create new modes - Combinatorial, PairwiseOptimized and CombinatorialOptimized

add possiblity to change the strategy in the ABC how we generate the intial population
add possibility to clone ABC config, and change the Random Seed for the algorithm
add new test to find the optimal seed for the ABC

Author: angelovstanton

README.md

@@ -38,7 +38,7 @@ dotnet add package Testimize
 
 ## 📐 Modes of Generation
 
-Testimize offers **three powerful modes** of test case generation:
+Testimize offers **two powerful modes** of test case generation:
 
 ### ✅ 1. Precise Mode
 
@@ -243,6 +243,7 @@ public void QueryCountry_WithLanguageAndContinentFilters_ShouldReturn200(
 See `/samples` for examples of using Testimize in:
 
 - ✅ Unit tests
+- ✅ System Web, Mobile, Desktop, API tests
 - ✅ Data-driven tests
 - ✅ Exploratory test generation
 

Testimize.Tests/Experiments/ABCPairwiseScoresComparisonTests.cs

@@ -20,6 +20,8 @@
 using Testimize.TestCaseGenerators;
 using Testimize.Contracts;
 using Testimize.Parameters.Core;
+using System.Threading.Tasks;
+using System.Collections.Concurrent;
 
 namespace Testimize.Tests.Experiments;
 
@@ -41,6 +43,35 @@ public void SetUp()
         PrecomputePairwiseScores();
     }
 
+    [Test]
+    public void FindBestSeed_ForTopABCConfig_Parallel_Optimized()
+    {
+        const int maxSeed = 10000;
+        var baseConfig = new ABCGenerationSettings();
+
+        Console.WriteLine("\n========== Finding Best Seed for Top Config ==========");
+
+        var results = new ConcurrentBag<(int Seed, double Score)>();
+
+        Parallel.For(0, maxSeed, new ParallelOptions { MaxDegreeOfParallelism = Environment.ProcessorCount }, seed =>
+        {
+            var config = (ABCGenerationSettings)baseConfig.Clone();
+            config.Seed = seed;
+
+            var abcGenerator = new HybridArtificialBeeColonyTestCaseGenerator(config);
+            var abcTestCases = abcGenerator.RunABCAlgorithm(_parameters);
+
+            var evaluator = new TestCaseEvaluator();
+            double score = evaluator.EvaluatePopulationToDictionary(abcTestCases).Values.Sum();
+            results.Add((seed, score));
+        });
+
+        var best = results.OrderByDescending(r => r.Score).First();
+
+        Console.WriteLine($"\n✅ Best Seed Found: {best.Seed} with Score: {best.Score}");
+        Debug.WriteLine($"\n✅ Best Seed Found: {best.Seed} with Score: {best.Score}");
+    }
+
     [Test]
     [Category(Categories.CI)]
     public void RunOptimizationBenchmark()
@@ -225,7 +256,7 @@ public void InitializeParameterSets()
     // 🔹 Precompute pairwise scores for baseline comparison
     private void PrecomputePairwiseScores()
     {
-        var pairwiseTestCases = PairwiseTestCaseGenerator.GenerateTestCases(_parameters);
+        var pairwiseTestCases = new PairwiseTestCaseGenerator().GenerateTestCases(_parameters);
         var testCaseEvaluator = new TestCaseEvaluator();
         testCaseEvaluator.EvaluatePopulation(pairwiseTestCases);
 

Testimize.Tests/Experiments/ABCValidPairwiseScoresComparisonTests.cs

@@ -235,7 +235,7 @@ private void InitializeParameterSets()
     // 🔹 Precompute pairwise scores for baseline comparison
     private void PrecomputePairwiseScores()
     {
-        var pairwiseTestCases = PairwiseTestCaseGenerator.GenerateTestCases(_parameters);
+        var pairwiseTestCases = new PairwiseTestCaseGenerator().GenerateTestCases(_parameters);
         var testCaseEvaluator = new TestCaseEvaluator();
         testCaseEvaluator.EvaluatePopulation(pairwiseTestCases);
 

Testimize.Tests/RealWorldExamples/ExploratoryModeCountriesGraphQLTests.cs

@@ -54,7 +54,7 @@ public static List<TestCase> ConfigureEngine() =>
             }).Generate();
 
     [Test]
-    [ABCTestCaseSource2(nameof(ConfigureEngine))]
+    [TestimizeGeneratedTestCases(nameof(ConfigureEngine))]
     public void QueryCountry_WithLanguageAndContinentFilters_ShouldReturn200(
         string countryCode, string languageCode, string continentCode)
     {

Testimize.Tests/RealWorldExamples/JsonPlaceholderPostTests.cs

@@ -61,7 +61,7 @@ public static List<TestCase> ConfigureEngine() =>
             }).Generate();
 
     [Test]
-    [ABCTestCaseSource2(nameof(ConfigureEngine))]
+    [TestimizeGeneratedTestCases(nameof(ConfigureEngine))]
     public void CreateFullPost_WithGeneratedMetadata_ShouldSucceed(
         string title,
         string body,

Testimize.Tests/RealWorldExamples/ReqresRegistrationTests.cs

@@ -36,7 +36,7 @@ public static List<TestCase> ConfigureEngine() =>
             }).Generate();
 
     [Test]
-    [ABCTestCaseSource2(nameof(ConfigureEngine))]
+    [TestimizeGeneratedTestCases(nameof(ConfigureEngine))]
     public void RegisterUser_WithGeneratedEmailAndPassword(string email, string password)
     {
         var client = new RestClient("https://reqres.in");

Testimize.Tests/RealWorldExamples/SampleSecondVerTests.cs

@@ -43,7 +43,7 @@ public static List<TestCase> ConfigureEngine() =>
             }
             ).Generate();
 
-    [Test, ABCTestCaseSource2(nameof(ConfigureEngine))]
+    [Test, TestimizeGeneratedTestCases(nameof(ConfigureEngine))]
     //[Category(Categories.CI)]
     public void TestABCGeneration(string textValue, string email, string phone, string anotherText)
     {

Testimize.Tests/UnitTests/ABCTestCaseGeneratorTests.cs

@@ -81,7 +81,7 @@ public void SetUp()
         _abcGenerator = new HybridArtificialBeeColonyTestCaseGenerator(config);
         _abcTestCases = _abcGenerator.RunABCAlgorithm(_parameters);
 
-        _pairwiseTestCases = PairwiseTestCaseGenerator.GenerateTestCases(_parameters);
+        _pairwiseTestCases = new PairwiseTestCaseGenerator().GenerateTestCases(_parameters);
 
         _filteredPairwiseTestCases = _pairwiseTestCases
             .Where(tc => tc.Values.Count(value =>

Testimize.Tests/UnitTests/PairwiseTestCaseGeneratorTests.cs

@@ -47,7 +47,7 @@ public void GeneratesValidPairwiseCombinations()
             new MockInputParameter("Param3", "X", "Y")
         };
 
-        var testCases = PairwiseTestCaseGenerator.GenerateTestCases(parameters);
+        var testCases = new PairwiseTestCaseGenerator().GenerateTestCases(parameters);
 
         Assert.That(testCases, Is.Not.Null);
         Assert.That(testCases.Count, Is.GreaterThan(0), "Test cases should be generated.");
@@ -98,7 +98,7 @@ public void GeneratesMinimalNumberOfTestCases()
             new MockInputParameter("Param3", "X", "Y")
         };
 
-        var testCases = PairwiseTestCaseGenerator.GenerateTestCases(parameters);
+        var testCases = new PairwiseTestCaseGenerator().GenerateTestCases(parameters);
         Assert.That(testCases.Count, Is.LessThan(12), "Pairwise should generate fewer test cases than full cartesian.");
     }
 
@@ -111,15 +111,15 @@ public void HandlesSingleParameterCase()
             new MockInputParameter("Param1", "A", "B", "C")
         };
 
-        var ex = Assert.Throws<ArgumentException>(() => PairwiseTestCaseGenerator.GenerateTestCases(parameters));
+        var ex = Assert.Throws<ArgumentException>(() => new PairwiseTestCaseGenerator().GenerateTestCases(parameters));
         Assert.That(ex.Message, Is.EqualTo("Pairwise testing requires at least two parameters."));
     }
 
     [Test]
     [Category(Categories.CI)]
     public void HandlesEmptyParameterList()
     {
-        var ex = Assert.Throws<ArgumentException>(() => PairwiseTestCaseGenerator.GenerateTestCases(new List<IInputParameter>()));
+        var ex = Assert.Throws<ArgumentException>(() => new PairwiseTestCaseGenerator().GenerateTestCases(new List<IInputParameter>()));
         Assert.That(ex.Message, Is.EqualTo("Pairwise testing requires at least two parameters."));
     }
 
@@ -134,7 +134,7 @@ public void ValidatesNoDuplicateTestCases()
             new MockInputParameter("Param3", "X", "Y")
         };
 
-        var testCases = PairwiseTestCaseGenerator.GenerateTestCases(parameters);
+        var testCases = new PairwiseTestCaseGenerator().GenerateTestCases(parameters);
         var uniqueTestCases = new HashSet<string>(testCases.Select(tc => string.Join(",", tc.Values.Select(v => v.Value))));
 
         Assert.That(uniqueTestCases.Count, Is.EqualTo(testCases.Count), "No duplicate test cases should be generated.");

Testimize.Tests/testimizeSettings.json

@@ -17,7 +17,8 @@
       "enforceMutationUniqueness": true,
       "stagnationThresholdPercentage": 0.75,
       "coolingRate": 0.95,
-      "allowMultipleInvalidInputs": false
+      "allowMultipleInvalidInputs": false,
+      "seed": 8941 // 42
     },
     "inputTypeSettings": {
       "Email": {