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Added Dataset Loading function

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This commit is contained in:
manish7294
2018-02-02 13:32:51 +05:30
parent 4562f1c6b2
commit b394efdfc9
1 changed files with 27 additions and 78 deletions
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src/mlpack/tests/main_tests/sparse_coding_test.cpp
+27 -78
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@@ -42,6 +42,20 @@ struct SparseCodingTestFixture
BOOST_FIXTURE_TEST_SUITE(SparseCodingMainTest, SparseCodingTestFixture);
/**
* Helper function to load datasets.
*/
void LoadData(arma::mat& inputData, arma::mat& testData)
{
// Load train dataset.
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
}
/**
* Make sure that output points in dictionary equals number of
* atoms passed and codes have desired dimension.
@@ -49,13 +63,8 @@ BOOST_FIXTURE_TEST_SUITE(SparseCodingMainTest, SparseCodingTestFixture);
BOOST_AUTO_TEST_CASE(SparseCodingOutputDimensionTest)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
mat initialDictionary = inputData.cols(0, 1);
@@ -89,13 +98,8 @@ BOOST_AUTO_TEST_CASE(SparseCodingOutputDimensionTest)
BOOST_AUTO_TEST_CASE(SparseCodingNormalizationTest)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
mat initialDictionary = inputData.cols(0, 1);
@@ -246,13 +250,8 @@ BOOST_AUTO_TEST_CASE(SparseCodingReqAtomsTest)
BOOST_AUTO_TEST_CASE(SparseCodingModelVerTest)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
mat initialDictionary = inputData.cols(0, 1);
@@ -273,13 +272,8 @@ BOOST_AUTO_TEST_CASE(SparseCodingModelVerTest)
BOOST_AUTO_TEST_CASE(SparseCodingAtomsVerTest)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
mat initialDictionary = inputData.cols(0, 1); // 2 points.
@@ -301,13 +295,8 @@ BOOST_AUTO_TEST_CASE(SparseCodingAtomsVerTest)
BOOST_AUTO_TEST_CASE(SparseCodingRowsVerTest)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
mat initialDictionary = inputData.cols(0, 1);
@@ -333,13 +322,8 @@ BOOST_AUTO_TEST_CASE(SparseCodingRowsVerTest)
BOOST_AUTO_TEST_CASE(SparseCodingDataDimensionalityTest)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
mat initialDictionary = inputData.cols(0, 1);
@@ -363,13 +347,8 @@ BOOST_AUTO_TEST_CASE(SparseCodingDataDimensionalityTest)
BOOST_AUTO_TEST_CASE(SparseCodingModelReuseTest)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
// Input data.
SetInputParam("training", inputData);
@@ -427,13 +406,8 @@ BOOST_AUTO_TEST_CASE(SparseCodingModelReuseTest)
BOOST_AUTO_TEST_CASE(SparseCodingDiffMaxItrTest)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
mat initialDictionary = inputData.cols(0, 1);
@@ -483,13 +457,8 @@ BOOST_AUTO_TEST_CASE(SparseCodingDiffMaxItrTest)
BOOST_AUTO_TEST_CASE(SparseCodingDiffObjToleranceTest)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
mat initialDictionary = inputData.cols(0, 1);
@@ -536,13 +505,8 @@ BOOST_AUTO_TEST_CASE(SparseCodingDiffObjToleranceTest)
BOOST_AUTO_TEST_CASE(SparseCodingDiffNewtonToleranceTest)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
mat initialDictionary = inputData.cols(0, 1);
@@ -589,13 +553,8 @@ BOOST_AUTO_TEST_CASE(SparseCodingDiffNewtonToleranceTest)
BOOST_AUTO_TEST_CASE(SparseCodingDiffL1Test)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
mat initialDictionary = inputData.cols(0, 1);
@@ -642,13 +601,8 @@ BOOST_AUTO_TEST_CASE(SparseCodingDiffL1Test)
BOOST_AUTO_TEST_CASE(SparseCodingDiffL2Test)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
mat initialDictionary = inputData.cols(0, 1);
@@ -695,13 +649,8 @@ BOOST_AUTO_TEST_CASE(SparseCodingDiffL2Test)
BOOST_AUTO_TEST_CASE(SparseCodingDiffL1L2Test)
{
arma::mat inputData;
if (!data::Load("iris_train.csv", inputData))
BOOST_FAIL("Cannot load train dataset iris_train.csv!");
// Load test dataset.
arma::mat testData;
if (!data::Load("iris_test.csv", testData))
BOOST_FAIL("Cannot load test dataset iris_test.csv!");
LoadData(inputData, testData);
mat initialDictionary = inputData.cols(0, 1);