ื™ ืคื•ืŸ ืึทื–ืึท ืึท ื–ืึทืžืœื•ื ื’ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ.

ืกื™ / ืกื™

ื‘ืฉืขืช ื“ื™ ื”ืขื›ืขืจื•ื ื’ ืคื•ืŸ ืกื™ ืื™ื– ื’ืขื•ื•ืืจืŸ ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ื‘ื™ื’ืึทืกื˜ ื˜ืจืขื ื“ืก ืคื•ืŸ ื“ื™ 2010 ืก, ื“ื–ืฉืขื ืงื™ื ืก ืื™ื– ื ืึธืš ื“ื™ ื’ืึธืœื“ ืกื˜ืึทื ื“ืึทืจื˜ ืคึฟืึทืจ ืกื™.

ื ืงื•ืง ืื•ื™ืฃ ื“ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’

ื“ืขืจ ืคึผืœืึทืฅ ืื™ื– ื ื•ื™ื˜ื™ืง ืคึฟืึทืจ ื›ื™ื“ืขืฉ ืื™ืŸ ื“ื™ ืคืืœื’ืขื ื“ืข ื’ืขื‘ื™ื˜ืŸ:

  • ื‘ืึทื ื™ืฆืขืจ ืฆื•ื‘ื™ื ื“ (ื“ืกืœ ืคึฟืึทืจ ืงืึธื“ื™ืจื•ื ื’ ืคึผืจืึธื‘ืข ืกืคึผืขืกืึทืคืึทืงื™ื™ืฉืึทื ื–);
  • ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ื“ืขื˜ืึทื™ืœืก ื•ื•ืึธืก ื•ื•ืขื˜ ืžืึทื›ืŸ ืขืก ื‘ืืžืช ืกืงืึทืœืึทื‘ืœืข ืื•ืŸ ืฉื ืขืœ;
  • ื™ื ืึทื’ืจื™ื™ืฉืึทืŸ ืžื™ื˜ ืคืึทืจืฉื™ื“ืŸ ื™ื ื•ื•ื™ื™ืจืึทื ืžืึทื ืฅ (ืกื˜ืึทื’ื™ื ื’, ืคึผืจืึธื“, ืืื–"ื• ื•) ืฆื• ื™ื ืกื˜ืจื•ืžืขื ื˜ ืžืขืจ ืึทื•ื•ืึทื ืกื™ืจื˜ืข ืคืืจืžืขืŸ ืคื•ืŸ ื˜ืขืกื˜ื™ื ื’;
  • ืงืขืกื™ื™ื“ืขืจื“ื™ืง ื˜ืขืกื˜ื™ื ื’ ืื•ืŸ ื“ื™ืคึผืœื•ื™ืžืึทื ื˜.

ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืžื›ืฉื™ืจื™ื

ื•ื•ื™ ืึทืŸ ืื™ื ื“ื•ืกื˜ืจื™ืข, ืžื™ืจ ื”ืึธื‘ืŸ ืื ื’ืขื”ื•ื™ื‘ืŸ ืฆื• ืฉืึทืคึฟืŸ ื™ื ืงืจื™ืกื™ื ื’ืœื™ ืงืึธืžืคึผืœื™ืฆื™ืจื˜ ืื•ืŸ ื™ืžืคึผืจืขืกื™ื•ื• ื•ื•ื™ื™ื›ื•ื•ืืจื’. ืึธื‘ืขืจ, ื•ื•ืขืŸ ืขืก ืงื•ืžื˜ ืฆื• ืื•ื ื“ื–ืขืจ ืื™ื™ื’ืขื ืข ืžื›ืฉื™ืจื™ื, ื“ื™ ืกื™ื˜ื•ืึทืฆื™ืข ืงืขืŸ ื–ื™ื™ืŸ ืคื™ืœ ื‘ืขืกืขืจ.

ืงืึธืœืœืึทื‘ืึธืจืึทื˜ื™ื•ื•ืข ืื•ืŸ ื•ื•ื™ื™ึทื˜ (ื“ื•ืจืš ssh) ืขื“ื™ื˜ื™ื ื’ ื’ืึทื™ื ืขื“ ืขื˜ืœืขื›ืข ืคึผืึธืคึผื•ืœืึทืจื™ื˜ืขื˜, ืึธื‘ืขืจ ืงื™ื™ื ืžืึธืœ ื’ืขื•ื•ืืจืŸ ื“ื™ ื ื™ื™ึทืข ื ืึธืจืžืึทืœ ื•ื•ืขื’ ืคื•ืŸ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’. ืื•ื™ื‘ ืื™ืจ, ื•ื•ื™ ืžื™ืจ, ืึธืคึผื•ื•ืึทืจืคืŸ ื“ื™ ื–ื™ื™ืขืจ ื’ืขื“ืึทื ืง ืคื•ืŸ ื“ื™ ื ื•ื™ื˜ ืึท ืฉื˜ืขื ื“ื™ืง ืงืฉืจ ืฆื• ื“ืขืจ ืื™ื ื˜ืขืจื ืขืฅ ื ืึธืจ ืฆื• ืงืขื ืขืŸ ืฆื• ืคึผืจืึธื’ืจืึทืžืžื™ื ื’, ืื•ืŸ ืืจื‘ืขื˜ืŸ ื“ื•ืจืš ssh ืื•ื™ืฃ ืึท ื•ื•ื™ื™ึทื˜ ืžืึทืฉื™ืŸ ืื™ื– ืึทื ืœื™ื™ืงืœื™ ืฆื• ืคึผืึทืกืŸ ืื™ืจ.

ืœืืงืืœืข ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ื™ื ื•ื•ื™ื™ืจืึทื ืžืึทื ืฅ, ืกืคึผืขืฆื™ืขืœ ืคึฟืึทืจ ืขื ื“ื–ืฉืึทื ื™ืจื– ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ื’ืจื•ื™ืก ืกืขืจื•ื•ื™ืก-ืึธืจื™ืขื ื˜ื™ื“ ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจื–, ื–ืขื ืขืŸ ื ืึธืš ืึท ืึทืจื•ื™ืกืจื•ืคืŸ. ืขื˜ืœืขื›ืข ืคึผืจืึทื“ื–ืฉืขืงืก ื–ืขื ืขืŸ ื˜ืจื™ื™ื ื’ ืฆื• ืกืึธืœื•ื•ืข ื“ืขื, ืื•ืŸ ืื™ืš ื•ื•ืึธืœื˜ ื–ื™ื™ืŸ ืื™ื ื˜ืขืจืขืกื™ืจื˜ ืฆื• ื•ื•ื™ืกืŸ ื•ื•ื™ ื“ื™ ืžืขืจืกื˜ ืขืจื’ืึทื ืึทืžื™ืง UX ื•ื•ืึธืœื˜ ืงื•ืงืŸ ืคึฟืึทืจ ืึท ื’ืขื’ืขื‘ืŸ ื ื•ืฆืŸ ืคืึทืœ.

ืขืก ื•ื•ืึธืœื˜ ืื•ื™ืš ื–ื™ื™ืŸ ื˜ืฉื™ืงืึทื•ื•ืข ืฆื• ืคืึทืจื‘ืจื™ื™ื˜ืขืจืŸ ื“ืขื ื‘ืึทื’ืจื™ืฃ ืคื•ืŸ "ืคึผืึธืจื˜ืึทื˜ื™ื•ื• ื™ื ื•ื•ื™ื™ืจืึทื ืžืึทื ืฅ" ืฆื• ืื ื“ืขืจืข ื’ืขื‘ื™ื˜ืŸ ืคื•ืŸ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืึทื–ืึท ื•ื•ื™ ื–ืฉื•ืง ืจืขืคึผืจืึธื“ื•ืงืฆื™ืข (ืึธื“ืขืจ ืคืœืึทืงื™ ื˜ืขืกืฅ) ื•ื•ืึธืก ืคืึทืœืŸ ืื•ื ื˜ืขืจ ื–ื™ื›ืขืจ ื˜ื ืึธื™ื ืึธื“ืขืจ ืกืขื˜ื˜ื™ื ื’ืก.

ืื™ืš ื•ื•ืึธืœื˜ ืื•ื™ืš ื•ื•ื™ ืฆื• ื–ืขืŸ ืžืขืจ ื›ื™ื“ืขืฉ ืื™ืŸ ื’ืขื‘ื™ื˜ืŸ ื•ื•ื™ ืกืขืžืึทื ื˜ื™ืง ืื•ืŸ ืงืึธื ื˜ืขืงืกื˜-ืฉืคึผื™ืจืขื•ื•ื“ื™ืง ืงืึธื“ ื–ื•ื›ืŸ, ืžื›ืฉื™ืจื™ื ืฆื• ืงืึธืจืึทืœื™ื™ื˜ ืคึผืจืึธื“ื•ืงืฆื™ืข ื™ื ืกืึทื“ืึทื ืฅ ืžื™ื˜ ืกืคึผืขืฆื™ืคื™ืฉ ืคึผืึทืจืฅ ืคื•ืŸ ื“ื™ ืงืึธื“ื‘ืึทืกืข, ืขื˜ืง.

ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ (ื“ื™ ืฆื•ืงื•ื ืคึฟื˜ ืคื•ืŸ PaaS)

ื ืึธืš ื“ื™ ื›ื™ื™ืคึผ ืึทืจื•ื ืงืึทื ื˜ื™ื™ื ืขืจื– ืื•ืŸ ืกืขืจื•ื•ืขืจืœืขืกืก ืื™ืŸ ื“ื™ 2010 ืก, ื“ื™ ืงื™ื™ื˜ ืคื•ืŸ ืกืึทืœื•ืฉืึทื ื– ืื™ืŸ ื“ื™ ืฆื™ื‘ื•ืจ ื•ื•ืึธืœืงืŸ ืคึผืœืึทืฅ ื”ืื˜ ื™ืงืกืคึผืึทื ื“ื™ื“ ื‘ืื˜ื™ื™ื˜ื™ืง ืื™ืŸ ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืŸ.

ื ืงื•ืง ืื•ื™ืฃ ื“ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’

ื“ืึธืก ืจื™ื™ื–ืึทื– ืขื˜ืœืขื›ืข ื˜ืฉื™ืงืึทื•ื•ืข ืคืจืื’ืขืก. ืขืจืฉื˜ืขืจ ืคื•ืŸ ืึทืœืข, ื“ื™ ืจืฉื™ืžื” ืคื•ืŸ ื‘ื ื™ืžืฆื ืึธืคึผืฆื™ืขืก ืื™ืŸ ื“ื™ ืฆื™ื‘ื•ืจ ื•ื•ืึธืœืงืŸ ืื™ื– ืงืขืกื™ื™ื“ืขืจ ื’ืจืึธื•ื™ื ื’. ืงืœืึธื•ื“ ืกืขืจื•ื•ื™ืก ืคึผืจืึทื•ื•ื™ื™ื“ืขืจื– ื”ืึธื‘ืŸ ื“ื™ ืฉื˜ืขืงืŸ ืื•ืŸ ืจืขืกื•ืจืกืŸ ืฆื• ืœื™ื™ื›ื˜ ื”ืึทืœื˜ืŸ ื–ื™ืš ืžื™ื˜ ื“ื™ ืœืขืฆื˜ืข ื“ื™ื•ื•ืขืœืึทืคึผืžืึทื ืฅ ืื™ืŸ ื“ื™ ืขืคึฟืŸ ืžืงื•ืจ ื•ื•ืขืœื˜ ืื•ืŸ ืžืขืœื“ื•ื ื’ ืคึผืจืึธื“ื•ืงื˜ืŸ ื•ื•ื™ "ืกืขืจื•ื•ืขืจืœืขืกืก ืคึผืึธื“ืก" (ืื™ืš ื›ืึธืฉืขื“ ืคืฉื•ื˜ ื“ื•ืจืš ืžืึทื›ืŸ ื–ื™ื™ืขืจ ืื™ื™ื’ืขื ืข FaaS ืจื•ื ื˜ื™ืžืข OCI ื’ืขื”ืึธืจื›ื™ืง) ืึธื“ืขืจ ืื ื“ืขืจืข ืขื ืœืขืš ืคืึทื ื˜ืึทื–ื™ืข ื˜ื™ื ื’ื–.

ืžืขืŸ ืงืขืŸ ื ืึธืจ ืžืขืงืึทื ืข ื“ื™ ื•ื•ืืก ื ื•ืฆืŸ ื“ื™ ื•ื•ืึธืœืงืŸ ืกืึทืœื•ืฉืึทื ื–. ืื™ืŸ ื˜ืขืึธืจื™ืข, Kubernetes ื•ื•ืึธืœืงืŸ ืึธืคืจื™ื ื’ื– (GKE, EKS, EKS ืื•ื™ืฃ Fargate, ืืื–"ื• ื•) ืฆื•ืฉื˜ืขืœืŸ ื•ื•ืึธืœืงืŸ ืฉืคึผื™ื™ึทื–ืขืจ-ืคืจื™ื™ึท ืึทืคึผื™ืก ืคึฟืึทืจ ืคืœื™ืกื ื“ื™ืง ื•ื•ืขืจืงืœืึธื•ื“ื–. ืื•ื™ื‘ ืื™ืจ ื ื•ืฆืŸ ืขื ืœืขืš ืคึผืจืึธื“ื•ืงื˜ืŸ (ECS, Fargate, Google Cloud Run, ืขื˜ืง), ืื™ืจ ืžื™ืกื˜ืึธืžืข ืฉื•ื™ืŸ ืžืึทื›ืŸ ื“ื™ ืžืขืจืกื˜ ื˜ืฉื™ืงืึทื•ื•ืข ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ื’ืขืคึฟื™ื ื˜ ื“ื•ืจืš ื“ื™ ืกืขืจื•ื•ื™ืก ืฉืคึผื™ื™ึทื–ืขืจ. ืึทื“ื“ื™ื˜ื™ืึธื ืึทืœืœื™, ื•ื•ื™ ื ื™ื™ึทืข ืคึผืจืึธื“ื•ืงื˜ืŸ ืึธื“ืขืจ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืคึผืขืจืึทื“ื™ืžื– ืึทืจื•ื™ืกืงื•ืžืขืŸ, ืžื™ื™ื’ืจื™ื™ืฉืึทืŸ ืื™ื– ืžืกืชึผืžื ืฆื• ื–ื™ื™ืŸ ืคึผืฉื•ื˜ ืื•ืŸ ื“ืจื•ืง-ืคืจื™ื™.

ืงืึทื ืกื™ื“ืขืจื™ื ื’ ื•ื•ื™ ื’ืขืฉื•ื•ื™ื ื“ ื“ื™ ืงื™ื™ื˜ ืคื•ืŸ ืึทื–ืึท ืกืึทืœื•ืฉืึทื ื– ืื™ื– ื™ื•ื•ืึทืœื•ื•ื™ื ื’ (ืื™ืš ื•ื•ืขืœ ื–ื™ื™ืŸ ื–ื™ื™ืขืจ ืกืึทืคึผืจื™ื™ื–ื“ ืื•ื™ื‘ ืึท ืคึผืึธืจ ืคื•ืŸ ื ื™ื™ึทืข ืึธืคึผืฆื™ืขืก ื•ื•ืขื˜ ื ื™ืฉื˜ ื“ืขืจืฉื™ื™ึทื ืขืŸ ืื™ืŸ ื“ืขื ืœืขื‘ืŸ ืฆื•ืงื•ื ืคึฟื˜), ืงืœื™ื™ืŸ "ืคึผืœืึทื˜ืคืึธืจืžืข" ื˜ื™ืžื– (ื˜ื™ืžื– ืคึฟืึทืจื‘ื•ื ื“ืŸ ืžื™ื˜ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ ืื•ืŸ ืคืึทืจืึทื ื˜ื•ื•ืึธืจื˜ืœืขืš ืคึฟืึทืจ ืงืจื™ื™ื™ื˜ื™ื ื’ ืคึผืœืึทื˜ืคืึธืจืžืก ืื•ื™ืฃ-ื”ืึทื ืึธื›ืข ืคึฟืึทืจ ืคืœื™ืกื ื“ื™ืง ื•ื•ืขืจืงืœืึธื•ื“ื– ืงืึธืžืคึผืึทื ื™ืขืก) ื•ื•ืขื˜ ื–ื™ื™ืŸ ื™ื ืงืจืขื“ืึทื‘ืœื™ ืฉื•ื•ืขืจ ืฆื• ืงืึธื ืงื•ืจื™ืจืŸ ืื™ืŸ ื˜ืขืจืžื™ื ืขืŸ ืคื•ืŸ ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™, ื™ื– ืคื•ืŸ ื ื•ืฆืŸ ืื•ืŸ ืงื•ื™ืœืขืœื“ื™ืง ืจื™ืœื™ื™ืึทื‘ื™ืœืึทื˜ื™. ื“ื™ 2010 ืก ื”ืึธื‘ืŸ ื’ืขื–ืขืŸ Kubernetes ื•ื•ื™ ืึท ื’ืขืฆื™ื™ึทื’ ืคึฟืึทืจ ื‘ื ื™ืŸ PaaS (ืคึผืœืึทื˜ืคืึธืจืžืข-ื•ื•ื™-ืึท-ื“ื™ื ืกื˜), ืึทื–ื•ื™ ืขืก ืžื™ื™ื ื˜ ื’ืึธืจ ื•ืžื–ื™ืกื˜ ืฆื• ืžื™ืจ ืฆื• ื‘ื•ื™ืขืŸ ืึทืŸ ื™ื ืขืจืœืขืš ืคึผืœืึทื˜ืคืึธืจืžืข ืื•ื™ืฃ ืฉืคึผื™ืฅ ืคื•ืŸ Kubernetes ื•ื•ืึธืก ืึธืคืคืขืจืก ื“ื™ ื–ืขืœื‘ืข ื‘ืจื™ืจื”, ืคึผืึทืฉื˜ืขืก ืื•ืŸ ืคืจื™ื™ื”ื™ื™ื˜ ื‘ื ื™ืžืฆื ืื™ืŸ ื“ืขื ืฆื™ื‘ื•ืจ ื•ื•ืึธืœืงืŸ ืคึผืœืึทืฅ. ืคืจืึทืžื™ื ื’ ืงืึทื ื˜ื™ื™ื ืขืจ-ื‘ืื–ื™ืจื˜ PaaS ื•ื•ื™ ืึท "Kubernetes ืกื˜ืจืึทื˜ืขื’ื™ืข" ืื™ื– ื’ืœื™ื™ืš ืฆื• ื“ื™ืœื™ื‘ืจืึทื˜ ืึทื•ื•ื•ื™ื“ื™ื“ ื“ื™ ืžืขืจืกื˜ ื™ื ืึทื•ื•ื™ื™ื˜ื™ื•ื• ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื– ืคื•ืŸ ื“ื™ ื•ื•ืึธืœืงืŸ.

ืื•ื™ื‘ ืื™ืจ ืงื•ืง ืื™ืŸ ื“ื™ ื‘ื ื™ืžืฆื ื”ื™ื™ึทื ื˜ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื–, ืขืก ื•ื•ืขืจื˜ ืงืœืึธืจ ื•ื•ื™ ื“ืขืจ ื˜ืึธื’ ืึทื– ืงืจื™ื™ื™ื˜ื™ื ื’ ื“ื™ื™ืŸ ืื™ื™ื’ืขื ืข PaaS ื‘ืื–ื™ืจื˜ ื‘ืœื•ื™ื– ืื•ื™ืฃ Kubernetes ืื™ื– ื’ืœื™ื™ืš ืฆื• ื’ืขืžืขืœ ื–ื™ืš ืื™ืŸ ืึท ื•ื•ื™ื ืงืœ (ื ื™ืฉื˜ ืึท ื–ื™ื™ืขืจ ืคืึธืจื•ื™ืก-ื˜ื™ื ื’ืงื™ื ื’ ืฆื•ื’ืึทื ื’, ื”ื?). ืืคื™ืœื• ืื•ื™ื‘ ืขืžืขืฆืขืจ ื‘ืึทืฉืœืึธืกืŸ ืฆื• ื‘ื•ื™ืขืŸ ืึท ืงืึทื ื˜ื™ื™ื ืขืจื™ื™ื–ื“ PaaS ืื•ื™ืฃ Kubernetes ื”ื™ื™ึทื ื˜, ืื™ืŸ ืึท ืคึผืึธืจ ืคื•ืŸ ื™ืึธืจืŸ ืขืก ื•ื•ืขื˜ ืงื•ืงืŸ ืึทื•ื˜ื“ื™ื™ื˜ื™ื“ ืงืึทืžืคึผืขืจื“ ืžื™ื˜ ื•ื•ืึธืœืงืŸ ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื–. ื›ืึธื˜ืฉ Kubernetes ืกื˜ืึทืจื˜ืขื“ ื•ื•ื™ ืึทืŸ ืึธืคึฟืŸ ืžืงื•ืจ ืคึผืจื•ื™ืขืงื˜, ื–ื™ื™ืŸ ืึธื•ื•ืขืก ืื•ืŸ ื™ื ืกืคึผื™ืจืึทืฆื™ืข ืื™ื– ืึทืŸ ื™ื ืขืจืœืขืš Google ื’ืขืฆื™ื™ึทื’. ืึธื‘ืขืจ, ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืขืจื™ื“ื–ืฉื ืึทืœื™ ื“ืขื•ื•ืขืœืึธืคึผืขื“ ืื™ืŸ ื“ืขืจ ืคืจื™ / ืžื™ื˜ืŸ 2000 ืก ื•ื•ืขืŸ ื“ื™ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืœืึทื ื“ืฉืึทืคื˜ ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืึธืจ ืึทื ื“ืขืจืฉ.

ืื•ื™ืš, ืื™ืŸ ืึท ื–ื™ื™ืขืจ ื‘ืจื™ื™ื˜ ื–ื™ื ืขืŸ, ืงืึธืžืคึผืึทื ื™ืขืก ื˜ืึธืŸ ื ื™ื˜ ื”ืึธื‘ืŸ ืฆื• ื•ื•ืขืจืŸ ืขืงืกืคึผืขืจืฅ ืื™ืŸ ืœื•ื™ืคืŸ ืึท ืงื•ื‘ืขืจื ืขื˜ืขืก ืงื ื•ื™ืœ, ืื•ืŸ ื–ื™ื™ ื˜ืึธืŸ ื ื™ื˜ ื‘ื•ื™ืขืŸ ืื•ืŸ ื˜ื™ื™ึทื ืขืŸ ื–ื™ื™ืขืจ ืื™ื™ื’ืขื ืข ื“ืึทื˜ืŸ ืกืขื ื˜ืขืจืก. ืฆื•ืฉื˜ืขืœืŸ ืึท ืคืึทืจืœืึธื–ืœืขืš ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ื™ืกื•ื“ ืื™ื– ืึท ื”ืึทืจืฅ ืึทืจื•ื™ืกืจื•ืคืŸ ื•ื•ืึธืœืงืŸ ืกืขืจื•ื•ื™ืก ืคึผืจืึทื•ื•ื™ื™ื“ืขืจื–.

ืฆื•ื ืกื•ืฃ, ืื™ืš ืคื™ืœืŸ ื•ื•ื™ ืžื™ืจ ื”ืึธื‘ืŸ ืจื™ื’ืจืขืกื“ ืึท ื‘ื™ืกืœ ื•ื•ื™ ืึท ืื™ื ื“ื•ืกื˜ืจื™ืข ืื™ืŸ ื˜ืขืจืžื™ื ืขืŸ ืคื•ืŸ ื™ื ื˜ืขืจืึทืงืฉืึทืŸ ื“ืขืจืคืึทืจื•ื ื’ (UX). ื”ืขืจืึธืงื• ืื™ื– ืœืึธื ื˜ืฉื˜ ืื™ืŸ 2007 ืื•ืŸ ืื™ื– ื ืึธืš ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืžืขืจืกื˜ ื’ืจื™ื ื’ ืฆื• ื ื•ืฆืŸ ืคึผืœืึทื˜ืคืึธืจืžืก. ืขืก ืื™ื– ื ื™ื˜ ืคืืจืœื™ื™ืงืขื ืขืŸ ืึทื– Kubernetes ืื™ื– ืคื™ืœ ืžืขืจ ืฉื˜ืึทืจืง, ืขืงืกื˜ืขื ืกื™ื‘ืœืข ืื•ืŸ ืคึผืจืึธื•ื’ืจืึทืžืึทื‘ืึทืœ, ืึธื‘ืขืจ ืื™ืš ืคืึทืจืคื™ืจืŸ ื•ื•ื™ ื’ืจื™ื ื’ ืขืก ืื™ื– ืฆื• ืึธื ื”ื™ื™ื‘ืŸ ืื•ืŸ ืฆืขื•ื•ื™ืงืœืขืŸ ืฆื• Heroku. ืฆื• ื ื•ืฆืŸ ื“ืขื ืคึผืœืึทื˜ืคืึธืจืžืข, ืื™ืจ ื ืึธืจ ื“ืึทืจืคึฟืŸ ืฆื• ื•ื•ื™ืกืŸ Git.

ืึทืœืข ื“ืขื ืคื™ืจื˜ ืžื™ืจ ืฆื• ื“ื™ ืคืืœื’ืขื ื“ืข ืžืกืงื ื: ืžื™ืจ ื“ืึทืจืคึฟืŸ ื‘ืขืกืขืจ, ื”ืขื›ืขืจ-ืžื“ืจื’ื” ืึทื‘ืกื˜ืจืึทืงืฆื™ืขืก ืฆื• ืึทืจื‘ืขื˜ืŸ (ื“ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ืืžืช ืคึฟืึทืจ ื“ื™ ื”ืขื›ืกื˜ืŸ ืžื“ืจื’ื”).

ื“ื™ ืจืขื›ื˜ ืึทืคึผื™ ืื•ื™ืฃ ื“ืขื ื”ืขื›ืกื˜ืŸ ืฉื˜ืึทืคึผืœ

ื“ืึธืงืขืจ ืื™ื– ืึท ื’ืจื•ื™ืก ื‘ื™ื™ึทืฉืคึผื™ืœ ืคื•ืŸ ื“ื™ ื ื•ื™ื˜ ืคึฟืึทืจ ื‘ืขืกืขืจ ืฆืขืฉื™ื™ื“ื•ื ื’ ืคื•ืŸ ืงืึทื ืกืขืจื ื– ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืฆื™ื™ื˜ ืจื™ื›ื˜ื™ืง ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืคื•ืŸ ื“ื™ ื”ืขื›ืกื˜ืŸ ืฉื˜ืึทืคึผืœ ืึทืคึผื™.

ื“ืขืจ ืคึผืจืึธื‘ืœืขื ืžื™ื˜ ื“ืึธืงืขืจ ืื™ื– ืึทื– (ื‘ื™ื™ึท ืžื™ื ื“ืกื˜ืขืจ) ื˜ื›ื™ืœืขืก, ื“ื™ ืคึผืจื•ื™ืขืงื˜ ื”ืื˜ ืฆื• ื‘ืจื™ื™ื˜ ืฆื™ืœืŸ: ืึทืœืข ืคึฟืึทืจ ื“ื™ ืฆื•ืœื™ื‘ ืคื•ืŸ ืกืึทืœื•ื•ื™ื ื’ ื“ื™ ืงืึทืžืคึผืึทื˜ืึทื‘ื™ืœืึทื˜ื™ ืคึผืจืึธื‘ืœืขื ("ืึทืจื‘ืขื˜ ืื•ื™ืฃ ืžื™ื™ืŸ ืžืึทืฉื™ืŸ") ื ื™ืฆืŸ ืงืึทื ื˜ื™ื™ื ืขืจ ื˜ืขื›ื ืึธืœืึธื’ื™ืข. ื“ืึธืงืขืจ ืื™ื– ื’ืขื•ื•ืขืŸ ืึท ื‘ื™ืœื“ ืคึฟืึธืจืžืึทื˜, ืึท ืจื•ื ื˜ื™ืžืข ืžื™ื˜ ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข ื•ื•ื™ืจื˜ื•ืขืœ ื ืขืฅ, ืึท CLI ื’ืขืฆื™ื™ึทื’, ืึท ื“ื™ื™ืžืึทืŸ ืคืœื™ืกื ื“ื™ืง ื•ื•ื™ ื•ื•ืึธืจืฆืœ ืื•ืŸ ืคื™ืœ ืžืขืจ. ืื™ืŸ ืงื™ื™ืŸ ืคืึทืœ, ื“ืขืจ ื•ื•ืขืงืกืœ ืคื•ืŸ ืึทืจื˜ื™ืงืœืขืŸ ืื™ื– ื’ืขื•ื•ืขืŸ ืžืขืจ ืงืึทื ืคื™ื•ื–ื™ื ื’, ื ื™ื˜ ืฆื• ื“ืขืจืžืึธื ืขืŸ "ืœื™ื™ื˜ื•ื•ื™ื™ื˜ VMs", ืงื’ืจื•ืคึผืก, ื ืึธืžืขืŸ ืกืคึผื™ื™ืกืึทื–, ืคื™ืœืข ื–ื™ื›ืขืจื”ื™ื™ื˜ ื™ืฉื•ื– ืื•ืŸ ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ื’ืขืžื™ืฉื˜ ืžื™ื˜ ื“ื™ ืคึฟืึทืจืงื•ื™ืฃ ืจื•ืคืŸ ืฆื• "ื‘ื•ื™ืขืŸ, ื‘ืึทืคืจื™ื™ึทืขืŸ, ืœื•ื™ืคืŸ ืงื™ื™ืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืขืจื’ืขืฅ".

ื ืงื•ืง ืื•ื™ืฃ ื“ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’

ื•ื•ื™ ืžื™ื˜ ืึทืœืข ื’ื•ื˜ืข ืึทื‘ืกื˜ืจืึทืงืฆื™ืขืก, ืขืก ื ืขืžื˜ ืฆื™ื™ื˜ (ืื•ืŸ ื“ืขืจืคืึทืจื•ื ื’ ืื•ืŸ ื•ื•ื™ื™ื˜ื™ืง) ืฆื• ืฆืขื‘ืจืขื›ืŸ ืคืึทืจืฉื™ื“ืŸ ืคึผืจืึธื‘ืœืขืžืก ืื™ืŸ ืœืึทื“ื–ืฉื™ืงืึทืœ ืฉื™ื›ื˜ืŸ ื•ื•ืึธืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืงืึทืžื‘ื™ื™ื ื“ ืžื™ื˜ ื™ืขื“ืขืจ ืื ื“ืขืจืขืจ. ืฆื•ื ื‘ืึทื“ื•ื™ืขืจืŸ, ืื™ื™ื“ืขืจ ื“ืึธืงืขืจ ืงืขืŸ ื“ืขืจื’ืจื™ื™ื›ืŸ ืขื ืœืขืš ืฆื™ื™ึทื˜ื™ืงื™ื™ึทื˜, ืงื•ื‘ืขืจื ืขื˜ืขืก ืื™ื– ืืจื™ื™ืŸ ืื™ืŸ ื“ื™ ืคืจื™ื™. ืขืก ืžืึธื ืึธืคึผืึธืœื™ื–ื™ืจื˜ ื“ื™ ื›ื™ื™ืคึผ ืฆื™ืงืœ ืึทื–ื•ื™ ืคื™ืœ ืึทื– ืื™ืฆื˜ ืึทืœืขืžืขืŸ ืื™ื– ื˜ืจื™ื™ื ื’ ืฆื• ื”ืึทืœื˜ืŸ ื–ื™ืš ืžื™ื˜ ืขื ื“ืขืจื•ื ื’ืขืŸ ืื™ืŸ ื“ื™ ืงื•ื‘ืขืจื ืขื˜ืขืก ื™ืงืึธื•ืกื™ืกื˜ืึทื, ืื•ืŸ ื“ื™ ืงืึทื ื˜ื™ื™ื ืขืจ ื™ืงืึธื•ืกื™ืกื˜ืึทื ื’ืขื ื•ืžืขืŸ ืึท ืฆื•ื•ื™ื™ื˜ื™ืง ืกื˜ืึทื˜ื•ืก.

Kubernetes ืฉืึทืจืขืก ืคื™ืœืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ื“ื™ ื–ืขืœื‘ืข ืคึผืจืึธื‘ืœืขืžืก ื•ื•ื™ Docker. ืคึฟืึทืจ ืึทืœืข ื“ื™ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ืงื™ืœ ืื•ืŸ ืงืึทืžืคึผืึธื•ื–ืึทื‘ืึทืœ ืึทื‘ืกื˜ืจืึทืงืฆื™ืข, ืกืขืคึผืขืจื™ื™ื˜ื™ื ื’ ืคืึทืจืฉื™ื“ืขื ืข ื˜ืึทืกืงืก ืื™ืŸ ืœื™ื™ึทืขืจืก ื ื™ื˜ ื–ื™ื™ืขืจ ื’ื•ื˜ ืขื ืงืึทืคึผืกืึทืœื™ื™ื˜ื™ื“. ืื™ืŸ ื–ื™ื™ืŸ ื”ืึทืจืฅ, ืขืก ืื™ื– ืึท ืงืึทื ื˜ื™ื™ื ืขืจ ืึธืจืงืขืกื˜ืจืึทื˜ืึธืจ ื•ื•ืึธืก ืœื•ื™ืคื˜ ืงืึทื ื˜ื™ื™ื ืขืจื– ืื•ื™ืฃ ืึท ืงื ื•ื™ืœ ืคื•ืŸ ืคืึทืจืฉื™ื“ืขื ืข ืžืืฉื™ื ืขืŸ. ื“ืึธืก ืื™ื– ืึท ื’ืึทื ืฅ ื ื™ื“ืขืจื™ืง-ืžื“ืจื’ื” ืึทืจื‘ืขื˜, ืึธื ื•ื•ืขื ื“ืœืขืš ื‘ืœื•ื™ื– ืคึฟืึทืจ ืขื ื“ื–ืฉืึทื ื™ืจื– ืึทืคึผืขืจื™ื™ื˜ื™ื ื’ ื“ืขื ืงื ื•ื™ืœ. ืื•ื™ืฃ ื“ื™ ืื ื“ืขืจืข ื”ืึทื ื˜, Kubernetes ืื™ื– ืื•ื™ืš ืึทื‘ืกื˜ืจืึทืงืฆื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ื”ืขื›ืกื˜ืŸ ืฉื˜ืึทืคึผืœ, ืึท CLI ื’ืขืฆื™ื™ึทื’ ื•ื•ืึธืก ื™ื•ื–ืขืจื– ื™ื ื˜ืขืจืึทืงื˜ ืžื™ื˜ ื“ื•ืจืš YAML.

ื“ืึธืงืขืจ ืื™ื– (ืื•ืŸ ื ืึธืš ืื™ื–) ืงื™ืœ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ื’ืขืฆื™ื™ึทื’, ื˜ืจืึธืฅ ืึทืœืข ื–ื™ื™ึทืŸ ืฉืึธืจื˜ืงืึธืžื™ื ื’ืก. ืื™ืŸ ืึทืŸ ืคึผืจื•ื•ื•ืŸ ืฆื• ื”ืึทืœื˜ืŸ ื–ื™ืš ืžื™ื˜ ืึทืœืข ื“ื™ "ื”ืึธื–" ืื™ืŸ ืึทืžืึธืœ, ื–ื™ื™ึทืŸ ื“ืขื•ื•ืขืœืึธืคึผืขืจืก ื’ืขืจืื˜ืŸ ืฆื• ื™ื ืกื˜ืจื•ืžืขื ื˜ ืจื™ื›ื˜ื™ืง ืึทื‘ืกื˜ืจืึทืงืฆื™ืข ืื•ื™ืฃ ื“ื™ ื”ืขื›ืกื˜ืŸ ืฉื˜ืึทืคึผืœ. ืžื™ื˜ ืึทื‘ืกื˜ืจืึทืงืฆื™ืข ืื•ื™ืฃ ื“ื™ ื”ืขื›ืกื˜ืŸ ืฉื˜ืึทืคึผืœ ืื™ืš ืžื™ื™ื ืขืŸ ืึท ืกื•ื‘ืกืขื˜ ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ื•ื•ืึธืก ื“ื™ ืฆื™ืœ ื•ื™ืœืขื (ืื™ืŸ ื“ืขื ืคืึทืœ, ื“ืขื•ื•ืขืœืึธืคึผืขืจืก ื•ื•ืึธืก ืคืืจื‘ืจืื›ื˜ ืจื•ื‘ึฟ ืคื•ืŸ ื–ื™ื™ืขืจ ืฆื™ื™ื˜ ืื™ืŸ ื–ื™ื™ืขืจ ื”ื™ื’ืข ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ื™ื ื•ื•ื™ื™ืจืึทื ืžืึทื ืฅ) ื–ืขื ืขืŸ ื˜ืึทืงืข ืื™ื ื˜ืขืจืขืกื™ืจื˜ ืื™ืŸ ืื•ืŸ ื•ื•ืึธืก ื’ืขืืจื‘ืขื˜ ื’ืจื•ื™ืก ืื•ื™ืก ืคื•ืŸ ื“ื™ ืงืขืกื˜ืœ.

Dockerfile ืื•ืŸ CLI ื ื•ืฆืŸ docker ื–ืึธืœ ื–ื™ื™ืŸ ืึท ื‘ื™ื™ืฉืคึผื™ืœ ืคื•ืŸ ื•ื•ื™ ืฆื• ื‘ื•ื™ืขืŸ ืึท ื’ื•ื˜ "ื”ืขื›ืกื˜ืŸ ืžื“ืจื’ื” ื‘ืึทื ื™ืฆืขืจ ื“ืขืจืคืึทืจื•ื ื’". ืึท ืคึผืจืึธืกื˜ ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืงืขื ืขืŸ ืึธื ื”ื™ื™ื‘ืŸ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ื“ืึธืงืขืจ ืึธืŸ ื•ื•ื™ืกืŸ ืขืคึผืขืก ื•ื•ืขื’ืŸ ื“ื™ ื™ื ื˜ืจืึทืงืึทืกื™ื– ื™ืžืคึผืœืึทืžืึทื ืฅ ื•ื•ืึธืก ื‘ื™ื™ืฉื˜ื™ื™ืขืจืŸ ืฆื• ืึทืคึผืขืจื™ื™ืฉืึทื ืึทืœ ื“ืขืจืคืึทืจื•ื ื’ืึทื–ืึท ื•ื•ื™ ื ืึธืžืขืŸ ืกืคึผื™ื™ืกืึทื–, ืงื’ืจื•ืคึผืก, ื–ื›ึผืจื•ืŸ ืื•ืŸ ืงืคึผื• ืœื™ืžืึทืฅ, ืขื˜ืง. ืœืขืกืึธืฃ, ืฉืจื™ื™ื‘ืŸ ืึท Dockerfile ืื™ื– ื ื™ืฉื˜ ืคื™ืœ ืึทื ื“ืขืจืฉ ืคื•ืŸ ืฉืจื™ื™ื‘ืŸ ืึท ืฉืึธืœ ืฉืจื™ืคื˜.

Kubernetes ืื™ื– ื‘ื“ืขื” ืคึฟืึทืจ ืคืึทืจืฉื™ื“ืขื ืข ืฆื™ืœ ื’ืจื•ืคึผืขืก:

  • ืงื ื•ื™ืœ ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ืึธืจืก;
  • ื•ื•ื™ื™ื›ื•ื•ืืจื’ ืขื ื“ื–ืฉืึทื ื™ืจื– ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ ื™ืฉื•ื–, ื™ืงืกืคึผืึทื ื“ื™ื ื’ ื“ื™ ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื– ืคื•ืŸ Kubernetes ืื•ืŸ ืฉืึทืคึฟืŸ ืคึผืœืึทื˜ืคืึธืจืžืก ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืขืก;
  • ืกื•ืฃ ื ื™ืฆืขืจืก ื™ื ื˜ืขืจืึทืงื˜ื™ื ื’ ืžื™ื˜ Kubernetes ื“ื•ืจืš kubectl.

Kubernetes ืก "ืื™ื™ืŸ ืึทืคึผื™ ืคื™ืฅ ืึทืœืข" ืฆื•ื’ืึทื ื’ ื’ื™ื˜ ืึท ื ื™ื˜ ื’ืขื ื•ื’ื™ืง ืขื ืงืึทืคึผืกืึทืœื™ื™ื˜ื™ื“ "ื‘ืึทืจื’ ืคื•ืŸ ืงืึทืžืคึผืœืขืงืกื™ื˜ื™" ืึธืŸ ื’ื™ื™ื“ืึทื ืก ื•ื•ื™ ืฆื• ื•ื•ืึธื’ ืขืก. ืึทืœืข ื“ืขื ืคื™ืจื˜ ืฆื• ืึท ืื•ืžื’ืขืจืขื›ื˜ ืคึผืจืึธื•ื˜ืจืึทืงื˜ื™ื“ ืœืขืจื ืขืŸ ื˜ืจื™ื™ึทืขืงื˜ืึธืจื™ืข. ื•ื•ื™ ืฉืจื™ื™ื‘ื˜ ืึทื“ืึทื ื™ืขืงื‘, "ื“ืึธืงืงืขืจ ื’ืขื‘ืจืื›ื˜ ืึท ื˜ืจืึทื ืกืคืึธืจืžืึทื˜ื™ื•ื• ื‘ืึทื ื™ืฆืขืจ ื“ืขืจืคืึทืจื•ื ื’ ื•ื•ืึธืก ืื™ื– ืงื™ื™ื ืžืึธืœ ืกืึทืคึผืจื™ื™ื–ื“. ืคืจืขื’ืŸ ื•ื•ืขืจ ืขืก ื™ื– ื•ื•ืึธืก ื ื™ืฆื˜ ืึท K8 ืก ืื•ื™ื‘ ื–ื™ื™ ื•ื•ื™ื ื˜ืฉืŸ ืขืก ืึทืจื‘ืขื˜ ื•ื•ื™ ื–ื™ื™ืขืจ ืขืจืฉื˜ืขืจ docker run. ื“ืขืจ ืขื ื˜ืคืขืจ ื•ื•ืขื˜ ื–ื™ื™ืŸ ื™ืึธ ":

ื ืงื•ืง ืื•ื™ืฃ ื“ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืœืขืฆื˜ืข ื™ืึธืจืฆืขื ื“ืœื™ื ื’

ืื™ืš ื•ื•ืึธืœื˜ ื˜ื™ื™ึทื ืขืŸ ืึทื– ืจื•ื‘ึฟ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ื”ื™ื™ึทื ื˜ ืื™ื– ืฆื• ื ื™ื“ืขืจื™ืง-ืžื“ืจื’ื” (ืื•ืŸ ื“ืขืจื™ื‘ืขืจ ื’ืขืจืขื›ื ื˜ ื•ื•ื™ "ืฆื• ืงืึธืžืคึผืœื™ืฆื™ืจื˜"). Kubernetes ืื™ื– ื™ืžืคึผืœืึทืžืขื ืึทื“ ืื•ื™ืฃ ืึท ืคืขืจืœื™ ื ื™ื“ืขืจื™ืง ืžื“ืจื’ื”. ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจื™ื™ืกื™ื ื’ ืื™ืŸ ื–ื™ื™ึทืŸ ืงืจืึทื ื˜ ืคืึธืจืขื (ืึท ืคึผืœืึทืฅ ืคื•ืŸ ืกืคึผืึทื ืก ืกื˜ื™ื˜ืฉื˜ ืฆื•ื–ืึทืžืขืŸ ืฆื• ืคืึธืจืขื ืึท ื˜ืจืึทืกืขื•ื•ื™ืขื•ื•) ืื™ื– ืื•ื™ืš ื™ืžืคึผืœืึทืžืขื ืึทื“ ืื•ื™ืฃ ืึท ืฆื• ื ื™ื“ืขืจื™ืง ืžื“ืจื’ื”. ื“ืขื•ื•ืขืœืึธืคึผืขืจ ืžื›ืฉื™ืจื™ื ื•ื•ืึธืก ื™ื ืกื˜ืจื•ืžืขื ื˜ ื“ื™ "ื”ืขื›ืกื˜ืŸ ืึทื‘ืกื˜ืจืึทืงืฆื™ืขืก" ื˜ืขื ื“ ืฆื• ื–ื™ื™ืŸ ื“ื™ ืžืขืจืกื˜ ื’ืขืจืึธื˜ืŸ. ื“ื™ ืžืกืงื ื ืื™ื– ืืžืช ืื™ืŸ ืึท ื—ื™ื“ื•ืฉ ื ื•ืžืขืจ ืคื•ืŸ ืงืึทืกืขืก (ืื•ื™ื‘ ื“ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืื™ื– ืฆื• ืงืึธืžืคึผืœื™ืฆื™ืจื˜ ืึธื“ืขืจ ืฉื•ื•ืขืจ ืฆื• ื ื•ืฆืŸ, ื“ื™ "ื”ืขื›ืกื˜ืŸ ืžื“ืจื’ื” ืึทืคึผื™ / ื•ื™" ืคึฟืึทืจ ื“ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืื™ื– ื ืึธืš ืฆื• ื–ื™ื™ืŸ ื“ื™ืกืงืึทื•ื•ืขืจื“).

ืจืขื›ื˜ ืื™ืฆื˜, ื“ื™ ื•ื•ืึธืœืงืŸ ื’ืขื‘ื•ื™ืจืŸ ื™ืงืึธื•ืกื™ืกื˜ืึทื ืื™ื– ืงืึทื ืคื™ื•ื–ื™ื ื’ ืจืขื›ื˜ ืฆื• ื–ื™ื™ืŸ ื ื™ื“ืขืจื™ืง-ืžื“ืจื’ื” ืคืึธืงื•ืก. ื•ื•ื™ ืึทืŸ ืื™ื ื“ื•ืกื˜ืจื™ืข, ืžื™ืจ ืžื•ื–ืŸ ื›ื™ื“ืขืฉ, ืขืงืกืคึผืขืจื™ืžืขื ื˜, ืื•ืŸ ื“ืขืจืฆื™ืขืŸ ื•ื•ื™ ื“ื™ ืจืขื›ื˜ ืžื“ืจื’ื” ืคื•ืŸ "ืžืึทืงืกื™ืžื•ื, ื”ืขื›ืกื˜ืŸ ืึทื‘ืกื˜ืจืึทืงืฆื™ืข" ืงื•ืงื˜ ื•ื•ื™.

ืจืขื˜ืึทื™ืœ ื”ืึทื ื“ืœ

ืื™ืŸ ื“ื™ 2010 ืก, ื“ื™ ื“ื™ื’ื™ื˜ืึทืœ ืจืขื˜ืึทื™ืœ ื“ืขืจืคืึทืจื•ื ื’ ืคืืจื‘ืœื™ื‘ืŸ ืœืึทืจื’ืขืœื™ ืึทื ื˜ืฉื™ื™ื ื“ื–ืฉื“. ืื•ื™ืฃ ื“ื™ ืื™ื™ืŸ ื”ืึทื ื˜, ื“ื™ ื™ื– ืคื•ืŸ ืึธื ืœื™ื™ืŸ ืฉืึทืคึผื™ื ื’ ื–ืึธืœ ื”ืึธื‘ืŸ ืฉืœืึธื’ืŸ ื˜ืจืื“ื™ืฆื™ืื ืขืœืŸ ืœืึทื›ืึธื“ื™ืž ืกื˜ืึธืจื–, ืื•ื™ืฃ ื“ื™ ืื ื“ืขืจืข ื”ืึทื ื˜, ืึธื ืœื™ื™ืŸ ืฉืึทืคึผื™ื ื’ ืื™ื– ืคืึทื ื“ืึทืžืขื ื˜ืึทืœื™ ืคืืจื‘ืœื™ื‘ืŸ ื›ึผืžืขื˜ ืึทื ื˜ืฉื™ื™ื ื“ื–ืฉื“ ืื™ืŸ ืึท ื™ืึธืจืฆืขื ื“ืœื™ื ื’.

ื›ืึธื˜ืฉ ืื™ืš ื”ืึธื‘ืŸ ืงื™ื™ืŸ ืกืคึผืขืฆื™ืคื™ืฉ ื’ืขื“ืื ืงืขืŸ ื•ื•ืขื’ืŸ ื•ื•ื™ ื“ื™ ื™ื ื“ืึทืกื˜ืจื™ ื•ื•ืขื˜ ื™ื•ื•ืึทืœื•ื• ืื™ืŸ ื“ื™ ื•ื•ื™ื™ึทื˜ืขืจ ื™ืึธืจืฆืขื ื“ืœื™ื ื’, ืื™ืš ื•ื•ืึธืœื˜ ื–ื™ื™ืŸ ื–ื™ื™ืขืจ ื“ื™ืกืึทืคึผื•ื™ื ื™ื“ ืื•ื™ื‘ ืžื™ืจ ืงืจืึธื ืื™ืŸ 2030 ื“ื™ ื–ืขืœื‘ืข ื•ื•ืขื’ ืžื™ืจ ื˜ืึธืŸ ืื™ืŸ 2020.

ื–ืฉื•ืจื ืืœื™ืกื˜ื™ืง

ืื™ืš ื‘ื™ืŸ ื™ื ืงืจื™ืกื™ื ื’ืœื™ ื“ื™ืกื™ืœื•ื–ืฉืึทื ื“ ืžื™ื˜ ื“ื™ ืฉื˜ืึทื˜ ืคื•ืŸ ื’ืœืื‘ืืœืข ื–ืฉื•ืจื ืืœื™ืกื˜ื™ืง. ืขืก ื•ื•ืขืจื˜ ื™ื ืงืจื™ืกื™ื ื’ืœื™ ืฉื•ื•ืขืจ ืฆื• ื’ืขืคึฟื™ื ืขืŸ ืึทื ื‘ื™ื™ืึทืกื˜ ื ื™ื™ึทืขืก ืงื•ื•ืืœืŸ ื•ื•ืึธืก ื‘ืึทืจื™ื›ื˜ ืึธื‘ื™ืขืงื˜ื™ื•ื• ืื•ืŸ ืžืึทื˜ื™ืงื™ืึทืœืึทืกืœื™. ื–ื™ื™ืขืจ ืึธืคื˜ ืื™ื– ื“ื™ ืฉื•ืจื” ืฆื•ื•ื™ืฉืŸ ื“ื™ ื ื™ื™ึทืขืก ื–ื™ืš ืื•ืŸ ืžื™ื™ื ื•ื ื’ืขืŸ ื•ื•ืขื’ืŸ ืื™ื ื‘ืœืขืจื“. ื•ื•ื™ ืึท ื”ืขืจืฉืŸ, ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืื™ื– ื“ืขืจืœืื ื’ื˜ ืื™ืŸ ืึท ื‘ื™ื™ืึทืกื˜ ืฉื˜ื™ื™ื’ืขืจ. ื“ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ืืžืช ืื™ืŸ ืขื˜ืœืขื›ืข ืœืขื ื“ืขืจ ื•ื•ื• ื”ื™ืกื˜ืึธืจื™ืฉ ืขืก ืื™ื– ืงื™ื™ืŸ ืฆืขืฉื™ื™ื“ื•ื ื’ ืฆื•ื•ื™ืฉืŸ ื ื™ื™ึทืขืก ืื•ืŸ ืžื™ื™ื ื•ื ื’. ืื™ืŸ ืึท ืคืจื™ืฉ ืึทืจื˜ื™ืงืœ ืืจื•ื™ืก ื ืึธืš ื“ื™ ืœืขืฆื˜ืข ื•ืง ืึทืœื’ืขืžื™ื™ื ืข ื•ื•ืึทืœืŸ, Alan Rusbridger, ืขืจืฉื˜ืข ืจืขื“ืึทืงื˜ืึธืจ ืคื•ืŸ ื“ื™ ื’ืึทืจื“ื™ืึทืŸ, ืฉืจื™ื™ื‘ื˜:

ื“ืขืจ ืขื™ืงืจ ืื™ื–, ืึทื– ืื™ืš ื”ืึธื‘ ืœืึทื ื’ืข ื™ืึธืจืŸ ื’ืขืงื•ืงื˜ ืื™ืŸ ื“ื™ ืึทืžืขืจื™ืงืึทื ืขืจ ืฆืฒึทื˜ื•ื ื’ืขืŸ, ืื•ืŸ ื”ืึธื‘ ืฆืขืจ ื’ืขื”ืึทื˜ ืื•ื™ืฃ ืžืฒึทื ืข ืงืึธืœืขื’ืขืก ื“ืึธืจื˜ืŸ, ื•ื•ืึธืก ื–ืขื ืขืŸ ืึทืœื™ื™ืŸ ื’ืขื•ื•ืขืŸ ืคึฟืึทืจืึทื ื˜ื•ื•ืึธืจื˜ืœืขื›ืงื™ื™ื˜ ืคึฟืึทืจ ื“ื™ ื ืฒึทืขืก, ืื™ื‘ืขืจืœืึธื–ื ื“ื™ืง ื“ืขื ืงืึธืžืขื ื˜ืึทืจ ืฆื• ื’ืึธืจ ืึทื ื“ืขืจืข ืžืขื ื˜ืฉืŸ. ืึธื‘ืขืจ, ืžื™ื˜ ื“ืขืจ ืฆื™ื™ื˜, ื“ื™ ืฉืึธื“ ืื™ื– ื’ืขื•ื•ืืจืŸ ืงื ืื”. ืื™ืš ืื™ืฆื˜ ื˜ืจืึทื›ื˜ืŸ ืึทื– ืึทืœืข ื‘ืจื™ื˜ื™ืฉ ื ืืฆื™ืื ืืœืข ืฆื™ื™ื˜ื•ื ื’ืขืŸ ื–ืึธืœ ืฆืขื˜ื™ื™ืœืŸ ื–ื™ื™ืขืจ ืคึฟืึทืจืึทื ื˜ื•ื•ืึธืจื˜ืœืขื›ืงื™ื™ื˜ ืคึฟืึทืจ ื ื™ื™ึทืขืก ืคื•ืŸ ื–ื™ื™ืขืจ ืคึฟืึทืจืึทื ื˜ื•ื•ืึธืจื˜ืœืขื›ืงื™ื™ื˜ ืคึฟืึทืจ ืงืึธืžืขื ื˜ืึทืจ. ืฆื•ื ื‘ืึทื“ื•ื™ืขืจืŸ, ืขืก ืื™ื– ืฆื• ืฉื•ื•ืขืจ ืคึฟืึทืจ ื“ื™ ื“ื•ืจื›ืฉื ื™ื˜ืœืขืš ืœื™ื™ืขื ืขืจ - ืกืคึผืขืฆื™ืขืœ ืึธื ืœื™ื™ืŸ ืœื™ื™ืขื ืขืจ - ืฆื• ื“ืขืจืงืขื ืขืŸ ื“ื™ ื—ื™ืœื•ืง.

ื’ืขื’ืขื‘ืŸ ื“ื™ ื’ืึทื ืฅ ืกืึธืคืขืงื“ื™ืง ืฉืขื ืคื•ืŸ ืกื™ืœื™ืงืึธืŸ ื•ื•ืึทืœื™ ื•ื•ืขืŸ ืขืก ืงื•ืžื˜ ืฆื• ืขื˜ื™ืงืก, ืื™ืš ื•ื•ืึธืœื˜ ืงื™ื™ื ืžืึธืœ ืฆื•ื˜ืจื•ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืฆื• "ืจืขื•ื•ืึทืœื•ืฉืึทื ื™ื™ื–" ื–ืฉื•ืจื ืืœื™ืกื˜ื™ืง. ื“ืึธืก ืื™ื– ื’ืขื–ืึธื’ื˜, ืื™ืš (ืื•ืŸ ืคื™ืœืข ืคื•ืŸ โ€‹โ€‹ืžื™ื™ืŸ ืคืจืขื ื“ื–) ื•ื•ืึธืœื˜ ื–ื™ื™ืŸ ืฆื•ืคืจื™ื“ืŸ ืื•ื™ื‘ ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืึทืŸ ื™ืžืคึผืึทืจืฉืึทืœ, ื“ื™ืกื™ื ื˜ืขืจืึทืกื˜ื™ื“ ืื•ืŸ ื˜ืจืึทืกื˜ื•ื•ืขืจื“ื™ ื ื™ื™ึทืขืก ืžืงื•ืจ. ื›ืึธื˜ืฉ ืื™ืš ื”ืึธื‘ืŸ ืงื™ื™ืŸ ื’ืขื“ืึทื ืง ื•ื•ื™ ืึทื–ืึท ืึท ืคึผืœืึทื˜ืคืึธืจืžืข ืงืขืŸ ืงื•ืงืŸ ื•ื•ื™, ืื™ืš ื‘ื™ืŸ ื–ื™ื›ืขืจ ืึทื– ืื™ืŸ ืึท ืชืงื•ืคื” ื•ื•ืึธืก ื“ื™ ืืžืช ื•ื•ืขืจื˜ ื™ื ืงืจื™ืกื™ื ื’ืœื™ ืฉื•ื•ืขืจ ืฆื• ื“ืขืจืงืขื ืขืŸ, ื“ื™ ื ื•ื™ื˜ ืคึฟืึทืจ ืขืจืœืขืš ื–ืฉื•ืจื ืืœื™ืกื˜ื™ืง ืื™ื– ื’ืจืขืกืขืจ ื•ื•ื™ ืืœืฅ.

ืกืืฆื™ืืœ ื ืขื˜ื•ื•ืึธืจืงืก

ืกืืฆื™ืืœ ืžืขื“ื™ืข ืื•ืŸ ืงื”ืœ ื ื™ื™ึทืขืก ืคึผืœืึทื˜ืคืึธืจืžืก ื–ืขื ืขืŸ ื“ื™ ืขืจืฉื˜ื™ืง ืžืงื•ืจ ืคื•ืŸ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืคึฟืึทืจ ืคื™ืœืข ืžืขื ื˜ืฉืŸ ืึทืจื•ื ื“ื™ ื•ื•ืขืœื˜, ืื•ืŸ ื“ื™ ืคืขืœืŸ ืคื•ืŸ ืึทืงื™ืขืจืึทืกื™ ืื•ืŸ ื•ืžื›ื™ื™ืฉืขืง ืคื•ืŸ ืขื˜ืœืขื›ืข ืคึผืœืึทื˜ืคืึธืจืžืก ืฆื• ื˜ืึธืŸ ืืคื™ืœื• ื™ืงืขืจื“ื™ืง ืคืึทืงื˜ ืงืึธื ื˜ืจืึธืœื™ืจื•ื ื’ ื”ืื˜ ื’ืขืคึฟื™ืจื˜ ืฆื• ื“ื™ื–ืึทืกื˜ืจืึทืก ืคืืœื’ืŸ ืึทื–ืึท ื•ื•ื™ ื’ืขื ืึธืฆื™ื“, ื•ื•ืึทืœืŸ ื™ื ื˜ืขืจืคื™ืจืึทื ืก, ืื•ืŸ ืžืขืจ. .

ืกืืฆื™ืืœ ืžื™ื“ื™ืึท ืื™ื– ืื•ื™ืš ื“ื™ ืžืขืจืกื˜ ืฉื˜ืึทืจืง ืžืขื“ื™ืข ื’ืขืฆื™ื™ึทื’ ื•ื•ืึธืก ื”ืื˜ ืืœืฅ ืขืงืกื™ืกื˜ื™ืจื˜. ื–ื™ื™ ื”ืึธื‘ืŸ ืจืึทื“ื™ืงืึทืœืœื™ ื’ืขื‘ื™ื˜ืŸ ืคึผืึธืœื™ื˜ื™ืฉ ืคื™ืจ. ื–ื™ื™ ื”ืึธื‘ืŸ ื’ืขื‘ื™ื˜ืŸ ื“ื™ ื’ืึทื ืฆืข. ื–ื™ื™ ื’ืขื‘ื™ื˜ืŸ ืงื ืึทืœ ืงื•ืœื˜ื•ืจ (ืœืžืฉืœ, ื“ืขืจ ื”ื•ื™ืคึผื˜ ืฆื•ืฉื˜ื™ื™ึทืขืจ ืฆื• ื“ืขืจ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืคื•ืŸ ื“ื™ ืึทื–ื•ื™ ื’ืขืจื•ืคืขื ืข ื‘ืึธื˜ืœ ืžืึทื›ืŸ ืงื•ืœื˜ื•ืจ [ืงื•ืœื˜ื•ืจืŸ ืคื•ืŸ ืึธืกื˜ืจืึทืกื™ื–ืึทื - ืึทืคึผืคึผืจืึธืงืก. ืื™ื‘ืขืจื–ืขืฆื•ื ื’] ื’ืขื–ืขืœืฉืึทืคื˜ืœืขืš ื ืขื˜ื•ื•ืึธืจืงืก ื‘ื™ื™ืฉื˜ื™ื™ืขืจืŸ). ืงืจื™ื˜ื™ืงืก ื˜ืขื ื”ืŸ ืึทื– ื’ืขื–ืขืœืฉืึทืคื˜ืœืขืš ืžื™ื“ื™ืึท ืื™ื– ืคึผืจืึธื•ื•ืขืŸ ืฆื• ื–ื™ื™ืŸ ืคืจื•ื›ื˜ื‘ืึทืจ ืขืจื“ ืคึฟืึทืจ ื’ื™ืš ืื•ืŸ ืงืึทืคึผืจื™ื–ื™ืง ืขื ื“ืขืจื•ื ื’ืขืŸ ืื™ืŸ ืžืึธืจืึทืœื™ืฉ ื•ื•ืึทืœื•ืขืก, ืึธื‘ืขืจ ืขืก ื”ืื˜ ืื•ื™ืš ืฆื•ื’ืขืฉื˜ืขืœื˜ ืžื™ื˜ื’ืœื™ื“ืขืจ ืคื•ืŸ ืžืึทืจื“ื–ืฉืึทื ืึทืœื™ื™ื–ื“ ื’ืจื•ืคึผืขืก ืžื™ื˜ ื“ื™ ื’ืขืœืขื’ื ื”ื™ื™ื˜ ืฆื• ืึธืจื’ืึทื ื™ื–ื™ืจืŸ ืื™ืŸ ื•ื•ืขื’ืŸ ื•ื•ืึธืก ื–ื™ื™ ืงื™ื™ื ืžืึธืœ ื”ืึธื‘ืŸ ืคืจื™ืขืจ. ืื™ืŸ ืขืกืึทื ืก, ื’ืขื–ืขืœืฉืึทืคื˜ืœืขืš ืžื™ื“ื™ืึท ื”ืื˜ ื’ืขื‘ื™ื˜ืŸ ื“ื™ ื•ื•ืขื’ ืžืขื ื˜ืฉืŸ ื™ื‘ืขืจื’ืขื‘ืŸ ืื•ืŸ ืื•ื™ืกื“ืจื™ืงืŸ ื–ื™ืš ืื™ืŸ ื“ื™ 21 ื™ืึธืจื”ื•ื ื“ืขืจื˜.

ืึธื‘ืขืจ, ืื™ืš ืื•ื™ืš ื’ืœื•ื™ื‘ืŸ ืึทื– ื’ืขื–ืขืœืฉืึทืคื˜ืœืขืš ืžื™ื“ื™ืึท ื‘ืจืขื ื’ื˜ ื“ื™ ืขืจื’ืกื˜ ืžืขื ื˜ืฉ ื™ืžืคึผืึทืœืกื™ื–. ื‘ืึทื˜ืจืึทื›ื˜ื•ื ื’ ืื•ืŸ ืคืึทืจื˜ืจืึทื›ื˜ืงื™ื™ื˜ ื–ืขื ืขืŸ ืึธืคื˜ ืึธืคึผื’ืขืœืึธื–ืŸ ืื™ืŸ ื˜ื•ื™ื•ื•ืข ืคื•ืŸ โ€‹โ€‹ืคึผืึธืคึผื•ืœืึทืจื™ื˜ืขื˜, ืื•ืŸ ืขืก ื•ื•ืขืจื˜ ื›ึผืžืขื˜ ืื•ืžืžืขื’ืœืขืš ืฆื• ืื•ื™ืกื“ืจื™ืงืŸ ืจื™ื–ืึทื ื“ื™ื“ ื“ื™ืกืึทื’ืจื™ืžืึทื ืฅ ืžื™ื˜ ื–ื™ื›ืขืจ ืžื™ื™ื ื•ื ื’ืขืŸ ืื•ืŸ ืฉื˜ืขืœืขืก. ืคึผืึธืœืึทืจื™ื–ืึทื˜ื™ืึธืŸ ืึธืคื˜ ื‘ืึทืงื•ืžืขืŸ ืื•ื™ืก ืคื•ืŸ ืงืึธื ื˜ืจืึธืœ, ืจื™ื–ืึทืœื˜ื™ื ื’ ืื™ืŸ ื“ืขืจ ืฆื™ื‘ื•ืจ ืคืฉื•ื˜ ื ื™ืฉื˜ ื”ืขืจืŸ ื™ื—ื™ื“ ืžื™ื™ื ื•ื ื’ืขืŸ ื‘ืฉืขืช ืึทื‘ืกืึธืœื•ื˜ื™ืกืฅ ืงืึธื ื˜ืจืึธืœื™ืจืŸ ื™ืฉื•ื– ืคื•ืŸ ืึธื ืœื™ื™ืŸ ืขื˜ื™ืงืขื˜ ืื•ืŸ ืึทืงืกืขืคึผื˜ืึทื‘ื™ืœื™ื˜ื™.

ืื™ืš ื•ื•ื•ื ื“ืขืจ ืื•ื™ื‘ ืขืก ืื™ื– ืžืขื’ืœืขืš ืฆื• ืฉืึทืคึฟืŸ ืึท "ื‘ืขืกืขืจ" ืคึผืœืึทื˜ืคืึธืจืžืข ื•ื•ืึธืก ืคึผืจืึทืžืึธื•ืฅ ื‘ืขืกืขืจ ืงื•ื•ืึทืœื™ื˜ืขื˜ ื“ื™ืกืงื•ืกื™ืขืก? ื ืึธืš ืึทืœืข, ืขืก ืื™ื– ื•ื•ืึธืก ื“ืจื™ื™ื•ื•ื– "ื‘ืึทืฉื˜ืขืœื•ื ื’" ื•ื•ืึธืก ืึธืคื˜ ื‘ืจืขื ื’ื˜ ื“ื™ ื”ื•ื™ืคึผื˜ ื ื•ืฅ ืฆื• ื“ื™ ืคึผืœืึทื˜ืคืึธืจืžืก. ื•ื•ื™ ืฉืจื™ื™ื‘ื˜ ืงืึทืจืึท ืกื•ื•ื™ืฉืขืจ ืื™ืŸ ื“ื™ New York Times:

ืขืก ืื™ื– ืžืขื’ืœืขืš ืฆื• ืึทื ื˜ื•ื•ื™ืงืœืขืŸ ื“ื™ื’ื™ื˜ืึทืœ ื™ื ื˜ืขืจืึทืงืฉืึทื ื– ืึธืŸ ืคึผืจืึทื•ื•ืึธื•ืงื™ื ื’ ื”ืึทืก ืื•ืŸ ื™ื ื˜ืึทืœืขืจืึทื ืก. ื“ื™ ืกื™ื‘ื” ื•ื•ืึธืก ืจื•ื‘ึฟ ื’ืขื–ืขืœืฉืึทืคื˜ืœืขืš ืžื™ื“ื™ืึท ื–ื™ื™ื˜ืœืขืš ื•ื™ืกืงื•ืžืขืŸ ืึทื–ื•ื™ ื˜ืึทืงืกื™ืง ืื™ื– ื•ื•ื™ื™ึทืœ ื–ื™ื™ ื–ืขื ืขืŸ ื’ืขื‘ื•ื™ื˜ ืคึฟืึทืจ ื’ื™ื›ืงื™ื™ึทื˜, ื•ื•ื™ืจืึทืœื™ื˜ื™ ืื•ืŸ ื•ืคืžืขืจืงื–ืึทืžืงื™ื™ื˜, ืืœื ื•ื•ื™ ืื™ื ื”ืึทืœื˜ ืื•ืŸ ืึทืงื™ืขืจืึทืกื™.

ืขืก ื•ื•ืึธืœื˜ ื–ื™ื™ืŸ ื˜ืึทืงืข ื ืขื‘ืขืš ืื•ื™ื‘, ืื™ืŸ ืึท ืคึผืึธืจ ืคื•ืŸ ื™ืึธืจืฆืขื ื“ืœื™ื ื’, ื“ื™ ื‘ืœื•ื™ื– ืœืขื’ืึทื˜ ืคื•ืŸ ื’ืขื–ืขืœืฉืึทืคื˜ืœืขืš ืžื™ื“ื™ืึท ืื™ื– ื’ืขื•ื•ืขืŸ ื“ื™ ื™ืจืึธื•ื–ืฉืึทืŸ ืคื•ืŸ ื ื•ืึทื ืก ืื•ืŸ ืฆื•ื ืขืžืขืŸ ืื™ืŸ ืฆื™ื‘ื•ืจ ื“ื™ืกืงืึธืจืก.

ืคึผืก ืคื•ืŸ ืื™ื‘ืขืจื–ืขืฆืขืจ

ืœื™ื™ืขื ืขืŸ ืื•ื™ืš ืื•ื™ืฃ ืื•ื ื“ื–ืขืจ ื‘ืœืึธื’:

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’