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genMultinomialData.sh
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#!/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.
#
#-------------------------------------------------------------
if [ "$1" == "" -o "$2" == "" ]; then echo "Usage: $0 <hdfsDataDir> <MR | SPARK | ECHO> e.g. $0 perftest SPARK" ; exit 1 ; fi
if [ "$2" == "SPARK" ]; then CMD="./sparkDML.sh "; DASH="-"; elif [ "$2" == "MR" ]; then CMD="hadoop jar SystemML.jar " ; else CMD="echo " ; fi
BASE=$1/multinomial
FORMAT="binary"
DENSE_SP=0.9
SPARSE_SP=0.01
export HADOOP_CLIENT_OPTS="-Xmx2048m -Xms2048m -Xmn256m"
#generate XS scenarios (80MB)
${CMD} -f ../datagen/genRandData4Multinomial.dml $DASH-args 10000 1000 $DENSE_SP 150 0 $BASE/X10k_1k_dense_k150 $BASE/y10k_1k_dense_k150 $FORMAT 1
${CMD} -f ../datagen/genRandData4Multinomial.dml $DASH-args 10000 1000 $SPARSE_SP 150 0 $BASE/X10k_1k_sparse_k150 $BASE/y10k_1k_sparse_k150 $FORMAT 1
${CMD} -f extractTestData.dml $DASH-args $BASE/X10k_1k_dense_k150 $BASE/y10k_1k_dense_k150 $BASE/X10k_1k_dense_k150_test $BASE/y10k_1k_dense_k150_test $FORMAT
${CMD} -f extractTestData.dml $DASH-args $BASE/X10k_1k_sparse_k150 $BASE/y10k_1k_sparse_k150 $BASE/X10k_1k_sparse_k150_test $BASE/y10k_1k_sparse_k150_test $FORMAT
##generate S scenarios (80MB)
#${CMD} -f ../datagen/genRandData4Multinomial.dml $DASH-args 100000 1000 $DENSE_SP 150 0 $BASE/X100k_1k_dense_k150 $BASE/y100k_1k_dense_k150 $FORMAT 1
#${CMD} -f ../datagen/genRandData4Multinomial.dml $DASH-args 100000 1000 $SPARSE_SP 150 0 $BASE/X100k_1k_sparse_k150 $BASE/y100k_1k_sparse_k150 $FORMAT 1
#${CMD} -f extractTestData.dml $DASH-args $BASE/X100k_1k_dense_k150 $BASE/y100k_1k_dense_k150 $BASE/X100k_1k_dense_k150_test $BASE/y100k_1k_dense_k150_test $FORMAT
#${CMD} -f extractTestData.dml $DASH-args $BASE/X100k_1k_sparse_k150 $BASE/y100k_1k_sparse_k150 $BASE/X100k_1k_sparse_k150_test $BASE/y100k_1k_sparse_k150_test $FORMAT
#
##generate M scenarios (8GB)
#${CMD} -f ../datagen/genRandData4Multinomial.dml $DASH-args 1000000 1000 $DENSE_SP 150 0 $BASE/X1M_1k_dense_k150 $BASE/y1M_1k_dense_k150 $FORMAT 1
#${CMD} -f ../datagen/genRandData4Multinomial.dml $DASH-args 1000000 1000 $SPARSE_SP 150 0 $BASE/X1M_1k_sparse_k150 $BASE/y1M_1k_sparse_k150 $FORMAT 1
#${CMD} -f extractTestData.dml $DASH-args $BASE/X1M_1k_dense_k150 $BASE/y1M_1k_dense_k150 $BASE/X1M_1k_dense_k150_test $BASE/y1M_1k_dense_k150_test $FORMAT
#${CMD} -f extractTestData.dml $DASH-args $BASE/X1M_1k_sparse_k150 $BASE/y1M_1k_sparse_k150 $BASE/X1M_1k_sparse_k150_test $BASE/y1M_1k_sparse_k150_test $FORMAT
#
##generate L scenarios (80GB)
#${CMD} -f ../datagen/genRandData4Multinomial.dml $DASH-args 10000000 1000 $DENSE_SP 150 0 $BASE/X10M_1k_dense_k150 $BASE/y10M_1k_dense_k150 $FORMAT 1
#${CMD} -f ../datagen/genRandData4Multinomial.dml $DASH-args 10000000 1000 $SPARSE_SP 150 0 $BASE/X10M_1k_sparse_k150 $BASE/y10M_1k_sparse_k150 $FORMAT 1
#${CMD} -f extractTestData.dml $DASH-args $BASE/X10M_1k_dense_k150 $BASE/y10M_1k_dense_k150 $BASE/X10M_1k_dense_k150_test $BASE/y10M_1k_dense_k150_test $FORMAT
#${CMD} -f extractTestData.dml $DASH-args $BASE/X10M_1k_sparse_k150 $BASE/y10M_1k_sparse_k150 $BASE/X10M_1k_sparse_k150_test $BASE/y10M_1k_sparse_k150_test $FORMAT
#
##generate LARGE scenarios (800GB)
#${CMD} -f ../datagen/genRandData4Multinomial.dml $DASH-args 100000000 1000 $DENSE_SP 150 0 $BASE/X100M_1k_dense_k150 $BASE/y100M_1k_dense_k150 $FORMAT 1
#${CMD} -f ../datagen/genRandData4Multinomial.dml $DASH-args 100000000 1000 $SPARSE_SP 150 0 $BASE/X100M_1k_sparse_k150 $BASE/y100M_1k_sparse_k150 $FORMAT 1
#${CMD} -f extractTestData.dml $DASH-args $BASE/X100M_1k_dense_k150 $BASE/y100M_1k_dense_k150 $BASE/X100M_1k_dense_k150_test $BASE/y100M_1k_dense_k150_test $FORMAT
#${CMD} -f extractTestData.dml $DASH-args $BASE/X100M_1k_sparse_k150 $BASE/y100M_1k_sparse_k150 $BASE/X100M_1k_sparse_k150_test $BASE/y100M_1k_sparse_k150_test $FORMAT