Created
February 28, 2019 12:06
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Quick and dirty way of processing log files from autoweka to extract the best classifier found by the system. Results may still need some tuning before supplying to weka experimenter, but in many cases it works out of the box.
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#!/bin/bash | |
# direcotry with log files from autoweka | |
autowekadir="./" | |
# weka.classifiers.meta.FilteredClassifier -F "weka.filters.supervised.attribute.AttributeSelection -E \"$eval\" -S \"$selection\"" -S 1 -W $classifier | |
# best classifier: weka.classifiers.lazy.IBk | |
# arguments: [-K, 4, -F] | |
# attribute search: weka.attributeSelection.GreedyStepwise | |
# attribute search arguments: [-B, -R] | |
# attribute evaluation: weka.attributeSelection.CfsSubsetEval | |
# attribute evaluation arguments: [] | |
for f in $autowekadir/*.log | |
do | |
echo "$f" | |
classifier=$(cat $f | grep -A1 "best classifier: " | sed -e 's/best classifier: //g' -e 's/arguments: //g' -e 's/\[//g' -e 's/\]//g' -e 's/,//g') | |
# echo "--------" | |
selection=$(cat $f | grep -A3 "best classifier: " | grep "attribute search: " | sed -e 's/attribute search: //g' -e 's/arguments: //g' -e 's/\[//g' -e 's/\]//g' -e 's/,//g') | |
selectionParam=$(cat $f | grep -A3 "best classifier: " | grep "attribute search arguments: " | sed -e 's/attribute search arguments: //g' -e 's/arguments: //g' -e 's/\[//g' -e 's/\]//g' -e 's/,//g') | |
# echo $selection | |
# echo $selectionParam | |
# echo "--------" | |
evaluator=$(cat $f | grep -A5 "best classifier: " | grep "attribute evaluation: " | sed -e 's/attribute evaluation: //g' -e 's/arguments: //g' -e 's/\[//g' -e 's/\]//g' -e 's/,//g') | |
evaluatorParam=$(cat $f | grep -A5 "best classifier: " | grep "attribute evaluation arguments: " | sed -e 's/attribute evaluation arguments: //g' -e 's/arguments: //g' -e 's/\[//g' -e 's/\]//g' -e 's/,//g') | |
# echo $evaluator | |
# echo $evaluatorParam | |
if [ $evaluator == 'null' ] | |
then | |
# echo "*** null" | |
# weka.classifiers.bayes.NaiveBayes | |
echo $classifier | |
else | |
# echo "*** not null" | |
echo weka.classifiers.meta.FilteredClassifier -F \"weka.filters.supervised.attribute.AttributeSelection -E \\\"$evaluator $evaluatorParam\\\" -S \\\"$selection $selectionParam\\\"\" -S 1 -W $classifier | |
fi | |
echo "--------------------------" | |
done |
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