scripts/perftest/genBinomialData.sh

#!/bin/bash
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CMD=$1
BASE=$2/binomial

FORMAT="binary" # can be csv, mm, text, binary
DENSE_SP=0.9
SPARSE_SP=0.01

#generate XS scenarios (80MB)
${CMD} -f ./datagen/genRandData4LogisticRegression.dml --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 --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 scripts/extractTestData.dml --args ${BASE}/X10k_1k_dense ${BASE}/y10k_1k_dense ${BASE}/X10k_1k_dense_test ${BASE}/y10k_1k_dense_test $FORMAT
${CMD} -f scripts/extractTestData.dml --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 --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 --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 scripts/extractTestData.dml --args ${BASE}/X100k_1k_dense ${BASE}/y100k_1k_dense ${BASE}/X100k_1k_dense_test ${BASE}/y100k_1k_dense_test $FORMAT
${CMD} -f scripts/extractTestData.dml --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 --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 --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 scripts/extractTestData.dml --args ${BASE}/X1M_1k_dense ${BASE}/y1M_1k_dense ${BASE}/X1M_1k_dense_test ${BASE}/y1M_1k_dense_test $FORMAT
${CMD} -f scripts/extractTestData.dml --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 --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 --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 scripts/extractTestData.dml --args ${BASE}/X10M_1k_dense ${BASE}/y10M_1k_dense ${BASE}/X10M_1k_dense_test ${BASE}/y10M_1k_dense_test $FORMAT
${CMD} -f scripts/extractTestData.dml --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 --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 --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 scripts/extractTestData.dml --args ${BASE}/X100M_1k_dense ${BASE}/y100M_1k_dense ${BASE}/X100M_1k_dense_test ${BASE}/y100M_1k_dense_test $FORMAT
#${CMD} -f scripts/extractTestData.dml --args ${BASE}/X100M_1k_sparse ${BASE}/y100M_1k_sparse ${BASE}/X100M_1k_sparse_test ${BASE}/y100M_1k_sparse_test $FORMAT