feat: add interactive loop that asks for commit name and provides the label

Author: abhitrueprogrammer

ConsoleApp2/CommitInteractiveLabeler.cs

@@ -0,0 +1,73 @@
+using System;
+using System.Collections.Generic;
+using Microsoft.ML;
+
+namespace GitCommitAnalyser
+{
+    public class CommitInteractiveLabeler
+    {
+        private readonly MLContext _mlContext;
+        private readonly ITransformer _model;
+        private readonly Dictionary<uint, string> _clusterNames;
+        private readonly PredictionEngine<CommitMLData, CommitPredictionWithData> _predictionEngine;
+
+        public CommitInteractiveLabeler(MLContext mlContext, ITransformer model, Dictionary<uint, string> clusterNames)
+        {
+            _mlContext = mlContext;
+            _model = model;
+            _clusterNames = clusterNames;
+
+            // Create a Prediction Engine for single-item inference
+            _predictionEngine = _mlContext.Model.CreatePredictionEngine<CommitMLData, CommitPredictionWithData>(_model);
+        }
+
+        public void StartInteractiveLoop()
+        {
+            Console.WriteLine("\n========================================");
+            Console.WriteLine("--- Interactive Commit Formatting ---");
+            Console.WriteLine("Enter a raw commit message to see it mapped to its AI cluster label.");
+            Console.WriteLine("Type 'exit' to quit.");
+            Console.WriteLine("========================================\n");
+
+            while (true)
+            {
+                Console.Write("Enter commit message: ");
+                var input = Console.ReadLine();
+
+                if (string.IsNullOrWhiteSpace(input)) continue;
+                if (input.Equals("exit", StringComparison.OrdinalIgnoreCase)) 
+                {
+                    Console.WriteLine("Exiting interactive mode.");
+                    break;
+                }
+
+                var formattedCommit = FormatCommitMessage(input);
+                Console.WriteLine($"Formatted => {formattedCommit}\n");
+            }
+        }
+
+        public string FormatCommitMessage(string commitName)
+        {
+            // Prepare the input data for the ML.NET model
+            var inputData = new CommitMLData 
+            { 
+                CommitName = commitName, 
+                CommitDescription = string.Empty, 
+                Repository = "InteractiveInput" 
+            };
+
+            // Predict which cluster it belongs to
+            var prediction = _predictionEngine.Predict(inputData);
+
+            // Fetch the human-readable label from the Gemini cached Dictionary
+            string label = _clusterNames != null && _clusterNames.TryGetValue(prediction.PredictedClusterId, out var name) 
+                ? name 
+                : $"Cluster_{prediction.PredictedClusterId}";
+
+            // Map spaces to hyphens/underscores if you want a strict prefix, 
+            // but keeping it as the Gemini-provided label string works directly.
+            // Result: "Bug Fix / UI: fixed the button alignment"
+            return $"{label}: {commitName}";
+        }
+    }
+}

ConsoleApp2/Program.cs

@@ -76,6 +76,10 @@ static async Task Main(string[] args)
 
                 // 7. Print examples from each cluster with readable names
                 Analyser.PrintClusterExamples(clusters, clusterNames);
+
+                // 8. Start the interactive labeling loop
+                var interactiveLabeler = new CommitInteractiveLabeler(mlContext, model, clusterNames);
+                interactiveLabeler.StartInteractiveLoop();
             }
         }
     }