robocode-svm/robocode-svm

#!/usr/bin/env bash

#set -x

# File locations
datadir="./data"
results="$datadir/battle.data"
settings="$datadir/settings.last.battle"
training="$datadir/training.scale.data"
testing="$datadir/testing.scale.data"
model="$datadir/model.data"
output="$datadir/output.data"

# Battle parameters
rounds=1000
width=500
height=500
robot1="sample.Corners"
robot2="sample.Fire"

# Requires a function because of two points where it is called
show_help() {
	echo "Generate the data required for SVM classification and show the accuracy"
	echo "of the generated SVM model. If coordinates are supported, one visual battle"
	echo "is shown to support the prediction."
	echo ""
	echo "USAGE: robocode-svm ACTION" 
	echo "USAGE: robocode-svm --battle x y [alpha]"
	echo ""
	echo "     --battle		Shows visual run of the specified battle"
	echo "  -g,--generate		Just generate the battle data"
	echo "  -a,--accuracy		Show the accuracy of the SVM model,"
	echo "  -c,--clean		Delete all the battle data!"
	echo "  -h,--help		Show this help"
}

# Generate the missing amount of data from running battles
generate_data() {
	# Prepare the data directory
	mkdir -p "$datadir/"
	touch "$results"

	# If the data file has required amount if data
	lines=$(wc -l < "$results")
	if [[ "$lines" -lt "$rounds" ]] ; then
		# Repeat the battle desired number of times (till the battle data file does not contain $rounds entries
		echo "Generating the data for SVM predition. Depending on the machine, this may take very long time."
		delta=$((rounds - lines))
		for ((i = 1; i <= "$delta"; i++)) ; do
			# Generate input parameters
			number=$RANDOM; let "number %= $width"; x=$number
			number=$RANDOM; let "number %= $height"; y=$number
			number=$RANDOM; let "number %= 360"; alpha=$number

			# Write current settings to a file; first robot starts in the middle, with fixed gun angle;
			# the other one start at random known position, with random known gun angle
			{
				echo "#Battle Properties" 
				echo "robocode.battleField.width=$width" 
				echo "robocode.battleField.height=$height"
				echo "robocode.battle.numRounds=1"
				echo "robocode.battle.gunCoolingRate=0.07"
				echo "robocode.battle.rules.inactivityTime=450"
				echo "robocode.battle.selectedRobots=$robot1,$robot2"
				echo "robocode.battle.initialPositions=($((width/2)),$((height/2)),0),($x,$y,$alpha)" 
			} > "$settings"

			# Run battle without GUI, following the settings file, and returning the lines containing winners
			winner=$(robocode -nodisplay -battle "$(pwd)/$settings" | tail -2| awk 'NR==1F {print $2}') 
			if [ "$winner" == "$robot1" ] ; then
				winner=1
			else
				winner=2
			fi

			# Append the result of the battle to the battle data file
			echo "$winner 1:$x 2:$y 3:$alpha" >> "$results"
			# Print a dot to infrom user tht something is happening
			printf "."
		done
		printf "\nData generation has been successful.\n\n"
	else
		if [[ "$1" == "verbose" ]] ; then
			echo "Data have already been generated. Show accuracy or run the battle."
		fi
	fi

}

# Recalculate and display the accuracy of the SVM
show_accuracy() {
	# Check if the data have been generated, if not, generate first
	generate_data #quiet

	# Calculate the lines needed to split the data to 90% and 10%
	tr=$(bc <<< "scale=0; ($rounds * 0.9) / 1");
	te=$(bc <<< "scale=0; ($rounds - $tr) / 1");

	# Scale the results to interval <0, 1> and split them to training set and testing set;
	# misuse tee for 'process substituion' and send its stdout do /dev/null
	svm-scale -l 0 -u 1 "$results" | tee  >(head -n "$tr" > "$training") >(tail -n "$te" > "$testing") > /dev/null
	# Train the SVM with the training data
	svm-train -c 10 -g 2 "$training" "$model" > /dev/null
	# Check the accuracy of the testing data against the SVM model made of training data
	svm-predict "$testing" "$model" "$output"
}


# Iterate over arguments
while :; do
	case $1 in
		-g|--generate)
			generate_data verbose
			exit
			;;
		-a|--accuracy)
			show_accuracy
			exit
			;;
		-b|--battle)
			run_battle
			exit
			;;
		-c|--clean)
			rm -rf "$datadir"
			echo "All the SVM data have been deleted."
			exit
			;;
		-h|-\?|--help)   
			show_help
			exit
			;;
		*)               
			echo "Type \`robocode-svm --help\` for list of supported commands."
			exit
	esac
	# "command" reduces the chance of fatal errors in many shells.
	command shift        
done