ื”ื™ื˜ ืคึผืœืึทืฅ ืคื•ืŸ ืฉื•ื•ืขืจ ืคืึธืจ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™

ื•ื•ืขืŸ ืžื™ืจ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™, ืžืขื ื˜ืฉืŸ ื˜ืจืึทื›ื˜ืŸ ืคื•ืŸ ื˜ืขืจืขืจืึทืกืฅ, ืคึผืขื“ืึธืคื™ืœืขืก, ืกืคึผื™ืขืก ืึธื“ืขืจ, ืื™ืŸ ื‘ืขืกื˜ืขืจ, ืงืจื™ืคึผื˜ืึธืึทื ืึทืจื˜ืฉื™ืกืฅ ืื•ืŸ ืื ื“ืขืจืข ืกื™ื™ืึทื ื˜ื™ืก. ืื•ืŸ ื˜ืึทืงืข, ื•ื•ืขืจ ืึทื ื“ืขืจืฉ ืงืขืŸ ื“ืึทืจืคึฟืŸ ื‘ืึทื”ืึทืœื˜ืŸ ืขืคึผืขืก ืคื•ืŸ ื“ืจื•ื™ืกื ื“ื™ืงืข ืื•ื™ื’ืŸ? ื•ื•ืึธืก ืงืขืŸ ื–ื™ื™ืŸ ื“ื™ ื ื•ืฅ ืคื•ืŸ ื“ืขื ืฆื• ืึท ืคึผืจืึธืกื˜ ืžืขื ื˜ืฉ?

ืขืก ื˜ื•ืจื ืก ืื•ื™ืก ืึทื– ืขืก ืื™ื– ืื™ื™ืŸ. ืึทื– ืื™ื– ื•ื•ืึธืก ื”ื™ื™ึทื ื˜ ืžื™ืจ ื•ื•ืขืœืŸ ืงืึธืžืคึผืจืขืก ื“ืึทื˜ืŸ ืžื™ื˜ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™ ืžืขื˜ื”ืึธื“ืก. ืื•ืŸ ืื™ืŸ ื“ื™ ืกื•ืฃ, ื“ืขืจ ืœื™ื™ืขื ืขืจ ื•ื•ืขื˜ ืืคื™ืœื• ืงืขื ืขืŸ ืฆื• ื ื•ืฆืŸ ื–ื™ื™ืŸ ื˜ื™ื™ึทืขืจ ืคืึธื˜ืึธ ืึทืจืงื™ื™ื•ื•ื– ืื™ืŸ JPEG ืฆื• ืคืึทืจื’ืจืขืกืขืจืŸ ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ืคืจื™ื™ ื’ื™ื’ืื‘ื™ื™ื˜ ืื•ื™ืฃ ื“ื™ ื˜ืขืงืข ืกื™ืกื˜ืขื.

ื”ื™ื˜ ืคึผืœืึทืฅ ืคื•ืŸ ืฉื•ื•ืขืจ ืคืึธืจ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™

ื•ื•ืึธืก?

ืื•ื™ื‘ ื“ืขืจ ืœื™ื™ืขื ืขืจ ื’ืขื“ืขื ืงื˜, ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™ ืื™ื– ืึทื–ืึท ืžืึธื“ื ืข ืึทืœื’ืขืจื™ื“ืึทืžื– ื•ื•ืึธืก ืžืึทื›ืŸ ืขืก ืžืขื’ืœืขืš ืฆื• ื‘ืึทื”ืึทืœื˜ืŸ ื“ืขื ื‘ื™ื™ึทื–ื™ื™ึทืŸ ืคื•ืŸ ืื™ื™ืŸ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืื™ืŸ ืื ื“ืขืจืŸ. ืื™ืŸ ืืคื™ืœื• ืกื™ืžืคึผืœืขืจ ืฉืคึผืจืึทืš: ื‘ื™ืœื“ + ื˜ืขืงืข == ื‘ืขืขืจืขืš ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ื‘ื™ืœื“, ืึธื‘ืขืจ ื ื™ืฉื˜ ื’ืึทื ืฅ (ืึทื ืฉื˜ืึธื˜ ื‘ื™ืœื“ืขืจ ืขืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืขืคึผืขืก, ืึธื‘ืขืจ ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ืึทืœืฅ ืื™ื– ืงืœืึธืจ ืื™ืŸ ื–ื™ื™). ืึธื‘ืขืจ, ืขืก ื–ืึธืœ ื–ื™ื™ืŸ ืงื™ื™ืŸ ื’ืจื™ื ื’ ื•ื•ืขื’ ืฆื• ื‘ืึทืฉืœื™ืกืŸ ืฆื™ ืขืก ืื™ื– ืขืคึผืขืก ื™ืŸ ืึธื“ืขืจ ื ื™ืฉื˜.

ืื‘ืขืจ ืื•ื™ื‘ ืื™ื™ื ืขืจ ืงืขืŸ ื ื™ืฉื˜ ื–ื™ื™ืŸ ืื•ื ื˜ืขืจืฉื™ื™ื“ืŸ ืคื•ืŸ ื“ื™ ืื ื“ืขืจืข, ืื™ื– ืขืก ืงื™ื™ืŸ ื—ื™ืœื•ืง? ืคึฟื•ืŸ ื“ื™ ืงืึธื ืกื•ืžืขืจ ืก ืคื•ื ื˜ ืคื•ืŸ ืžื™ื™ื ื•ื ื’, ื“ืขืจ ื‘ืึทื ื™ืฆืขืจ ื˜ื•ื˜ ื ื™ืฉื˜ ื–ืึธืจื’ืŸ ื•ื•ืขื’ืŸ ื“ื™ ืžืึทื˜ืึทืžืึทื˜ื™ืงืึทืœ ืคึผื™ื ื˜ืœืขื›ืงื™ื™ึทื˜ (ืจืขืคืœืขืงื˜ืขื“ ื“ื•ืจืš ืึท ื‘ืึทื–ื•ื ื“ืขืจ ื’ืึทื ื’ ืคื•ืŸ ื‘ื™ื˜ืŸ), ื ืึธืจ ื•ื•ืึธืก ืื™ื– ื‘ืืžืขืจืงื˜ ื“ื•ืจืš ืื™ื.

ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืœืึธืžื™ืจ ืงื•ืงืŸ ืื™ืŸ ื“ืจื™ื™ึท ื‘ื™ืœื“ืขืจ ืคื•ืŸ ืึท ืงื™ื•ื˜ ื”ื•ื ื˜:

ื”ื™ื˜ ืื™ื™ืš, JPEG!

ื”ื™ื˜ ืคึผืœืึทืฅ ืคื•ืŸ ืฉื•ื•ืขืจ ืคืึธืจ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™ ื”ื™ื˜ ืคึผืœืึทืฅ ืคื•ืŸ ืฉื•ื•ืขืจ ืคืึธืจ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™ ื”ื™ื˜ ืคึผืœืึทืฅ ืคื•ืŸ ืฉื•ื•ืขืจ ืคืึธืจ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™

ื˜ืจืึธืฅ ื“ืขื ืจื™ื–ื™ืง ื—ื™ืœื•ืง ืื™ืŸ ื’ืจื™ื™ืก, ื•ื•ื™ื™ื ื™ืง ืžืขื ื˜ืฉืŸ ื•ื•ืขืœืŸ ืงืœื™ื™ึทื‘ืŸ ื“ื™ ื“ืจื™ื˜ ื•ื•ืขืจืกื™ืข. ืื•ื™ืฃ ื“ื™ ืื ื“ืขืจืข ื”ืึทื ื˜, ื“ืขืจ ื—ื™ืœื•ืง ืฆื•ื•ื™ืฉืŸ ื“ื™ ืขืจืฉื˜ืข ืฆื•ื•ื™ื™ ืคืึธื•ื˜ืึทื’ืจืึทืคืก ืื™ื– ื ื™ืฉื˜ ืึทื–ื•ื™ ื‘ืืžืขืจืงื˜, ืื•ืŸ ื“ื™ ืกื•ืžืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืื™ืŸ ื–ื™ื™ (ืคื•ืŸ ืžื™ื™ืŸ ืคื•ื ื˜ ืคื•ืŸ ืžื™ื™ื ื•ื ื’) ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืœื™ื™ึทืš.

ื“ืขืจ ืคึผืจื™ื ืฆื™ืคึผ ื–ื™ืš ืื™ื– ืฉื•ื™ืŸ ืึทืœื˜ ืื•ืŸ ืื™ื– ืึทืงื˜ื™ื•ื•ืœื™ ืขืงืกืคึผืœื•ื™ื˜ืึทื“ ื“ื•ืจืš ืœืึธืกืกื™ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืงืึทืžืคึผืจืขืฉืึทืŸ ืžืขื˜ื”ืึธื“ืก ืคึฟืึทืจ ืคื™ืœืข ื™ืึธืจืŸ. ืื‘ืขืจ ื‘ืจื™ื™ืงื™ื ื’ ืื™ื– ื ื™ืฉื˜ ื‘ื ื™ืŸ ืžื™ืจ ื–ืขื ืขืŸ ืื™ื ื˜ืขืจืขืกื™ืจื˜ ืื™ืŸ ื“ื™ ืžืขืจ ืึทื•ื•ืึทื ืกื™ืจื˜ืข ื–ื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ืึทืจื•ื™ืกื’ืขื‘ืŸ. ืื™ื– ืขืก ืžืขื’ืœืขืš ืฆื• ื™ืžื‘ืขื“ ื ืึธืš ื’ืจื™ื™ืก ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข N ืฆื• ื“ืขืจ ื˜ืขืงืข ืึทื–ื•ื™ ืึทื– ื–ื™ื™ึทืŸ ื’ืจื™ื™ืก ื™ื ืงืจื™ืกื™ื– ื“ื•ืจืš M < N, ืึธื‘ืขืจ ื“ื™ ืขื ื“ืขืจื•ื ื’ืขืŸ ื–ืขื ืขืŸ ื ื™ืฉื˜ ื‘ืืžืขืจืงื˜ ืฆื• ื“ืขืจ ื‘ืึทื ื™ืฆืขืจ?

ื“ืึธืš ืื™ืจ ืงืขื ืขืŸ. ืึธื‘ืขืจ ืขืก ืื™ื– ื•ื•ืขืจื˜ ืฆื• ืžืึทื›ืŸ ืึท ืคึผืึธืจ ืคื•ืŸ ืจืขื–ืขืจื•ื•ื™ื™ืฉืึทื ื– ื’ืœื™ื™ืš:

  • ืคื™ืจืกื˜ืœื™, ื“ืขืจ ืื•ืคึฟืŸ ืžื•ื–ืŸ ื–ื™ื™ืŸ ื•ื ื™ื•ื•ืขืจืกืึทืœ ืื•ืŸ ื’ืขื‘ืŸ ืึท positive ืจืขื–ื•ืœื˜ืึทื˜ ืื•ื™ืฃ ืจื•ื‘ึฟ ืึทืจื™ื™ึทื ืฉืจื™ื™ึทื‘ ื“ืึทื˜ืŸ. ืึทื– ืื™ื–, ืื™ืŸ ื“ื•ืจื›ืฉื ื™ื˜ืœืขืš, ืคึฟืึทืจ ืึท ื˜ืจืึทืค - ืึทืจื™ื™ึทื ืฉืจื™ื™ึทื‘, ืขืก ื–ืึธืœ ื–ื™ื™ืŸ ืึท ืคืึทืงื˜ื™ืฉ ืคืึทืจืงืœืขื ืขืจืŸ ืื™ืŸ ื“ื™ ืกื•ืžืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืกื˜ืึธืจื“. "ืื™ืŸ ื“ื•ืจื›ืฉื ื™ื˜ืœืขืš" ืžื™ื˜ืœ ืึทื– ื“ืขืจ ืคืึทืจืงืขืจื˜ ืงืขืŸ ืคึผืึทืกื™ืจืŸ, ืึธื‘ืขืจ ื–ืึธืœ ื ื™ืฉื˜ ืคึผืจื™ื“ืึทืžืึทื ื™ื™ื˜.
  • ืฆื•ื•ื™ื™ื˜ื ืก, ื“ื™ ื’ืจื™ื™ืก ืคื•ืŸ ื“ืขื ืงืึทืžืคึผืจืขืกื˜ ืงืึทื ื˜ื™ื™ื ืขืจ ืื™ื™ื“ืขืจ ืขืžื‘ืขื“ื“ื™ื ื’ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืžื•ื–ืŸ ื–ื™ื™ืŸ ื’ืจืขืกืขืจ ื•ื•ื™ ื–ื™ื™ึทืŸ ืžืึทื“ืึทืคืึทืงื™ื™ืฉืึทืŸ ืงืึทืžืคึผืจืขืกื˜ ืื™ืŸ ืึท ืขื ืœืขืš ื•ื•ืขื’. ืกื™ืžืคึผืœื™ ืขืžื‘ืขื“ื“ื™ื ื’ ืึท ื‘ื™ื ื˜ืœ ืคื•ืŸ ื‘ื™ื˜ืŸ ืื™ืŸ BMP ื‘ื™ืœื“ืขืจ ืžื™ื˜ ื“ื™ LSB ืื•ืคึฟืŸ ืื™ื– ื ื™ืฉื˜ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™ืง ืงืึทืžืคึผืจืขืฉืึทืŸ, ื•ื•ื™ื™ึทืœ, ื“ื™ ืึธืจื™ื’ื™ื ืขืœ ื‘ื™ืœื“ ืื™ื– ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ื“ื•ืจืš ืขื˜ืœืขื›ืข ื“ืขืคืœืึทื˜ืข, ืจื•ื‘ึฟ ืžืกืชึผืžื ื•ื•ืขื˜ ื–ื™ื™ืŸ ื ืึธื•ื˜ื™ืกืึทื‘ืœื™ ืงืœืขื ืขืจืขืจ.
  • ื“ืจื™ื˜ื ืก, ื“ืขืจ ืจืขื–ื•ืœื˜ืึทื˜ ืžื•ื–ืŸ ื–ื™ื™ืŸ ื’ืขืคื™ืจื˜ ืื•ื™ืก ืื•ืŸ ืงืึทืžืคึผืขืจื“ ืžื™ื˜ ืจืขืกืคึผืขืงื˜ ืฆื• ื“ืึทื˜ืŸ ืฉื•ื™ืŸ ืงืึทืžืคึผืจืขืกื˜ ื“ื•ืจืš ืงืœืึทืกื™ืฉ ืžืขื˜ื”ืึธื“ืก. ื“ืึธืก ื•ื•ืขื˜ ื‘ืึทื–ื™ื™ึทื˜ื™ืงืŸ ื“ื™ ืคึผืจืึธื‘ืึทื‘ืึทืœื™ืกื˜ื™ืง ื•ื•ื™ืจืงื•ื ื’ ืคื•ืŸ ื“ื™ืคืขืจืึทื ืกื™ื– ืื™ืŸ ื–ื™ื™ืขืจ ื™ื‘ืขืจื™ืงื™ื™ึทื˜ ืื•ืŸ ืฆื•ืฉื˜ืขืœืŸ ืžืขืจ ืขืคืขืงื˜ื™ื•ื• ืงืึทืžืคึผืจืขืฉืึทืŸ ืื™ืŸ ืึทืœื’ืขืžื™ื™ืŸ ืคืึทืœ.

ื•ื•ื•

ื“ื™ ื ื•ืฆืŸ ืคื•ืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™ ื™ืžืคึผืœื™ื™ื– ืึทื– ืื™ืŸ ืึทื“ื™ืฉืึทืŸ ืฆื• ื“ื™ ืงืึทืžืคึผืจืขืกื˜ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข, ืžื™ืจ ื“ืึทืจืคึฟืŸ ืงืึทื ื˜ื™ื™ื ืขืจื– ืื™ืŸ ื•ื•ืึธืก ืขืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ืขืžื‘ืขื“ื™ื“. ื“ื™ ืžืึทืงืกื™ืžื•ื ืกื•ืžืข ืคื•ืŸ โ€‹โ€‹ืขืžื‘ืขื“ื™ื“ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื“ืขืคึผืขื ื“ืก ืœืึทืจื’ืขืœื™ ืื•ื™ืฃ ื™ื—ื™ื“ ืคึผืจืึธืคึผืขืจื˜ื™ืขืก, ืึธื‘ืขืจ ืขืก ืื™ื– ืคื™ืœ ื’ืจื™ื ื’ืขืจ ืฆื• ื•ื•ืึธื’ ืžื™ื˜ ื–ื™ื™ืขืจ ื ื•ืžืขืจ. ื“ืขืจื™ื‘ืขืจ, ื“ืขืจ ืงืึทื ื˜ื™ื™ื ืขืจ ืคึฟืึธืจืžืึทื˜ ืžื•ื–ืŸ ื–ื™ื™ืŸ ืคึผืจืึธืกื˜ ืึทื–ื•ื™ ืึทื– ื“ืขืจ ื‘ืึทื ื™ืฆืขืจ ื”ืื˜ ื’ืขื ื•ื’ ืคื•ืŸ ื–ื™ื™ ืฆื• ื‘ืึทืงื•ืžืขืŸ ืงื™ื™ืŸ ื ื•ืฅ ืคื•ืŸ ื“ื™ "ืงืึทืžืคึผืจืขืฉืึทืŸ" ืคึผืจืึธืฆืขืก.

ืื™ืŸ ื“ืขื ืงืึธื ื˜ืขืงืกื˜, ื’ืจืึทืคื™ืงืก, ืึทื•ื“ื™ืึธ ืื•ืŸ ื•ื•ื™ื“ืขื ื˜ืขืงืขืก ื–ืขื ืขืŸ ื’ื•ื˜ ืงืึทื ื“ืึทื“ื™ื™ืฅ. ืึธื‘ืขืจ, ืจืขื›ื˜ ืฆื• ื“ืขืจ ืคืึทืจืฉื™ื™ื“ื ืงื™ื™ึทื˜ ืคื•ืŸ ืคืึทืจืฉื™ื“ืขื ืข ืคึฟืึธืจืžืึทื˜ื™ืจื•ื ื’ืขืŸ, ืงืึธื“ืขืงืก, ืืื–"ื• ื•, ืื™ืŸ ืคื™ืจ ืžื™ืจ ื”ืึธื‘ืŸ ืึท ื‘ืจื™ืจื” ืคื•ืŸ ื ื™ื˜ ืึทื–ื•ื™ ืคื™ืœืข ืึธืคึผืฆื™ืขืก.

ืงืึทื ืกื™ื“ืขืจื™ื ื’ ืึทืœืข ื“ืขื, ืžื™ื™ืŸ ื‘ืจื™ืจื” ืื™ื– ื’ืขืคืืœืŸ ืื•ื™ืฃ JPEG ื›ึผืžืขื˜ ืึทืœืขืžืขืŸ ื”ืื˜ ืขืก, ืขืก ืื™ื– ื•ื•ื™ื™ื“ืœื™ ื’ืขื ื™ืฆื˜ ืคึฟืึทืจ ื‘ื™ื™ื“ืข ืคึผืขืจื–ืขื ืœืขืš ืื•ืŸ ื’ืขืฉืขืคื˜ ืฆื•ื•ืขืงืŸ, ื›ึผืžืขื˜ ื“ื™ ืคืึทืงื˜ืึธ ืคึฟืึธืจืžืึทื˜ ืคึฟืึทืจ ืจื•ื‘ึฟ ื‘ื™ืœื“ืขืจ.

ื”ื™ื˜ ืคึผืœืึทืฅ ืคื•ืŸ ืฉื•ื•ืขืจ ืคืึธืจ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™

ืขืก ื•ื•ืขื ื“ื˜ ื–ื™ืš?

ื•ื•ื™ื™ึทื˜ืขืจ ืขืก ื–ืขื ืขืŸ ื ืึธืขื ื˜ ืื•ืŸ ื˜ืขื›ื ื™ืฉ ื“ื™ื™ืึทื’ืจืึทืžื– ืื•ืŸ ื“ื™ืกืงืจื™ืคึผืฉืึทื ื– ืึธืŸ ืคื™ืœ ื“ืขืจืงืœืขืจื•ื ื’, ืึทื–ื•ื™ ื“ื™ ืื™ื ื˜ืขืจืขืกื™ืจื˜ ืงืขื ืขืŸ ื”ืึธืคึผืงืขืŸ ื–ื™ื™ ื“ื•ืจืš ืกืงืจืึธืœืœื™ื ื’ ืฆื• ื“ื™ "ื”ื•ื™ืš ื˜ืขื˜ืฉื ืึธืœืึธื’ื™ืขืก" ืึธืคึผื˜ื™ื™ืœื•ื ื’.

ืคึผืจืึธืกื˜ ืคึฟืขื™ึดืงื™ื™ื˜ืŸ

ืฆื• ื™ืžื‘ืขื“ ื“ืึทื˜ืŸ ืขืจื’ืขืฅ, ืื™ืจ ืžื•ื–ืŸ ืขืจืฉื˜ืขืจ ื‘ืึทืฉืœื™ืกืŸ ื•ื•ื•. ืขืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืงื™ื™ืŸ ื ื•ืžืขืจ ืคื•ืŸ ืคืึทืจืฉื™ื“ืขื ืข ืคืึธื•ื˜ืึทื’ืจืึทืคืก ืื•ื™ืฃ ื“ื™ ื˜ืขืงืข ืกื™ืกื˜ืขื, ืคื•ืŸ ื•ื•ืึธืก ื“ืขืจ ื‘ืึทื ื™ืฆืขืจ ืงืขืŸ ื•ื•ืขืœืŸ ืฆื• ื ื•ืฆืŸ ื‘ืœื•ื™ื– ืึท ื‘ื™ืกืœ. ืžื™ืจ ื•ื•ืขืœืŸ ืจื•ืคืŸ ืึทื–ืึท ืึท ื’ืขื•ื•ืืœื˜ ื’ืึทื ื’ ืคื•ืŸ ืงืึทื ื˜ื™ื™ื ืขืจื– ืึท ื‘ื™ื‘ืœื™ืึธื˜ืขืง.

ืขืก ืื™ื– ื’ืขืฉืืคืŸ ืื™ืŸ ืฆื•ื•ื™ื™ ืงืึทืกืขืก: ืื™ื™ื“ืขืจ ืงืึทืžืคึผืจืขืฉืึทืŸ ืื•ืŸ ืื™ื™ื“ืขืจ ื“ื™ืงืึทืžืคึผืจืขืฉืึทืŸ. ืื™ืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ ืคืึทืœ, ืื™ืจ ืงืขื ืขืŸ ืคืฉื•ื˜ ื ื•ืฆืŸ ืึท ืกื›ื•ื ืคื•ืŸ ื˜ืขืงืข ื ืขืžืขืŸ (ืึธื“ืขืจ ื‘ืขืกืขืจ ื ืึธืš, ืึท ืจืขื’ื•ืœืขืจ ืื•ื™ืกื“ืจื•ืง ืคึฟืึทืจ ื–ื™ื™) ืคื•ืŸ ื˜ืขืงืขืก, ืึธื‘ืขืจ ืื™ืŸ ื“ื™ ืจื’ืข, ืขืคึผืขืก ืžืขืจ ืคืึทืจืœืึธื–ืœืขืš ืื™ื– ืคืืจืœืื ื’ื˜: ื“ืขืจ ื‘ืึทื ื™ืฆืขืจ ืงืขื ืขืŸ ื ืึธื›ืžืึทื›ืŸ ืื•ืŸ ืžืึทืš ื–ื™ื™ ื™ืŸ ื“ืขืจ ื˜ืขืงืข ืกื™ืกื˜ืขื , ื“ืขืจืžื™ื˜ ืคึผืจืขื•ื•ืขื ื˜ื™ื ื’ ื–ื™ื™ ืฆื• ื–ื™ื™ืŸ ืจื™ื›ื˜ื™ืง ื™ื™ื“ืขื ืึทืคื™ื™ื“. ื“ืขืจื™ื‘ืขืจ, ืขืก ืื™ื– ื ื™ื™ื˜ื™ืง ืฆื• ืงืจืึธื ื–ื™ื™ืขืจ ื”ืึทืฉืขืก (ืžื“ 5 ืื™ื– ื’ืขื ื•ื’) ื ืึธืš ืึทืœืข ืžืึธื“ื™ืคื™ืงืึทื˜ื™ืึธื ืก ื–ืขื ืขืŸ ื’ืขืžืื›ื˜.

ืื™ืŸ ื“ืขื ืคืึทืœ, ืขืก ืื™ื– ืงื™ื™ืŸ ืคื•ื ื˜ ืื™ืŸ ืงืึทื ื“ืึทืงื˜ื™ื ื’ ื“ื™ ืขืจืฉื˜ ื–ื•ื›ืŸ ื ื™ืฆืŸ ืึท ืจืขื’ื•ืœืขืจ ืื•ื™ืกื“ืจื•ืง ืื™ื‘ืขืจ ื“ื™ ื’ืื ืฆืข ื˜ืขืงืข ืกื™ืกื˜ืขื, ืขืก ืื™ื– ื’ืขื ื•ื’ ืฆื• ืกืคึผืขืฆื™ืคื™ืฆื™ืจืŸ ืึท ื–ื™ื›ืขืจ ื•ื•ืึธืจืฆืœ ื•ื•ืขื’ื•ื•ื™ื™ึทื–ืขืจ. ื ืกืคึผืขืฆื™ืขืœืข ืึทืจืงื™ื™ื•ื• ื˜ืขืงืข ื•ื•ืขื˜ ื–ื™ื™ืŸ ื’ืขืจืื˜ืขื•ื•ืขื˜ ืื™ืŸ ืขืก, ื•ื•ืึธืก ื•ื•ืขื˜ ืึทื ื˜ื”ืึทืœื˜ืŸ ื“ื™ ื”ืึทืฉืขืก, ืฆื•ื–ืึทืžืขืŸ ืžื™ื˜ ืื ื“ืขืจืข ืžืขื˜ืึท-ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื ื™ื™ื˜ื™ืง ืคึฟืึทืจ ื“ื™ ืกืึทื‘ืกืึทืงื•ื•ืึทื ื˜ ืึธืคึผื–ื•ืš ืคื•ืŸ ืงืึทืžืคึผืจืขืกื˜ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข.

ืึทืœืข ื“ืขื ืึทืคึผืœื™ื™ื– ื’ืœื™ื™ึทืš ืฆื• ืงื™ื™ืŸ ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืคื•ืŸ ืงื™ื™ืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™ืง ื“ืึทื˜ืŸ ืงืึทืžืคึผืจืขืฉืึทืŸ ืึทืœื’ืขืจื™ื“ืึทื. ื“ื™ ืคึผืจืึทืกืขืกืึทื– ืคื•ืŸ ื“ืึทื˜ืŸ ืงืึทืžืคึผืจืขืฉืึทืŸ ืื•ืŸ ืึธืคึผื–ื•ืš ื–ื™ืš ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขืจื•ืคึฟืŸ ืคึผืึทืงื™ื ื’ ืื•ืŸ ืึทื ืคึผืึทืงื™ื ื’.

F5

ืื™ืฆื˜ ืึทื– ืขืก ืื™ื– ื’ืขื•ื•ืืจืŸ ืงืœืึธืจ ื•ื•ืึธืก ืžื™ืจ ื˜ืึธืŸ ืื•ืŸ ื•ื•ืึธืก, ืขืก ื‘ืœื™ื™ื‘ื˜ ืฆื• ื‘ืึทืฉืจื™ื™ึทื‘ืŸ ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื ืคึฟืึทืจ ื“ืขืจื’ืจื™ื™ื›ืŸ ื“ืขื ืฆื™ืœ. ืœืึธืžื™ืจ ืฆื•ืจื™ืงืจื•ืคืŸ ื“ืขื ืคึผืจืึธืฆืขืก ืคื•ืŸ ืงืึธื“ื™ืจื•ื ื’ ืคื•ืŸ ืึท JPEG ื˜ืขืงืข (ื“ืึทื ืง ืฆื• ื“ื™ ื•ื•ื™ืงื™ ืคื•ืŸ ื“ื™ ื‘ืึทื•ืžืึทืŸ ื ืึทืฉืึทื ืึทืœ ื‘ื™ื‘ืœื™ืึธื˜ืขืง):

ื”ื™ื˜ ืคึผืœืึทืฅ ืคื•ืŸ ืฉื•ื•ืขืจ ืคืึธืจ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™

ืงื•ืง ืื™ืŸ ืขืก, ืขืก ืื™ื– ื‘ืขืกืขืจ ืฆื• ืžื™ื“ ืžืึทื›ืŸ ืึท ื‘ื™ืกืœ ื‘ืึทืžืขืจืงื•ื ื’ืขืŸ:

  • ื“ื™ ื’ืจื™ื™ืก ืคื•ืŸ ืึท JPEG ื˜ืขืงืข ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขื”ืืœื˜ืŸ ืึธืคึผื˜ื™ืžืึทืœ ืึธืŸ ืืคื™ืœื• ื˜ืจื™ื™ื ื’ ืฆื• ืงืึธืžืคึผืจืขืก ืขืก ืžื™ื˜ ืขื˜ืœืขื›ืข ืžื™ืŸ ืคื•ืŸ Winrar;
  • ื‘ืœื•ื™ื– ื“ื™ ืกื˜ืึธืจื“ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข (ื•ื•ืึธืก ืื™ื– ืจืขื–ื•ืœื˜ืึทื˜ ืคื•ืŸ ื“ื™ ื“ื™ืกืงืจืขื˜ืข ืงืึธืกื™ื ืข ื™ื‘ืขืจืžืึทื›ืŸ, DCT) ืงืขื ืขืŸ ื–ื™ื™ืŸ ืžืึทื“ืึทืคื™ื™ื“ ืฆื• ืฆื•ืฉื˜ืขืœืŸ ื‘ื™ื™ึท ืžื™ื ื“ืกื˜ืขืจ ืคึผืึทืกื™ืง ืคืึธืจืฉื˜ืขืœื•ื ื’.
  • ืื™ืŸ ืกื“ืจ ื ื™ืฉื˜ ืฆื• ืคืึทืจืœื™ืจืŸ ื“ืึทื˜ืŸ ืื•ื™ืฃ ืึทืŸ ื™ื ื“ืึทืกื˜ืจื™ืึทืœ ื•ื•ืึธื’ ื‘ืืžืขืจืงื˜ ืคึฟืึทืจ ื“ื™ ื‘ืึทื ื™ืฆืขืจ, ืขืก ืื™ื– ื ื™ื™ื˜ื™ืง ืฆื• ืžืึทื›ืŸ ืึท ืžื™ื ื™ืžื•ื ืคื•ืŸ ืžืึธื“ื™ืคื™ืงืึทื˜ื™ืึธื ืก ืฆื• ื™ืขื“ืขืจ ื™ื—ื™ื“ ื‘ื™ืœื“;

ื ื’ืื ืฆืข ืžืฉืคึผื—ื” ืคื•ืŸ ืึทืœื’ืขืจื™ื“ืึทืžื– ืคื™ืฅ ื“ื™ ื‘ืื“ื™ื ื’ื•ื ื’ืขืŸ, ื•ื•ืึธืก ืื™ืจ ืงืขื ืขืŸ ื‘ืืงืขื ืขืŸ ื–ื™ืš ืžื™ื˜ ืื™ืŸ ื“ืขื ื’ื•ื˜ืŸ ืคึผืจืขื–ืขื ื˜ื™ืจื•ื ื’. ื“ื™ ืžืขืจืกื˜ ืึทื•ื•ืึทื ืกื™ืจื˜ืข ืคื•ืŸ โ€‹โ€‹ื–ื™ื™ ืื™ื– ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื F5 ื“ื•ืจืš Andreas Westfeld, ืืจื‘ืขื˜ืŸ ืžื™ื˜ ื“ื™ ื“ืงื˜ ืงืึธื•ืึทืคื™ืฉืึทื ืฅ ืคื•ืŸ ื“ื™ ื‘ืจื™ื™ื˜ื ืึทืก ืงืึธืžืคึผืึธื ืขื ื˜ (ื“ื™ ืžืขื ื˜ืฉ ืื•ื™ื’ ืื™ื– ืงืœืขื ืกื˜ืขืจ ืฉืคึผื™ืจืขื•ื•ื“ื™ืง ืฆื• ื–ื™ื™ืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ). ื“ืขืจ ื’ืขื ืขืจืึทืœ ืื•ื™ืกืœื™ื™ื’ ื•ื•ืขืŸ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ืึท ื™ื’ื–ื™ืกื˜ื™ื ื’ JPEG ื˜ืขืงืข ืื™ื– ื’ืขื•ื•ื™ื–ืŸ ื•ื•ื™ ื’ื™ื™ื˜:

ื”ื™ื˜ ืคึผืœืึทืฅ ืคื•ืŸ ืฉื•ื•ืขืจ ืคืึธืจ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™

ื“ื™ F5 ื‘ืœืึธืง ื ื™ืฆื˜ ืึท ืึทื•ื•ืึทื ืกื™ืจื˜ืข ืขืžื‘ืขื“ื“ื™ื ื’ ื˜ืขื›ื ื™ืง ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืžืึทื˜ืจื™ืฅ ืงืึธื“ื™ืจื•ื ื’. ื“ืขืจ ืœื™ื™ืขื ืขืจ ืงืขื ืขืŸ ืœืขืจื ืขืŸ ืžืขืจ ื•ื•ืขื’ืŸ ืื™ื ืื•ืŸ ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื ื–ื™ืš ืื™ืŸ ื“ื™ ืœื™ื ืง ืื•ื™ื‘ืŸ, ืึธื‘ืขืจ ืžื™ืจ ื–ืขื ืขืŸ ื‘ืคึฟืจื˜ ืื™ื ื˜ืขืจืขืกื™ืจื˜ ืื™ืŸ ื“ืขื ืคืึทืงื˜ ืึทื– ืžื™ื˜ ื–ื™ื™ืŸ ื”ื™ืœืฃ ืื™ืจ ืงืขื ืขืŸ ืžืึทื›ืŸ ื“ื™ ื•ื•ื™ื™ื ื™ืงืขืจืข ืขื ื“ืขืจื•ื ื’ืขืŸ ื•ื•ืขืŸ ืขืžื‘ืขื“ื“ื™ื ื’ ื“ื™ ื–ืขืœื‘ืข ืกื•ืžืข ืคื•ืŸ โ€‹โ€‹ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข, ื“ื™ ื’ืจืขืกืขืจืข ื“ื™ ื’ืจื™ื™ืก ืคื•ืŸ ื“ืขื ืงืึทื ื˜ื™ื™ื ืขืจ ื’ืขื ื™ืฆื˜. , ืื•ืŸ ืคึฟืึทืจ ื“ื•ืจื›ืคื™ืจืŸ ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื ื ืึธืจ ื“ืึทืจืคึฟืŸ ืฆื• ื“ื•ืจื›ืคื™ืจืŸ ืคึผืฉื•ื˜ Huffman ืื•ืŸ RLE (ื“ืข) ืงืึธื“ื™ืจื•ื ื’ ืึทืคึผืขืจื™ื™ืฉืึทื ื–.

ื“ื™ ืขื ื“ืขืจื•ื ื’ืขืŸ ื–ื™ืš ื–ืขื ืขืŸ ื’ืขืžืื›ื˜ ืฆื• ื™ื ื˜ืึทื“ื–ืฉืขืจ ืงืึธื•ืึทืคื™ืฉืึทื ืฅ ืื•ืŸ ืงื•ืžืขืŸ ืึทืจืึธืคึผ ืฆื• ืจื™ื“ื•ืกื™ื ื’ ื–ื™ื™ืขืจ ืึทื‘ืกืึธืœื•ื˜ ื•ื•ืขืจื˜ ืžื™ื˜ ืื™ื™ืŸ, ื•ื•ืึธืก ืึทืœืึทื•ื–, ื‘ื›ืœืœ ื’ืขืจืขื“ื˜, ืฆื• ื ื•ืฆืŸ F5 ืคึฟืึทืจ ื“ืึทื˜ืŸ ืงืึทืžืคึผืจืขืฉืึทืŸ. ื“ื™ ืคื•ื ื˜ ืื™ื– ืึทื– ื“ื™ ืจื™ื“ื•ืกื˜ ืงืึธื•ืึทืคื™ืฉืึทื ื˜ ืื™ืŸ ืึทื‘ืกืึธืœื•ื˜ ื•ื•ืขืจื˜ ื•ื•ืขื˜ ืจื•ื‘ึฟ ืžืกืชึผืžื ืคืึทืจื ืขืžืขืŸ ื•ื•ื™ื™ื ื™ืงืขืจืข ื‘ื™ื˜ืŸ ื ืึธืš Huffman ืงืึธื“ื™ืจื•ื ื’ ืจืขื›ื˜ ืฆื• ื“ืขืจ ืกื˜ืึทื˜ื™ืกื˜ื™ืฉ ืคืึทืจืฉืคึผืจื™ื™ื˜ื•ื ื’ ืคื•ืŸ ื•ื•ืึทืœื•ืขืก ืื™ืŸ JPEG.

ื”ื™ื˜ ืคึผืœืึทืฅ ืคื•ืŸ ืฉื•ื•ืขืจ ืคืึธืจ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™

ืื™ืŸ ื“ื™ ืคืึทืœ ืคื•ืŸ ื“ื™ ืคืึธืจืžื™ืจื•ื ื’ ืคื•ืŸ ืึท ื ื•ืœ (ื“ื™ ืึทื–ื•ื™ ื’ืขืจื•ืคืขื ืข ืจืขื“ื•ืงืฆื™ืข), ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ืกื˜ืึธืจื“ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื•ื•ืขื˜ ื–ื™ื™ืŸ ืจื™ื“ื•ืกื˜ ื“ื•ืจืš ื–ื™ื™ึทืŸ ื’ืจื™ื™ืก, ื•ื•ื™ื™ึทืœ ื“ื™ ืขืจืฉื˜ืข ืคืจื™ื™ึท ืงืึธื•ืึทืคื™ืฉืึทื ื˜ ื•ื•ืขื˜ ื•ื•ืขืจืŸ ืึท ื˜ื™ื™ืœ ืคื•ืŸ ื“ื™ RLE ืงืึธื“ืขื“ ืกื™ืงื•ื•ืึทื ืก ืคื•ืŸ ื–ืขืจืึธืก:

ื”ื™ื˜ ืคึผืœืึทืฅ ืคื•ืŸ ืฉื•ื•ืขืจ ืคืึธืจ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™

ืžืึธื“ื™ืคื™ืงืึทื˜ื™ืึธื ืก

ื“ืึทื˜ืึท ืฉื•ืฅ ืื•ืŸ ืงืึทืžืคึผืจืขืฉืึทืŸ ื–ืขื ืขืŸ ืึธืจื˜ืึธื’ืึธื ืึทืœ ืคึผืจืึธื‘ืœืขืžืก, ืึทื–ื•ื™ ื“ื™ ืกื•ื“ ืคึผืึทืจืึธืœ ืคึผืขืจืžื™ื•ื˜ื™ื™ืฉืึทืŸ ืคื•ืŸ ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ ืึทืœื’ืขืจื™ื“ืึทื ืงืขื ืขืŸ ื–ื™ื™ืŸ ืึธืคึผื’ืขืœืึธื–ืŸ. ื“ืขืจืฆื•, ืžื™ืจ ื“ืึทืจืคึฟืŸ ืฆื• ื•ื•ื™ืกืŸ ืคึผื•ื ืงื˜ ื•ื•ื™ ืฆื• ืขืงืกื˜ืจืึทืงื˜ ื“ื™ ื“ืึทื˜ืŸ, ืึทื–ื•ื™ ืึทืœืข ื“ื™ ื ื™ื™ื˜ื™ืง ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืคึฟืึทืจ ื“ืขื (ื•ื•ืึธืก ืงืึทื ื˜ื™ื™ื ืขืจื– ื–ืขื ืขืŸ ื’ืขื ื™ืฆื˜, ืื™ืŸ ื•ื•ืึธืก ืกื“ืจ, ืืื–"ื• ื•) ื–ืึธืœ ื–ื™ื™ืŸ ืจืขืงืึธืจื“ืขื“ ืื™ืŸ ืึท ื‘ืึทื–ื•ื ื“ืขืจ ื˜ืขืงืข ืื•ืŸ ื–ื™ื™ืŸ ืึธื•ืคึผืึทื ื“ ืคึฟืึทืจ ืคืจื™ื™ ืœื™ื™ืขื ืขืŸ ื“ื•ืจืš ื“ื™ ืึทืจื˜ืฉื™ื•ื•ืขืจ.

ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ ืึทืœื’ืขืจื™ื“ืึทื ืื™ื– ื“ื™ื–ื™ื™ื ื“ ืฆื• ื™ื‘ืขืจืฉื™ืงืŸ ืกื•ื“ ืึทืจื˜ื™ืงืœืขืŸ, ืึทื–ื•ื™ ืขืก ืึทืจื‘ืขื˜ ืžื™ื˜ ื‘ืœื•ื™ื– ืื™ื™ืŸ ืงืึทื ื˜ื™ื™ื ืขืจ ืื™ืŸ ืึท ืฆื™ื™ึทื˜, ืึทืกื•ืžื™ื ื’ ืึทื– ื“ืขืจ ื‘ืึทื ื™ืฆืขืจ ื–ื™ืš ื•ื•ืขื˜ ื‘ืจืขื›ืŸ ืขืก ืื™ืŸ ื˜ื™ื™ืœืŸ ืื•ื™ื‘ ื ื™ื™ื˜ื™ืง, ืื•ื™ื‘ ืขืก ืื™ื–. ื“ืขืจืฆื•, ื•ื•ืขืŸ ืขืžื‘ืขื“ื™ื“ ื™ื ื“ื™ืคึผืขื ื“ืึทื ื˜ืœื™ ืื™ืŸ ื™ืขื“ืขืจ ืงืึทื ื˜ื™ื™ื ืขืจ, ืื™ืจ ื“ืึทืจืคึฟืŸ ืฆื• ื•ื•ื™ืกืŸ ืื™ืŸ ืฉื˜ื™ื™ึทื’ืŸ ื•ื•ื™ ืคื™ืœืข ื‘ื™ื˜ืŸ ืคื•ืŸ ื“ืึทื˜ืŸ ืฆื• ืฉื˜ืขืœืŸ ืื™ืŸ ื™ืขื“ืขืจ. ื“ืขืจื™ื‘ืขืจ, ื“ื™ ืงืึธื•ืึทืคื™ืฉืึทื ืฅ ืคื•ืŸ ื™ืขื“ืขืจ ืขืœืขืžืขื ื˜ ืคื•ืŸ ื“ืขืจ ื‘ื™ื‘ืœื™ืึธื˜ืขืง ื–ืึธืœ ื–ื™ื™ืŸ ืงืึทืžื‘ื™ื™ื ื“ ืื™ืŸ ืื™ื™ืŸ ืึทื‘ืกื˜ืจืึทืงื˜ ื’ืจื•ื™ืก ืื™ื™ื ืขืจ ืื•ืŸ ื’ืขืืจื‘ืขื˜ ืžื™ื˜ ืื™ื ืœื•ื™ื˜ ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ ืึทืœื’ืขืจื™ื“ืึทื.

ื–ื™ื ื˜ ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ F5 ืึทืœืึทื•ื– ืึทืจื•ื™ืฃ ืฆื• 12% ืคื•ืŸ ื“ื™ ืงืึทื ื˜ื™ื™ื ืขืจ ื’ืจื™ื™ืก, ื“ืขื ืžืึธื“ื™ืคื™ืงืึทื˜ื™ืึธืŸ ื•ื•ืขื˜ ืื•ื™ืš ืคืึทืจื’ืจืขืกืขืจืŸ ื“ื™ ืžืึทืงืกื™ืžื•ื ืงืึทืคึผืึทืฆื™ื˜ืขื˜: "ืึทืจื•ื™ืฃ ืฆื• 12%" ืคื•ืŸ ื“ื™ ื’ืจื™ื™ืก ืคื•ืŸ ื“ืขืจ ื’ืื ืฆืขืจ ื‘ื™ื‘ืœื™ืึธื˜ืขืง ืื™ื– ื’ืจืขืกืขืจ ื•ื•ื™ ืึธื“ืขืจ ื’ืœื™ื™ึทืš ืฆื• ื“ื™ ืกืึทื›ืึทืงืœ ืคื•ืŸ "ืึทืจื•ื™ืฃ ืฆื• 12% " ืคื•ืŸ ื™ืขื“ืขืจ ืคื•ืŸ ื–ื™ื™ึทืŸ ืขืœืขืžืขื ื˜ืŸ.

ื“ื™ ืงืึธื“ืึทืคื™ื™ื“ ืึทืœื’ืขืžื™ื™ื ืข ืกื›ืขืžืข ืื™ื– ื•ื•ื™ ื’ื™ื™ื˜:

ื”ื™ื˜ ืคึผืœืึทืฅ ืคื•ืŸ ืฉื•ื•ืขืจ ืคืึธืจ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™

ื“ืขืจ ืึทืœื’ืขืจื™ื“ืึทื ื–ื™ืš

ืื™ืฆื˜ ืขืก ืื™ื– ืฆื™ื™ื˜ ืฆื• ื‘ืึทืฉืจื™ื™ึทื‘ืŸ ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื ื–ื™ืš ืคื•ืŸ ืึธื ื”ื™ื™ื‘ ืฆื• ืขื ื“ื™ืงืŸ, ืึทื–ื•ื™ ื ื™ืฉื˜ ืฆื• ื”ืึทืœื˜ืŸ ื“ื™ ืœื™ื™ืขื ืขืจ ืื™ืŸ ื“ืขืจ ืคื™ื ืฆื˜ืขืจ:

  • ื“ืขืจ ื‘ืึทื ื™ืฆืขืจ ื“ื™ืคื™ื™ื ื– ื“ื™ ื‘ื™ื™ื ืขืจื™ ืงืึทืžืคึผืจืขืกืึทื‘ืึทืœ ื“ืึทื˜ืŸ ืž ืื•ืŸ ื“ื™ ื‘ื™ื‘ืœื™ืึธื˜ืขืง ืœ ื ื™ืฆืŸ ืึท ืจืขื’ื•ืœืขืจ ืื•ื™ืกื“ืจื•ืง ืื•ืŸ ืึท ื–ื•ื›ืŸ ื•ื•ืึธืจืฆืœ ื•ื•ืขื’ื•ื•ื™ื™ึทื–ืขืจ;
  • ืื™ืŸ ื“ืขืจ ืกื“ืจ ื–ื™ื™ ื“ืขืจืฉื™ื™ึทื ืขืŸ ืื•ื™ืฃ ื“ื™ FS, ื“ื™ ื‘ื™ื‘ืœื™ืึธื˜ืขืง ืขืœืขืžืขื ื˜ืŸ ืคืึธืจืขื ื“ื™ MC:
    • ื ืกืขืจื™ืข ืคื•ืŸ โ€‹โ€‹ืงืึธื•ืึทืคื™ืฉืึทื ืฅ C ื–ืขื ืขืŸ ื“ื™ืงืึธื•ื“ื™ื“ ืคื•ืŸ ื“ื™ ื˜ืขืงืข ื“ืึทื˜ืŸ;
    • ืžืง <- ืžืง | C;
  • ื“ืขืจ ืคึผืึทืจืึทืžืขื˜ืขืจ ืง ืื™ื– ื‘ืืฉืœืืกืŸ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ ืฉืจืขืงืœืขืš ื™ื ืึทืงื•ื•ืึทืœืึทื˜ื™: |M| * 8 / (count_full(MC) + count_ones(MC) * k_rate(k)) < k / ((1 << k) - 1);
  • ื’ืขื ื•ืžืขืŸ ื•ื•ื™ื™ึทื˜ืขืจ n = (1 << k) - 1 ืงืœืขื ืกื˜ืขืจ ื‘ืึทื˜ื™ื™ึทื˜ื™ืง ื‘ื™ื˜ืŸ ืคื•ืŸ ื ื™ื˜-ื ื•ืœ ืขืœืขืžืขื ื˜ืŸ ืคึฟื•ืŸ ืžืง ืื•ืŸ ื’ืขืฉืจื™ื‘ืŸ ืฆื• a:
    • ื“ื™ ืžืึทื’ื™ืฉ ื”ืึทืฉ ืคึฟื•ื ืงืฆื™ืข ืื™ื– ื‘ืึทื˜ืจืึทื›ื˜ f, ืจืขืคึผืจื™ื–ืขื ื˜ื™ื ื’ ืึท n-ื‘ื™ืกืœ ื•ื•ืึธืจื˜ a ืฆื• ืง-ื‘ื™ืกืœ s;
    • ืฆื™ s == 0, ื“ืขืžืึธืœื˜ ืขืก ืื™ื– ื ื™ื˜ ื“ืึทืจืคึฟืŸ ืฆื• ื˜ื•ื™ืฉืŸ ืขืคึผืขืก ืื•ืŸ ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื ื‘ืื•ื•ืขื’ื˜ ืฆื• ื“ื™ ื•ื•ื™ื™ึทื˜ืขืจ ืงืึธื•ืึทืคื™ืฉืึทื ืฅ;
    • ืจืขื“ื•ืฆื™ืจืŸ ื“ื™ ืึทื‘ืกืึธืœื•ื˜ ื•ื•ืขืจื˜ ืคื•ืŸ ื“ื™ ืงืึธื•ืึทืคื™ืฉืึทื ื˜ ืคืึทืจืึทื ื˜ื•ื•ืึธืจื˜ืœืขืš ืคึฟืึทืจ sโ€• ืึทืจืฒึทืŸ ืึทืจืฒึทืŸ ื“ืึธืก ืฐืึธืจื˜ a;
    • ืื•ื™ื‘ ื•ื•ื™ ืึท ืจืขื–ื•ืœื˜ืึทื˜ ืคื•ืŸ ื“ื™ ืจืขื“ื•ืงืฆื™ืข ืึทืงืขืจื– ืึท ืจืขื“ื•ืงืฆื™ืข (ื“ื™ ืงืึธื•ืึทืคื™ืฉืึทื ื˜ ื•ื•ืขืจื˜ 0), ื“ืขืžืึธืœื˜ ืื™ื‘ืขืจื—ื–ืจืŸ ื“ืขื ืฉืจื™ื˜ ืคื•ืŸ ื“ื™ ืึธื ื”ื™ื™ื‘;
  • ืึทืœืข ืงืึธื•ืึทืคื™ืฉืึทื ืฅ ื–ืขื ืขืŸ ืงืึธื“ืขื“ ื“ื•ืจืš RLE ืื•ืŸ Huffman, ื’ืขืฉืจื™ื‘ืŸ ืฆื• ื“ื™ ืžืงื•ืจ ื˜ืขืงืขืก;
  • ื“ืขืจ ืคึผืึทืจืึทืžืขื˜ืขืจ ืง ืื™ื– ื’ืขืฉืจื™ื‘ืŸ ืฆื• ื“ืขืจ ืึทืจืงื™ื™ื•ื• ื˜ืขืงืข;
  • ืึท MD5 ื”ืึทืฉ ืื™ื– ืงืึทืœืงื™ืึทืœื™ื™ื˜ื™ื“ ืคื•ืŸ ื™ืขื“ืขืจ ื˜ืขืงืข L ืื™ืŸ ื“ืขืจ ืกื“ืจ ืคื•ืŸ ื–ื™ื™ืขืจ ืึธืจื™ื’ื™ื ืขืœ ืึธืจื˜ ืื•ืŸ ื’ืขืฉืจื™ื‘ืŸ ืฆื• ื“ืขืจ ืึทืจืงื™ื™ื•ื• ื˜ืขืงืข.

ื”ื•ื™ืš ื˜ืขืง

ื“ื™ ื ืึทื™ื•ื• ืคืึธืจืขื ืคื•ืŸ ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื ืื•ืŸ ื™ืžืคึผืœืึทืžืึทื ืฅ ืื™ืŸ ืื ื“ืขืจืข ื”ื•ื™ืš-ืžื“ืจื’ื” (ืกืคึผืขืฆื™ืขืœ ืžื™ื˜ ืžื™ืกื˜ ื–ืึทืžืœื•ื ื’) ืฉืคึผืจืึทื›ืŸ ื•ื•ืึธืœื˜ ื’ืขื‘ืŸ ืฉืจืขืงืœืขืš ืคืึธืจืฉื˜ืขืœื•ื ื’, ืึทื–ื•ื™ ืื™ืš ื™ืžืคึผืœืึทืžืขื ืึทื“ ืึทืœืข ื“ื™ ืงืึทืžืคึผืœืขืงืกื™ื˜ื™ื– ืื™ืŸ ืจื™ื™ืŸ C ืื•ืŸ ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ืึท ื ื•ืžืขืจ ืคื•ืŸ ืึธืคึผื˜ื™ืžื™ื–ืึทื˜ื™ืึธื ืก ืื™ืŸ ื˜ืขืจืžื™ื ืขืŸ ืคื•ืŸ ื“ื•ืจื›ืคื™ืจื•ื ื’ ื’ื™ื›ืงื™ื™ึทื˜ ืื•ืŸ ื–ื›ึผืจื•ืŸ (ืื™ืจ ื”ืึธื˜ ืงื™ื™ืŸ ื’ืขื“ืึทื ืง ื•ื•ื™ ืคื™ืœ ื“ื™ ื‘ื™ืœื“ืขืจ ื•ื•ืขื’ืŸ ืึธืŸ ืงืึทืžืคึผืจืขืฉืึทืŸ ืืคื™ืœื• ืื™ื™ื“ืขืจ DCT). ืื‘ืขืจ ืืคื™ืœื• ืึทื–ื•ื™, ืื™ืŸ ืขืจืฉื˜ืขืจ ื“ื™ ื’ื™ื›ืงื™ื™ึทื˜ ืคื•ืŸ ื“ื•ืจื›ืคื™ืจื•ื ื’ ืœื™ื ืงืก ืคื™ืœ ืฆื• ื–ื™ื™ืŸ ื’ืขื•ื•ืืœื˜, ืึทื–ื•ื™ ืื™ืš ื•ื•ืขืœ ื ื™ืฉื˜ ื‘ืึทืฉืจื™ื™ึทื‘ืŸ ื“ื™ ื’ืื ืฆืข ืคึผืจืึธืฆืขืก ืื•ืŸ ืžืขื˜ื”ืึธื“ืก ื’ืขื ื™ืฆื˜.

ืงืจื™ื™ึทื–-ืคึผืœืึทื˜ืคืึธืจืžืข ืื™ื– ืึทื˜ืฉื™ื•ื•ื“ ืžื™ื˜ ืึท ืงืึธืžื‘ื™ื ืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ืœื™ื‘ื“ื–ืฉืคึผืขื’, ืคึผืงืจืข ืื•ืŸ ื˜ื™ื ื™ื“ื™ืจ ืœื™ื™ื‘ืจืขืจื™ื–, ืคึฟืึทืจ ื•ื•ืึธืก ืžื™ืจ ื“ืึทื ืงืขืŸ ื–ื™ื™. ื“ื•ืจืš ืคืขืœื™ืงื™ื™ึทื˜, ืึทืœืฅ ืื™ื– ืงืึทืžืคึผื™ื™ืœื“ ื“ื•ืจืš ื ืึธืจืžืึทืœ make, ืึทื–ื•ื™ Windows ื™ื•ื–ืขืจื– ื•ื•ื™ืœืŸ ืฆื• ื™ื ืกื˜ืึทืœื™ืจืŸ ืขื˜ืœืขื›ืข Cygwin ืคึฟืึทืจ ื–ื™ืš, ืึธื“ืขืจ ื”ืึทื ื“ืœืขืŸ ืžื™ื˜ ื•ื•ื™ืกื•ืึทืœ ืกื˜ื•ื“ื™ืึธ ืื•ืŸ ืœื™ื™ื‘ืจืขืจื™ื– ืื•ื™ืฃ ื–ื™ื™ืขืจ ืื™ื™ื’ืŸ.

ื“ื™ ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืื™ื– ื‘ื ื™ืžืฆื ืื™ืŸ ื“ื™ ืคืึธืจืขื ืคื•ืŸ ืึท ืงืึทื ืกืึธื•ืœ ื ื•ืฆืŸ ืื•ืŸ ื‘ื™ื‘ืœื™ืึธื˜ืขืง. ื™ืขื ืข ื•ื•ืึธืก ื–ืขื ืขืŸ ืื™ื ื˜ืขืจืขืกื™ืจื˜ ืงืขื ืขืŸ ื’ืขืคึฟื™ื ืขืŸ ืžืขืจ ื•ื•ืขื’ืŸ ื ื™ืฆืŸ ื“ื™ ืœืขืฆื˜ืข ืื™ืŸ ื“ื™ ืœื™ื™ืขื ืขืŸ ืื™ืŸ ื“ื™ ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ ืื•ื™ืฃ Github, ื“ื™ ืœื™ื ืง ืฆื• ื•ื•ืึธืก ืื™ืš ื•ื•ืขืœ ืฆื•ื˜ืฉืขืคึผืขืŸ ืื™ืŸ ื“ื™ ืกื•ืฃ ืคื•ืŸ ื“ืขื ืคึผืึธืกื˜ืŸ. ืื•ืŸ ื“ืึธ ืžื™ืจ ื’ื™ื™ืŸ ืื•ื™ืฃ ืฆื• ืึท ื‘ืึทืฉืจื™ื™ึทื‘ื•ื ื’ ืื•ืŸ ื“ืขืžืึทื ืกื˜ืจื™ื™ืฉืึทืŸ ืคื•ืŸ ื“ื™ ืึทืจื‘ืขื˜.

ื•ื•ื™ ืฆื• ื ื•ืฆืŸ?

ืงืขืจืคืึทืœื™. ื’ืขื•ื•ื™ื™ื ื˜ ื‘ื™ืœื“ืขืจ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืืจื™ื‘ืขืจื’ืขืคืืจืŸ, ืจื™ื ื™ื™ืžื“ ืื•ืŸ ืงืึทืคึผื™ื“ ื•ื•ื™ ื’ืขื•ื•ืืœื˜. ืึธื‘ืขืจ, ืื™ืจ ื–ืึธืœ ื–ื™ื™ืŸ ื’ืึธืจ ืึธืคึผื’ืขื”ื™ื˜ ืื•ืŸ ื ื™ืฉื˜ ื˜ื•ื™ืฉืŸ ื–ื™ื™ืขืจ ืื™ื ื”ืึทืœื˜ ืื™ืŸ ืงื™ื™ืŸ ื•ื•ืขื’. ื˜ืฉืึทื ื’ื™ื ื’ ืื™ื™ืŸ ื‘ื™ืกืœ ื•ื•ืขื˜ ืฆืขืฉื˜ืขืจืŸ ื“ื™ ื”ืึทืฉ ืื•ืŸ ืžืึทื›ืŸ ืขืก ืื•ืžืžืขื’ืœืขืš ืฆื• ืฆื•ืจื™ืงืงืจื™ื’ืŸ ื“ื™ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข.

ืจืขื›ืŸ ืึทื– ื ืึธืš ื–ืึทืžืœื•ื ื’ ืžื™ืจ ื‘ืึทืงื•ืžืขืŸ ื“ื™ ืขืงืกืขืงื•ื˜ืึทื‘ืœืข ื˜ืขืงืข f5ar. ืื™ืจ ืงืขื ืขืŸ ืคื•ื ืึทื ื“ืขืจืงืœื™ื™ึทื‘ืŸ ื“ื™ ื’ืจื™ื™ืก ืคื•ืŸ ื“ืขืจ ื‘ื™ื‘ืœื™ืึธื˜ืขืง ืฆื• ืจืขื›ืขื ืขืŸ ื“ื™ ืคึผืึทืกืึทื‘ื™ืœืึทื˜ื™ื– ืคื•ืŸ ื–ื™ื™ึทืŸ ื ื•ืฆืŸ ืžื™ื˜ ื“ื™ ืคืึธืŸ -a: ./f5ar -a [ะฟะฐะฟะบะฐ ะฟะพะธัะบะฐ] [Perl-ัะพะฒะผะตัั‚ะธะผะพะต ั€ะตะณัƒะปัั€ะฝะพะต ะฒั‹ั€ะฐะถะตะฝะธะต]. ืคึผืึทืงืงืึทื’ื™ื ื’ ืื™ื– ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ื“ื•ืจืš ื“ื™ ืžืึทื ืฉืึทืคึฟื˜ ./f5ar -p [ะฟะฐะฟะบะฐ ะฟะพะธัะบะฐ] [Perl-ัะพะฒะผะตัั‚ะธะผะพะต ั€ะตะณัƒะปัั€ะฝะพะต ะฒั‹ั€ะฐะถะตะฝะธะต] [ัƒะฟะฐะบะพะฒั‹ะฒะฐะตะผั‹ะน ั„ะฐะนะป] [ะธะผั ะฐั€ั…ะธะฒะฐ], ืื•ืŸ ืึทื ืคึผืึทืงื™ื ื’ ื ื™ืฆืŸ ./f5ar -u [ั„ะฐะนะป ะฐั€ั…ะธะฒะฐ] [ะธะผั ะฒะพััั‚ะฐะฝะพะฒะปะตะฝะฝะพะณะพ ั„ะฐะนะปะฐ].

ื“ืขืžืึทื ืกื˜ืจื™ื™ืฉืึทืŸ ืคื•ืŸ ืึทืจื‘ืขื˜

ืฆื• ื•ื•ื™ื™ึทื–ืŸ ื“ื™ ื™ืคืขืงื˜ื™ื•ื•ื ืึทืก ืคื•ืŸ ื“ืขื ืื•ืคึฟืŸ, ืื™ืš ื•ืคึผืœืึธืึทื“ืขื“ ืึท ื–ืึทืžืœื•ื ื’ ืคื•ืŸ 225 ืœืขื’ืึทืžืจืข ืคืจื™ื™ ืคืึธื˜ืึธืก ืคื•ืŸ ื”ื™ื ื˜ ืคึฟื•ืŸ ื“ืขืจ ื“ื™ื ืกื˜ ื•ื ืกืคึผืœืึทืฉ. ื™ืขื“ืขืจ ืคื•ืŸ ื–ื™ื™ ื”ืื˜ ืึท ื‘ื™ืกืœ ื”ืขื›ืขืจ ืงื•ื•ืึทืœื™ื˜ืขื˜ ื•ื•ื™ ื’ืขื•ื•ื™ื™ื ื˜ืœืขืš ื‘ืึทื ื™ืฆืขืจ ืคืึธื˜ืึธืก, ืึธื‘ืขืจ ื ืึธืš. ื™ืขื“ืขืจ ืคื•ืŸ ื–ื™ื™ ืื™ื– ื’ืขื•ื•ืขืŸ ืฉื™ื™ึทืขืš-ืขื ืงืึธื•ื“ ืžื™ื˜ libjpeg ืฆื• ื ื•ื˜ืจืึทืœื™ื™ื– ื“ื™ ืคึผืจืึทืœ ืคื•ืŸ ื“ื™ ื‘ื™ื‘ืœื™ืึธื˜ืขืง ืงืึธื“ื™ืจื•ื ื’ ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ืื•ื™ืฃ ื“ื™ ืงื•ื™ืœืขืœื“ื™ืง ื’ืจื™ื™ืก. ืฆื• ืึธื ื•ื•ื™ื™ึทื–ืŸ ื“ื™ ืขืจื’ืกื˜ ื‘ื™ื™ึทืฉืคึผื™ืœ ืคื•ืŸ ืงืึทืžืคึผืจืขืกืึทื‘ืึทืœ ื“ืึทื˜ืŸ, ืึท ืจืึทื ื“ืึธื 36-ืžืขื˜ืขืจ (ืึท ื‘ื™ืกืœ ืžืขืจ ื•ื•ื™ 5% ืคื•ืŸ ื“ื™ ื’ืึทื ืฅ ื’ืจื™ื™ืก) ื™ื•ื ืึทืคืึธืจืžืœื™ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืขืงืข ืื™ื– ื“ื–ืฉืขื ืขืจื™ื™ื˜ืึทื“ ืžื™ื˜ ื“ื“.

ื“ื™ ื˜ืขืกื˜ื™ื ื’ ืคึผืจืึธืฆืขืก ืื™ื– ื’ืึทื ืฅ ืคึผืฉื•ื˜:

$ ls
binary_data dogs f5ar
$ du -sh dogs/
633M dogs/
$ du -h binary_data
36M binary_data

$ ./f5ar -p dogs/ .*jpg binary_data dogs.f5ar
Reading compressing file... ok
Initializing the archive... ok
Analysing library capacity... done in 16.8s
Detected somewhat guaranteed capacity of 48439359 bytes
Detected possible capacity of upto 102618787 bytes
Compressing... done in 32.6s
Saving the archive... ok

$ ./f5ar -u dogs/dogs.f5ar unpacked
Initializing the archive... ok
Reading the archive file... ok
Filling the archive with files... done in 1.2s
Decompressing... done in 17.5s
Writing extracted data... ok

$ sha1sum binary_data unpacked
ba7ade4bc77881ab463121e77bbd4d41ee181ae9 binary_data
ba7ade4bc77881ab463121e77bbd4d41ee181ae9 unpacked
$ du -sh dogs/
563M dogs/

ืึธื“ืขืจ ืึท ืกืงืจืขืขื ืฉืึธื˜ ืคึฟืึทืจ ืคืึทื ืก

ื”ื™ื˜ ืคึผืœืึทืฅ ืคื•ืŸ ืฉื•ื•ืขืจ ืคืึธืจ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™

ื•ื•ื™ ืื™ืจ ืงืขื ืขืŸ ื–ืขืŸ, ืคึฟื•ืŸ ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ 633 + 36 == 669 ืžืขื’ืื‘ื™ื™ื˜ ืคื•ืŸ ื“ืึทื˜ืŸ ืื•ื™ืฃ ื“ื™ ืฉื•ื•ืขืจ ืคืึธืจ, ืžื™ืจ ืขื ื“ื™ืงื˜ ื–ื™ืš ืžื™ื˜ ืึท ื ื™ืกืขืจ 563, ื’ืขื‘ืŸ ืื•ื ื“ื– ืึท ืงืึทืžืคึผืจืขืฉืึทืŸ ืคืึทืจื”ืขืœื˜ืขื ื™ืฉ ืคื•ืŸ ~ 1,188. ื“ืขืจ ืจืึทื“ื™ืงืึทืœ ื—ื™ืœื•ืง ืื™ื– ื“ืขืจืงืœืขืจื˜ ื“ื•ืจืš ื’ืึธืจ ืงืœื™ื™ืŸ ืœืึธืกืกืขืก, ืขื ืœืขืš ืฆื• ื“ื™ ื‘ืืงื•ืžืขืŸ ื•ื•ืขืŸ ืึธืคึผื˜ื™ืžื™ื–ื™ื ื’ JPEG ื˜ืขืงืขืก ืžื™ื˜ ืงืœืึทืกื™ืฉ ืžืขื˜ื”ืึธื“ืก (ืึทื–ืึท ื•ื•ื™ ืงืœื™ื™ื ื˜ืฉื™ืง ื“ื–ืฉืคึผื’). ื’ืขื•ื•ื™ื™ื ื˜ืœืขืš, ื•ื•ืขืŸ ื ื™ืฆืŸ ืกื˜ืขื’ืึทื ืึธื’ืจืึทืคื™ืง ืงืึทืžืคึผืจืขืฉืึทืŸ, ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืื™ื– ื ื™ืฉื˜ ืคืฉื•ื˜ "ืคืึทืจืคืึทืœืŸ", ืึธื‘ืขืจ ืื™ื– ื’ืขื ื™ืฆื˜ ืฆื• ืขื ืงืึธื•ื“ ืื ื“ืขืจืข ื“ืึทื˜ืŸ ื“ืขืจืฆื•, ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ "ืึธืคึผื˜ื™ืžื™ื–ืขื“" ืงืึธื•ืึทืคื™ืฉืึทื ืฅ ืจืขื›ื˜ ืฆื• ื“ืขืจ ื ื•ืฆืŸ ืคื•ืŸ F5 ืื™ื– ืคื™ืœ ื•ื•ื™ื™ื ื™ืงืขืจ ื•ื•ื™ ืžื™ื˜ ื˜ืจืื“ื™ืฆื™ืื ืขืœืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ.

ื•ื•ืขืœื›ืขืจ ืžืึธื“ื™ืคื™ืงืึทื˜ื™ืึธื ืก ืขืก ื–ืขื ืขืŸ, ื–ื™ื™ ื–ืขื ืขืŸ ืœืขื’ืึทืžืจืข ื•ืžื–ืขื™ืง ืฆื• ื“ื™ ืื•ื™ื’. ืื•ื ื˜ืขืจ ื“ื™ ืกืคึผื•ื™ืœืขืจ ืื•ื ื˜ืŸ, ื“ื™ ืœื™ื™ืขื ืขืจ ืงืขื ืขืŸ ืึธืคึผืฉืึทืฆืŸ ื“ื™ ื—ื™ืœื•ืง ื‘ื™ื™ื“ืข ื“ื•ืจืš ืื•ื™ื’ ืื•ืŸ ื“ื•ืจืš ืกืึทื‘ื˜ืจืึทืงื˜ื™ื ื’ ื“ื™ ื•ื•ืึทืœื•ืขืก ืคื•ืŸ ื“ื™ ื’ืขื‘ื™ื˜ืŸ ืงืึธืžืคึผืึธื ืขื ื˜ ืคื•ืŸ ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ (ื“ื™ ืžืขืจ ืžื™ื•ื˜ื™ื“ ื“ื™ ืงืึธืœื™ืจ, ื“ื™ ืงืœืขื ืขืจืขืจ ื“ื™ ื—ื™ืœื•ืง):

ืคึฟืึทืจื‘ื™ื ื“ื•ื ื’ืขืŸ ืฆื• ื‘ื™ืœื“ืขืจ ื•ื•ืึธืก ื˜ืึธืŸ ื ื™ื˜ ืคึผืึทืกื™ืง ืื•ื™ืฃ ื”ืึทื‘ืจืึทืกื˜ืึธืจืึทื’ืข

ืึธืจื™ื’ื™ื ืขืœ - https://i.ibb.co/wNDLNcZ/1.jpg
ื’ืขืขื ื“ืขืจื˜ - https://i.ibb.co/qWvpfFM/1.jpg
ื—ื™ืœื•ืง - https://i.ibb.co/2ZzhHfD/diff.jpg

ืึธื ืฉื˜ืึธื˜ ืึท ืžืกืงื ื

ืื™ืš ื”ืืฃ ืื™ืš ื”ืื‘ ื’ืขืงืขื ื˜ ืื™ื‘ืขืจืฆื™ื™ื’ืŸ ื“ืขื ืœื™ื™ืขื ืขืจ ืื– ืื–ืขืœื›ืข ืžืขื˜ืื“ืŸ ื–ืขื ืขืŸ ืžืขื’ืœื™ืš ืื•ืŸ ื”ืื‘ืŸ ื ืจืขื›ื˜ ืื•ื™ืฃ ืœืขื‘ืŸ. ืึธื‘ืขืจ, ื‘ื™ื™ื™ื ื’ ืึท ืฉื•ื•ืขืจ ืคืึธืจ ืึธื“ืขืจ ืึทืŸ ื ืึธืš ืงืึทื ืึทืœ (ืคึฟืึทืจ ื ืขืฅ ื˜ืจืึทื ืกืžื™ืกื™ืข) ืงืขืŸ ื•ื™ืกืงื•ืžืขืŸ ื•ื•ื™ ืึท ืคื™ืœ ืกื™ืžืคึผืœืขืจ ืึธืคึผืฆื™ืข ื•ื•ื™ ื˜ืจื™ื™ื ื’ ืฆื• ืฉืคึผืึธืจืŸ ื’ืขืœื˜ ืื•ื™ืฃ ื“ืขื ื•ื•ืขื’. ืื•ื™ืฃ ื“ื™ ืื™ื™ืŸ ื”ืึทื ื˜, ื“ืึธืก ืื™ื– ืืžืช ื‘ืจื™ื™ื˜ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืื™ื– ืึธืคื˜ ืกื™ืžืคึผืœืขืจ ืื•ืŸ ืžืขืจ ืคืึทืจืœืึธื–ืœืขืš. ืื‘ืขืจ ืื•ื™ืฃ ื“ื™ ืื ื“ืขืจืข ื”ืึทื ื˜, ืžื™ืจ ื–ืึธืœ ื ื™ืฉื˜ ืคืึทืจื’ืขืกืŸ ื•ื•ืขื’ืŸ ื“ื™ ื˜ื™ืฃ. ื ืึธืš ืึทืœืข, ืขืก ื–ืขื ืขืŸ ืงื™ื™ืŸ ื’ืึทืจืึทื ื˜ื™ืจืŸ ืึทื– ืžืึธืจื’ืŸ ืื™ืจ ื•ื•ืขื˜ ืงืขื ืขืŸ ืฆื• ืงื•ืžืขืŸ ืฆื• ื“ื™ ืงืจืึธื ืื•ืŸ ืงื•ื™ืคืŸ ื–ื™ืš ื ืึธืš ื˜ื•ื™ื–ื ื˜ ื˜ืขืจืึทื‘ื™ื˜ืข ืฉื•ื•ืขืจ ืคืึธืจ, ืึธื‘ืขืจ ืื™ืจ ืงืขื ืขืŸ ืฉื˜ืขื ื“ื™ืง ื ื•ืฆืŸ ื“ื™ ื•ื•ืึธืก ืื™ืจ ื”ืึธื˜ ืฉื•ื™ืŸ ืœื™ื’ื ืขืจื™ืฉ ืื™ืŸ ืฉื˜ื•ื‘.

-> ื’ื™ื˜ื”ื•ื‘

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ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’