| #!/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. |
| # |
| #------------------------------------------------------------- |
| |
| COMMAND=$1 |
| TEMPFOLDER=$2 |
| if [ "$TEMPFOLDER" == "" ]; then TEMPFOLDER=temp ; fi |
| |
| BASE=${TEMPFOLDER}/binomial |
| MAXITR=20 |
| |
| FILENAME=$0 |
| err_report() { |
| echo "Error in $FILENAME on line $1" |
| } |
| trap 'err_report $LINENO' ERR |
| |
| echo "RUN REGRESSION EXPERIMENTS" $(date) >> results/times.txt; |
| |
| # run all regression algorithms with binomial labels on all datasets |
| # see genBinomialData |
| for d in "10k_1k_dense" "10k_1k_sparse" "100k_1k_dense" "100k_1k_sparse" "1M_1k_dense" "1M_1k_sparse" "10M_1k_dense" "10M_1k_sparse" #"_KDD" "100M_1k_dense" "100M_1k_sparse" |
| do |
| |
| # ------------------------------------------------------------------------------------------------------------------- |
| # TODO return an additional output to preserve the internal scaling from training (for the built-in functions lmCG and lmDS). |
| # The original scripts algorithms/LinearRegCG.dml and algorithms/LinearRegDS.dml do have that additional output column, but the respective built-in functions do not. |
| # ------------------------------------------------------------------------------------------------------------------- |
| |
| for f in "runLinearRegDS" |
| do |
| echo "-- Running "$f" on "$d" (all configs)" >> results/times.txt; |
| ./${f}.sh ${BASE}/X${d} ${BASE}/y${d} ${BASE} ${COMMAND} &> logs/${f}_${d}.out; |
| done |
| |
| # run with the parameter setting maximum of iterations |
| for f in "runLinearRegCG" "runGLM_poisson_log" "runGLM_gamma_log" "runGLM_binomial_probit" |
| do |
| echo "-- Running "$f" on "$d" (all configs)" >> results/times.txt; |
| ./${f}.sh ${BASE}/X${d} ${BASE}/y${d} ${BASE} ${MAXITR} ${COMMAND} &> logs/${f}_${d}.out; |
| done |
| done |