diff --git a/NeuralNetwork.Trainer/AssemblyInfo.cs b/NeuralNetwork.Trainer/AssemblyInfo.cs index e66adda..cafff98 100644 --- a/NeuralNetwork.Trainer/AssemblyInfo.cs +++ b/NeuralNetwork.Trainer/AssemblyInfo.cs @@ -10,8 +10,8 @@ [assembly: AssemblyCulture("")] [assembly: AssemblyKeyFile("")] [assembly: AssemblyKeyName("")] -[assembly: AssemblyVersion("1.0.5.0")] +[assembly: AssemblyVersion("1.0.6.0")] [assembly: AssemblyDelaySign(false)] -[assembly: AssemblyFileVersion("1.0.5.0")] +[assembly: AssemblyFileVersion("1.0.6.0")] [assembly: NeutralResourcesLanguage("en")] diff --git a/NeuralNetwork.Trainer/GUI.cs b/NeuralNetwork.Trainer/GUI.cs index 0d64d50..5b09925 100644 --- a/NeuralNetwork.Trainer/GUI.cs +++ b/NeuralNetwork.Trainer/GUI.cs @@ -4,7 +4,6 @@ using System.ComponentModel; using System.Diagnostics; using System.Drawing; -using System.Drawing.Drawing2D; using System.Drawing.Imaging; using System.IO; using System.Windows.Forms; @@ -151,7 +150,7 @@ private void InitializeComponent() this.iterationsTextBox.Name = "iterationsTextBox"; this.iterationsTextBox.Size = new System.Drawing.Size(70, 26); this.iterationsTextBox.TabIndex = 42; - this.iterationsTextBox.Text = "1"; + this.iterationsTextBox.Text = "50"; this.iterationsTextBox.TextAlign = System.Windows.Forms.HorizontalAlignment.Center; // // matrixXLabel @@ -382,6 +381,7 @@ private void InitializeComponent() this.StartPosition = System.Windows.Forms.FormStartPosition.CenterScreen; this.Text = "Neural Network Trainer"; this.Closing += new System.ComponentModel.CancelEventHandler(this.Form1_Closing); + this.Load += new System.EventHandler(this.GUI_Load); this.ResumeLayout(false); this.PerformLayout(); @@ -396,6 +396,7 @@ private void InitializeComponent() static public bool IsTerminated; public static string workingPath = String.Empty; + public static double highest = 0; public class OCRNetwork : BackPropagationRPROPNetwork { private GUI owner; @@ -454,9 +455,9 @@ private bool GetRandomInput(int index) { listOfFiles = Directory.GetFiles(workingPath, Convert.ToChar('A' + i) + "*.png"); } - else if(trainingSet.Length == 35) + else if (trainingSet.Length == 35) { - if(i < 9) + if (i < 9) { listOfFiles = Directory.GetFiles(workingPath, (i + 1) + "*.png"); } @@ -496,7 +497,6 @@ public override void Train(PatternsCollection patterns) for (int inputSets = 0; inputSets < Convert.ToInt32(owner.iterationsTextBox.Text); inputSets++) { - Console.WriteLine("Running input set " + inputSets); if (!GetRandomInput(inputSets)) break; patterns = owner.CreateTrainingPatterns(); int good = 0; @@ -504,8 +504,7 @@ public override void Train(PatternsCollection patterns) while (good < patterns.Count) { if (IsTerminated) return; - good = 0; - + for (int i = 0; i < patterns.Count; i++) { for (int k = 0; k < NodesInLayer(0); k++) @@ -513,7 +512,7 @@ public override void Train(PatternsCollection patterns) nodes[k].Value = patterns[i].Input[k]; } - //AddNoiseToInputPattern((int)Random(1, 3)); + //AddNoiseToInputPattern((int)Random(0, 3)); Run(); for (int k = 0; k < OutputNodesCount; k++) { @@ -526,13 +525,11 @@ public override void Train(PatternsCollection patterns) iteration++; Application.DoEvents(); } - foreach (NeuroLink link in links) ((EpochBackPropagationLink)link).Epoch(patterns.Count); owner.textBox1.Text = $"Running Time: {(double)timer.ElapsedMilliseconds}ms{Environment.NewLine}Iterations: {iteration}{Environment.NewLine}"; - owner.progressBar.Value = good; + owner.progressBar.Value = inputSets + 1; } - owner.textBox1.Text = $"Running Time: {(double)timer.ElapsedMilliseconds}ms{Environment.NewLine}Iterations: {iteration}{Environment.NewLine}"; } } } @@ -558,7 +555,6 @@ public Bitmap GenerateNoise(Bitmap original, int percent) } } } - //original.Save(@"C:\Users\mani\Desktop\playerlist\noise\" + Guid.NewGuid() + ".png"); return original; } public PatternsCollection CreateTrainingPatterns() @@ -569,8 +565,8 @@ public PatternsCollection CreateTrainingPatterns() for (int i = 0; i < trainingSet.Length; i++) { - Bitmap original = GenerateNoise(new Bitmap(trainingSet[i]), 5); - + Bitmap original; + original = new Bitmap(trainingSet[i]); double[] aBitMatrix = CharToDoubleArray(original, matrixWidth, matrixHeight); for (int j = 0; j < Convert.ToInt32(matrixWidthTextBox.Text) * Convert.ToInt32(matrixHeightTextBox.Text); j++) @@ -634,14 +630,13 @@ private void createNetwork_Click(object sender, EventArgs e) { workingPath = Path.GetDirectoryName(openFileDialog2.FileName); } - int inputs = GetInputs(numbersOrAlphabetButton.Text); - progressBar.Maximum = inputs; + int inputs = GetInputs(numbersOrAlphabetButton.Text); backpropNetwork = new OCRNetwork(this, new int[3] { Convert.ToInt32(matrixWidthTextBox.Text) * Convert.ToInt32(matrixHeightTextBox.Text), (Convert.ToInt32(matrixWidthTextBox.Text) * Convert.ToInt32(matrixHeightTextBox.Text) + inputs) / 2, inputs }); nodesLabel.Text = "Nodes: " + inputs; } public int GetInputs(string text) { - switch(text) + switch (text) { case "MAPS": return 26; @@ -654,7 +649,7 @@ public int GetInputs(string text) } } - private void trainNetwork_Click(object sender, System.EventArgs e) + private void trainNetwork_Click(object sender, EventArgs e) { IsTerminated = false; if (backpropNetwork == null) @@ -663,9 +658,7 @@ private void trainNetwork_Click(object sender, System.EventArgs e) return; } if (IsTerminated) return; - int inputs = GetInputs(numbersOrAlphabetButton.Text); - backpropNetwork = new OCRNetwork(this, new int[3] { Convert.ToInt32(matrixWidthTextBox.Text) * Convert.ToInt32(matrixHeightTextBox.Text), (Convert.ToInt32(matrixWidthTextBox.Text) * Convert.ToInt32(matrixHeightTextBox.Text) + inputs) / 2, inputs }); - backpropNetwork.Train(trainingPatterns); + RunTraining(); } private void TestButton_Click(object sender, EventArgs e) { @@ -675,24 +668,57 @@ private void TestButton_Click(object sender, EventArgs e) MessageBox.Show("Create network first"); return; } + RunTests(); + } + private void RunTraining() + { + int inputs = GetInputs(numbersOrAlphabetButton.Text); + progressBar.Maximum = Convert.ToInt32(iterationsTextBox.Text); + backpropNetwork = new OCRNetwork(this, new int[3] { Convert.ToInt32(matrixWidthTextBox.Text) * Convert.ToInt32(matrixHeightTextBox.Text), (Convert.ToInt32(matrixWidthTextBox.Text) * Convert.ToInt32(matrixHeightTextBox.Text) + inputs) / 2, inputs }); + backpropNetwork.Train(trainingPatterns); + //RunTests(); // uncomment this to run tests right after training is done + } + private void RunTests() + { testTimer.Restart(); textBox1.Text = "Tests finished!" + Environment.NewLine + Environment.NewLine; + double test1, test2; if (numbersOrAlphabetButton.Text == "MAPS") { - textBox1.Text += "Maps Test: " + Test("\\..\\..\\TrainData\\maps\\test_data\\").ToString() + "%" + Environment.NewLine; - textBox1.Text += "Maps Test: " + Test("\\..\\..\\TrainData\\maps\\train_data\\").ToString() + "%" + Environment.NewLine; + test1 = Test("\\..\\..\\TrainData\\maps\\test_data\\"); + test2 = Test("\\..\\..\\TrainData\\maps\\train_data\\"); + textBox1.Text += "Maps Test: " + test1.ToString() + "%" + Environment.NewLine; + textBox1.Text += "Maps Test: " + test2.ToString() + "%" + Environment.NewLine; } - else if(numbersOrAlphabetButton.Text == "PLAYERS") + else if (numbersOrAlphabetButton.Text == "PLAYERS") { - textBox1.Text += "Players Test: " + Test("\\..\\..\\TrainData\\players\\train_data\\").ToString() + "%" + Environment.NewLine; - textBox1.Text += "Real Players Test: " + Test("\\..\\..\\TrainData\\players\\real_train_data\\").ToString() + "%" + Environment.NewLine; + //test1 = Test("\\..\\..\\TrainData\\players\\train_data\\"); + test2 = Test("\\..\\..\\TrainData\\players\\real_train_data\\"); + //textBox1.Text += "Players Test: " + test1.ToString() + "%" + Environment.NewLine; + textBox1.Text += "Real Players Test: " + test2.ToString() + "%" + Environment.NewLine; } - else + else if (numbersOrAlphabetButton.Text == "STATS") { - textBox1.Text += "Ratings Test: " + Test("\\..\\..\\TrainData\\ratings\\test_data\\").ToString() + "%" + Environment.NewLine; - textBox1.Text += "Numbers Test: " + Test("\\..\\..\\TrainData\\numbers\\test_data\\").ToString() + "%" + Environment.NewLine; + test1 = Test("\\..\\..\\TrainData\\ratings\\test_data\\"); + test2 = Test("\\..\\..\\TrainData\\numbers\\test_data\\"); + textBox1.Text += "Ratings Test: " + test1.ToString() + "%" + Environment.NewLine; + textBox1.Text += "Numbers Test: " + test2.ToString() + "%" + Environment.NewLine; } testTimer.Stop(); + // uncomment this to keep running forever until 100% accuracy is reached + /* + double result = test2; + if(result > highest) + { + highest = result; + backpropNetwork.SaveToFile(); + } + if (result < 100) + { + Console.WriteLine(result + "% running again"); + RunTraining(); + } + */ } private double Test(string path) { @@ -711,7 +737,7 @@ private double Test(string path) { listOfFiles = Directory.GetFiles(Directory.GetCurrentDirectory() + path, Convert.ToChar('A' + j) + "*.png"); // for the alphabet } - else if(numbersOrAlphabetButton.Text == "PLAYERS") + else if (numbersOrAlphabetButton.Text == "PLAYERS") { if (j < 9) { @@ -755,7 +781,7 @@ private double Test(string path) textBox1.Text = "Running Time: " + (double)testTimer.ElapsedMilliseconds + "ms" + Environment.NewLine; Application.DoEvents(); } - return Math.Floor(((double)correct / (double)trainingSet.Length) * 100 / iterations); + return Math.Round(((double)correct / (double)trainingSet.Length) * 100 / iterations, 2); } private void SaveNetwork_Click(object sender, System.EventArgs e) { @@ -798,7 +824,7 @@ private void testerPictureBox_Click(object sender, EventArgs e) { recognizedResultLabel.Text = Convert.ToChar('A' + backpropNetwork.BestNodeIndex).ToString(); } - else if(numbersOrAlphabetButton.Text == "PLAYERS") + else if (numbersOrAlphabetButton.Text == "PLAYERS") { int bestIndex = backpropNetwork.BestNodeIndex; if (bestIndex < 9) @@ -840,7 +866,7 @@ private void button1_Click(object sender, EventArgs e) { numbersOrAlphabetButton.Text = "STATS"; } - else if(numbersOrAlphabetButton.Text.Equals("STATS")) + else if (numbersOrAlphabetButton.Text.Equals("STATS")) { numbersOrAlphabetButton.Text = "PLAYERS"; } @@ -859,5 +885,9 @@ private void button2_Click(object sender, EventArgs e) } Program.loadForm.Show(); } + + private void GUI_Load(object sender, EventArgs e) + { + } } } \ No newline at end of file diff --git a/NeuralNetwork.Trainer/TrainData/players/real_train_data/1_091e92bd-4fc5-44b3-b03d-16e767dd84f8.png b/NeuralNetwork.Trainer/TrainData/players/real_train_data/1_091e92bd-4fc5-44b3-b03d-16e767dd84f8.png new file mode 100644 index 0000000..e4e3967 Binary files /dev/null and b/NeuralNetwork.Trainer/TrainData/players/real_train_data/1_091e92bd-4fc5-44b3-b03d-16e767dd84f8.png differ diff --git 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