prabhasp/index.Rmd

## index.html
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<title>Analyzing bamboo bechmarks&ndash;2013/3/13</title>


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<p><link href="http://kevinburke.bitbucket.org/markdowncss/markdown.css" rel="stylesheet"></link></p>

<h1>Analyzing bamboo bechmarks&ndash;2013/3/13</h1>

<p>Please refer to the generating index.Rmd file if you want to look at the code that generated this file. It should be in the same folder as index.html (which you are seeing now); most R code will be hidden for prettiness.</p>

<p>Lets see which host/url pair we&#39;ll be graphing here, and the last time the benchmarks were run.</p>

<pre><code>## [1] &quot;2013-02-18 13:19:51 EST&quot;
</code></pre>

<pre><code>## [1] &quot;dyn-209-2-223-45.dyn.columbia.edu &quot;
</code></pre>

<p>And a data-cleaning note. I throw away all commits that are erroneously empty string (&ldquo;&rdquo;). Here is how many of those there were:</p>

<pre><code>## [1] &quot;Discarding  0  out of  131 observations. Total left: 131&quot;
</code></pre>

<h1>Whats happening to performance over the last ten commits?</h1>

<p><img 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" alt="plot of chunk unnamed-chunk-5"/> </p>

<p>Lower is better. Commit label is the first seven characters of the commit sha.</p>

<h1>And over the last three commits?</h1>

<p><img 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" alt="plot of chunk unnamed-chunk-6"/> </p>

<p>Lower is better. Commit label is the first seven characters of the commit sha.</p>

<h1>And just for fun, the full point set, with a log scale on the y-axis.</h1>

<p><img 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" alt="plot of chunk unnamed-chunk-7"/> </p>

</body>

</html>

## index.Rmd
<p><link href="http://kevinburke.bitbucket.org/markdowncss/markdown.css" rel="stylesheet"></link></p>
Analyzing bamboo bechmarks--2013/3/13
=====================================
Please refer to the generating index.Rmd file if you want to look at the code that generated this file. It should be in the same folder as index.html (which you are seeing now); most R code will be hidden for prettiness.
```{r  warning=FALSE, message=FALSE, echo=FALSE}
library(lubridate)
library(reshape2)
library(ggplot2)
library(plyr)
# Read in data
setwd("~/Code/nigeria-analysis/")
b <- read.csv("benchmark.csv")
b$host_url <- paste(b$hostname, b$url)
b$unix_time <- as.POSIXct(b$unix_time, origin='1970-01-01')
```

Lets see which host/url pair we'll be graphing here, and the last time the benchmarks were run.
```{r  warning=FALSE, message=FALSE, fig.height=15, fig.width=14, echo=FALSE}
latest <- which(b$unix_time == max(b$unix_time, na.rm=T))
(latest_time <- b[latest, 'unix_time'])
b[latest, 'host_url']
#b <- subset(b, host_url == b[latest, 'host_url'])
```

And a data-cleaning note. I throw away all commits that are erroneously empty string (""). Here is how many of those there were:
```{r  warning=FALSE, message=FALSE, fig.height=15, fig.width=14, echo=FALSE}
paste("Discarding " ,length(which(b$commit == "")), " out of ", nrow(b), "observations. Total left:", nrow(b) - length(which(b$commit == "")))
# After bbtt creation, sanity check = qplot(data=bbtt, x=unix_time, y=avgtime, color=commit) + geom_smooth(method="lm")
b <- subset(b, commit != "")
b <- arrange(b, desc(b$unix_time))
```


Whats happening to performance over the last ten commits?
========================================

```{r  warning=FALSE, message=FALSE, fig.height=15, fig.width=14, echo=FALSE}
# COMMITS in TIME ORDER
b$commit <- substr(b$commit, 1, 7)
b$commit <- reorder(b$commit, b$unix_time)

# DATA TRANSFORMS -- MELT THE DATA + ONLY LAST TEN COMMITS
bbtt <- data.frame(melt(data=b,
        id.vars=c("row", "unix_time", "col", "commit"), na.rm=T))
bbtt$value <- as.numeric(bbtt$value)
#c("bamboo_url", "hostname", "branch", "host_url")
# ONLY THE LAST TEN COMMITS
tencommits <- unique(arrange(bbtt, desc(unix_time))$commit)[1:10]
bbtt <- data.frame(subset(bbtt, commit %in% tencommits))

# AGGREGATE THE DATA PER COMMIT
bbtAgg <- ddply(bbtt, .(variable, commit, row, col), transform,
                mediansecs=ifelse(length(value) > 2, median(value, na.rm=T), NA),
                commitstart=min(unix_time))
# PLOT FUNCTION
commitplot <- function(bbtAgg, subsetPREDICATE=NULL) {
  if (!is.null(subsetPREDICATE)) bbtAgg <- subset(bbtAgg, subsetPREDICATE) #
  ggplot(data=na.exclude(bbtAgg),aes(x=commit, y=mediansecs, group=variable, color=variable)) + facet_grid(row~col) +
    geom_line()
}
```

```{r  warning=FALSE, message=FALSE, fig.height=15, fig.width=14, echo=FALSE}
# ACTUALLY GENERATE THE PLOT
commitplot(bbtAgg, bbtAgg$commit %in% tencommits)
```
Lower is better. Commit label is the first seven characters of the commit sha.

And over the last three commits?
===
```{r  warning=FALSE, message=FALSE, fig.height=15, fig.width=14, echo=FALSE}
# ONLY THE LAST THREE COMMITS
threecommits <- unique(arrange(bbtAgg, desc(unix_time))$commit)[1:3]

# ACTUALLY GENERATE THE PLOT
commitplot(bbtAgg, bbtAgg$commit %in% threecommits)
```
Lower is better. Commit label is the first seven characters of the commit sha.

And just for fun, the full point set, with a log scale on the y-axis.
===
```{r  warning=FALSE, message=FALSE, fig.height=15, fig.width=14, echo=FALSE}
# ONLY THE LAST THREE COMMITS
commits <- ddply(bbtAgg, .(commit), summarize, start=min(unix_time))
ggplot(data=bbtAgg) + facet_grid(row~col) +
  geom_text(data=commits, aes(x=start, label=substr(commit, 1, 4), y = .05), color="grey", group=NA) +
  geom_point(aes(x=unix_time, y=value, group=variable, color=variable)) + scale_y_log10()
```

## re-do.R
library(knitr)
knit2html("index.Rmd")
	<p><link href="http://kevinburke.bitbucket.org/markdowncss/markdown.css" rel="stylesheet"></link></p>
	Analyzing bamboo bechmarks--2013/3/13
	=====================================
	Please refer to the generating index.Rmd file if you want to look at the code that generated this file. It should be in the same folder as index.html (which you are seeing now); most R code will be hidden for prettiness.
	```{r warning=FALSE, message=FALSE, echo=FALSE}
	library(lubridate)
	library(reshape2)
	library(ggplot2)
	library(plyr)
	# Read in data
	setwd("~/Code/nigeria-analysis/")
	b <- read.csv("benchmark.csv")
	b$host_url <- paste(b$hostname, b$url)
	b$unix_time <- as.POSIXct(b$unix_time, origin='1970-01-01')
	```

	Lets see which host/url pair we'll be graphing here, and the last time the benchmarks were run.
	```{r warning=FALSE, message=FALSE, fig.height=15, fig.width=14, echo=FALSE}
	latest <- which(b$unix_time == max(b$unix_time, na.rm=T))
	(latest_time <- b[latest, 'unix_time'])
	b[latest, 'host_url']
	#b <- subset(b, host_url == b[latest, 'host_url'])
	```

	And a data-cleaning note. I throw away all commits that are erroneously empty string (""). Here is how many of those there were:
	```{r warning=FALSE, message=FALSE, fig.height=15, fig.width=14, echo=FALSE}
	paste("Discarding " ,length(which(b$commit == "")), " out of ", nrow(b), "observations. Total left:", nrow(b) - length(which(b$commit == "")))
	# After bbtt creation, sanity check = qplot(data=bbtt, x=unix_time, y=avgtime, color=commit) + geom_smooth(method="lm")
	b <- subset(b, commit != "")
	b <- arrange(b, desc(b$unix_time))
	```


	Whats happening to performance over the last ten commits?
	========================================

	```{r warning=FALSE, message=FALSE, fig.height=15, fig.width=14, echo=FALSE}
	# COMMITS in TIME ORDER
	b$commit <- substr(b$commit, 1, 7)
	b$commit <- reorder(b$commit, b$unix_time)

	# DATA TRANSFORMS -- MELT THE DATA + ONLY LAST TEN COMMITS
	bbtt <- data.frame(melt(data=b,
	id.vars=c("row", "unix_time", "col", "commit"), na.rm=T))
	bbtt$value <- as.numeric(bbtt$value)
	#c("bamboo_url", "hostname", "branch", "host_url")
	# ONLY THE LAST TEN COMMITS
	tencommits <- unique(arrange(bbtt, desc(unix_time))$commit)[1:10]
	bbtt <- data.frame(subset(bbtt, commit %in% tencommits))

	# AGGREGATE THE DATA PER COMMIT
	bbtAgg <- ddply(bbtt, .(variable, commit, row, col), transform,
	mediansecs=ifelse(length(value) > 2, median(value, na.rm=T), NA),
	commitstart=min(unix_time))
	# PLOT FUNCTION
	commitplot <- function(bbtAgg, subsetPREDICATE=NULL) {
	if (!is.null(subsetPREDICATE)) bbtAgg <- subset(bbtAgg, subsetPREDICATE) #
	ggplot(data=na.exclude(bbtAgg),aes(x=commit, y=mediansecs, group=variable, color=variable)) + facet_grid(row~col) +
	geom_line()
	}
	```

	```{r warning=FALSE, message=FALSE, fig.height=15, fig.width=14, echo=FALSE}
	# ACTUALLY GENERATE THE PLOT
	commitplot(bbtAgg, bbtAgg$commit %in% tencommits)
	```
	Lower is better. Commit label is the first seven characters of the commit sha.

	And over the last three commits?
	===
	```{r warning=FALSE, message=FALSE, fig.height=15, fig.width=14, echo=FALSE}
	# ONLY THE LAST THREE COMMITS
	threecommits <- unique(arrange(bbtAgg, desc(unix_time))$commit)[1:3]

	# ACTUALLY GENERATE THE PLOT
	commitplot(bbtAgg, bbtAgg$commit %in% threecommits)
	```
	Lower is better. Commit label is the first seven characters of the commit sha.

	And just for fun, the full point set, with a log scale on the y-axis.
	===
	```{r warning=FALSE, message=FALSE, fig.height=15, fig.width=14, echo=FALSE}
	# ONLY THE LAST THREE COMMITS
	commits <- ddply(bbtAgg, .(commit), summarize, start=min(unix_time))
	ggplot(data=bbtAgg) + facet_grid(row~col) +
	geom_text(data=commits, aes(x=start, label=substr(commit, 1, 4), y = .05), color="grey", group=NA) +
	geom_point(aes(x=unix_time, y=value, group=variable, color=variable)) + scale_y_log10()
	```