250 likes | 373 Views
This paper presents a novel Mock Class Generator aimed at enhancing test case generation for object-oriented programs that utilize interfaces. Key methodologies explored include dynamic symbolic execution, allowing for the exploration of all feasible execution paths. The generator aims to produce meaningful mock classes, facilitating rigorous testing scenarios. By leveraging symbolic values and constraint solvers, we can significantly increase the likelihood of identifying bugs within the code. The research showcases motivating examples and the framework's potential impact on software quality through improved testing practices.
E N D
A Test Case + Mock Class Generator for Coding Against Interfaces Mainul Islam, Christoph Csallner Software Engineering Research Center (SERC) Computer Science and Engineering Department University of Texas at Arlington, USA February 07, 2011. • Published at: 8th International Workshop on Dynamic Analysis (WODA), 2010
Talk Outline • Test case generation • Dynamic Symbolic Execution • Mock Class • Motivating examples to generate Mock Class • Algorithm to generate Mock Class • Results • Demonstration Mock Class Generator for Coding Against Interfaces
Test Case Generation • What is the goal behind testing ? public void Test(int x) { if (x > 0) { • if (x == 1234567890) { • throw new Exception(“Bug”); • } } } Probability to reach the bug (with a random test input) is: ½ * 1/2^31 • What can be a good test case to test this method ? Mock Class Generator for Coding Against Interfaces
Symbolic Execution • Explore all feasible execution paths • Initialize the input with symbolic values and execute the program over symbolic values • At conditional statements check if either of the branches can be taken (using a constraint solver) • For each path we get an accumulated path condition If (s) then … else … C s true false C` = C ⋀ s C` = C ⋀⌝s • Dynamic symbolic execution: Combine Concrete and Symbolic execution Mock Class Generator for Coding Against Interfaces
Dynamic Symbolic Execution by Example Choose Next Path void TestMe (int a[]) { if (a == null) return; if (a.length> 0) if (a[0] == 123) throw new Exception(“Error”); } Solve Execute Constraints to Solve Input Observed Constraints a == null a == null null a != null {} a != null && !(a.length> 0) a == null T F a != null && a.length> 0 {0} a != null && a.length> 0 && a[0] != 123 a.length> 0 {123} T a != null && a.length> 0 && a[0] == 123 a != null && a.length> 0 && a[0] == 123 F a[0] == 123 T F Done: No path left This example is taken from the slides of Nikolai Tillman (with permission)
Introduction to Mock Class public interface A { // … } public class C { public void foo (Aa, int x) { // … // … } } Mock Class Generator for Coding Against Interfaces
When we might need to generate mock-classes ? • At the initial stage of any development Mock Class Generator for Coding Against Interfaces
Why is this important ? • Test case generation is important • Interfaces are very important • Existing techniques are not very good at this Pex - can generate an instance of a class that implements an interface that is used in the code * * http://research.microsoft.com/en-us/projects/pex/ Mock Class Generator for Coding Against Interfaces
Goal: • Support interfaces in test case generation for object-oriented programs Mock Class Generator for Coding Against Interfaces
Motivating Example 1 public interface A { int m1(int x); } • public interface B { • int m2(int x); • } public class C { public void foo (Aa, int x) { int y = a.m1(x); if (a instanceofB) { Bb= (B) a; int z = b.m2(x); } } } To reach this block of code, ‘a’ must be an instance of A, as well as an instance of B Mock Class Generator for Coding Against Interfaces
Motivating Example 2 public interface A { int m1 (int x); } public interface B { int m2 (int x); } public class K implements A, B { // … } public class C { public void bar (Aa, int x) { if (a == null) return; if ( !(a instanceofB) ) { Bb= (B) a; int z = b.m2(x); } } } K implements all of the interfaces referred by the bar method, but fails reach the code block Mock Class Generator for Coding Against Interfaces
Framework • DSC – Dynamic Symbolic Execution Engine (for Java) • Z3 – Constraint Solver http://research.microsoft.com/en-us/um/redmod/projects/z3/ Mock Class Generator for Coding Against Interfaces
Our approach to generate Mock Class • Determining the type of the Mock Class • Generate meaningful method body if needed Mock Class Generator for Coding Against Interfaces
Sub-/Supertype relation in Java • Java defines a binary subtype relation • If type B implements/extends type A then, - A is a direct super type of B - B is a direct sub type of A Reflexive:A is also a subtype of itself Transitive: if B is a subtype of A and C is a subtype of B then C is also a subtype of A Mock Class Generator for Coding Against Interfaces
Sub-/Supertype relation in Java (Cont.) • A class has one direct class super type and arbitrarily many interface super types. • Exceptions: type object – has no direct super type type null – has no direct sub type Mock Class Generator for Coding Against Interfaces
Subtype constraints Object Object public interface A { int m1 (int x); } public interface B { int m2(int x); } public class C { public void foo (Aa, int x) { int y = a.m1(x); if (a instanceofB) { Bb= (B) a; int z = b.m2(x); } } } A B C A B C M null Initial types in the system null A desired solution: with new type M Constraints: type(a) subtypeofA type(a) != null type type(a) subtypeofB Mock Class Generator for Coding Against Interfaces
Subtype Relation Matrix public interface A { int m1 (int x); } public interface B { int m2(int x); } public class C { public void foo (Aa, int x) { int y = a.m1(x); if (a instanceofB) { Bb= (B) a; int z = b.m2(x); } } } Solution: MA = true MB = true MC = false Mock Class Generator for Coding Against Interfaces
Algorithm: Generating Mock Class Program execution Initialization: NO_MC = 0 MAX_MC = 2 Build Subtype Relation matrix (Generate the constraints) Yes Found Solution? No Solution not found NO_MC < MAX_MC No Yes Yes Introduce a new Mock Class, N0_MC++ Encode the Mock Class in the type system Generate Test Case Dynamic Symbolic Data Structure Repair
Generating Method Body: for Example 1 public interface A { int m1 (int x); } public interface B { int m2(int x); } public class C { public void foo (Aa, int x) { int y = a.m1(x); if (ainstanceofB) { Bb= (B) a; int z = b.m2(x); • if (z >= 10) { • //… • } } } } • public class M implements A, B { • int m1 (int x){ • return 0; • } • int m2(int x){ • return 0; • } } Outline of the source code for Mock Class M return 10; Mock Class Generator for Coding Against Interfaces
Results • We have run our solution on JMS (Java messaging system) • These are all hand-written test cases Mock Class Generator for Coding Against Interfaces
Comparison with Pex: Motivating Example 1 public interface A { int m1(int x); } • public interface B { • int m2(int x); • } public class C { public void foo (Aa, int x) { int y = a.m1(x); if (a instanceofB) { Bb= (B) a; int z = b.m2(x); } } } Goal 1 Goal 2 PEX reaches 1/2 goal(s) DSC reaches 2/2 goal(s) Mock Class Generator for Coding Against Interfaces
Future Work • Extend the solution to support more types, e.g. ‘Array’ • Determine a upper bound to the number of mock classes needed to solve a system • Evaluation Mock Class Generator for Coding Against Interfaces
Future Work (Cont.) • Extend method body generation for complex types public class C { public void foo (Aa, int x) { int y = a.m1(x); if (ainstanceofB) { Bb= (B) a; int z = b.m2(x); • if (z >= 10) { • //… • } } } } • public class M implements A, B { • int m1 (int x){ • return 0; • } • int m2(int x){ • return 0; • } } Outline of the source code for Mock Class M return 10; Mock Class Generator for Coding Against Interfaces
Demo Mock Class Generator for Coding Against Interfaces
Thank you! Mock Class Generator for Coding Against Interfaces