| #!/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=$6 |
| BASE=$4 |
| |
| #for all intercept values |
| for i in 0 1; do |
| #training |
| tstart=$(date +%s.%N) |
| |
| # /algorithms/l2-svm.dml already calls a built-in function for the l2 svm. |
| ${CMD} -f ./algorithms/l2-svm.dml \ |
| --config conf/SystemDS-config.xml \ |
| --stats \ |
| --nvargs X=$1 Y=$2 icpt=$i tol=0.0001 reg=0.01 maxiter=$5 model=${BASE}/b fmt="csv" |
| |
| ttrain=$(echo "$(date +%s.%N) - $tstart - .4" | bc) |
| echo "L2SVM train ict="$i" on "$1": "$ttrain >> results/times.txt |
| |
| #predict |
| tstart=$(date +%s.%N) |
| #${CMD} -f ./algorithms/l2-svm-predict.dml \ |
| ${CMD} -f scripts/l2-svm-predict.dml \ |
| --config conf/SystemDS-config.xml \ |
| --stats \ |
| --nvargs X=$1_test Y=$2_test icpt=$i model=${BASE}/b fmt="csv" scores=${BASE}/scores |
| |
| tpredict=$(echo "$(date +%s.%N) - $tstart - .4" | bc) |
| echo "L2SVM predict ict="$i" on "$1": "$tpredict >> results/times.txt |
| done |