cps-14-load-balance

commit e0b0cd220a4a9f3763a485b0503af8dd87ca434a
parent bb3f455199e8a9b571f27b8477638b8a25ff2e93
Author: Ivan Gankevich <igankevich@ya.ru>
Date:   Sat, 17 Dec 2016 17:47:27 +0300

Remove trash.

Diffstat:
Makefile
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1
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cps-14-load-balance.pdf
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0

gankevich.aux
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gankevich.log
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448
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gankevich.pdf
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0

gankevich.tex
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74
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overlap-eps-converted-to.pdf
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0

overlap.eps
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652
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performance-eps-converted-to.pdf
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0

performance.eps
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625
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10 files changed, 1 insertion(+), 1818 deletions(-)
diff --git a/Makefile b/Makefile
@@ -19,3 +19,4 @@ clean:
 	rm -f $(NAME).log $(NAME).aux $(NAME).pdf *-converted-to.pdf
 	rm -f *.eps *.nav *.out *.toc *.snm
 	rm -f $(NAME).tex
+	rm -f $(NEW_NAME).pdf
diff --git a/cps-14-load-balance.pdf b/cps-14-load-balance.pdf
Binary files differ.
diff --git a/gankevich.aux b/gankevich.aux
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-\author{Ãàíêåâè÷~È.\:Ã., Äåãòÿðåâ~À.\:Á.}
-\title{Ìåòîä ðàñïðåäåëåíèÿ íàãðóçêè íà~ìíîãîïðîöåññîðíóþ ñèñòåìó}
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-{\footnotetext{{\it Ãàíêåâè÷ Èâàí Ãåííàäüåâè÷} -- àñïèðàíò, Ñàíêò-Ïåòåðáóðãñêèé ãîñóäàðñòâåííûé óíèâåðñèòåò; e-mail: igankevich@cc.spbu.ru, òåë.: +7(921)422-23-21}}
-{\footnotetext{{\it Äåãòÿðåâ Àëåêñàíäð Áîðèñîâè÷} -- ïðîôåññîð, Ñàíêò-Ïåòåðáóðãñêèé ãîñóäàðñòâåííûé óíèâåðñèòåò; e-mail: deg@csa.ru, òåë.: +7(911)913-48-99}}
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-\razdel[n]{Ââåäåíèå}
-Íàèáîëåå ðàçðàáîòàííûì è øèðîêî ïðèìåíÿåìûì ïîäõîäîì ê ðàñïðåäåëåíèþ íàãðóçêè íà âû÷èñëèòåëüíóþ ñèñòåìó ÿâëÿåòñÿ ðàçáèåíèå äàííûõ íà îäíîðîäíûå ÷àñòè (èëè ðàçáèåíèå çàäà÷è íà îäíîðîäíûå ïîäçàäà÷è) ñ ïîñëåäóþùèì ðàñïðåäåëåíèåì èõ ìåæäó îòäåëüíûìè ÿäðàìè âû÷èñëèòåëüíîãî óñòðîéñòâà èëè óçëàìè êëàñòåðà, îäíàêî òàêîé ïîäõîä íå âñåãäà ðàáîòàåò ýôôåêòèâíî. Âî-ïåðâûõ, ÷àñòî îáùåå êîëè÷åñòâî ÷àñòåé, íà êîòîðûå ðàçáèâàþòñÿ âõîäíûå äàííûå, äèêòóåòñÿ íå àðõèòåêòóðîé è êîíôèãóðàöèåé âû÷èñëèòåëüíîé ñèñòåìû, à ñàìîé çàäà÷åé è ïðèñóùèìè åé îãðàíè÷åíèÿìè, è òàêîå ðàñïðåäåëåíèå íå âñåãäà ýôôåêòèâíî ñ òî÷êè çðåíèÿ âû÷èñëèòåëüíîé ìàøèíû: êîëè÷åñòâî ÷àñòåé îêàçûâàåòñÿ ëèáî ñëèøêîì áîëüøèì ïî ñðàâíåíèþ ñ êîëè÷åñòâîì ïðîöåññîðîâ, ðàáîòàþùèõ ïàðàëëåëüíî, ÷òî âåäåò ê óâåëè÷åíèþ íàêëàäíûõ ðàñõîäîâ íà îáìåí äàííûìè, ëèáî ñëèøêîì ìàëåíüêèì, ÷òî íå ïîçâîëÿåò ýôôåêòèâíî èñïîëüçîâàòü âñå äîñòóïíûå âû÷èñëèòåëüíûå ÿäðà. Âî-âòîðûõ, ñàì õàðàêòåð äåëåíèÿ âõîäíûõ äàííûõ íà ÷àñòè ìîæåò ñòàòü ïðè÷èíîé ïîÿâëåíèÿ íåîäíîðîäíîñòè â ðàçìåðàõ ðàçëè÷íûõ ÷àñòåé è äèñáàëàíñà íàãðóçêè íà îòäåëüíûå âû÷èñëèòåëüíûå ÿäðà ñèñòåìû. Â-òðåòüèõ, ïîñêîëüêó â âû÷èñëèòåëüíîé ñèñòåìå ïðîöåññîð --- íå åäèíñòâåííîå óñòðîéñòâî, ñïðàâëÿþùååñÿ ñ íàãðóçêîé, è ñóùåñòâóþò äðóãèå êîìïîíåíòû, ó÷àñòâóþùèå â âû÷èñëåíèÿõ (òàêèå êàê âåêòîðíûå óñêîðèòåëè, âèäåîêàðòû è óñòðîéñòâà õðàíåíèÿ), òî îêîí÷àòåëüíàÿ ïðîèçâîäèòåëüíîñòü ñèñòåìû è âðåìÿ ðåøåíèÿ êîíêðåòíîé çàäà÷è çàâèñÿò îò ïðîèçâîäèòåëüíîñòè íå òîëüêî ïðîöåññîðîâ, íî è âñåõ óñòðîéñòâ, ïðèíèìàþùèõ ó÷àñòèå â âû÷èñëåíèÿõ. Òàêèì îáðàçîì, ó÷åò òîëüêî ëèøü ïðîöåññîðîâ ïðè ðàñïðåäåëåíèè íàãðóçêè íà âû÷èñëèòåëüíóþ ñèñòåìó ÿâëÿåòñÿ ëèøü ïåðâûì ïðèáëèæåíèåì ê ðåøåíèþ çàäà÷è î äîñòèæåíèè âûñîêîé ïðîèçâîäèòåëüíîñòè, è ó÷åò âñåõ êîìïîíåíò ñèñòåìû ïîçâîëèò óëó÷øèòü ýòîò ðåçóëüòàò.
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-\razdel[n]{Àëãîðèòì ðàñïðåäåëåíèÿ íàãðóçêè}
-Äëÿ ó÷åòà ïðîèçâîäèòåëüíîñòè âñåõ êîìïîíåíò âû÷èñëèòåëüíîé ñèñòåìû è íåîäíîðîäíîñòè ðàçëè÷íûõ ÷àñòåé, íà êîòîðûå äåëÿòñÿ âõîäíûå è âûõîäíûå äàííûå, ðàñïðåäåëåíèå íàãðóçêè ìîæíî ïðîâåñòè â äâà ýòàïà. Íà ïåðâîì ýòàïå ÷àñòü âõîäíûõ äàííûõ (èëè ïîäçàäà÷à) íàïðàâëÿåòñÿ íà ñîîòâåòñòâóþùåå óñòðîéñòâî, íà êîòîðîå ïðåäïîëàãàåòñÿ ïðîèçâåñòè íàãðóçêó, íàïðèìåð, âèäåîêàðòó èëè ïðîöåññîð; åñëè æå ïðåäïîëàãàåòñÿ ïðîèçâåñòè íàãðóçêó íà óñòðîéñòâî õðàíåíèÿ, òî ïîäçàäà÷à íàïðàâëÿåòñÿ íà ïðîöåññîð èëè ïðîöåññîðíîå ÿäðî, ñïåöèàëüíî âûäåëåííîå ïîä òàêîé òèï íàãðóçêè. Íà âòîðîì ýòàïå, êîãäà òèï óñòðîéñòâà óæå âûáðàí, ïîäçàäà÷à ðàñïðåäåëÿåòñÿ íà îäíî èç äîñòóïíûõ â ñèñòåìå óñòðîéñòâ äàííîãî òèïà. Íåñìîòðÿ íà òî, ÷òî íà ýòîì ýòàïå ïîäñèñòåìà â áîëüøèíñòâå ñëó÷àåâ ÿâëÿåòñÿ îäíîðîäíîé (ñîñòîÿùåé èç óñòðîéñòâ îäíîãî òèïà), äëÿ ó÷åòà íåîäíîðîäíûõ ïîäçàäà÷ íåîáõîäèì àëãîðèòì ðàñïðåäåëåíèÿ, êîòîðûé áû ó÷èòûâàë ðàçìåð ÷àñòåé, íà êîòîðûå äåëèòñÿ çàäà÷à.
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-Òàêîé àëãîðèòì ìîæíî ïîñòðîèòü íà îñíîâå àëãîðèòìà <<çàïîëíåíèÿ>> (àíãë. backfill), êîòîðûé øèðîêî ïðèìåíÿåòñÿ äëÿ ðàñïðåäåëåíèÿ íàãðóçêè íà óçëû âû÷èñëèòåëüíîãî êëàñòåðà, íî äëÿ åãî ýôôåêòèâíîé ðàáîòû â ñëó÷àå ìíîãîïðîöåññîðíîé ñèñòåìû íóæíî ïðîèçâåñòè îïðåäåëåííûå ìîäèôèêàöèè. Äëÿ ðàñ÷åòà âðåìåíè ðåøåíèÿ çàäà÷è íà êëàñòåðå íå ñóùåñòâóåò íàäåæíîãî ìåòîäà, è ÷àñòî ýòî âðåìÿ çàäàåòñÿ âðó÷íóþ ïåðåä îòïðàâêîé çàäà÷è â î÷åðåäü~\cite{backfill}, ÷òî íåïðèåìëåìî â ñëó÷àå ìíîãîïðîöåññîðíîé ñèñòåìû, è ïîýòîìó âðåìÿ ðåøåíèÿ îòäåëüíûõ ïîäçàäà÷ íåîáõîäèìî ïðåäñêàçàòü. Äëÿ ïîëó÷åíèÿ íàäåæíîãî ïðåäñêàçàíèÿ ìîæíî âîñïîëüçîâàòüñÿ ëþáûì ïîäõîäÿùèì ñòàòèñòè÷åñêèì ìåòîäîì è èñïîëüçîâàòü âðåìÿ âûïîëíåíèÿ ïðåäûäóùèõ ïîäçàäà÷ â êà÷åñòâå èñõîäíûõ äàííûõ. Äëÿ ó÷åòà íåîäíîðîäíîé ïðîèçâîäèòåëüíîñòè óñòðîéñòâ ìîæíî âîñïîëüçîâàòüñÿ òåì æå ìåòîäîì, òîëüêî â êà÷åñòâå èñõîäíûõ äàííûõ âçÿòü ïðîèçâîäèòåëüíîñòü óñòðîéñòâà íà ïðåäûäóþùèõ çàäà÷àõ (êîëè÷åñòâî çàäà÷, çàâåðøåííûõ â åäèíèöó âðåìåíè). ×òîáû ñîêðàòèòü íàêëàäíûå ðàñõîäû, ìåòîä äîëæåí áûòü äîñòàòî÷íî ïðîñòûì, è ïîýòîìó â òåñòàõ áûë èñïîëüçîâàíî îñðåäíåíèå $N$ ïîñëåäíèõ çíà÷åíèé õàðàêòåðèñòèêè. Èñïîëüçîâàíèå ñòàòèñòè÷åñêèõ ìåòîäîâ â ñëó÷àå ìíîãîïðîöåññîðíîé ñèñòåìû îïðàâäàíî, ïîñêîëüêó â îòëè÷èå îò çàäà÷, ðåøàåìûõ íà êëàñòåðàõ, âðåìÿ ðåøåíèÿ ïîäçàäà÷ äîñòàòî÷íî ìàëî, ÷òîáû ñòàòèñòè÷åñêèå ìåòîäû ðàáîòàëè ýôôåêòèâíî.  ñëó÷àå æå êëàñòåðíûõ ñèñòåì ââèäó î÷åíü áîëüøîãî âðåìåíè ðåøåíèÿ îäíîé çàäà÷è èñïîëüçîâàíèå ñòàòèñòè÷åñêèõ ìåòîäîâ íå ìîæåò äàòü íàäåæíûé ðåçóëüòàò, è àëãîðèòì <<çàïîëíåíèÿ>> ðàáîòàåò ýôôåêòèâíî äëÿ íåáîëüøèõ \mbox{çàäà÷}~\cite{backfill}.
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-Òàêèì îáðàçîì, ðàñïðåäåëåíèå íàãðóçêè îñóùåñòâëÿåòñÿ â äâà ýòàïà: íà ïåðâîì ýòàïå çàäà÷à íàïðàâëÿåòñÿ íà ñîîòâåòñòâóþùåå åå òèïó íàãðóçêè óñòðîéñòâî, à íà âòîðîì ýòàïå îíà íàïðàâëÿåòñÿ íà îäíî èç âûáðàííûõ óñòðîéñòâ ïî àëãîðèòìó ðàñïðåäåëåíèÿ. Ñàì æå àëãîðèòì ÿâëÿåòñÿ àëãîðèòìîì <<çàïîëíåíèÿ>> ñ ìîäèôèêàöèÿìè, ïîçâîëÿþùèìè àâòîìàòè÷åñêè ïðåäñêàçûâàòü âðåìÿ âûïîëíåíèÿ çàäà÷è è ïðîèçâîäèòåëüíîñòü óñòðîéñòâ.
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-\razdel[n]{Íàãðóçî÷íîå òåñòèðîâàíèå}
- êà÷åñòâå çàäà÷è äëÿ íàãðóçî÷íîãî òåñòèðîâàíèÿ áûëà âûáðàíà çàäà÷à ãåíåðàöèè âçâîëíîâàííîé ìîðñêîé ïîâåðõíîñòè, èìåþùàÿ ïðàêòè÷åñêîå ïðèìåíåíèå â ñîçäàíèè âèðòóàëüíîãî ïîëèãîíà~\cite{csit, autoreg1, autoreg2, stab}. Ãåíåðàöèÿ âçâîëíîâàííîé ïîâåðõíîñòè ðåàëèçîâàíà êàê ïðåîáðàçîâàíèå áåëîãî øóìà, ïîâåðõíîñòü ãåíåðèðóåòñÿ ñ ïîìîùüþ àâòîðåãðåññèîííîé ìîäåëè, à äàâëåíèÿ ðàññ÷èòûâàþòñÿ ïî àíàëèòè÷åñêîé ôîðìóëå. Àëãîðèòì çàäà÷è ñîñòîèò èç òðåõ ôàç, íàèáîëåå òðåáîâàòåëüíîé ê âû÷èñëèòåëüíûì ðåñóðñàì èç êîòîðûõ ÿâëÿåòñÿ ôàçà ãåíåðàöèè. Ðåøåíèå íà÷èíàåòñÿ ñ îïðåäåëåíèÿ êîýôôèöèåíòîâ àâòîðåãðåññèè è äèñïåðñèè áåëîãî øóìà ïóòåì ðåøåíèÿ ñèñòåìû óðàâíåíèé Þëà --- Óîêåðà, çàòåì ñëåäóåò ãåíåðàöèÿ áåëîãî øóìà è åãî ïðåîáðàçîâàíèå âî âçâîëíîâàííóþ ìîðñêóþ ïîâåðõíîñòü, êîòîðàÿ â çàâåðøåíèè çàïèñûâàåòñÿ â ôàéë. Òàêèì îáðàçîì, çàäà÷à çàêëþ÷àåòñÿ â ãåíåðàöèè ðåàëüíîé ìîðñêîé ïîâåðõíîñòè è ðàñ÷åòå ïîëÿ äàâëåíèé â êàæäîé òî÷êå ïîä ýòîé ïîâåðõíîñòüþ è ÿâëÿåòñÿ îñíîâîé äëÿ ðàñ÷åòà êà÷êè ñóäíà è âîçäåéñòâèÿ âçâîëíîâàííîé ïîâåðõíîñòè íà ñòàöèîíàðíûé îáúåêò.
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-Ïðîãðàììà ñáàëàíñèðîâàííà ñ òî÷êè çðåíèÿ íàãðóçêè íà ïðîöåññîðíûå ÿäðà, îäíàêî, êàê ïîêàçàëè òåñòû, õàðàêòåðèçóåòñÿ âûñîêîé íàãðóçêîé íà óñòðîéñòâà õðàíåíèÿ. Äî ïðîâåäåíèÿ òåñòèðîâàíèÿ ïðîãðàììà áûëà ðåàëèçîâàíà íà OpenMP è äëÿ ñðàâíåíèÿ ïåðåïèñàíà â ñîîòâåòñòâèè ñ ðàçðàáîòàííûì ïîäõîäîì ê ðàñïðåäåëåíèþ íàãðóçêè, ðåàëèçîâàííûì â âèäå îòäåëüíîé áèáëèîòåêè. Êîíôèãóðàöèÿ îáîðóäîâàíèÿ, èñïîëüçîâàííàÿ â òåñòàõ, ïðèâåäåíà â òàáëèöå~1.  ðåçóëüòàòå äâå ðåàëèçàöèè áûëè ñîïîñòàâëåíû ñ òî÷êè çðåíèÿ ïðîèçâîäèòåëüíîñòè.
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-	Áèáëèîòåêà ïîòîêîâ            & C++11 STL threads \\
-	Áèáëèîòåêà àòîìàðíûõ îïåðàöèé & C++11 STL atomic \\
-	Ïîäðîãðàììû çàìåðà âðåìåíè    & clock\_gettime(CLOCK\_MONOTONIC) \\
-	                              & /usr/bin/time -f \%e \\
-	Êîìïèëÿòîð                    & GCC 4.8.2 \\
-	Îïöèè êîìïèëÿöèè              & -std=c++11 -O2 -march=native \\
-	Îïåðàöèîííàÿ ñèñòåìà          & Debian 3.2.51-1 x86\_64 \\
-	Ôàéëîâàÿ ñèñòåìà              & ext4                    \\
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-	×àñòîòà ïðîöåññîðà (ÃÃö)      & 3.00                    \\
-	Êîëè÷åñòâî ÿäåð               & 4                       \\
-	Åìêîñòü ÎÇÓ (ÃÁ)              & 8                       \\
-	Äèñê                          & Seagate ST3250318AS     \\
-	Ñêîðîñòü äèñêà (îá./ìèí.)     & 7200                    \\
-	\hline
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-
- ïðîöåññå ýêñïåðèìåíòîâ áûëà èçìåðåíà ýôôåêòèâíîñòü îïèñàííîãî ìåòîäà ðàñïðåäåëåíèÿ íàãðóçêè, è îí ïîêàçàë áîëåå âûñîêóþ ïðîèçâîäèòåëüíîñòü â çàäà÷å ãåíåðàöèè âçâîëíîâàííîé ïîâåðõíîñòè (â çàäà÷å ãåíåðàöèè áîëüøîãî îáúåìà äàííûõ) ïî ñðàâíåíèþ ñ ðåàëèçàöèåé OpenMP.  ðåçóëüòàòå ïðåäûäóùèõ èññëåäîâàíèé áûëî óñòàíîâëåíî, ÷òî ðåàëèçàöèÿ OpenMP èìååò íàèëó÷øóþ ïðîèçâîäèòåëüíîñòü ïî ñðàâíåíèþ ñ äðóãèìè òåõíîëîãèÿìè ïàðàëëåëüíîãî ïðîãðàììèðîâàíèÿ~\cite{csit}, ïîýòîìó ýêñïåðèìåíò çàêëþ÷àëñÿ â ñðàâíåíèè åå ïðîèçâîäèòåëüíîñòè ñ ïðîèçâîäèòåëüíîñòüþ íîâîãî ìåòîäà íà ðÿäå âõîäíûõ äàííûõ. Ïðè êàæäîì çàïóñêå âàðüèðîâàëñÿ òîëüêî ðàçìåð âçâîëíîâàííîé ïîâåðõíîñòè.  ðåçóëüòàòå ýêñïåðèìåíòà áûëî óñòàíîâëåíî, ÷òî ñ óâåëè÷åíèåì ðàçìåðà ïîâåðõíîñòè óâåëè÷èâàåòñÿ ðàçðûâ â ïðîèçâîäèòåëüíîñòè ýòèõ äâóõ ðåàëèçàöèé (ñì.~ðèñ.~\ref{fig:performance}), à âûñîêàÿ ïðîèçâîäèòåëüíîñòü ïðåäëîæåííîãî ìåòîäà îáóñëàâëèâàåòñÿ íàëîæåíèåì ïî âðåìåíè ôàçû ãåíåðàöèè âçâîëíîâàííîé ïîâåðõíîñòè è ôàçû çàïèñè åå íà äèñê (ñì.~ðèñ.~\ref{fig:overlap}).  ðåàëèçàöèè OpenMP òàêîãî íàëîæåíèÿ íå ïðîèñõîäèò, è çàïèñü íà äèñê íà÷èíàåòñÿ ñðàçó ïîñëå îêîí÷àíèÿ ãåíåðàöèè ïîâåðõíîñòè â îòëè÷èå îò íîâîé ðåàëèçàöèè, â êîòîðîé ãåíåðàöèÿ è çàïèñü íà äèñê çàêàí÷èâàþòñÿ ïî÷òè îäíîâðåìåííî. Òàêèì îáðàçîì, â ïðîãðàììàõ, ðàáîòàþùèõ ñ áîëüøèì îáúåìîì äàííûõ, êîíâåéåðèçàöèÿ ïàðàëëåëüíûõ âû÷èñëèòåëüíûõ ôàç áîëåå ýôôåêòèâíà, ÷åì èõ ïîñëåäîâàòåëüíîå âûïîëíåíèå è ïîçâîëÿåò ñáàëàíñèðîâàòü íàãðóçêó íå òîëüêî íà ïðîöåññîðíûå ÿäðà, íî è íà äèñêîâóþ ïîäñèñòåìó.
-
-\newpage
-\Figure{0.77\textwidth}{performance.eps}{Ñðàâíåíèå ïðîèçâîäèòåëüíîñòè ðåàëèçàöèé ïðîãðàììû íà OpenMP è íà ðàçðàáîòàííîé òåõíîëîãèè\label{fig:performance}}
-\Figure{0.77\textwidth}{overlap.eps}{Íàëîæåíèå ïàðàëëåëüíûõ âû÷èñëåíèé íà $[G_0,G_1]$ è çàïèñè äàííûõ íà äèñê íà $[W_0,W_1]$.  ðåàëèçàöèè OpenMP íàëîæåíèå îòñóòñòâóåò \label{fig:overlap}}
-
-Íåñìîòðÿ íà òî, ÷òî òåõíîëîãèÿ OpenMP ñîäåðæèò ïðèìèòèâû äëÿ ñîçäàíèÿ êîíâåéåðîâ, ñîåäèíèòü êîíâåéåðîì äâå ðàñïàðàëëåëåííûå ôàçû ïðîãðàììû ìîæíî òîëüêî âðó÷íóþ. Òàêîå ñîåäèíåíèå ìîæíî ðåàëèçîâàòü ñ ïîìîùüþ ñèíõðîíèçèðîâàííîé î÷åðåäè, â êîòîðóþ íàïðàâëÿþòñÿ ñãåíåðèðîâàííûå ÷àñòè âçâîëíîâàííîé ïîâåðõíîñòè, ãîòîâûå ê çàïèñè â ôàéë. Èñïîëüçóÿ äèðåêòèâó \textit{omp section}, ìîæíî îïèñàòü ðàáîòó êàæäîãî èç çâåíüåâ ïîëó÷èâøåãîñÿ êîíâåéåðà, îäíàêî ðåàëèçîâàòü ïàðàëëåëüíóþ îáðàáîòêó êàæäîãî èç çâåíüåâ (èëè õîòÿ áû ïåðâîãî) íå ïðåäñòàâëÿåòñÿ âîçìîæíûì, òàê êàê òðåáóåòñÿ ïîääåðæêà âëîæåííûõ äèðåêòèâ \textit{omp parallel}, ÷òî ðåäêî âñòðå÷àåòñÿ â ðåàëèçàöèÿõ OpenMP. Òàêèì îáðàçîì, ðåàëèçàöèÿ îïèñàííîãî ìåòîäà ðàñïðåäåëåíèÿ íàãðóçêè â ðàìêàõ ñòàíäàðòà OpenMP çàòðóäíåíà.
-
-\razdel[n]{Âûâîäû}
-Ïðåäëîæåííûé ìåòîä ðàñïðåäåëåíèÿ íàãðóçêè íà ìíîãîïðîöåññîðíóþ ñèñòåìó ïîçâîëÿåò ïîëó÷èòü ïðèðîñò ïðîèçâîäèòåëüíîñòè äëÿ ïðèëîæåíèé, ñ÷èòûâàþùèõ è çàïèñûâàþùèõ áîëüøîé îáúåì äàííûõ íà äèñê, ïîçâîëÿåò ñáàëàíñèðîâàòü íàãðóçêó íà ïðîöåññîðíûå ÿäðà âû÷èñëèòåëüíîé ñèñòåìû è íàçíà÷èòü ðàçëè÷íûå òèïû ðàáî÷åé íàãðóçêè ðàçíûì ïðîöåññîðíûì ÿäðàì, à òàêæå ðàçëè÷íûì óñòðîéñòâàì, â òîì ÷èñëå äèñêàì.  äàëüíåéøèõ èññëåäîâàíèÿõ ïðåäïîëàãàåòñÿ îáîáùèòü ýòîò ìåòîä íà ðàñïðåäåëåííóþ âû÷èñëèòåëüíóþ ñðåäó.
-%\newpage
-
-\begin{thebibliography}{5}
-	\bibitem{backfill} Zotkin~D., Keleher~P.\:J. Job-length estimation and performance in backfilling schedulers // Proceedings of the 8\textsuperscript{th} International Symposium on High Performance Distributed Computing. 1999. P.~236--243.
-	\bibitem{csit} Degtyarev~A.\:B., Gankevich~I.\:G. Wave surface generation using OpenCL, OpenMP and MPI // Proceedings of 8\textsuperscript{th} International Conference <<Computer Science \& Information Technologies>>. 2011. P.~248--251.
-	\bibitem{autoreg1} Degtyarev~A.\:B., Reed~A.\:M. Modelling of incident waves near the ship's hull (application of autoregressive approach in problems of simulation of rough seas) // Proceedings of 12\textsuperscript{th} International Ship Stability Workshop. 2011.
-	\bibitem{autoreg2} Degtyarev~A.\:B., Reed~A.\:M. Synoptic and short-term modeling of ocean waves // Proceedings of 29\textsuperscript{th} Symposium on Naval Hydrodynamics. 2012.
-	\bibitem{stab} Degtyarev~A.\:B., Gankevich~I.\:G. Evaluation of hydrodynamic pressures for autoregression model of irregular waves // Proceedings of 11\textsuperscript{th} International Conference <<Stability of Ships and Ocean Vehicles>>. 2012. P.~841--852.
-\end{thebibliography}
-
-\end{document}
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