Inlining Data

HotSize-vs-Codesize.jpeg

InlineData-RScript.txt

InlineData <- read.table("c:\\repos\InlineData\mscorlib.out.log", sep=",", header=TRUE)

ggplot(InlineData, aes(x=Codesize, y=HotSize)) 
   + geom_point(alpha=0.1) 
   + geom_quantile(quantiles = c(0.5),        method="rqss", lambda=2, color="red", size=1.25) 
   + geom_quantile(quantiles = c(0.05, 0.95), method="rqss", lambda=2, color="blue")
   + coord_cartesian(ylim=c(-200,200))

q <- quantile(InlineData[InlineData$Codesize == 1, c("HotSize")], probs=c(0.05, 0.95))
outlier <- InlineData[InlineData$Codesize == 1 & (InlineData$HotSize < q["5%"] | InlineData$HotSize > q["95%"]), c("Method", "Version", "HotSize", "Codesize") ]

## find methods with unusual code size increases

outliers <- function(data, value) {
   q <- quantile(data[data$Codesize == value, c("HotSize")], probs=c(0.995))
   outlier <- data[data$Codesize == value & data$HotSize > q ["99.5%"] & data$HotSize > 0, c("Method", "Version", "HotSize", "Codesize") ]
   n <- nrow(outlier)
   outlier[, "99.5%"] <- rep(q["99.5%"], n)
   return (outlier)
}

#### NB note with newer data sets "version 0" data is included
#### these are the root method w/o inlines. To filter out, exclude these rows:

IR <- read.table ("c:\\repos\\inlinedata\\mscorlib.data.a6ae44d-rel.log.parsed", sep=",", header=TRUE)
IRx <- IR[IR$Version > 0, ]

#### Using Random Forest for JitTimeDelta && HotSizeDelta estimation
####


## columns we can use for prediction

IRPx <- IRx[, c("ILSize", "CallsiteFrequency", "InstructionCount", "LoadStoreCount", "Depth", "BlockCount", "Maxstack", "ArgCount", "LocalCount", "ReturnType", "ThrowCount", "CallCount", "IsInstanceCtor", "IsFromPromotableValueClass", "HasSimd", "LooksLikeWrapperMethod", "ArgFeedsConstantTest", "IsMostlyLoadStore", "ArgFeedsRangeCheck", "ConstantFeedsConstantTest", "CalleeNativeSizeEstimate", "CallsiteNativeSizeEstimate", "ILSizeTotal")]

## data to predict

IRx.HotSizeDelta <- IRx[, c("HotSizeDelta")]
IRx.JitTimeDelta <- IRx[, c("JitTimeDelta")]

## run the default model

library(randomForest)


RF.JitTimeDelta <- randomForest(IRPx, IRx.JitTimeDelta, do.trace=100, importance=TRUE)

## show what inputs matter

varImpPlot(RF.HotSizeDelta)
varImpPlot(RF.JitTimeDelta)

###

ggplot(IRx, aes(x=ILSize, y=HotSizeDelta)) + geom_point(alpha=0.1) + geom_quantile(quantiles = c(0.5),        method="rqss", lambda=2, color="red", size=1.25) + geom_quantile(quantiles = c(0.05, 0.95), method="rqss", lambda=2, color="blue") + coord_cartesian(ylim=c(-200,200))

### Using ggRandomForests
### https://cran.r-project.org/web/packages/ggRandomForests/vignettes/randomForestSRC-Regression.pdf

library("randomForestSRC")
library("ggRandomForests")

### predictors plus outcomes, excluding roots and some currently "dead" columns (HasSimd, Maxstack)

IRQy <- IRx[, c("HotSizeDelta", "JitTimeDelta", "ILSize", "CallsiteFrequency", "InstructionCount", "LoadStoreCount", "Depth", "BlockCount", "ArgCount", "LocalCount", "ReturnType", "ThrowCount", "CallCount", "IsInstanceCtor", "IsFromPromotableValueClass", "LooksLikeWrapperMethod", "ArgFeedsConstantTest", "IsMostlyLoadStore", "ArgFeedsRangeCheck", "ConstantFeedsConstantTest", "ILSizeTotal")]

### reclassify bool columns

IRQy$IsInstanceCtor <- as.logical(IRQy$IsInstanceCtor)
IRQy$IsFromPromotableValueClass <- as.logical(IRQy$IsFromPromotableValueClass)
IRQy$LooksLikeWrapperMethod <- as.logical(IRQy$LooksLikeWrapperMethod)
IRQy$ArgFeedsConstantTest <- as.logical(IRQy$ArgFeedsConstantTest)
IRQy$IsMostlyLoadStore <- as.logical(IRQy$IsMostlyLoadStore)
IRQy$ArgFeedsRangeCheck <- as.logical(IRQy$ArgFeedsRangeCheck)
IRQy$ConstantFeedsConstantTest <- as.logical(IRQy$ConstantFeedsConstantTest)
g
### Build the forest (multivariate seems limited)

### IRQy.rf <- rfsrc(Multivar(HotSizeDelta,JitTimeDelta) ~ ., data=IRQy)

IRQyHS <- subset(IRQy, select=-JitTimeDelta)
IRQyHS.rf <- rfsrc(HotSizeDelta ~ ., data=IRQyHS, importance=TRUE)

# error plot

IRQyHS.err <- gg_error(IRQyHS.rf)

# factor importance plot

plot(gg_vimp(IRQyHS.rf))



### todo
### use col.classes on read.table to get input data types right 

InlineData-Script2.txt

## setup
library("ggplot2")

## load data
InlineData.raw <- read.table("c:\\repos\\InlineData\\ret.1591154.log.parsed", sep=",", header=TRUE)

## fix column types
InlineData.raw$IsForceInline <- as.logical(InlineData.raw$IsForceInline)
InlineData.raw$IsInstanceCtor <- as.logical(InlineData.raw$IsInstanceCtor)
InlineData.raw$IsFromPromotableValueClass <- as.logical(InlineData.raw$IsFromPromotableValueClass)
InlineData.raw$HasSimd <- as.logical(InlineData.raw$HasSimd)
InlineData.raw$LooksLikeWrapperMethod <- as.logical(InlineData.raw$LooksLikeWrapperMethod)
InlineData.raw$ArgFeedsConstantTest <- as.logical(InlineData.raw$ArgFeedsConstantTest)
InlineData.raw$IsMostlyLoadStore <- as.logical(InlineData.raw$IsMostlyLoadStore)
InlineData.raw$ArgFeedsRangeCheck <- as.logical(InlineData.raw$ArgFeedsRangeCheck)
InlineData.raw$ConstantFeedsConstantTest <- as.logical(InlineData.raw$ConstantFeedsConstantTest)

## Subset to remove Version0 (roots)
InlineData <- InlineData.raw[InlineData.raw$Version > 0, ]

## scatter plot of il size vs code size delta
InlineData.plot1base <- ggplot(InlineData, aes(x=ILSize, y=HotSizeDelta)) 
InlineData.plot1pts  <- InlineData.plot1base + geom_point(alpha=0.1) 
InlineData.plot1med  <- InlineData.plot1pts  + geom_quantile(quantiles = c(0.5), method="rqss", lambda=2, color="red", size=1.25) 
InlineData.plot1     <- InlineData.plot1med  + geom_quantile(quantiles = c(0.05, 0.95), method="rqss", lambda=2, color="blue")
InlineData.plot1z    <- InlineData.plot1     + coord_cartesian(ylim=c(-200,200))
InlineData.plot1ss   <- InlineData.plot1base + geom_smooth() + coord_cartesian(ylim=c(-200,200))
 
## scatter plot of il size vs jit time delta
InlineData.plot2base <- ggplot(InlineData, aes(x=ILSize, y=JitTimeDelta)) 
InlineData.plot2pts  <- InlineData.plot2base + geom_point(alpha=0.1) 
InlineData.plot2med  <- InlineData.plot2pts  + geom_quantile(quantiles = c(0.5), method="rqss", lambda=2, color="red", size=1.25) 
InlineData.plot2     <- InlineData.plot2med  + geom_quantile(quantiles = c(0.05, 0.95), method="rqss", lambda=2, color="blue")
InlineData.plot2z    <- InlineData.plot2     + coord_cartesian(ylim=c(-200,200))
InlineData.plot2s    <- InlineData.plot2pts  + geom_smooth() + coord_cartesian(ylim=c(-200,200))
InlineData.plot2ss   <- InlineData.plot2base + geom_smooth() + coord_cartesian(ylim=c(-200,200))

## both

InlineData.plotB <- ggplot(InlineData) + geom_smooth(span=0.3, aes(x=ILSize, y=HotSizeDelta, color="Size")) + geom_smooth(span=0.3, aes(x=ILSize, y=JitTimeDelta, color="Time")) + coord_cartesian(ylim=c(-100,200))

## Sample

InlineData.sample0 <- InlineData[sample(nrow(InlineData), 10000), ]

data.1591164.csv

Method,Version,HotSize,ColdSize,JitTime,ILSize,CallsiteFrequency,InstructionCount,LoadStoreCount,Depth,BlockCount,Maxstack,ArgCount,LocalCount,ReturnType,ThrowCount,CallCount,IsForceInline,IsInstanceCtor,IsFromPromotableValueClass,HasSimd,LooksLikeWrapperMethod,ArgFeedsConstantTest,IsMostlyLoadStore,ArgFeedsRangeCheck,ConstantFeedsConstantTest,CalleeNativeSizeEstimate,CallsiteNativeSizeEstimate,ILSizeTotal,JitTimeDelta,HotSizeDelta
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00000E5

data.1591164.v2.csv

data.moreObs.csv

data.test.log.parsed

docrossgendata-release.bat

dostudy.bat

mscorlib.5c7dd45.full.txt

mscorlib.5c7dd45.postprocessed.txt

mscorlib.base.a6ae44d.log.parsed

mscorlib.data.a6ae44d-rel.log.parsed

mscorlib.data.a6ae44d.log.parsed

mscorlib.data.model-rel-acc.log

mscorlib.data.model-rel-acc.log.parsed

mscorlib.data.model-rel.log.parsed

mscorlib.moreobs.csv

outliers.txt

parse.cs

script-mscorlib.txt

script-study.txt

script-v6.txt

study.data.csc.log.parsed