DA/raaql-paper-experiments Changeset - 8bf3b2c41088 · Centrum Wiskunde & Informatica (CWI)

Changeset - 8bf3b2c41088

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Hannes Muehleisen - 9 years ago 2015-06-24 10:13:47
hannes@muehleisen.org

updates with fixed renjin version

11 files changed with 359 insertions and 304 deletions:

identity.R

identity.pdf

bin+mod

makeplots.R

operators.pdf

bin+mod

parallel.R

parallel.pdf

bin+mod

pushdown.pdf

bin+mod

recycling.pdf

bin+mod

results.tsv

290

236

speedup.pdf

bin+mod

survey.pdf

bin+mod

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identity.R

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@@ @@ -7,6 +7,7 @@ for (s in 5:sm) { @@
 			b <- a ^ 1 * 1 + 0
 			print(mean(b))
 		})[[3]]
 		clearResultRecycler()
 		log.result("identity", sys, conf, s, r, timing)
+	}
+}
@@ \ No newline at end of file @@

identity.pdf

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makeplots.R

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@@ @@ -27,6 +27,59 @@ se <- function(x) sqrt(var(x)/length(x)) @@
 # parallel
 d <- all %>% filter(exp=="parallel", s  == 8) %>% group_by(exp, sys, conf) %>%
 	summarize(meant=mean(timesec), se=se(timesec)) %>%
 	mutate(threads=ifelse(conf=="none", 1L, as.integer(conf))) %>% mutate(tool=paste(sys,threads)) %>% filter(threads < 32)
 print(d)
 limits <- aes(ymax = meant + se, ymin=meant - se, width=2)
 pdf("parallel.pdf",width=10,height=7)
 p <- ggplot(d,aes(threads,meant,group=sys)) +
   geom_point(size=4) + geom_line(size=1.5, aes(group=sys, linetype=sys)) +
   geom_pointrange(limits) +
   scale_y_continuous(limits=c(0,NA)) +
    scale_x_continuous(breaks=unique(d$threads)) +
  geom_vline(xintercept = 10) +
 	xlab("Number of Threads") + ylab("Execution Time (s)") + theme +
 		annotate("text", x=13.1, y=1.5, label="Problem parallelism", family="serif", size=10) +
 	annotate("text", x=2, y=0.4, label="Laptop", family="serif", size=10)+
 	annotate("text", x=3, y=1, label="Server", family="serif", size=10)
 print(p)
 dev.off()
 # f <- d %>% group_by(exp, sys, s) %>% summarize(maxmt=max(meant))
 # d <- d %>% left_join(f) %>% mutate(speedup = maxmt/meant) %>% select(s,threads,speedup)
 # print(d)
 # pdf("speedup.pdf",width=10,height=7)
 # p <- ggplot(d,aes(threads,speedup,group=s)) +
 #   geom_point(size=4) + geom_line(size=1.5, aes(group=s, linetype=sys)) +
 #   scale_y_continuous(limits=c(0,NA)) +
 #    scale_x_continuous(breaks=unique(d$threads)) +
 # 	xlab("Number of Threads") + ylab("Speedup") + theme #+
 # #	annotate("text", x=10, y=6, label="Problem parallelism", family="serif", size=10) #+
 # 	# annotate("text", x=3.5, y=20, label="Renjin ", family="serif", size=10)
 # print(p)
 # dev.off()
 stop()
 # recycling
 d <- all %>% filter(exp=="recycling", s > 5) %>% group_by(exp, sys, s, conf) %>%
 	summarize(meant=mean(timesec), se=se(timesec)) %>%
@@ @@ -134,57 +187,6 @@ dev.off() @@
 # parallel
 d <- all %>% filter(exp=="parallel", s  == 8) %>% group_by(exp, sys, conf, s) %>%
 	summarize(meant=mean(timesec), se=se(timesec)) %>%
 	mutate(datasize=10^as.integer(s), threads=ifelse(conf=="none", 1L, as.integer(conf))) %>% mutate(tool=paste(sys,threads))
 print(d)
 limits <- aes(ymax = meant + se, ymin=meant - se, width=2)
 pdf("parallel.pdf",width=10,height=7)
 p <- ggplot(d,aes(threads,meant,group=s)) +
   geom_point(size=4) + geom_line(size=1.5, aes(group=s, linetype=sys)) +
   geom_pointrange(limits) +
   scale_y_continuous(limits=c(0,NA)) +
    scale_x_continuous(breaks=unique(d$threads)) +
  geom_vline(xintercept = 10) +
 	xlab("Number of Threads") + ylab("Execution Time (s)") + theme +
 		annotate("text", x=17, y=1.5, label="Problem parallelism", family="serif", size=10) #+
 	# annotate("text", x=1.3, y=6, label="GNU R", family="serif", size=10)+
 	# annotate("text", x=3.5, y=20, label="Renjin ", family="serif", size=10)
 print(p)
 dev.off()
 f <- d %>% group_by(exp, sys, s) %>% summarize(maxmt=max(meant))
 d <- d %>% left_join(f) %>% mutate(speedup = maxmt/meant) %>% select(s,threads,speedup)
 print(d)
 pdf("speedup.pdf",width=10,height=7)
 p <- ggplot(d,aes(threads,speedup,group=s)) +
   geom_point(size=4) + geom_line(size=1.5, aes(group=s, linetype=sys)) +
   scale_y_continuous(limits=c(0,NA)) +
    scale_x_continuous(breaks=unique(d$threads)) +
 	xlab("Number of Threads") + ylab("Speedup") + theme #+
 #	annotate("text", x=10, y=6, label="Problem parallelism", family="serif", size=10) #+
 	# annotate("text", x=3.5, y=20, label="Renjin ", family="serif", size=10)
 print(p)
 dev.off()
 # operators
 d <- all %>% filter(exp=="operators", s > 5) %>% group_by(exp, sys, s, conf) %>%

operators.pdf

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parallel.R

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 source("harness.R")
 s <- 7
 dd <- function() {as.integer(runif(10^s, 1, 100))}
 for (s in 6:sm) {
 	a <- list(dd(), dd(), dd(), dd(), dd(), dd(), dd(), dd(), dd(), dd())
 	attr(a, "row.names") <- 1:length(a[[1]])
   	class(a) <- "data.frame"
 	for (r in 1:5) {
 		timing <- system.time({
 			m <- matrix(data=as.numeric(NA), ncol=1, nrow=ncol(a))
 			for (i in 1:ncol(a)) {
 				m[i,] <- mean(a[,i])
+			}
 			print(m)
 		})[[3]]
 	log.result("parallel", sys, conf, s, r, timing)
 	clearResultRecycler()
+	}
 s <- sm
 a <- list(dd(), dd(), dd(), dd(), dd(), dd(), dd(), dd(), dd(), dd())
 attr(a, "row.names") <- 1:length(a[[1]])
 	class(a) <- "data.frame"
 for (r in 1:5) {
 	timing <- system.time({
 		m <- matrix(data=as.numeric(NA), ncol=1, nrow=ncol(a))
 		for (i in 1:ncol(a)) {
 			m[i,] <- mean(a[,i])
+		}
 		print(m)
 	})[[3]]
 log.result("parallel", sys, conf, s, r, timing)
 clearResultRecycler()
+}
@@ \ No newline at end of file @@

parallel.pdf

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pushdown.pdf

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recycling.pdf

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results.tsv

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@@ @@ -23,56 +23,6 @@ identity GNU R none 8 2 3.851 @@
 identity	GNU R	none	8	3	3.897
 identity	GNU R	none	8	4	4.011
 identity	GNU R	none	8	5	3.891
 identity	Renjin	noopt	4	1	0.045
 identity	Renjin	noopt	4	2	0.005
 identity	Renjin	noopt	4	3	0.005
 identity	Renjin	noopt	4	4	0.005
 identity	Renjin	noopt	4	5	0.006
 identity	Renjin	noopt	5	1	0.016
 identity	Renjin	noopt	5	2	0.015
 identity	Renjin	noopt	5	3	0.013
 identity	Renjin	noopt	5	4	0.013
 identity	Renjin	noopt	5	5	0.014
 identity	Renjin	noopt	6	1	0.104
 identity	Renjin	noopt	6	2	0.096
 identity	Renjin	noopt	6	3	0.098
 identity	Renjin	noopt	6	4	0.096
 identity	Renjin	noopt	6	5	0.095
 identity	Renjin	noopt	7	1	0.983
 identity	Renjin	noopt	7	2	0.951
 identity	Renjin	noopt	7	3	1.036
 identity	Renjin	noopt	7	4	0.944
 identity	Renjin	noopt	7	5	0.999
 identity	Renjin	noopt	8	1	9.442
 identity	Renjin	noopt	8	2	9.717
 identity	Renjin	noopt	8	3	9.846
 identity	Renjin	noopt	8	4	9.089
 identity	Renjin	noopt	8	5	9.823
 identity	Renjin	opt	4	1	0.07
 identity	Renjin	opt	4	2	0.007
 identity	Renjin	opt	4	3	0.008
 identity	Renjin	opt	4	4	0.004
 identity	Renjin	opt	4	5	0.005
 identity	Renjin	opt	5	1	0.005
 identity	Renjin	opt	5	2	0.003
 identity	Renjin	opt	5	3	0.006
 identity	Renjin	opt	5	4	0.003
 identity	Renjin	opt	5	5	0.003
 identity	Renjin	opt	6	1	0.004
 identity	Renjin	opt	6	2	0.009
 identity	Renjin	opt	6	3	0.004
 identity	Renjin	opt	6	4	0.004
 identity	Renjin	opt	6	5	0.005
 identity	Renjin	opt	7	1	0.02
 identity	Renjin	opt	7	2	0.015
 identity	Renjin	opt	7	3	0.016
 identity	Renjin	opt	7	4	0.018
 identity	Renjin	opt	7	5	0.023
 identity	Renjin	opt	8	1	0.157
 identity	Renjin	opt	8	2	0.115
 identity	Renjin	opt	8	3	0.116
 identity	Renjin	opt	8	4	0.122
 identity	Renjin	opt	8	5	0.112
 pushdown	GNU R	none	4	1	0.001
 pushdown	GNU R	none	4	2	0
 pushdown	GNU R	none	4	3	0.001
@@ @@ -98,172 +48,6 @@ pushdown GNU R none 8 2 5.611 @@
 pushdown	GNU R	none	8	3	5.872
 pushdown	GNU R	none	8	4	5.55
 pushdown	GNU R	none	8	5	6.105
 pushdown	Renjin	none	4	1	0.052
 pushdown	Renjin	none	4	2	0.002
 pushdown	Renjin	none	4	3	0.002
 pushdown	Renjin	none	4	4	0.004
 pushdown	Renjin	none	4	5	0.002
 pushdown	Renjin	none	5	1	0.001
 pushdown	Renjin	none	5	2	0.001
 pushdown	Renjin	none	5	3	0.001
 pushdown	Renjin	none	5	4	0
 pushdown	Renjin	none	5	5	0.001
 pushdown	Renjin	none	6	1	0.001
 pushdown	Renjin	none	6	2	0.001
 pushdown	Renjin	none	6	3	0.001
 pushdown	Renjin	none	6	4	0.001
 pushdown	Renjin	none	6	5	0.001
 pushdown	Renjin	none	7	1	0.002
 pushdown	Renjin	none	7	2	0.001
 pushdown	Renjin	none	7	3	0
 pushdown	Renjin	none	7	4	0.001
 pushdown	Renjin	none	7	5	0.001
 pushdown	Renjin	none	8	1	0.001
 pushdown	Renjin	none	8	2	0
 pushdown	Renjin	none	8	3	0.001
 pushdown	Renjin	none	8	4	0.002
 pushdown	Renjin	none	8	5	0.001
 parallel	Renjin	1	6	1	0.128
 parallel	Renjin	1	6	2	0.041
 parallel	Renjin	1	6	3	0.037
 parallel	Renjin	1	6	4	0.036
 parallel	Renjin	1	6	5	0.05
 parallel	Renjin	1	7	1	0.208
 parallel	Renjin	1	7	2	0.188
 parallel	Renjin	1	7	3	0.211
 parallel	Renjin	1	7	4	0.185
 parallel	Renjin	1	7	5	0.203
 parallel	Renjin	1	8	1	1.267
 parallel	Renjin	1	8	2	1.262
 parallel	Renjin	1	8	3	1.301
 parallel	Renjin	1	8	4	1.924
 parallel	Renjin	1	8	5	2.102
 parallel	Renjin	2	6	1	0.139
 parallel	Renjin	2	6	2	0.037
 parallel	Renjin	2	6	3	0.037
 parallel	Renjin	2	6	4	0.032
 parallel	Renjin	2	6	5	0.029
 parallel	Renjin	2	7	1	0.116
 parallel	Renjin	2	7	2	0.104
 parallel	Renjin	2	7	3	0.13
 parallel	Renjin	2	7	4	0.106
 parallel	Renjin	2	7	5	0.118
 parallel	Renjin	2	8	1	0.662
 parallel	Renjin	2	8	2	0.865
 parallel	Renjin	2	8	3	0.686
 parallel	Renjin	2	8	4	0.758
 parallel	Renjin	2	8	5	0.734
 parallel	Renjin	4	6	1	0.142
 parallel	Renjin	4	6	2	0.034
 parallel	Renjin	4	6	3	0.057
 parallel	Renjin	4	6	4	0.035
 parallel	Renjin	4	6	5	0.026
 parallel	Renjin	4	7	1	0.072
 parallel	Renjin	4	7	2	0.07
 parallel	Renjin	4	7	3	0.079
 parallel	Renjin	4	7	4	0.071
 parallel	Renjin	4	7	5	0.07
 parallel	Renjin	4	8	1	0.398
 parallel	Renjin	4	8	2	0.39
 parallel	Renjin	4	8	3	0.396
 parallel	Renjin	4	8	4	0.438
 parallel	Renjin	4	8	5	0.387
 parallel	Renjin	8	6	1	0.113
 parallel	Renjin	8	6	2	0.03
 parallel	Renjin	8	6	3	0.029
 parallel	Renjin	8	6	4	0.025
 parallel	Renjin	8	6	5	0.026
 parallel	Renjin	8	7	1	0.064
 parallel	Renjin	8	7	2	0.054
 parallel	Renjin	8	7	3	0.059
 parallel	Renjin	8	7	4	0.057
 parallel	Renjin	8	7	5	0.056
 parallel	Renjin	8	8	1	0.308
 parallel	Renjin	8	8	2	0.281
 parallel	Renjin	8	8	3	0.331
 parallel	Renjin	8	8	4	0.285
 parallel	Renjin	8	8	5	0.268
 parallel	Renjin	16	6	1	0.135
 parallel	Renjin	16	6	2	0.03
 parallel	Renjin	16	6	3	0.03
 parallel	Renjin	16	6	4	0.025
 parallel	Renjin	16	6	5	0.023
 parallel	Renjin	16	7	1	0.041
 parallel	Renjin	16	7	2	0.045
 parallel	Renjin	16	7	3	0.041
 parallel	Renjin	16	7	4	0.049
 parallel	Renjin	16	7	5	0.04
 parallel	Renjin	16	8	1	0.409
 parallel	Renjin	16	8	2	0.189
 parallel	Renjin	16	8	3	0.17
 parallel	Renjin	16	8	4	0.19
 parallel	Renjin	16	8	5	0.185
 parallel	Renjin	32	6	1	0.129
 parallel	Renjin	32	6	2	0.03
 parallel	Renjin	32	6	3	0.029
 parallel	Renjin	32	6	4	0.025
 parallel	Renjin	32	6	5	0.033
 parallel	Renjin	32	7	1	0.033
 parallel	Renjin	32	7	2	0.035
 parallel	Renjin	32	7	3	0.034
 parallel	Renjin	32	7	4	0.033
 parallel	Renjin	32	7	5	0.033
 parallel	Renjin	32	8	1	0.175
 parallel	Renjin	32	8	2	0.168
 parallel	Renjin	32	8	3	0.181
 parallel	Renjin	32	8	4	0.183
 parallel	Renjin	32	8	5	0.215
 operators	Renjin	opt	4	1	0.091
 operators	Renjin	opt	4	2	0.026
 operators	Renjin	opt	4	3	0.02
 operators	Renjin	opt	4	4	0.02
 operators	Renjin	opt	4	5	0.016
 operators	Renjin	opt	5	1	0.027
 operators	Renjin	opt	5	2	0.025
 operators	Renjin	opt	5	3	0.019
 operators	Renjin	opt	5	4	0.021
 operators	Renjin	opt	5	5	0.018
 operators	Renjin	opt	6	1	0.134
 operators	Renjin	opt	6	2	0.131
 operators	Renjin	opt	6	3	0.168
 operators	Renjin	opt	6	4	0.16
 operators	Renjin	opt	6	5	0.126
 operators	Renjin	opt	7	1	1.271
 operators	Renjin	opt	7	2	1.205
 operators	Renjin	opt	7	3	1.179
 operators	Renjin	opt	7	4	1.242
 operators	Renjin	opt	7	5	1.195
 operators	Renjin	opt	8	1	12.82900000000001
 operators	Renjin	opt	8	2	12.05300000000001
 operators	Renjin	opt	8	3	12.35000000000001
 operators	Renjin	opt	8	4	12.057
 operators	Renjin	opt	8	5	12.059
 operators	Renjin	noopt	4	1	0.092
 operators	Renjin	noopt	4	2	0.044
 operators	Renjin	noopt	4	3	0.034
 operators	Renjin	noopt	4	4	0.02
 operators	Renjin	noopt	4	5	0.015
 operators	Renjin	noopt	5	1	0.052
 operators	Renjin	noopt	5	2	0.034
 operators	Renjin	noopt	5	3	0.032
 operators	Renjin	noopt	5	4	0.033
 operators	Renjin	noopt	5	5	0.034
 operators	Renjin	noopt	6	1	0.282
 operators	Renjin	noopt	6	2	0.228
 operators	Renjin	noopt	6	3	0.239
 operators	Renjin	noopt	6	4	0.219
 operators	Renjin	noopt	6	5	0.219
 operators	Renjin	noopt	7	1	2.855
 operators	Renjin	noopt	7	2	2.163
 operators	Renjin	noopt	7	3	2.257
 operators	Renjin	noopt	7	4	2.154
 operators	Renjin	noopt	7	5	2.157
 operators	Renjin	noopt	8	1	27.185
 operators	Renjin	noopt	8	2	21.197
 operators	Renjin	noopt	8	3	21.54000000000001
 operators	Renjin	noopt	8	4	21.19800000000001
 operators	Renjin	noopt	8	5	21.24099999999999
 operators	GNU R	none	4	1	0.002
 operators	GNU R	none	4	2	0.002
 operators	GNU R	none	4	3	0.001
@@ @@ -439,23 +223,293 @@ recycling GNU R none 8 2 37.532 @@
 recycling	GNU R	none	8	3	37.181
 recycling	GNU R	none	8	4	32.414
 recycling	GNU R	none	8	5	38.118
 operators	Renjin	foo	4	1	0.108
 operators	Renjin	foo	4	2	0.03
 operators	Renjin	foo	4	3	0.02
 operators	Renjin	foo	4	4	0.023
 operators	Renjin	foo	4	5	0.037
 operators	Renjin	foo	5	1	0.039
 operators	Renjin	foo	5	2	0.026
 operators	Renjin	foo	5	3	0.026
 operators	Renjin	foo	5	4	0.027
 operators	Renjin	foo	5	5	0.028
 operators	Renjin	foo	6	1	0.106
 operators	Renjin	foo	6	2	0.098
 operators	Renjin	foo	6	3	0.089
 operators	Renjin	foo	6	4	0.085
 operators	Renjin	foo	6	5	0.093
 operators	Renjin	foo	7	1	0.835
 operators	Renjin	foo	7	2	0.765
 operators	Renjin	foo	7	3	0.747
 operators	Renjin	foo	7	4	0.753
 operators	Renjin	foo	7	5	0.736
 pushdown	Renjin	none	5	1	0.047
 pushdown	Renjin	none	5	2	0.002
 pushdown	Renjin	none	5	3	0.001
 pushdown	Renjin	none	5	4	0.001
 pushdown	Renjin	none	5	5	0.001
 pushdown	Renjin	none	6	1	0.001
 pushdown	Renjin	none	6	2	0.001
 pushdown	Renjin	none	6	3	0.001
 pushdown	Renjin	none	6	4	0.001
 pushdown	Renjin	none	6	5	0.001
 pushdown	Renjin	none	7	1	0.001
 pushdown	Renjin	none	7	2	0.001
 pushdown	Renjin	none	7	3	0.001
 pushdown	Renjin	none	7	4	0.001
 pushdown	Renjin	none	7	5	0.001
 pushdown	Renjin	none	8	1	0.001
 pushdown	Renjin	none	8	2	0.001
 pushdown	Renjin	none	8	3	0.002
 pushdown	Renjin	none	8	4	0.001
 pushdown	Renjin	none	8	5	0.001
 operators	Renjin	opt	4	1	0.103
 operators	Renjin	opt	4	2	0.029
 operators	Renjin	opt	4	3	0.025
 operators	Renjin	opt	4	4	0.029
 operators	Renjin	opt	4	5	0.021
 operators	Renjin	opt	5	1	0.037
 operators	Renjin	opt	5	2	0.036
 operators	Renjin	opt	5	3	0.033
 operators	Renjin	opt	5	4	0.033
 operators	Renjin	opt	5	5	0.034
 operators	Renjin	opt	6	1	0.168
 operators	Renjin	opt	6	2	0.158
 operators	Renjin	opt	6	3	0.142
 operators	Renjin	opt	6	4	0.139
 operators	Renjin	opt	6	5	0.135
 operators	Renjin	opt	7	1	1.334
 operators	Renjin	opt	7	2	1.319
 operators	Renjin	opt	7	3	1.346
 operators	Renjin	opt	7	4	1.235
 operators	Renjin	opt	7	5	1.223
 operators	Renjin	opt	8	1	16.262
 operators	Renjin	opt	8	2	12.38200000000001
 operators	Renjin	opt	8	3	12.36200000000001
 operators	Renjin	opt	8	4	12.03700000000001
 operators	Renjin	opt	8	5	12.119
 operators	Renjin	noopt	4	1	0.085
 operators	Renjin	noopt	4	2	0.026
 operators	Renjin	noopt	4	3	0.021
 operators	Renjin	noopt	4	4	0.023
 operators	Renjin	noopt	4	5	0.023
 operators	Renjin	noopt	5	1	0.051
 operators	Renjin	noopt	5	2	0.04
 operators	Renjin	noopt	5	3	0.033
 operators	Renjin	noopt	5	4	0.032
 operators	Renjin	noopt	5	5	0.029
 operators	Renjin	noopt	6	1	0.172
 operators	Renjin	noopt	6	2	0.17
 operators	Renjin	noopt	6	3	0.171
 operators	Renjin	noopt	6	4	0.168
 operators	Renjin	noopt	6	5	0.162
 operators	Renjin	noopt	7	1	1.601
 operators	Renjin	noopt	7	2	1.505
 operators	Renjin	noopt	7	3	1.513
 operators	Renjin	noopt	7	4	1.553
 operators	Renjin	noopt	7	5	1.529
 operators	Renjin	noopt	8	1	15.893
 operators	Renjin	noopt	8	2	15.554
 operators	Renjin	noopt	8	3	16.27500000000001
 operators	Renjin	noopt	8	4	16.066
 operators	Renjin	noopt	8	5	16.66000000000001
 identity	Renjin	noopt	5	1	0.062
 identity	Renjin	noopt	5	2	0.012
 identity	Renjin	noopt	5	3	0.011
 identity	Renjin	noopt	5	4	0.011
 identity	Renjin	noopt	5	5	0.01
 identity	Renjin	noopt	6	1	0.094
 identity	Renjin	noopt	6	2	0.097
 identity	Renjin	noopt	6	3	0.093
 identity	Renjin	noopt	6	4	0.095
 identity	Renjin	noopt	6	5	0.096
 identity	Renjin	noopt	7	1	0.957
 identity	Renjin	noopt	7	2	0.939
 identity	Renjin	noopt	7	3	0.974
 identity	Renjin	noopt	7	4	0.961
 identity	Renjin	noopt	7	5	0.95
 identity	Renjin	noopt	8	1	9.252
 identity	Renjin	noopt	8	2	9.884
 identity	Renjin	noopt	8	3	9.159
 identity	Renjin	noopt	8	4	9.906
 identity	Renjin	noopt	8	5	9.675
 identity	Renjin	opt	5	1	0.088
 identity	Renjin	opt	5	2	0.002
 identity	Renjin	opt	5	3	0.001
 identity	Renjin	opt	5	4	0.003
 identity	Renjin	opt	5	5	0.003
 identity	Renjin	opt	6	1	0.003
 identity	Renjin	opt	6	2	0.003
 identity	Renjin	opt	6	3	0.003
 identity	Renjin	opt	6	4	0.005
 identity	Renjin	opt	6	5	0.002
 identity	Renjin	opt	7	1	0.016
 identity	Renjin	opt	7	2	0.013
 identity	Renjin	opt	7	3	0.013
 identity	Renjin	opt	7	4	0.018
 identity	Renjin	opt	7	5	0.012
 identity	Renjin	opt	8	1	0.121
 identity	Renjin	opt	8	2	0.108
 identity	Renjin	opt	8	3	0.102
 identity	Renjin	opt	8	4	0.108
 identity	Renjin	opt	8	5	0.119
 parallel	Renjin-laptop	1	6	1	0.079
 parallel	Renjin-laptop	1	6	2	0.02
 parallel	Renjin-laptop	1	6	3	0.021
 parallel	Renjin-laptop	1	6	4	0.019
 parallel	Renjin-laptop	1	6	5	0.017
 parallel	Renjin-laptop	1	7	1	0.104
 parallel	Renjin-laptop	1	7	2	0.109
 parallel	Renjin-laptop	1	7	3	0.112
 parallel	Renjin-laptop	1	7	4	0.11
 parallel	Renjin-laptop	1	7	5	0.11
 parallel	Renjin-laptop	1	8	1	1.411
 parallel	Renjin-laptop	1	8	2	1.063
 parallel	Renjin-laptop	1	8	3	1.083
 parallel	Renjin-laptop	1	8	4	1.46
 parallel	Renjin-laptop	1	8	5	1.213
 parallel	Renjin-laptop	2	6	1	0.071
 parallel	Renjin-laptop	2	6	2	0.012
 parallel	Renjin-laptop	2	6	3	0.019
 parallel	Renjin-laptop	2	6	4	0.018
 parallel	Renjin-laptop	2	6	5	0.013
 parallel	Renjin-laptop	2	7	1	0.056
 parallel	Renjin-laptop	2	7	2	0.058
 parallel	Renjin-laptop	2	7	3	0.064
 parallel	Renjin-laptop	2	7	4	0.059
 parallel	Renjin-laptop	2	7	5	0.062
 parallel	Renjin-laptop	2	8	1	0.5
 parallel	Renjin-laptop	2	8	2	0.534
 parallel	Renjin-laptop	2	8	3	0.54
 parallel	Renjin-laptop	2	8	4	0.558
 parallel	Renjin-laptop	2	8	5	0.61799999999999
 parallel	Renjin-laptop	4	6	1	0.094
 parallel	Renjin-laptop	4	6	2	0.013
 parallel	Renjin-laptop	4	6	3	0.015
 parallel	Renjin-laptop	4	6	4	0.015
 parallel	Renjin-laptop	4	6	5	0.013
 parallel	Renjin-laptop	4	7	1	0.049
 parallel	Renjin-laptop	4	7	2	0.045
 parallel	Renjin-laptop	4	7	3	0.041
 parallel	Renjin-laptop	4	7	4	0.042
 parallel	Renjin-laptop	4	7	5	0.043
 parallel	Renjin-laptop	4	8	1	0.371
 parallel	Renjin-laptop	4	8	2	0.369
 parallel	Renjin-laptop	4	8	3	0.381
 parallel	Renjin-laptop	4	8	4	0.378
 parallel	Renjin-laptop	4	8	5	0.389
 parallel	Renjin-laptop	8	6	1	0.094
 parallel	Renjin-laptop	8	6	2	0.023
 parallel	Renjin-laptop	8	6	3	0.013
 parallel	Renjin-laptop	8	6	4	0.014
 parallel	Renjin-laptop	8	6	5	0.011
 parallel	Renjin-laptop	8	7	1	0.042
 parallel	Renjin-laptop	8	7	2	0.038
 parallel	Renjin-laptop	8	7	3	0.044
 parallel	Renjin-laptop	8	7	4	0.04
 parallel	Renjin-laptop	8	7	5	0.038
 parallel	Renjin-laptop	8	8	1	0.351
 parallel	Renjin-laptop	8	8	2	0.45
 parallel	Renjin-laptop	8	8	3	0.462
 parallel	Renjin-laptop	8	8	4	0.363
 parallel	Renjin-laptop	8	8	5	0.404
 parallel	Renjin-laptop	16	6	1	0.205
 parallel	Renjin-laptop	16	6	2	0.015
 parallel	Renjin-laptop	16	6	3	0.013
 parallel	Renjin-laptop	16	6	4	0.015
 parallel	Renjin-laptop	16	6	5	0.012
 parallel	Renjin-laptop	16	7	1	0.044
 parallel	Renjin-laptop	16	7	2	0.04
 parallel	Renjin-laptop	16	7	3	0.044
 parallel	Renjin-laptop	16	7	4	0.039
 parallel	Renjin-laptop	16	7	5	0.039
 parallel	Renjin-laptop	16	8	1	0.352
 parallel	Renjin-laptop	16	8	2	0.329
 parallel	Renjin-laptop	16	8	3	0.337
 parallel	Renjin-laptop	16	8	4	0.32
 parallel	Renjin-laptop	16	8	5	0.341
 parallel	Renjin-laptop	32	6	1	0.086
 parallel	Renjin-laptop	32	6	2	0.016
 parallel	Renjin-laptop	32	6	3	0.017
 parallel	Renjin-laptop	32	6	4	0.012
 parallel	Renjin-laptop	32	6	5	0.011
 parallel	Renjin-laptop	32	7	1	0.043
 parallel	Renjin-laptop	32	7	2	0.044
 parallel	Renjin-laptop	32	7	3	0.045
 parallel	Renjin-laptop	32	7	4	0.037
 parallel	Renjin-laptop	32	7	5	0.042
 parallel	Renjin-laptop	32	8	1	0.351
 parallel	Renjin-laptop	32	8	2	0.323
 parallel	Renjin-laptop	32	8	3	0.322
 parallel	Renjin-laptop	32	8	4	0.314
 parallel	Renjin-laptop	32	8	5	0.322
 parallel	Renjin-server	1	6	1	0.13
 parallel	Renjin-server	1	6	2	0.053
 parallel	Renjin-server	1	6	3	0.066
 parallel	Renjin-server	1	6	4	0.055
 parallel	Renjin-server	1	6	5	0.055
 parallel	Renjin-server	1	7	1	0.137
 parallel	Renjin-server	1	7	2	0.199
 parallel	Renjin-server	1	7	3	0.185
 parallel	Renjin-server	1	7	4	0.212
 parallel	Renjin-server	1	7	5	0.21
 parallel	Renjin-server	1	8	1	1.82199999999999
 parallel	Renjin-server	1	8	2	1.706
 parallel	Renjin-server	1	8	3	1.313
 parallel	Renjin-server	1	8	4	1.27800000000001
 parallel	Renjin-server	1	8	5	1.30800000000001
 parallel	Renjin-server	2	6	1	0.133
 parallel	Renjin-server	2	6	2	0.034
 parallel	Renjin-server	2	6	3	0.033
 parallel	Renjin-server	2	6	4	0.031
 parallel	Renjin-server	2	6	5	0.031
 parallel	Renjin-server	2	7	1	0.13
 parallel	Renjin-server	2	7	2	0.096
 parallel	Renjin-server	2	7	3	0.09
 parallel	Renjin-server	2	7	4	0.078
 parallel	Renjin-server	2	7	5	0.076
 parallel	Renjin-server	2	8	1	0.687
 parallel	Renjin-server	2	8	2	0.781
 parallel	Renjin-server	2	8	3	0.885
 parallel	Renjin-server	2	8	4	0.875
 parallel	Renjin-server	2	8	5	0.79
 parallel	Renjin-server	4	6	1	0.13
 parallel	Renjin-server	4	6	2	0.038
 parallel	Renjin-server	4	6	3	0.031
 parallel	Renjin-server	4	6	4	0.031
 parallel	Renjin-server	4	6	5	0.025
 parallel	Renjin-server	4	7	1	0.057
 parallel	Renjin-server	4	7	2	0.066
 parallel	Renjin-server	4	7	3	0.058
 parallel	Renjin-server	4	7	4	0.058
 parallel	Renjin-server	4	7	5	0.056
 parallel	Renjin-server	4	8	1	0.438
 parallel	Renjin-server	4	8	2	0.44900000000001
 parallel	Renjin-server	4	8	3	0.416
 parallel	Renjin-server	4	8	4	0.404
 parallel	Renjin-server	4	8	5	0.50899999999999
 parallel	Renjin-server	8	6	1	0.117
 parallel	Renjin-server	8	6	2	0.03
 parallel	Renjin-server	8	6	3	0.029
 parallel	Renjin-server	8	6	4	0.03
 parallel	Renjin-server	8	6	5	0.024
 parallel	Renjin-server	8	7	1	0.054
 parallel	Renjin-server	8	7	2	0.054
 parallel	Renjin-server	8	7	3	0.058
 parallel	Renjin-server	8	7	4	0.055
 parallel	Renjin-server	8	7	5	0.053
 parallel	Renjin-server	8	8	1	0.712
 parallel	Renjin-server	8	8	2	0.317
 parallel	Renjin-server	8	8	3	0.309
 parallel	Renjin-server	8	8	4	0.278
 parallel	Renjin-server	8	8	5	0.338
 parallel	Renjin-server	16	6	1	0.129
 parallel	Renjin-server	16	6	2	0.029
 parallel	Renjin-server	16	6	3	0.037
 parallel	Renjin-server	16	6	4	0.024
 parallel	Renjin-server	16	6	5	0.022
 parallel	Renjin-server	16	7	1	0.051
 parallel	Renjin-server	16	7	2	0.036
 parallel	Renjin-server	16	7	3	0.036
 parallel	Renjin-server	16	7	4	0.036
 parallel	Renjin-server	16	7	5	0.045
 parallel	Renjin-server	16	8	1	0.201
 parallel	Renjin-server	16	8	2	0.217
 parallel	Renjin-server	16	8	3	0.155
 parallel	Renjin-server	16	8	4	0.196
 parallel	Renjin-server	16	8	5	0.195
 parallel	Renjin-server	32	6	1	0.137
 parallel	Renjin-server	32	6	2	0.043
 parallel	Renjin-server	32	6	3	0.032
 parallel	Renjin-server	32	6	4	0.036
 parallel	Renjin-server	32	6	5	0.034
 parallel	Renjin-server	32	7	1	0.039
 parallel	Renjin-server	32	7	2	0.031
 parallel	Renjin-server	32	7	3	0.034
 parallel	Renjin-server	32	7	4	0.054
 parallel	Renjin-server	32	7	5	0.053
 parallel	Renjin-server	32	8	1	0.187
 parallel	Renjin-server	32	8	2	0.191
 parallel	Renjin-server	32	8	3	0.19
 parallel	Renjin-server	32	8	4	0.199
 parallel	Renjin-server	32	8	5	0.153
@@ \ No newline at end of file @@

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