ืกื™ื˜ื•ืึทืฆื™ืข: ื•ื•ื™ืจื˜ื•ืขืœ ื’ืคึผื•ืก ื–ืขื ืขืŸ ื ื™ืฉื˜ ืขืจื’ืขืจ ืื™ืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืฆื• ืคึผืจืขืกืŸ ืกืึทืœื•ืฉืึทื ื–

ืื™ืŸ ืคืขื‘ืจื•ืืจ, Stanford ื›ืึธื•ืกื˜ื™ื“ ืึท ื–ื™ืฆื•ื ื’ ืื•ื™ืฃ ื”ื•ื™ืš-ืคืึธืจืฉื˜ืขืœื•ื ื’ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ (HPC). VMware ืคืืจืฉื˜ื™ื™ืขืจืก ื’ืขื–ืื’ื˜ ืึทื– ื•ื•ืขืŸ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ืึท ื’ืคึผื•, ืึท ืกื™ืกื˜ืขื ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืึท ืžืึทื“ืึทืคื™ื™ื“ ESXi ื›ื™ื™ืคึผืขืจื•ื•ื™ื™ื–ืขืจ ืื™ื– ื ื™ืฉื˜ ืขืจื’ืขืจ ืื™ืŸ ื’ื™ื›ืงื™ื™ึทื˜ ืฆื• ื ืึทืงืขื˜ ืžืขื˜ืึทืœ ืกืึทืœื•ืฉืึทื ื–.

ืžื™ืจ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื“ื™ ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ื•ื•ืึธืก ื’ืขืžืื›ื˜ ืขืก ืžืขื’ืœืขืš ืฆื• ื“ืขืจื’ืจื™ื™ื›ืŸ ื“ืขื.

ืกื™ื˜ื•ืึทืฆื™ืข: ื•ื•ื™ืจื˜ื•ืขืœ ื’ืคึผื•ืก ื–ืขื ืขืŸ ื ื™ืฉื˜ ืขืจื’ืขืจ ืื™ืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืฆื• ืคึผืจืขืกืŸ ืกืึทืœื•ืฉืึทื ื–
/ ืคืึธื˜ืึธ Victorgrigas CC BY-SA

ืคืึธืจืฉื˜ืขืœื•ื ื’ ืึทืจื•ื™ืกื’ืขื‘ืŸ

ืœื•ื™ื˜ ืฆื• ืึทื ืึทืœื™ืก, ื•ื•ืขื’ืŸ 70% ืคื•ืŸ ื•ื•ืขืจืงืœืึธื•ื“ื– ืื™ืŸ ื“ืึทื˜ืŸ ืกืขื ื˜ืขืจืก ื•ื•ื™ืจื˜ื•ืึทืœื™ื–ืขื“. ืึธื‘ืขืจ, ื“ื™ ืจื•ืขืŸ 30% ื ืึธืš ืœื•ื™ืคื˜ ืื•ื™ืฃ ื ืึทืงืขื˜ ืžืขื˜ืึทืœ ืึธืŸ ื›ื™ื™ืคึผืขืจื•ื•ื™ื™ื–ืขืจื–. ื“ื™ 30% ื‘ืืฉื˜ื™ื™ื˜ ืžืขืจืกื˜ื ืก ืคื•ืŸ ื”ื•ื™ืš-ืžืึทืกืข ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–, ืึทื–ืึท ื•ื•ื™ ื“ื™ ืฉื™ื™ึทื›ื•ืช ืฆื• ื˜ืจื™ื™ื ื™ื ื’ ื ืขื•ืจืึทืœ ื ืขื˜ื•ื•ืึธืจืงืก ืื•ืŸ ื ื™ืฆืŸ ื’ืคึผื•ืก.

ืขืงืกืคึผืขืจืฅ ื“ืขืจืงืœืขืจืŸ ื“ืขื ื’ืึทื ื’ ื“ื•ืจืš ื“ื™ ืคืึทืงื˜ ืึทื– ื“ื™ ื›ื™ื™ืคึผืขืจื•ื•ื™ื™ื–ืขืจ, ื•ื•ื™ ืึท ื™ื ื˜ืขืจืžื™ื“ื™ื™ื˜ ืึทื‘ืกื˜ืจืึทืงืฆื™ืข ืฉื™ื›ื˜ืข, ืงืขื ืขืŸ ื•ื•ื™ืจืงืŸ ื“ื™ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืคื•ืŸ ื“ื™ ื’ืื ืฆืข ืกื™ืกื˜ืขื. ืื™ืŸ ืฉื˜ื•ื“ื™ื•ื ืคื™ื ืฃ ื™ืืจ ืฆื•ืจื™ืง ืื™ืจ ืงืขื ืขืŸ ื’ืขืคึฟื™ื ืขืŸ ื“ื™ ื“ืึทื˜ืŸ ื•ื•ืขื’ืŸ ืจื™ื“ื•ืกื™ื ื’ ื“ื™ ื’ื™ื›ืงื™ื™ึทื˜ ืคื•ืŸ ืึทืจื‘ืขื˜ ืžื™ื˜ 10%. ื“ืขืจื™ื‘ืขืจ, ืงืึธืžืคึผืึทื ื™ืขืก ืื•ืŸ ื“ืึทื˜ืŸ ืฆืขื ื˜ืขืจ ืึธืคึผืขืจื™ื™ื˜ืขืจื– ื˜ืึธืŸ ื ื™ื˜ ื™ื™ึทืœืŸ ืฆื• ืึทืจื™ื‘ืขืจืคื™ืจืŸ HPC ื•ื•ืขืจืงืœืึธื•ื“ื– ืฆื• ืึท ื•ื•ื™ืจื˜ื•ืึทืœ ืกื•ื•ื™ื•ื•ืข.

ืึธื‘ืขืจ ื•ื•ื™ืจื˜ื•ืึทืœื™ื–ืึทื˜ื™ืึธืŸ ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ื–ืขื ืขืŸ ื“ืขื•ื•ืขืœืึธืคึผื™ื ื’ ืื•ืŸ ื™ืžืคึผืจื•ื•ื•ื™ื ื’. ืื•ื™ืฃ ืึท ืงืึธื ืคึฟืขืจืขื ืฅ ืžื™ื˜ ืึท ื—ื•ื“ืฉ ืฆื•ืจื™ืง, VMware ื”ืื˜ ื’ืขื–ืื’ื˜ ืึทื– ื“ื™ ESXi ื›ื™ื™ืคึผืขืจื•ื•ื™ื™ื–ืขืจ ื”ืื˜ ื ื™ืฉื˜ ืึท ื ืขื’ืึทื˜ื™ื•ื• ืคึผืจืึทืœ ืื•ื™ืฃ ื’ืคึผื• ืคืึธืจืฉื˜ืขืœื•ื ื’. ื“ื™ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ื’ื™ื›ืงื™ื™ึทื˜ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืจื™ื“ื•ืกื˜ ืžื™ื˜ ื“ืจื™ื™ ืคึผืจืึธืฆืขื ื˜, ื•ื•ืึธืก ืื™ื– ืคืึทืจื’ืœื™ื™ึทื›ืœืขืš ืฆื• ื ืึทืงืขื˜ ืžืขื˜ืึทืœ.

ื•ื•ื™ ืขืก ื•ื•ืึธืจืงืก

ืฆื• ืคึฟืึทืจื‘ืขืกืขืจืŸ ื“ื™ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืคื•ืŸ HPC ืกื™ืกื˜ืขืžืขืŸ ืžื™ื˜ ื’ืคึผื•ืก, VMware ื”ืื˜ ื’ืขืžืื›ื˜ ืึท ื ื•ืžืขืจ ืคื•ืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ืฆื• ื“ื™ ื›ื™ื™ืคึผืขืจื•ื•ื™ื™ื–ืขืจ. ืื™ืŸ ื‘ืึทื–ื•ื ื“ืขืจ, ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ื‘ืึทืคืจื™ื™ึทืขืŸ ืคื•ืŸ ื“ื™ vMotion ืคื•ื ืงืฆื™ืข. ืขืก ืื™ื– ื“ืืจืฃ ืคึฟืึทืจ ืžืึทืกืข ื‘ืึทืœืึทื ืกื™ื ื’ ืื•ืŸ ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ื˜ืจืึทื ืกืคืขืจืก ื•ื•ื™ืจื˜ื•ืึทืœ ืžืืฉื™ื ืขืŸ (VMs) ืฆื•ื•ื™ืฉืŸ ืกืขืจื•ื•ืขืจืก ืึธื“ืขืจ ื’ืคึผื•ืก. ื“ื™ืกื™ื™ื‘ืึทืœื™ื ื’ ื•ื•ืžืึธื˜ื™ืึธืŸ ืจื™ื–ืึทืœื˜ื™ื“ ืื™ืŸ ื™ืขื“ืขืจ VM ืื™ื– ืื™ืฆื˜ ืึทืกื™ื™ื ื“ ืึท ืกืคึผืขืฆื™ืคื™ืฉ ื’ืคึผื•. ื“ืขื ื’ืขื”ืึธืœืคึฟืŸ ืจืขื“ื•ืฆื™ืจืŸ ืงืึธืก ื•ื•ืขืŸ ื™ืงืกื˜ืฉื™ื™ื ื“ื–ืฉื™ื ื’ ื“ืึทื˜ืŸ.

ืืŸ ืื ื“ืขืจ ืฉืœื™ืกืœ ืงืึธืžืคึผืึธื ืขื ื˜ ืคื•ืŸ ื“ื™ ืกื™ืกื˜ืขื ืื™ื– ื˜ืขื›ื ืึธืœืึธื’ื™ืข DirectPath I/O. ืขืก ืึทืœืึทื•ื– ื“ื™ CUDA ืคึผืึทืจืึทืœืขืœ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืฉืึธืคืขืจ ืฆื• ื™ื ื˜ืขืจืึทืงื˜ ืžื™ื˜ ื•ื•ื™ืจื˜ื•ืึทืœ ืžืืฉื™ื ืขืŸ ื’ืœื™ื™ึทืš, ื‘ื™ื™ืคึผืึทืกื™ื ื’ ื“ื™ ื›ื™ื™ืคึผืขืจื•ื•ื™ื™ื–ืขืจ. ื•ื•ืขืŸ ืื™ืจ ื“ืึทืจืคึฟืŸ ืฆื• ืœื•ื™ืคืŸ ืขื˜ืœืขื›ืข VMs ืื•ื™ืฃ ืื™ื™ืŸ ื’ืคึผื• ืื™ืŸ ืึทืžืึธืœ, ื“ื™ GRID vGPU ืœื™ื™ื–ื•ื ื’ ืื™ื– ื’ืขื ื™ืฆื˜. ืขืก ืฆืขื˜ื™ื™ืœื˜ ื“ื™ ื–ื›ึผืจื•ืŸ ืงืึธืจื˜ ืื™ืŸ ืขื˜ืœืขื›ืข ืกืขื’ืžืึทื ืฅ (ืึธื‘ืขืจ ื“ื™ ืงืึทืžืคึผื™ื•ื˜ื™ื™ืฉืึทื ืึทืœ ืกื™ื™ืงืึทืœื– ื–ืขื ืขืŸ ื ื™ืฉื˜ ืฆืขื˜ื™ื™ืœื˜).

ื“ื™ ืึธืคึผืขืจืึทืฆื™ืข ื“ื™ืึทื’ืจืึทืžืข ืคื•ืŸ โ€‹โ€‹ืฆื•ื•ื™ื™ ื•ื•ื™ืจื˜ื•ืึทืœ ืžืืฉื™ื ืขืŸ ืื™ืŸ ื“ืขื ืคืึทืœ ื•ื•ืขื˜ ืงื•ืงืŸ ื•ื•ื™ ื“ืึธืก:

ืกื™ื˜ื•ืึทืฆื™ืข: ื•ื•ื™ืจื˜ื•ืขืœ ื’ืคึผื•ืก ื–ืขื ืขืŸ ื ื™ืฉื˜ ืขืจื’ืขืจ ืื™ืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืฆื• ืคึผืจืขืกืŸ ืกืึทืœื•ืฉืึทื ื–

ืจืขื–ื•ืœื˜ืึทื˜ืŸ ืื•ืŸ ืคืึธืจืงืึทืกืฅ

ืคื™ืจืžืข ื“ื•ืจื›ื’ืขืคื™ืจื˜ ื˜ืขืกืฅ ื”ื™ืคึผืขืจื•ื•ื™ื™ื–ืขืจ ื“ื•ืจืš ื˜ืจื™ื™ื ื™ื ื’ ืึท ืฉืคึผืจืึทืš ืžืึธื“ืขืœ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ TensorFlow. ื“ื™ ืคืึธืจืฉื˜ืขืœื•ื ื’ "ืฉืึธื“ืŸ" ืื™ื– ื’ืขื•ื•ืขืŸ ื‘ืœื•ื™ื– 3-4% ืงืึทืžืคึผืขืจื“ ืžื™ื˜ ื ืึทืงืขื˜ ืžืขื˜ืึทืœ. ืื™ืŸ ืฆื•ืจื™ืงืงื•ืžืขืŸ, ื“ื™ ืกื™ืกื˜ืขื ืื™ื– ื‘ื™ื›ื•ืœืช ืฆื• ืคืึทืจืฉืคึผืจื™ื™ื˜ืŸ ืจืขืกื•ืจืกืŸ ืื•ื™ืฃ ืคืึธื“ืขืจื•ื ื’ ื“ื™ืคึผืขื ื“ื™ื ื’ ืื•ื™ืฃ ื“ื™ ืงืจืึทื ื˜ ืžืึทืกืข.

ื“ืขืจ IT ืจื™ื– ืื•ื™ืš ื“ื•ืจื›ื’ืขืคื™ืจื˜ ื˜ืขืกืฅ ืžื™ื˜ ืงืึทื ื˜ื™ื™ื ืขืจื–. ื“ื™ ืคื™ืจืžืข 'ืก ืขื ื“ื–ืฉืึทื ื™ืจื– ื˜ืจื™ื™ื ื“ ื ืขื•ืจืึทืœ ื ืขื˜ื•ื•ืึธืจืงืก ืฆื• ื“ืขืจืงืขื ืขืŸ ื‘ื™ืœื“ืขืจ. ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืฆื™ื™ื˜, ื“ื™ ืจืขืกื•ืจืกืŸ ืคื•ืŸ ืื™ื™ืŸ ื’ืคึผื• ื–ืขื ืขืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืฆื•ื•ื™ืฉืŸ ืคื™ืจ ืงืึทื ื˜ื™ื™ื ืขืจ VMs. ื•ื•ื™ ืึท ืจืขื–ื•ืœื˜ืึทื˜, ื“ื™ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืคื•ืŸ ื™ื—ื™ื“ ืžืืฉื™ื ืขืŸ ื“ื™ืงืจื™ืกื˜ ืžื™ื˜ 17% (ืงืึทืžืคึผืขืจื“ ืฆื• ืึท ืื™ื™ืŸ VM ืžื™ื˜ ืคื•ืœ ืึทืงืกืขืก ืฆื• ื’ืคึผื• ืจืขืกื•ืจืกืŸ). ืึธื‘ืขืจ, ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ื‘ื™ืœื“ืขืจ ืคึผืจืึทืกืขืกื˜ ืคึผืขืจ ืกืขืงื•ื ื“ืข ื’ืขื•ื•ืืงืกืŸ ื“ืจื™ื™ ืžืืœ. ืขืก ืื™ื– ื“ืขืจื•ื•ืึทืจื˜ ืึทื– ืึทื–ืึท ืกื™ืกื˜ืขืžืขืŸ ื•ื•ืขื˜ ื’ืขืคื™ื ืขืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– ืื™ืŸ ื“ืึทื˜ืŸ ืึทื ืึทืœื™ืกื™ืก ืื•ืŸ ืงืึธืžืคึผื™ื•ื˜ืขืจ ืžืึธื“ืขืœื™ื ื’.

ืฆื•ื•ื™ืฉืŸ ื“ื™ ืคึผืึธื˜ืขื ืฆื™ืขืœ ืคืจืื‘ืœืขืžืขืŸ ื•ื•ืึธืก VMware ืงืขืŸ ืคึผื ื™ื, ืขืงืกืคึผืขืจืฅ ืฆื•ื˜ื™ื™ืœืŸ ื’ืึทื ืฅ ืฉืžืึธืœ ืฆื™ืœ ื•ื™ืœืขื. ื ืงืœื™ื™ืŸ ื ื•ืžืขืจ ืคื•ืŸ ืงืึธืžืคึผืึทื ื™ืขืก ื–ืขื ืขืŸ ื ืึธืš ืืจื‘ืขื˜ืŸ ืžื™ื˜ ื”ื•ื™ืš-ืคืึธืจืฉื˜ืขืœื•ื ื’ ืกื™ืกื˜ืขืžืขืŸ. ื›ืึธื˜ืฉ ืื™ืŸ ืกื˜ืึทื˜ื™ืกื˜ื™ืง ืกืขืœืึทื‘ืจื™ื™ื˜ืึทื– ืื™ืŸ 2021, 94% ืคื•ืŸ ื“ื™ ื•ื•ืขืœื˜ 'ืก ื“ืึทื˜ืŸ ืฆืขื ื˜ืขืจ ื•ื•ืขืจืงืœืึธื•ื“ื– ื•ื•ืขื˜ ื–ื™ื™ืŸ ื•ื•ื™ืจื˜ื•ืึทืœื™ื–ืขื“. ื“ื•ืจืš ืคืึธืจืงืึทืกืฅ ืึทื ืึทืœื™ืก, ื“ื™ ื•ื•ืขืจื˜ ืคื•ืŸ ื“ื™ HPC ืžืึทืจืง ื•ื•ืขื˜ ื•ื•ืึทืงืกืŸ ืคื•ืŸ 32 ืฆื• 45 ื‘ื™ืœื™ืึธืŸ ื“ืึธืœืœืึทืจืก ืื™ืŸ ื“ื™ ืฆื™ื™ื˜ ืคื•ืŸ 2017 ืฆื• 2022.

ืกื™ื˜ื•ืึทืฆื™ืข: ื•ื•ื™ืจื˜ื•ืขืœ ื’ืคึผื•ืก ื–ืขื ืขืŸ ื ื™ืฉื˜ ืขืจื’ืขืจ ืื™ืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืฆื• ืคึผืจืขืกืŸ ืกืึทืœื•ืฉืึทื ื–
/ ืคืึธื˜ืึธ ื’ืœืื‘ืืœืข ืึทืงืกืขืก ืคื•ื ื˜ PD

ืขื ืœืขื›ืข ืกืึทืœื•ืฉืึทื ื–

ืขืก ื–ืขื ืขืŸ ืขื˜ืœืขื›ืข ืึทื ืึทืœืึธื’ื•ืขืก ืื•ื™ืฃ ื“ื™ ืžืึทืจืง ื•ื•ืึธืก ื–ืขื ืขืŸ ื“ืขื•ื•ืขืœืึธืคึผืขื“ ื“ื•ืจืš ื’ืจื•ื™ืก ืขืก ืงืึธืžืคึผืึทื ื™ืขืก: ืึทืžื“ ืื•ืŸ ื™ื ื˜ืขืœ.

ื“ืขืจ ืขืจืฉื˜ืขืจ ืคื™ืจืžืข ืคึฟืึทืจ ื’ืคึผื• ื•ื•ื™ืจื˜ื•ืึทืœื™ื–ืึทื˜ื™ืึธืŸ ืึธืคืคืขืจืก ืฆื•ื’ืึทื ื’ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ SR-IOV (ืื™ื™ืŸ ื•ื•ืึธืจืฆืœ ืึทืจื™ื™ึทื ืฉืจื™ื™ึทื‘ / ืจืขื–ื•ืœื˜ืึทื˜ ื•ื•ื™ืจื˜ื•ืึทืœื™ื–ืึทื˜ื™ืึธืŸ). ื“ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ื’ื™ื˜ ื“ื™ VM ืึทืงืกืขืก ืฆื• ื˜ื™ื™ืœ ืคื•ืŸ ื“ื™ ืกื™ืกื˜ืขื ืก ื™ื™ึทื–ื ื•ื•ืึทืจื’ ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื–. ื“ื™ ืœื™ื™ื–ื•ื ื’ ืึทืœืึทื•ื– ืื™ืจ ืฆื• ื˜ื™ื™ืœืŸ ื“ื™ ื’ืคึผื• ืฆื•ื•ื™ืฉืŸ 16 ื™ื•ื–ืขืจื– ืžื™ื˜ ื’ืœื™ื™ึทืš ืคืึธืจืฉื˜ืขืœื•ื ื’ ืคื•ืŸ ื•ื•ื™ืจื˜ื•ืึทืœื™ื–ืขื“ ืกื™ืกื˜ืขืžืขืŸ.

ื•ื•ื™ ืคึฟืึทืจ ื“ื™ ืจื’ืข ืขืก ืจื™ื–, ื–ื™ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ ื›ื™ื™ืคึผืขืจื•ื•ื™ื™ื–ืขืจ Citrix XenServer 7. ืขืก ืงืึทืžื‘ื™ื™ื ื– ื“ื™ ืึทืจื‘ืขื˜ ืคื•ืŸ ืึท ื ืึธืจืžืึทืœ ื’ืคึผื• ื“ืจื™ื™ื•ื•ืขืจ ืื•ืŸ ืึท ื•ื•ื™ืจื˜ื•ืึทืœ ืžืึทืฉื™ืŸ, ื•ื•ืึธืก ืึทืœืึทื•ื– ื“ื™ ื™ืขื ืขืจ ืฆื• ื•ื•ื™ื™ึทื–ืŸ 3D ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– ืื•ืŸ ื“ืขืกืงื˜ืึทืคึผืก ืื•ื™ืฃ ื“ื™ ื“ืขื•ื•ื™ืกืขืก ืคื•ืŸ ื”ื•ื ื“ืขืจื˜ืขืจ ืคื•ืŸ ื ื™ืฆืขืจืก.

ืฆื•ืงื•ื ืคึฟื˜ ืคื•ืŸ ื˜ืขื›ื ืึธืœืึธื’ื™ืข

ื•ื•ื™ืจื˜ื•ืึทืœ ื’ืคึผื• ื“ืขื•ื•ืขืœืึธืคึผืขืจืก ืžืึทื›ืŸ ืึท ื’ืขื•ื•ืขื˜ ืื•ื™ืฃ ื“ื™ ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืคื•ืŸ ืึทื™ ืกื™ืกื˜ืขืžืขืŸ ืื•ืŸ ื“ื™ ื’ืจืึธื•ื™ื ื’ ืคึผืึธืคึผื•ืœืึทืจื™ื˜ืขื˜ ืคื•ืŸ ื”ื•ื™ืš-ืคืึธืจืฉื˜ืขืœื•ื ื’ ืกืึทืœื•ืฉืึทื ื– ืื™ืŸ ื“ื™ ื’ืขืฉืขืคื˜ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืžืึทืจืง. ื–ื™ื™ ื”ืึธืคืŸ ืึทื– ื“ื™ ื ื•ื™ื˜ ืฆื• ืคึผืจืึธืฆืขืก ื’ืจื•ื™ืก ืึทืžืึทื•ื ืฅ ืคื•ืŸ ื“ืึทื˜ืŸ ื•ื•ืขื˜ ืคืึทืจื’ืจืขืกืขืจืŸ ื“ื™ ืคืึธื“ืขืจื•ื ื’ ืคึฟืึทืจ vGPUs.

ืื™ืฆื˜ ืžืึทื ื™ืึทืคืึทืงื˜ืฉืขืจืขืจื– ื–ื•ื›ืŸ ืึท ื•ื•ืขื’ ืคืึทืจื‘ื™ื ื“ืŸ ื“ื™ ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืคื•ืŸ ื“ื™ ืงืคึผื• ืื•ืŸ ื’ืคึผื• ืื™ืŸ ืื™ื™ืŸ ื”ืึทืจืฅ ืฆื• ืคืึทืจื’ื™ื›ืขืจืŸ ืกืึทืœื•ื•ื™ื ื’ ืคึผืจืึธื‘ืœืขืžืก ืžื™ื˜ ื’ืจืึทืคื™ืงืก, ื“ื•ืจื›ืคื™ืจืŸ ืžืึทื˜ืึทืžืึทื˜ื™ืงืึทืœ ื—ืฉื‘ื•ื ื•ืช, ืœืึทื“ื–ืฉื™ืงืึทืœ ืึทืคึผืขืจื™ื™ืฉืึทื ื– ืื•ืŸ ื“ืึทื˜ืŸ ืคึผืจืึทืกืขืกื™ื ื’. ื“ืขืจ ืื•ื™ืกื–ืขืŸ ืคื•ืŸ ืึทื–ืึท ืงืึธืจืขืก ืื•ื™ืฃ ื“ื™ ืžืึทืจืง ืื™ืŸ ื“ืขืจ ืฆื•ืงื•ื ืคึฟื˜ ื•ื•ืขื˜ ื˜ื•ื™ืฉืŸ ื“ืขื ืฆื•ื’ืึทื ื’ ืฆื• ืžื™ื˜ืœ ื•ื•ื™ืจื˜ื•ืึทืœื™ื–ืึทื˜ื™ืึธืŸ ืื•ืŸ ื–ื™ื™ืขืจ ืคืึทืจืฉืคึผืจื™ื™ื˜ื•ื ื’ ืฆื•ื•ื™ืฉืŸ ื•ื•ืขืจืงืœืึธื•ื“ื– ืื™ืŸ ื•ื•ื™ืจื˜ื•ืึทืœ ืื•ืŸ ื•ื•ืึธืœืงืŸ ื™ื ื•ื•ื™ื™ืจืึทื ืžืึทื ืฅ.

ื•ื•ืึธืก ืฆื• ืœื™ื™ืขื ืขืŸ ื•ื•ืขื’ืŸ ื“ืขื ื˜ืขืžืข ืื™ืŸ ืื•ื ื“ื–ืขืจ ืคึฟื™ืจืžืข ื‘ืœืึธื’:

ื ืคึผืึธืจ ืคื•ืŸ ืึทืจื˜ื™ืงืœืขืŸ ืคื•ืŸ ืื•ื ื“ื–ืขืจ ื˜ืขืœืขื’ืจืึทื ืงืึทื ืึทืœ:

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’