#!/usr/bin/env bash #set -x # File locations dir=$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd ) datadir="$dir/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" printf "is shown to support the prediction.\n\n" echo "USAGE: robocode-svm ACTION [COORDINATES]" echo " battle Shows visual run of the battle" echo " -x The x coordinate of the second robot, used with -v" echo " -y The y coordinate of the second robot, used with -v" echo " accuracy Show the accuracy of the SVM model" echo " clean Regenerate the battle data (may take a very long time)" echo " 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=$(robocode -nodisplay -battle "$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" # Check the accuracy of the testing data against the SVM model made of training data svm-predict "$testing" "$model" "$output" | grep "Accuracy" } # Iterate over arguments while :; do case $1 in generate) generate_data verbose exit ;; accuracy) show_accuracy exit ;; clean) rm -rf "$datadir" echo "All the SVM data have been deleted." exit ;; help|-h|-\?|--help) show_help exit ;; *) echo "Type help for list of supported commands." exit esac # "command" reduces the chance of fatal errors in many shells. command shift done