Use External Parameters in Parameterized Test
You can inject variable inputs into your existing class-based test. To provide test data that is defined outside the test file and that should be used iteratively by the test (via parameterized testing), create an array of Parameter
instances, and then use the ExternalParameters
name-value argument with TestSuite
creation methods such as fromClass
.
Create the cleanData
function. The function accepts an array, vectorizes the array, removes 0
, NaN
, and Inf
, and then sorts the array.
function Y = cleanData(X) Y = X(:); % Vectorize array Y = rmmissing(Y); % Remove NaN % Remove 0 and Inf idx = (Y==0 | Y==Inf); Y = Y(~idx); % If array is empty, set to eps if isempty(Y) Y = eps; end Y = sort(Y); % Sort vector end
Create a parameterized test to test the cleanData
function. The test repeats each of the four Test
methods for the two data sets that are defined in the properties
block.
classdef TestClean < matlab.unittest.TestCase properties (TestParameter) Data = struct("clean",[5 3 9;1 42 5;32 5 2], ... "needsCleaning",[1 13;NaN 0;Inf 42]); end methods (Test) function classCheck(testCase,Data) act = cleanData(Data); testCase.assertClass(act,"double") end function sortCheck(testCase,Data) act = cleanData(Data); testCase.verifyTrue(issorted(act)) end function finiteCheck(testCase,Data) import matlab.unittest.constraints.IsFinite act = cleanData(Data); testCase.verifyThat(act,IsFinite) end function noZeroCheck(testCase,Data) import matlab.unittest.constraints.EveryElementOf import matlab.unittest.constraints.IsEqualTo act = cleanData(Data); testCase.verifyThat(EveryElementOf(act),~IsEqualTo(0)) end end end
Run the tests. The framework runs the eight parameterized tests using the data defined in the test file.
import matlab.unittest.TestSuite
suite1 = TestSuite.fromClass(?TestClean);
results = suite1.run;
table(results)
Running TestClean ........ Done TestClean __________ ans = 8×6 table Name Passed Failed Incomplete Duration Details _____________________________________________ ______ ______ __________ _________ ____________ {'TestClean/classCheck(Data=clean)' } true false false 0.66469 {1×1 struct} {'TestClean/classCheck(Data=needsCleaning)' } true false false 0.0066959 {1×1 struct} {'TestClean/sortCheck(Data=clean)' } true false false 0.0039298 {1×1 struct} {'TestClean/sortCheck(Data=needsCleaning)' } true false false 0.003343 {1×1 struct} {'TestClean/finiteCheck(Data=clean)' } true false false 0.055924 {1×1 struct} {'TestClean/finiteCheck(Data=needsCleaning)'} true false false 0.0017951 {1×1 struct} {'TestClean/noZeroCheck(Data=clean)' } true false false 0.90772 {1×1 struct} {'TestClean/noZeroCheck(Data=needsCleaning)'} true false false 0.007801 {1×1 struct}
Create a data set external to the test file.
A = [NaN 2 0;1 Inf 3];
Create an array of Parameter
instances from the external data set. The fromData
method accepts the name of the parameterization property from the properties
block in TestClean
and the new data as a cell array (or structure).
import matlab.unittest.parameters.Parameter newData = {A}; param = Parameter.fromData("Data",newData);
Create a new test suite using the external parameters. The framework appends the characters #ext
to the end of the parameter names, indicating that the parameters are defined externally.
suite2 = TestSuite.fromClass(?TestClean,"ExternalParameters",param);
{suite2.Name}'
ans = 4×1 cell array {'TestClean/classCheck(Data=2x3_double#ext)' } {'TestClean/sortCheck(Data=2x3_double#ext)' } {'TestClean/finiteCheck(Data=2x3_double#ext)'} {'TestClean/noZeroCheck(Data=2x3_double#ext)'}
To have full control over parameter names in the suite, define the parameters using a structure. Then, run the tests.
newData = struct("commandLineData",A); param = Parameter.fromData("Data",newData); suite2 = TestSuite.fromClass(?TestClean,"ExternalParameters",param); {suite2.Name}' results = suite2.run;
ans = 4×1 cell array {'TestClean/classCheck(Data=commandLineData#ext)' } {'TestClean/sortCheck(Data=commandLineData#ext)' } {'TestClean/finiteCheck(Data=commandLineData#ext)'} {'TestClean/noZeroCheck(Data=commandLineData#ext)'} Running TestClean .... Done TestClean __________
Create another data set that is stored in an ASCII-delimited file.
B = rand(3); B(2,4) = 0; writematrix(B,"myFile.dat") clear B
Create parameters from the stored data set and A
, and then create a test suite.
newData = struct("commandLineData",A,"storedData",readmatrix("myFile.dat")); param2 = Parameter.fromData("Data",newData); suite3 = TestSuite.fromClass(?TestClean,"ExternalParameters",param2);
To run the tests using parameters defined in the test file and externally, concatenate the test suites. View the suite element names and run the tests.
suite = [suite1 suite3]; {suite.Name}' results = suite.run;
ans = 16×1 cell array {'TestClean/classCheck(Data=clean)' } {'TestClean/classCheck(Data=needsCleaning)' } {'TestClean/sortCheck(Data=clean)' } {'TestClean/sortCheck(Data=needsCleaning)' } {'TestClean/finiteCheck(Data=clean)' } {'TestClean/finiteCheck(Data=needsCleaning)' } {'TestClean/noZeroCheck(Data=clean)' } {'TestClean/noZeroCheck(Data=needsCleaning)' } {'TestClean/classCheck(Data=commandLineData#ext)' } {'TestClean/classCheck(Data=storedData#ext)' } {'TestClean/sortCheck(Data=commandLineData#ext)' } {'TestClean/sortCheck(Data=storedData#ext)' } {'TestClean/finiteCheck(Data=commandLineData#ext)'} {'TestClean/finiteCheck(Data=storedData#ext)' } {'TestClean/noZeroCheck(Data=commandLineData#ext)'} {'TestClean/noZeroCheck(Data=storedData#ext)' } Running TestClean ........ Done TestClean __________ Running TestClean ........ Done TestClean __________
See Also
matlab.unittest.TestSuite
| matlab.unittest.parameters.Parameter.fromData