From 5e52235dc40c43dc8c525d84591095bde0fcc8cc Mon Sep 17 00:00:00 2001 From: marcin-szczepanski Date: Thu, 7 Dec 2023 12:48:17 +0100 Subject: [PATCH] binary classifier evaluator --- out/artifacts/jFuzzyLogic_jar/jFuzzyLogic.jar | Bin 3129207 -> 3132042 bytes .../sourceforge/jFuzzyLogic/JFuzzyLogic.java | 172 +++++++++++++++++- 2 files changed, 164 insertions(+), 8 deletions(-) diff --git a/out/artifacts/jFuzzyLogic_jar/jFuzzyLogic.jar b/out/artifacts/jFuzzyLogic_jar/jFuzzyLogic.jar index 65617e82f3e36aea033c9583ef6231f7b9999351..387f66dff5f727846f31c1a26f9746e326728ede 100644 GIT binary patch delta 99296 zcmZ^L2|Sd~|9HzTd${i-*V<(*>xd3QI_MxrCFzhZrI1QGwYqO9G95&BQYgnL6v&-#{eLtwv#df|u18 ztPeCf%UUJaS}B3}`6Bt8XI9%N6$wZ4ohZ;L8#&65oNW6eauk#03uKa%30w*hY37`9 z(xMzq3Z&U3#GYbdZXlX3;^Zi~tziAHHuapxW99#=jgw>MC1O$@uodW539(Z(`ovrk zX&j)~sfIailN>4L9!PXRZ7(Dzc4|5io^9_0(n3Ybz;K~RE@$lw7G)^#et^7)ovNEt zHanVtB!QKHz~6<)?gI-V`ea2y=@Y5ft3pDU;1kKnflK%FQRNnf!f|l^*sa08Vkl(cUuJJX-^VLqE_Ln+40 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net.sourceforge.jFuzzyLogic.plot.JFuzzyChart; import net.sourceforge.jFuzzyLogic.rule.Rule; import net.sourceforge.jFuzzyLogic.rule.RuleBlock; import net.sourceforge.jFuzzyLogic.rule.Variable; +import org.antlr.runtime.RecognitionException; + +import java.io.File; +import java.io.FileNotFoundException; +import java.io.IOException; +import java.io.PrintWriter; +import java.util.ArrayList; +import java.util.List; +import java.util.Scanner; /** * Main jFuzzyLogic class @@ -25,6 +32,7 @@ public class JFuzzyLogic { public static final String VERSION_SHORT = VERSION_MAJOR + REVISION; public static final String VERSION_NO_NAME = VERSION_SHORT + " (build " + BUILD + "), by " + Pcingola.BY; public static final String VERSION = SOFTWARE_NAME + " " + VERSION_NO_NAME; + private static final String COMMA_DELIMITER = ";"; public static boolean debug = false; @@ -83,6 +91,150 @@ public class JFuzzyLogic { } } + double classifyBinary(int argNum) { + double result = -1.0; + List> records = new ArrayList<>(); + String testFileName = args[argNum++]; + try (Scanner scanner = new Scanner(new File(testFileName))) { + while (scanner.hasNextLine()) { + records.add(getRecordFromLine(scanner.nextLine())); + } + } catch (FileNotFoundException e) { + throw new RuntimeException(e); + } + + List expected = new ArrayList<>(); + List predicted = new ArrayList<>(); + int tp = 0, tn = 0, fp = 0, fn = 0; + + String fileName = args[argNum++]; + load(fileName); + + double decisionPoint = Double.parseDouble(args[argNum++]); + String decisionType = args[argNum++]; + + for (List record : records) { + String expectedValue = record.get(record.size() - 1); + expected.add(Integer.valueOf(expectedValue)); + + //--- + // Assign values (parse command line) + //--- + for (FunctionBlock fb : fis) { + int k = 0; + for (Variable var : fb.variablesSorted()) { + if (var.isInput()) { + var.setValue(Gpr.parseDoubleSafe(record.get(k))); + k++; + } + } + } + + //--- + // Evaluate and show results + //--- + fis.evaluate(); // Evaluate + + // Show values + for (FunctionBlock fb : fis) { + // Show variables + for (Variable var : fb.variablesSorted()) { + if (var.isOutput()) { + double res = var.getValue(); + switch (decisionType) { + case "gt": + if (res > decisionPoint) { + predicted.add(1); + } else { + predicted.add(0); + } + break; + case "lt": + if (res < decisionPoint) { + predicted.add(1); + } else { + predicted.add(0); + } + break; + case "geq": + if (res >= decisionPoint) { + predicted.add(1); + } else { + predicted.add(0); + } + break; + case "leq": + if (res <= decisionPoint) { + predicted.add(1); + } else { + predicted.add(0); + } + break; + } + } + } + } + + if (expected.get(expected.size() - 1).equals(predicted.get(predicted.size() - 1))) { + if (predicted.get(predicted.size() - 1).equals(1)) { + tp = tp + 1; + } else { + tn = tn + 1; + } + } else { + if (predicted.get(predicted.size() - 1).equals(1)) { + fp = fp + 1; + } else { + fn = fn + 1; + } + } + } + + double prec = (tp * 1.0) / (tp + fp); + double rec = (tp * 1.0) / (tp + fn); + result = 2.0 * ((prec * rec * 1.0) / (prec + rec)); + + try { + saveCSV(testFileName.replace(".csv", "_out.csv"), records, predicted); + } catch (IOException e) { + throw new RuntimeException(e); + } + + System.out.println("F1-score is: " + result); + + return result; + } + + public void saveCSV(String fileName, List> records, List colToAdd) throws IOException { + File csvOutputFile = new File(fileName); + csvOutputFile.createNewFile(); + try (PrintWriter pw = new PrintWriter(csvOutputFile)) { + for (int k = 0; k < records.size(); k++) { + List record = records.get(k); + StringBuilder stringBuilder = new StringBuilder(); + + for (String recordValue : record) { + stringBuilder.append(recordValue).append(COMMA_DELIMITER); + } + + stringBuilder.append(colToAdd.get(k)).append("\n"); + + pw.printf(stringBuilder.toString()); + } + } + } + + private List getRecordFromLine(String line) { + List values = new ArrayList<>(); + try (Scanner rowScanner = new Scanner(line)) { + rowScanner.useDelimiter(COMMA_DELIMITER); + while (rowScanner.hasNext()) { + values.add(rowScanner.next()); + } + } + return values; + } + /** * Evaluate an FCL file */ @@ -192,6 +344,9 @@ public class JFuzzyLogic { } else if (arg.equals("-e")) { evaluate(i + 1); return; + } else if (arg.equals("-b")) { + classifyBinary(i + 1); + return; } else if (arg.equalsIgnoreCase("-noCharts")) { // Do not use chart classes JFuzzyChart.UseMockClass = true; @@ -221,12 +376,13 @@ public class JFuzzyLogic { System.err.println("Usage: java -jar jFuzzyLogic.jar [-noCharts] [{-e|-c}] file.fcl [in_1 ... in_N]"); System.err.println("Options:"); - System.err.println("\t file.fcl : Load FCL file and show membership functions (default, when no option is provided)."); - System.err.println("\t-c file.fcl : Compile. Generate C++ code from FCL file (to STDOUT)"); - System.err.println("\t-j file.fcl : Compile. Generate JavaScript code from FCL file (to STDOUT)"); - System.err.println("\t-e file.fcl in_1 in_2 ... in_N : Evaluate. Load FCL file, assign inputs i_1, i_2, ..., i_n and evaluate (variables sorted alphabetically)."); - System.err.println("\t-noCharts : Use a mock class for charts. This is used when not compiled using JFreeCharts."); - System.err.println("\tdemo : Run a demo example (tipper.fcl)"); + System.err.println("\t file.fcl : Load FCL file and show membership functions (default, when no option is provided)."); + System.err.println("\t-c file.fcl : Compile. Generate C++ code from FCL file (to STDOUT)"); + System.err.println("\t-j file.fcl : Compile. Generate JavaScript code from FCL file (to STDOUT)"); + System.err.println("\t-e file.fcl in_1 in_2 ... in_N : Evaluate. Load FCL file, assign inputs i_1, i_2, ..., i_n and evaluate (variables sorted alphabetically)."); + System.err.println("\t-b test.csv file.fcl decisionValue decisionType : Evaluate for CSV file - last column must be for \"expected values\"; decisionType: gt; lt; geq; leq; decisionValue: IF calculatedValue decisionType decisionValue THEN return 1; ELSE return 0;"); + System.err.println("\t-noCharts : Use a mock class for charts. This is used when not compiled using JFreeCharts."); + System.err.println("\tdemo : Run a demo example (tipper.fcl)"); System.exit(1); } }