| #!/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 |
| |
| CMD=$5 |
| BASE=$3 |
| |
| # run all intercepts |
| for i in 0 1 2 |
| do |
| echo "running linear regression CG on ict="$i |
| |
| #training |
| tstart=$(date +%s.%N) |
| #${CMD} -f ./algorithms/LinearRegCG.dml \ |
| ${CMD} -f scripts/LinearRegCG.dml \ |
| --config conf/SystemDS-config.xml \ |
| --stats \ |
| --nvargs X=$1 Y=$2 B=${BASE}/b icpt=${i} fmt="csv" maxi=$4 tol=0.0001 reg=0.01 |
| |
| ttrain=$(echo "$(date +%s.%N) - $tstart - .4" | bc) |
| echo "LinRegCG train ict="$i" on "$1": "$ttrain >> results/times.txt |
| |
| #predict |
| tstart=$(date +%s.%N) |
| ${CMD} -f scripts/GLM-predict.dml \ |
| --config conf/SystemDS-config.xml \ |
| --stats \ |
| --nvargs dfam=1 link=1 vpow=0.0 lpow=1.0 fmt=csv X=$1_test B=${BASE}/b Y=$2_test M=${BASE}/m O=${BASE}/out.csv |
| |
| tpredict=$(echo "$(date +%s.%N) - $tstart - .4" | bc) |
| echo "LinRegCG predict ict="$i" on "$1": "$tpredict >> results/times.txt |
| done |