blob: 62b9ee17f69e5ab16cba9f4609d9e0e1cd3ee3cb [file]
#!/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.
#
#-------------------------------------------------------------
# Read Parameters
FILENAME=$0
CMD=${1:-"systemds"}
DATADIR=${2:-"temp"}/L2SVM
NUMFED=${3:-2}
MAXITR=${4:-100}
# Error Prints
err_report() {
echo "Error in $FILENAME on line $1"
}
trap 'err_report $LINENO' ERR
# Set Properties
export SYSDS_QUIET=1
BASEPATH=$(dirname "$0")
# Generate Data
${BASEPATH}/../genL2SVMData.sh systemds $DATADIR;
# Start the Federated Workers on Localhost
${BASEPATH}/utils/startFedWorkers.sh systemds $DATADIR $NUMFED "localhost";
for d in "10k_1k_dense" "10k_1k_sparse"
do
# Split the generated data into partitions and create a federated object
${CMD} -f ${BASEPATH}/data/splitAndMakeFederated.dml \
--config ${BASEPATH}/../conf/SystemDS-config.xml \
--nvargs data=${DATADIR}/X${d} nSplit=$NUMFED transposed=FALSE \
target=${DATADIR}/X${d}_fed.json hosts=${DATADIR}/workers/hosts fmt="csv"
${CMD} -f ${BASEPATH}/data/splitAndMakeFederated.dml \
--config ${BASEPATH}/../conf/SystemDS-config.xml \
--nvargs data=${DATADIR}/Y${d} nSplit=$NUMFED transposed=FALSE \
target=${DATADIR}/Y${d}_fed.json hosts=${DATADIR}/workers/hosts fmt="csv"
for fedCompile in "" "--federatedCompilation"
do
runningMessage="-- Running L2SVM "$fedCompile" with federated data ("$d") on "$NUMFED" federated workers";
echo "$runningMessage" >> results/times.txt
echo "$runningMessage" >> results/compiletimes.txt
# Run the L2SVM algorithm on the federated object
# $1 X, $2 Y, $3 unknown, $4 BASE, $5 maxiter, $6 CMD, $7 RunPrediction, $8 FEDERATEDCOMPILATION
${BASEPATH}/../runL2SVM.sh ${DATADIR}/X${d}_fed.json ${DATADIR}/Y${d}_fed.json 2 $DATADIR ${MAXITR} systemds false $fedCompile | egrep -w 'compilation|L2SVM' | tee -a results/compiletimes.txt;
done
done
# Kill the Federated Workers
${BASEPATH}/utils/killFedWorkers.sh $DATADIR;