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blas-benchmarks/results.Rmd

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---
title: "Results"
author: "Andrzej Wójtowicz"
output: html_document
---
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```{r checkpoint, echo=FALSE, warning=FALSE, message=FALSE}
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library(checkpoint)
checkpoint("2016-04-01", scanForPackages=FALSE, verbose=FALSE)
library(reshape2)
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library(dplyr)
library(ggplot2)
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```
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```{r config, echo=FALSE}
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HOSTNAMES = suppressWarnings(readLines("hosts-list.txt"))
BENCHMARKS = c("urbanek",
"revolution",
"gcbd")
LIBRARIES = c("netlib",
"atlas_st",
"openblas",
"atlas_mt",
"gotoblas2",
"mkl",
"blis",
"cublas")
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LIBRARY.REF = "netlib"
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HOST.INFO.PATTERN = "host-info-<HOST>.log"
BENCHMKAR.PATTERN = "test-<BENCHMARK>-<HOST>-<LIBRARY>.rds"
RESULTS.DIR = "results"
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GEN.DIR = "gen"
DATA.DIR = file.path(GEN.DIR, "data")
IMAGES.DIR = file.path(GEN.DIR, "img")
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```
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```{r read-write-data, echo=FALSE}
for (d in c(GEN.DIR, DATA.DIR, IMAGES.DIR))
if (!dir.exists(d))
dir.create(d)
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hosts.info = data.frame(Host=character(), CPU=character(), GPU=character())
for (hostname in HOSTNAMES)
{
fp = file.path(RESULTS.DIR, gsub("<HOST>", hostname, HOST.INFO.PATTERN))
if (file.exists(fp))
{
dr = readLines(fp)
dr = unname(sapply(dr, trimws))
hosts.info = rbind(hosts.info,
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data.frame(Host= hostname,
CPU = gsub("\\(.*?\\)", "", dr[1]),
GPU = ifelse(length(dr)==3,
gsub("(NVIDIA).*\\[(.*)\\]", "\\1 \\2", dr[3]), NA)))
} else {
warning(paste("File", fp, "does not exist"))
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}
}
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saveRDS(hosts.info, file.path(DATA.DIR, "hosts.info.rds"))
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benchmark.results = data.frame(Host=character(), Benchmark=character(),
Library=character(), Test=character(),
Runs=integer(), Size=integer(),
Time=numeric())
for (host in hosts.info$Host)
{
for (benchmark in BENCHMARKS)
{
for (lib in LIBRARIES)
{
if (lib=="cublas" && is.na(hosts.info[which(hosts.info$Host==host),
"GPU"]))
next
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fp = file.path(RESULTS.DIR, gsub("<HOST>", host, (
gsub("<LIBRARY>", lib, (
gsub("<BENCHMARK>", benchmark, BENCHMKAR.PATTERN)))))
)
if (file.exists(fp))
{
db = readRDS(fp)
runs = NA
if (length(attr(db, "runs"))==1) {
runs = attr(db, "runs")
} else {
# gcbd
db = melt(cbind(db, runs=attr(db, "runs"),
size=attr(db, "size")),
id.vars=c("runs", "size"),
variable.name="name",
value.name="time")
runs = db$runs
}
size = NA
if ("size" %in% colnames(db)) # gcbd
size = db$size
benchmark.results = rbind(benchmark.results,
data.frame(Host=host, Benchmark=benchmark,
Library=lib, Test=db$name,
Runs=runs, Size=size,
Time=db$time))
} else {
warning(paste("File", fp, "does not exist"))
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}
}
}
}
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saveRDS(benchmark.results, file.path(DATA.DIR, "benchmark.results.rds"))
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```
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```{r per-host, echo=FALSE, results='asis'}
cat("# Per host\n\n")
for (host in hosts.info$Host)
{
host.cpu = hosts.info[which(hosts.info$Host==host), "CPU"]
host.gpu = hosts.info[which(hosts.info$Host==host), "GPU"]
cat(paste("##", host.cpu))
if (!is.na(host.gpu))
cat(paste(" +", host.gpu))
cat("\n\n")
for (benchmark in BENCHMARKS)
{
if (benchmark != "urbanek")
next
testnames = benchmark.results %>%
filter(Benchmark == benchmark) %>%
select(Test) %>%
unique
#browser()
if (benchmark == "urbanek")
# remove tests with almost the same results
testnames = testnames %>% filter(row_number() %in% c(4, 5, 7, 8, 9, 10, 15))
for (i in 1:nrow(testnames))
{
test = as.character(testnames[i, "Test"])
data.to.plot = benchmark.results %>%
filter(Host == host & Benchmark == benchmark &
Test == test)
data.to.plot$Library = factor(data.to.plot$Library,
levels=rev(levels(data.to.plot$Library)))
image.path = file.path(IMAGES.DIR,
paste0("img_ph",
"_h", which(host == hosts.info$Host),
"_b", which(benchmark == BENCHMARKS),
"_t", i,
".png"))
png(image.path, width=500, height=50*nrow(data.to.plot))
print(ggplot(data.to.plot, aes(x=Library, y=Time)) +
theme_classic() +
theme(
panel.border = element_blank()
) +
scale_y_continuous(expand = c(0, 0),
limits = c(0, 1.12*max(data.to.plot$Time))) +
ggtitle(test) +
ylab("Seconds (performance gain)") +
geom_bar(stat="identity", width=.75) +
geom_text(aes(label=round(Time, 2)), hjust=-0.25) +
coord_flip() +
geom_hline(yintercept = 0) +
geom_vline(xintercept = 0.39)
)
dev.off()
cat(paste0("![](", image.path, ")\n\n"))
}
}
}
```