blob: 4e007bba0e9b25e3b3f4e2301a7ccc58c1140580 [file] [log] [blame]
#!/bin/bash
#-------------------------------------------------------------
#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
#
#-------------------------------------------------------------
set -e
if [ "$5" == "SPARK" ]; then CMD="./sparkDML.sh "; DASH="-"; elif [ "$5" == "MR" ]; then CMD="hadoop jar SystemML.jar " ; else CMD="echo " ; fi
BASE=$4
export HADOOP_CLIENT_OPTS="-Xmx2048m -Xms2048m -Xmn256m"
DFAM=2
if [ $3 -gt 2 ]
then
DFAM=3
fi
#for all intercept values
for i in 0 1 2
do
#training
tstart=$SECONDS
${CMD} -f ../algorithms/MultiLogReg.dml $DASH-explain $DASH-stats $DASH-nvargs icpt=$i reg=0.01 tol=0.0001 moi=$6 mii=5 X=$1 Y=$2 B=${BASE}/b
ttrain=$(($SECONDS - $tstart - 3))
echo "MultiLogReg train ict="$i" on "$1": "$ttrain >> times.txt
#predict
tstart=$SECONDS
${CMD} -f ../algorithms/GLM-predict.dml $DASH-explain $DASH-stats $DASH-nvargs dfam=$DFAM vpow=-1 link=2 lpow=-1 fmt=csv X=$1_test B=${BASE}/b Y=$2_test M=${BASE}/m O=${BASE}/out.csv
tpredict=$(($SECONDS - $tstart - 3))
echo "MultiLogReg predict ict="$i" on "$1": "$tpredict >> times.txt
done