| #!/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 SystemDS.jar " ; else CMD="echo " ; fi |
| |
| |
| BASE=$1/binomial |
| |
| FORMAT="binary" |
| DENSE_SP=0.9 |
| SPARSE_SP=0.01 |
| |
| export HADOOP_CLIENT_OPTS="-Xmx2048m -Xms2048m -Xmn256m" |
| |
| |
| #generate XS scenarios (80MB) |
| ${CMD} -f ../datagen/genRandData4LogisticRegression.dml $DASH-args 10000 1000 5 5 $BASE/w10k_1k_dense $BASE/X10k_1k_dense $BASE/y10k_1k_dense 1 0 $DENSE_SP $FORMAT 1 |
| ${CMD} -f ../datagen/genRandData4LogisticRegression.dml $DASH-args 10000 1000 5 5 $BASE/w10k_1k_sparse $BASE/X10k_1k_sparse $BASE/y10k_1k_sparse 1 0 $SPARSE_SP $FORMAT 1 |
| ${CMD} -f extractTestData.dml $DASH-args $BASE/X10k_1k_dense $BASE/y10k_1k_dense $BASE/X10k_1k_dense_test $BASE/y10k_1k_dense_test $FORMAT |
| ${CMD} -f extractTestData.dml $DASH-args $BASE/X10k_1k_sparse $BASE/y10k_1k_sparse $BASE/X10k_1k_sparse_test $BASE/y10k_1k_sparse_test $FORMAT |
| |
| ##generate S scenarios (800MB) |
| #${CMD} -f ../datagen/genRandData4LogisticRegression.dml $DASH-args 100000 1000 5 5 $BASE/w100k_1k_dense $BASE/X100k_1k_dense $BASE/y100k_1k_dense 1 0 $DENSE_SP $FORMAT 1 |
| #${CMD} -f ../datagen/genRandData4LogisticRegression.dml $DASH-args 100000 1000 5 5 $BASE/w100k_1k_sparse $BASE/X100k_1k_sparse $BASE/y100k_1k_sparse 1 0 $SPARSE_SP $FORMAT 1 |
| #${CMD} -f extractTestData.dml $DASH-args $BASE/X100k_1k_dense $BASE/y100k_1k_dense $BASE/X100k_1k_dense_test $BASE/y100k_1k_dense_test $FORMAT |
| #${CMD} -f extractTestData.dml $DASH-args $BASE/X100k_1k_sparse $BASE/y100k_1k_sparse $BASE/X100k_1k_sparse_test $BASE/y100k_1k_sparse_test $FORMAT |
| # |
| ##generate M scenarios (8GB) |
| #${CMD} -f ../datagen/genRandData4LogisticRegression.dml $DASH-args 1000000 1000 5 5 $BASE/w1M_1k_dense $BASE/X1M_1k_dense $BASE/y1M_1k_dense 1 0 $DENSE_SP $FORMAT 1 |
| #${CMD} -f ../datagen/genRandData4LogisticRegression.dml $DASH-args 1000000 1000 5 5 $BASE/w1M_1k_sparse $BASE/X1M_1k_sparse $BASE/y1M_1k_sparse 1 0 $SPARSE_SP $FORMAT 1 |
| #${CMD} -f extractTestData.dml $DASH-args $BASE/X1M_1k_dense $BASE/y1M_1k_dense $BASE/X1M_1k_dense_test $BASE/y1M_1k_dense_test $FORMAT |
| #${CMD}-f extractTestData.dml $DASH-args $BASE/X1M_1k_sparse $BASE/y1M_1k_sparse $BASE/X1M_1k_sparse_test $BASE/y1M_1k_sparse_test $FORMAT |
| # |
| ##generate L scenarios (80GB) |
| #${CMD} -f ../datagen/genRandData4LogisticRegression.dml $DASH-args 10000000 1000 5 5 $BASE/w10M_1k_dense $BASE/X10M_1k_dense $BASE/y10M_1k_dense 1 0 $DENSE_SP $FORMAT 1 |
| #${CMD} -f ../datagen/genRandData4LogisticRegression.dml $DASH-args 10000000 1000 5 5 $BASE/w10M_1k_sparse $BASE/X10M_1k_sparse $BASE/y10M_1k_sparse 1 0 $SPARSE_SP $FORMAT 1 |
| #${CMD} -f extractTestData.dml $DASH-args $BASE/X10M_1k_dense $BASE/y10M_1k_dense $BASE/X10M_1k_dense_test $BASE/y10M_1k_dense_test $FORMAT |
| #${CMD} -f extractTestData.dml $DASH-args $BASE/X10M_1k_sparse $BASE/y10M_1k_sparse $BASE/X10M_1k_sparse_test $BASE/y10M_1k_sparse_test $FORMAT |
| # |
| ##generate XL scenarios (800GB) |
| #${CMD} -f ../datagen/genRandData4LogisticRegression.dml $DASH-args 100000000 1000 5 5 $BASE/w100M_1k_dense $BASE/X100M_1k_dense $BASE/y100M_1k_dense 1 0 $DENSE_SP $FORMAT 1 |
| #${CMD} -f ../datagen/genRandData4LogisticRegression.dml $DASH-args 100000000 1000 5 5 $BASE/w100M_1k_sparse $BASE/X100M_1k_sparse $BASE/y100M_1k_sparse 1 0 $SPARSE_SP $FORMAT 1 |
| #${CMD} -f extractTestData.dml $DASH-args $BASE/X100M_1k_dense $BASE/y100M_1k_dense $BASE/X100M_1k_dense_test $BASE/y100M_1k_dense_test $FORMAT |
| #${CMD} -f extractTestData.dml $DASH-args $BASE/X100M_1k_sparse $BASE/y100M_1k_sparse $BASE/X100M_1k_sparse_test $BASE/y100M_1k_sparse_test $FORMAT |
| # |
| ###generate KDD scenario (csv would be infeasible) |
| ##${CMD} -f changeFormat.dml $DASH-args mboehm/data/rdata_kdd2010/X mboehm/data/rdata_kdd2010/y 1 $BASE/X_KDD $BASE/y_KDD "text" |
| ##${CMD} -f extractTestData.dml $DASH-args $BASE/X_KDD $BASE/y_KDD $BASE/X_KDD_test $BASE/y_KDD_test "text" |
| ##${CMD} -f changeFormat.dml $DASH-args /user/biadmin/statiko/rdata_kdd2010/X /user/biadmin/statiko/rdata_kdd2010/y 150 $BASE/X_KDD $BASE/y_KDD "text" |
| ##${CMD} -f extractTestData.dml $DASH-args $BASE/X_KDD $BASE/y_KDD $BASE/X_KDD_test $BASE/y_KDD_test "text" |
| |