AI-on-the-edge-device/code/test/components/jomjol-flowcontroll/test_flowpostprocessing.cpp

#include "test_flow_postrocess_helper.h"

#include <memory>

/**
 * ACHTUNG! Die Test laufen aktuell nur mit ausgeschaltetem Debug in ClassFlowCNNGeneral 
 * 
 *
 * @brief Testet die doFlow-Methode von ClassFlowPostprocessing
 * digits[] - enthält die liste der vom Model zurückgegebenen Ergebnisse (class100/cont) in der Reihenfolge von links nach rechts
 * analog[] - enthält die Liste der Zeiger vom Model, wie bei den digits
 * expected - enthält das erwartete Ergebnis, wobei der Dezimalpunkt genau zwischen digits und analog ist.
 * 
 */
void test_doFlowPP() {
        
        /*
         * 
         * digit1 = 1.2
         * digit2 = 6.7
         * analog1 = 9.5
         * analog2 = 8.4
         * 
         * Das Ergebnis sollte "16.984" sein. Bzw. 16.98 ohne Extended true
         */
        std::vector<float> digits = { 1.2, 6.7};
        std::vector<float> analogs = { 9.5, 8.4};
        const char* expected = "16.98";
        //const char* expected_extended = "16.984";
        std::string result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        /*
         * https://github.com/jomjol/AI-on-the-edge-device/issues/921#issue-1344032217
         * 
         * Das Ergebnis sollte "376529.6" sein. 
         */
        digits = { 3.0, 7.0, 6.0, 5.0, 2.5, 9.6};
        analogs = { 6.4};
        expected = "376529.6";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        /*
         * https://github.com/jomjol/AI-on-the-edge-device/issues/921#issuecomment-1220365920
         * 
         * Das Ergebnis sollte "167734.6" sein. Bzw. 16.98 ohne Extended true
         */
        digits = { 1.1, 6.0, 7.0, 7.0, 3.0, 4.6};
        analogs = { 6.2};
        expected = "167734.6";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        /*
         * https://github.com/jomjol/AI-on-the-edge-device/issues/919
         * 
         * Das Ergebnis sollte "58.96889" sein. Bzw. 16.98 ohne Extended true
         */
        digits = { 5.0, 8.6};
        analogs = { 9.8, 6.7, 8.9, 8.6, 9.8};
        expected = "58.96889";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());
  
        /*
         * https://github.com/jomjol/AI-on-the-edge-device/issues/921#issuecomment-1222672175
         * 
         * Das Ergebnis sollte "376529.6" sein. Bzw. 16.98 ohne Extended true
         */
        digits = { 2.9, 7.0, 6.8, 9.9, 8.0, 3.9};
        analogs = { 9.7};
        expected = "377083.9";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());


        digits = { 1.1, 9.0, 4.0};
        analogs = { 6.1, 2.6, 6.25, 9.7};
        expected = "194.6259";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        digits = { 1.1, 9.0, 4.0};
        analogs = { 8.1, 2.6, 6.25, 9.7};
        expected = "194.8259";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        digits = { 1.1, 9.0, 4.0};
        analogs = { 9.1, 2.6, 6.25, 9.7};
        expected = "194.9259";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // https://github.com/jomjol/AI-on-the-edge-device/discussions/950
        digits = { 1.0, 9.0, 9.0};
        analogs = { 7.1, 4.8, 8.3};
        expected = "199.748";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // https://github.com/jomjol/AI-on-the-edge-device/issues/948
        digits = { 1.0, 9.0, 9.0};
        analogs = { 7.1, 4.8, 8.3};
        expected = "199.748";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());
       
}

void test_doFlowPP1() {
        // https://github.com/jomjol/AI-on-the-edge-device/issues/942#issuecomment-1226966346
        std::vector<float> digits = { 0.0, 2.9, 3.0, 2.9, 3.5, 9.5};
        std::vector<float>  analogs = {        };
        const char* expected = "33339";
        std::string result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // https://github.com/jomjol/AI-on-the-edge-device/issues/942#issuecomment-1226966346
        digits = { 9.9, 2.8, 2.9, 2.9, 3.7, 9.7};
        analogs = {        };
        expected = "33339";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // https://github.com/jomjol/AI-on-the-edge-device/issues/942
        digits = { 0.0, 9.9, 6.8, 9.9, 3.7, 0.8, 6.9, 8.7};
        analogs = {        };
        expected = "704178";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // https://github.com/jomjol/AI-on-the-edge-device/issues/942#issuecomment-1228343319
        digits = { 9.9, 6.8, 1.1, 4.7, 2.7, 6.0, 9.0, 2.8};  // changed 3.7 --> 2.7 (see picture in issue)
        analogs = {        };
        expected = "7153692";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());


        // Analoger Übergang Zähler Jomjolcom/jomjol/AI-on-the-edge-device/issues/942#issuecomment-1228343319
        digits = { 1.0, 9.0, 4.3};  // changed 3.7 --> 2.7 (see picture in issue)
        analogs = { 8.9, 0.7, 8.9, 9.4 };
        expected = "194.9089";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // Fehler bei V11.2.0
        // https://github.com/jomjol/AI-on-the-edge-device/issues/921#issuecomment-1229552041
        digits = { 2.9, 7.0, 7.0, 9.1, 8.1, 8.5};  // 376.9884(1) als falsches Ergebnis
        analogs = { 4.1 };
        expected = "377988.4";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // Fehler bei V11.2.0
        // https://github.com/jomjol/AI-on-the-edge-device/issues/921#issuecomment-1233149877
        digits = { 0.0, 0.0, 7.0, 8.9};  // 79.9999(6) als falsches Ergebnis
        analogs = { 0.1, 0.1, 0.1, 9.6};
        expected = "78.9999";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // Fehler bei V11.2.0 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/921#issuecomment-1236119370
        digits = { 3.1, 9.1, 5.7};  // 9.1 führt zu falscher Erkennung eines unvollständigen Übergangs
        analogs = { 8.8, 6.1, 3.0, 2.0};
        expected = "395.8632";
        result = process_doFlow(analogs, digits);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());
}

void test_doFlowPP2() {
        // Fehler bei V11.2.0 
        // https://github.com/jomjol/AI-on-the-edge-device/discussions/950#discussion-4338615
        std::vector<float> digits = { 1.0, 9.0, 9.0};  // Übergang wurde um 1 erhöht (200, statt 199)
        std::vector<float> analogs = { 7.1, 4.8, 8.3};
        const char* expected = "199.748";
        std::string result = process_doFlow(analogs, digits, Digital);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // Fehler bei Rolling (2002-09-09)
        // https://github.com/jomjol/AI-on-the-edge-device/issues/921#issuecomment-1242730397
        digits = { 3.0, 2.0, 2.0, 8.0, 9.0, 4.0, 1.7, 9.8};  // falscher Wert 32290.420
        analogs = { };
        expected = "32289.419";
        const char* expected_extended= "32289.4198";
        // FALSCH! wegen ungenügender Präzision von NUMBERS->Value
        // expected_extended= "32289.4198";

        // extendResolution=false, checkConsistency=false
        result = process_doFlow(analogs, digits, Digital100, false, false, -3);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, -3);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

        // checkConsistency=true und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, -3);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

        // Fehler Rolling (2022-09-10)
        // not documented as issue
        digits = { 0.0, 0.0, 7.9, 3.8};  // 84.99401 als falsches Ergebnis
        analogs = { 0.0, 9.4, 4.1, 0.1};
        expected = "83.9940";
        expected_extended= "83.99401";

        // checkConsistency=false
        result = process_doFlow(analogs, digits, Digital100, false);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());


        // checkConsistency=true
        result = process_doFlow(analogs, digits, Digital100, true);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

        // checkConsistency=true und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

        // Fehler Rolling (2022-09-10)
        // https://github.com/jomjol/AI-on-the-edge-device/issues/994#issue-1368570945
        digits = { 0.0, 0.0, 1.0, 2.0, 2.8, 1.9, 2.8, 5.6};  // 123245.6 als falsches Ergebnis
        analogs = { };
        expected = "123235";
        expected_extended= "123235.6";
        
        // checkConsistency=true
        result = process_doFlow(analogs, digits, Digital100, false, false);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());


        // checkConsistency=true
        result = process_doFlow(analogs, digits, Digital100, true, false);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

       // Fehler bei V11.2.0 
        // https://github.com/jomjol/AI-on-the-edge-device/discussions/950#discussioncomment-3661982
        digits = { 3.0, 2.0, 4.1, 9.0, 4.0, 6.3, 9.2};  // 3249.459 als falsches Ergebnis
        analogs = { };
        expected = "3249.469";
        expected_extended= "3249.4692";

        // checkConsistency=true
        result = process_doFlow(analogs, digits, Digital100, false, false, -3);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, -3);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

       // Fehler bei V11.2.0 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1020#issue-1375648891
        digits = { 0.0, 2.0, 6.1, 9.2};  // 259.9227 als falsches Ergebnis
        analogs = { 9.0, 2.5, 2.9, 7.2};
        expected = "269.9227";
        expected_extended= "269.92272";
        
        // extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, false);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

       // Fehler bei V11.3.1 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1028#issuecomment-1250239481
        digits = { 1.1, 6.0, 9.1, 3.0, 5.3, 9.4};  // 169.3493 als falsches Ergebnis
        analogs = { 3.5};
        expected = "169.3593";
        expected_extended= "169.35935";
        
        // extendResolution=false
        result = process_doFlow(analogs, digits, Digital100, false, false, -3);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, -3);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

       // Fehler bei V12.0.1 
        // Lokal
        digits = { 9.8, 9.8, 1.9, 0.9, 0.9, 9.9, 2.9, 4.8};  // 211.0345 als falsches Ergebnis
        analogs = { 5.5};
        expected = "211.0355";
        expected_extended= "211.03555";
        
        // extendResolution=false
        result = process_doFlow(analogs, digits, Digital100, false, false, -3);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, -3);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

       // Fehler bei V12.0.1 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1110#issuecomment-1277425333
        digits = { 2.2, 4.5, 5.9};  // 245.938 als falsches Ergebnis
        analogs = { 9.4, 3.8, 8.6};
        expected = "245.938";
        expected_extended= "245.9386";
        
        // extendResolution=false
        result = process_doFlow(analogs, digits, Digital100, false, false, 0);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, 0);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

      // Fehler bei V12.0.1 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1110#issuecomment-1277425333
        digits = { 2.2, 4.5, 5.9};  // 245.938 kein Fehler. Aber Grenzfall, deshalb mit als Test aufgenommen.
        analogs = { 9.4, 3.8, 8.6};
        expected = "245.938";
        expected_extended= "245.9386";
        
        // extendResolution=false
        result = process_doFlow(analogs, digits, Digital100, false, false, 0);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, 0);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());
}

void test_doFlowPP3() {
        // Fehler bei V12.0.1 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1110#issuecomment-1265523710
        std::vector<float> digits = { 2.0, 4.0, 6.8};  // 246.2045 als falsches Ergebnis
        std::vector<float> analogs = { 2.2, 0.1, 4.5};
        const char* expected = "247.204";
        const char* expected_extended= "247.2045";
        
        // extendResolution=false
        std::string result = process_doFlow(analogs, digits, Digital100, false, false, 0);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, 0);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

        
        // Fehler bei V12.0.1 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1110#issue-1391153343
        digits = { 1.0, 4.0, 2.0};  // 141.9269 als falsches Ergebnis
        analogs = { 9.2, 2.5, 6.8, 9.0};
        expected = "142.9269";
        expected_extended= "142.92690";
        
        // extendResolution=false
        result = process_doFlow(analogs, digits, Digital100, false, false, 0);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, 0);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());


       // Fehler bei V12.0.1 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1110#issuecomment-1262626388
        digits = { 1.2, 6.8, 0.0, 0.0, 5.0, 2.8};  //170.05387 als falsches Ergebnis
        // letztes digit läuft mit analog zeiger mit. Hier nur lösbar mit setAnalogdigitTransistionStart=7.7
        analogs = { 8.7};
        expected = "170.0528";
        expected_extended= "170.05287";
        
        // extendResolution=false
        UnderTestPost* undertestPost = init_do_flow(analogs, digits, Digital100, false, false, -3);
        setAnalogdigitTransistionStart(undertestPost, 7.7);
        result = process_doFlow(undertestPost);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());
        delete undertestPost;

        // checkConsistency=false und extendResolution=true
        undertestPost = init_do_flow(analogs, digits, Digital100, false, true, -3);
        setAnalogdigitTransistionStart(undertestPost, 7.7);
        result = process_doFlow(undertestPost);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());
        delete undertestPost;

        // Fehler bei rolling post V12.0.1 
        // lokal watermeter1
        digits = { 0.0, 0.0, 9.0, 1.0};  //90.88174 als falsches Ergebnis
        analogs = {9.0,  8.0, 1.8, 7.4};
        expected = "91.8817";
        expected_extended= "91.88174";
        
        // extendResolution=false
        result = process_doFlow(analogs, digits, Digital100, false, false, 0);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, 0);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());


        // Fehler bei rolling post V12.0.1 
        // lokal watermeter1
        digits = { 0.0, 0.0, 9.0, 1.9};  //91.38403 als falsches Ergebnis
        analogs = {3.6,  8.2, 3.2, 2.0};
        expected = "92.3832";
        expected_extended= "92.38320";
        
        // extendResolution=false
        result = process_doFlow(analogs, digits, Digital100, false, false, 0);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, 0);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

        // Fehler  V11.3.0 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1143#issue-1400807695
        digits = { 7.0, 4.0, 7.0, 2.0, 7.0, 5.4, 9.4};  // 7472.749 als falsches Ergebnis
        analogs = {};
        expected = "7472.759";
        expected_extended= "7472.7594";
        
        // extendResolution=false
        result = process_doFlow(analogs, digits, Digital100, false, false, -3);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, -3);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

        // Fehler  V12.0.1 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1143#issuecomment-1274434805
        digits = { 4.9, 6.9, 6.8};  // 576.8649 als falsches Ergebnis
        analogs = {8.6, 6.2, 5.0, 9.0};
        expected = "577.8649";
        expected_extended= "577.86490";
        
        // extendResolution=false
        result = process_doFlow(analogs, digits, Digital100, false, false, 0);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, 0);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());


        // Fehler  V12.0.1 "TODO 00211.03480 vs 00211.03580"
        // Lokal "Hängendes Digit"
        digits = { 2.0, 1.0, 1.0, 0.0, 3.0, 4.8};  // 00211.03480 als falsches Ergebnis
        analogs = {8.0};
        expected = "211.0358";
        expected_extended= "211.03580";
        
        // extendResolution=false
        result = process_doFlow(analogs, digits, Digital100, false, false, -3);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, -3);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

       // Fehler  V12.0.1 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1143#issuecomment-1281231468
        digits = {  1.0, 1.9, 6.0};  // 125.923 als falsches Ergebnis
        analogs = {9.3, 2.3, 3.1};
        expected = "126.923";
        expected_extended= "126.9231";
        
        // extendResolution=false
        undertestPost = init_do_flow(analogs, digits, Digital100, false, false, 0);
        setAnalogdigitTransistionStart(undertestPost, 9.4); // Extreme late transition
        result = process_doFlow(undertestPost);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());
        delete undertestPost;

        // checkConsistency=false und extendResolution=true
        undertestPost = init_do_flow(analogs, digits, Digital100, false, true, 0);
        setAnalogdigitTransistionStart(undertestPost, 9.4); // Extreme late transition
        result = process_doFlow(undertestPost);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());
        delete undertestPost;

       // Fehler  V12.0.1 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1110#issuecomment-1282168030
        digits = {  3.0, 8.1, 5.9, 0.0, 5.0, 6.7};  // 386.05672 als richtiges Ergebnis. Letztes digit schein mit dem Analogzeiger mitzulaufen
        analogs = {7.2};
        expected = "386.0567";
        expected_extended= "386.05672";
        
        // extendResolution=false
        result = process_doFlow(analogs, digits, Digital100, false, false, -3);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true, -3);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

        // Fehler  V12.0.1 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1110#issuecomment-1282168030
        digits = {  1.2, 7.0, 1.2, 2.0, 4.0, 1.8};  // 171.24278 als falsches Ergebnis. 
        // Test ist nur erfolgreich mit Veränderung des AnalogdigitTransistionStart
        analogs = {7.8};
        expected = "171.2417";
        expected_extended= "171.24178";
        
        // extendResolution=false
        undertestPost = init_do_flow(analogs, digits, Digital100, false, false, -3);
        setAnalogdigitTransistionStart(undertestPost, 7.7);
        result = process_doFlow(undertestPost);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());
        delete undertestPost;

        // checkConsistency=false und extendResolution=true
        undertestPost = init_do_flow(analogs, digits, Digital100, false, true, -3);
        setAnalogdigitTransistionStart(undertestPost, 7.7);
        result = process_doFlow(undertestPost);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());
        delete undertestPost;
}

void test_doFlowPP4() {

        // Fehler  V13.0.4 
        // https://github.com/jomjol/AI-on-the-edge-device/issues/1503#issuecomment-1343335855
         std::vector<float> digits = {  0.0, 0.0, 6.9, 1.0, 6.6};  // 716.0199 als falsches Ergebnis. 
        // Test ist nur erfolgreich mit Veränderung des AnalogdigitTransistionStart
         std::vector<float> analogs = {9.9, 1.8, 6.6, 5.8};
        const char* expected = "717.0165";
        const char* expected_extended= "717.01658";
        
        // extendResolution=false
        std::string result = process_doFlow(analogs, digits, Digital100, false, false);
        TEST_ASSERT_EQUAL_STRING(expected, result.c_str());

        // checkConsistency=false und extendResolution=true
        result = process_doFlow(analogs, digits, Digital100, false, true);
        TEST_ASSERT_EQUAL_STRING(expected_extended, result.c_str());

}

std::string postProcess(std::vector<float> digits,
                        std::vector<float> analogs,
                        float analog2DigitalTransition=0.0,
                        int decimalShift=0)
{
        std::unique_ptr<UnderTestPost> undertestPost(init_do_flow(std::move(analogs),
                                                                  std::move(digits),
                                                                  Digital100,
                                                                  false, false, decimalShift));

        setAnalogdigitTransistionStart(undertestPost.get(), analog2DigitalTransition);
        return process_doFlow(undertestPost.get());
}

void test_doFlowLateTransition()
{
        // in these test cases, the last digit before comma turns 3.6 too late
        float a2dt = 3.4; // value when last digit reaches x.8 region

        // Questionable? (Meter shows 011.0210 but it already needs to be 012.0210,  before transition)
        // Slider0007: In my opionion this series starts clearly with 11.x
        // As I remember right, this is a real series from rainman110, therefore the following cases 
        // also needs to be corrected the same way
        TEST_ASSERT_EQUAL_STRING("11.0210", postProcess({0.0, 1.0, 1.0}, {0.2, 2.2, 1.0, 0.0}, a2dt).c_str());

        // meter shows 011.3210 but it already needs to be 012.3210, just before transition
        TEST_ASSERT_EQUAL_STRING("11.3210", postProcess({0.0, 1.0, 1.2}, {3.3, 2.2, 1.0, 0.0}, a2dt).c_str());

        // meter shows 012.4210 , this is after transition
        TEST_ASSERT_EQUAL_STRING("11.4210", postProcess({0.0, 1.0, 2.0}, {4.3, 2.2, 1.0, 0.0}, a2dt).c_str());

        // meter shows 012.987
        TEST_ASSERT_EQUAL_STRING("11.9870", postProcess({0.0, 1.0, 2.0}, {9.8, 8.7, 7.0, 0.0}, a2dt).c_str());

        // meter shows 0012.003
        TEST_ASSERT_EQUAL_STRING("12.003", postProcess({0.0, 0.0, 1.0, 2.0}, {0.1, 0.3, 3.1}, a2dt).c_str());

        // meter shows 0012.351
        TEST_ASSERT_EQUAL_STRING("12.351", postProcess({0.0, 0.0, 1.0, 2.8}, {3.5, 5.2, 1.1}, a2dt).c_str());

        // meter shows 0013.421
        TEST_ASSERT_EQUAL_STRING("12.421", postProcess({0.0, 0.0, 1.0, 3.0}, {4.1, 2.2, 1.1}, a2dt).c_str());
}

void test_doFlowEarlyTransition()
{
        // in these test cases, the last digit before comma turns at around 7.5
        // start transition 7.0 end transition 8.0
        float a2dt = 7.8; // value when last digit reaches x.8 region

        TEST_ASSERT_EQUAL_STRING("12.6789", postProcess({0.0, 1.0, 2.0}, {6.7, 7.8, 8.9, 9.0}, a2dt).c_str());

        TEST_ASSERT_EQUAL_STRING("12.7234", postProcess({0.0, 1.0, 2.4}, {7.2, 2.3, 3.4, 4.0}, a2dt).c_str());

        TEST_ASSERT_EQUAL_STRING("12.7789", postProcess({0.0, 1.0, 2.7}, {7.7, 7.8, 8.9, 9.0}, a2dt).c_str());

        TEST_ASSERT_EQUAL_STRING("12.8123", postProcess({0.0, 1.0, 3.0}, {8.1, 1.2, 2.3, 3.0}, a2dt).c_str());

        TEST_ASSERT_EQUAL_STRING("13.1234", postProcess({0.0, 1.0, 3.0}, {1.2, 2.3, 3.4, 4.0}, a2dt).c_str());
}


void test_doFlowEarlyTransitionEdgeCase()
{
    float a2dt = 8.;

    // Silder0007: In my opinion this is a unrealistic case {0.0, **0.0**, 9.9, 9,0}, {5.0, 0.0}
    // More realistic values: {0.0, 0.9, 9.9, 9,0}, {5.0, 0.0}
    TEST_ASSERT_EQUAL_STRING("99.50", postProcess({0.0, 0.9, 9.9, 9.0}, {5.0, 0.0}, a2dt).c_str());

    TEST_ASSERT_EQUAL_STRING("99.95", postProcess({0.0, 1.0, 0.0, 0.0}, {9.5, 5.0}, a2dt).c_str());
}

void test_doFlowIssue2857()
{
    // reported by gec75
    float a2dt = 9.2;
    int decimalShift = 3;
    TEST_ASSERT_EQUAL_STRING("252090.0", postProcess({ 2.0, 5.0, 1.9}, { 0.8, 8.8, 9.9, 0.1},
                                                     a2dt, decimalShift).c_str());

    // reported by Kornelius777
    decimalShift = 0;
    TEST_ASSERT_EQUAL_STRING("1017.8099", postProcess({ 0.0, 1.0, 0.0, 1.0, 7.0}, { 8.2, 0.9, 9.9, 9.8},
                                                     a2dt, decimalShift).c_str());

    // with hanging digit
    TEST_ASSERT_EQUAL_STRING("1017.8099", postProcess({ 0.0, 1.0, 0.0, 1.0, 6.9}, { 8.2, 0.9, 9.9, 9.8},
                                                      a2dt, decimalShift).c_str());

    // and deccimal shift
    decimalShift = -2;
    TEST_ASSERT_EQUAL_STRING("10.178099", postProcess({ 0.0, 1.0, 0.0, 1.0, 6.9}, { 8.2, 0.9, 9.9, 9.8},
                                                      a2dt, decimalShift).c_str());


    // reported by marcniedersachsen
    decimalShift = 0;
    TEST_ASSERT_EQUAL_STRING("778.1480", postProcess({ 0.0, 7.0, 7.0, 7.9}, { 1.4, 4.7, 8.0, 0.5},
                                                      a2dt, decimalShift).c_str());

    decimalShift = 3;
    TEST_ASSERT_EQUAL_STRING("778148.0", postProcess({ 0.0, 7.0, 7.0, 7.9}, { 1.4, 4.7, 8.0, 0.5},
                                                     a2dt, decimalShift).c_str());

     // reported by ohkaja
    decimalShift = 0;
    TEST_ASSERT_EQUAL_STRING("1052.6669", postProcess({ 0.0, 1.0, 10.0, 4.9, 2.0}, { 6.7, 6.7, 6.9, 9.1},
                                                     a2dt, decimalShift).c_str());

    // FrankCGN01
    decimalShift = -3;
    a2dt = 9.7;
    TEST_ASSERT_EQUAL_STRING("159.3659", postProcess({ 0.9, 4.8, 8.9, 3.0, 6.0, 5.0}, { 9.6},
                                                    a2dt, decimalShift).c_str());

    // Second test in https://github.com/jomjol/AI-on-the-edge-device/issues/2857#issuecomment-1937452352
    // The last digit seems to be falsely recongnized. It looks like a regular "2" (no transition)
    // but it is recognized by the inference as "2.5".
    decimalShift = -3;
    TEST_ASSERT_EQUAL_STRING("159.5022", postProcess({ 0.9, 4.9, 8.9, 5.0, 0.0, 2.5}, { 2.2},
                                                      a2dt, decimalShift).c_str());

    // reported by penapena
    // Note: this is a strange example, as the last digit (4.4) seems to have very early transition
    decimalShift = 0;
    TEST_ASSERT_EQUAL_STRING("124.4981", postProcess({ 0.0, 1.0, 2.0, 4.4}, { 5.1, 9.8, 8.3, 1.6},
                                                      a2dt, decimalShift).c_str());

    // reported by warnmat
    decimalShift = 0;
    TEST_ASSERT_EQUAL_STRING("51.653", postProcess({ 0.1, 0.1, 5.0, 1.0}, { 6.7, 5.4, 3.1},
                                                     a2dt, decimalShift).c_str());
}


void test_doFlowLateTransitionHanging()
{
    float a2dt = 3.6;

    // Questionable? (meter shows 012.4210 , this is after transition)
    // Slider0007: In my opionion this series starts with 11.x with this a2dt value
    // As I remember right, this is a real series from rainman110, therefore the following cases 
    // also needs to be corrected the same way
    TEST_ASSERT_EQUAL_STRING("11.6210", postProcess({0.0, 1.0, 1.9}, {6.3, 2.2, 1.0, 0.0}, a2dt).c_str());

    TEST_ASSERT_EQUAL_STRING("12.1210", postProcess({0.0, 1.0, 1.9}, {1.2, 2.2, 1.0, 0.0}, a2dt).c_str());

    TEST_ASSERT_EQUAL_STRING("12.3610", postProcess({0.0, 1.0, 2.5}, {3.5, 6.2, 1.0, 0.0}, a2dt).c_str());

    TEST_ASSERT_EQUAL_STRING("12.4510", postProcess({0.0, 1.0, 3.0}, {4.5, 5.2, 1.0, 0.0}, a2dt).c_str());

    TEST_ASSERT_EQUAL_STRING("12.4510", postProcess({0.0, 1.0, 2.9}, {4.5, 5.2, 1.0, 0.0}, a2dt).c_str());
}


void test_doFlowPP_rainman110()
{

    // https://github.com/jomjol/AI-on-the-edge-device/issues/2743
    // --> Extreme early digit transition. AnanlogDigitTransition needs to set to 3.5 (was limited to 6)
    std::vector<float> digits = {4.0, 1.0, 1.8};  // wrong result: 412.3983
    std::vector<float> analogs = {3.6, 9.9, 8.1, 3.5};
    UnderTestPost* undertestPost = init_do_flow(analogs, digits, Digital100, false, false, 0);
    setAnalogdigitTransistionStart(undertestPost, 3.5);
    TEST_ASSERT_EQUAL_STRING("411.3983", process_doFlow(undertestPost).c_str());
    delete undertestPost;

    // https://github.com/jomjol/AI-on-the-edge-device/pull/2887
    // --> Extreme early digit transition. AnanlogDigitTransition needs to set to 3.5 (was limited to 6)
    digits = {4.0, 1.0, 7.9};  // wrong result: 417.2579
    analogs = {2.5, 5.8, 7.7, 9.0};

    undertestPost = init_do_flow(analogs, digits, Digital100, false, false, 0);
    setAnalogdigitTransistionStart(undertestPost, 3.5);
    TEST_ASSERT_EQUAL_STRING("418.2579", process_doFlow(undertestPost).c_str());
    delete undertestPost;

    // Edge Case
    digits = {9.9, 9.4};
    analogs = {5.0, 0.0};

    undertestPost = init_do_flow(analogs, digits, Digital100, false, false, 0);
    setAnalogdigitTransistionStart(undertestPost, 8.0);
    TEST_ASSERT_EQUAL_STRING("99.50", process_doFlow(undertestPost).c_str());
    delete undertestPost;

    // Edge Case
    digits = {1.0, 0.0, 0.0};
    analogs = {9.5, 5.0};
    undertestPost = init_do_flow(analogs, digits, Digital100, false, false, 0);
    setAnalogdigitTransistionStart(undertestPost, 8.0);
    TEST_ASSERT_EQUAL_STRING("99.95", process_doFlow(undertestPost).c_str());
    delete undertestPost;

    // https://github.com/jomjol/AI-on-the-edge-device/pull/2887
    // Discussion 149365.9 vs. 149364.9
    digits = {0.9, 4.8, 9.0, 3.0, 6.0, 5.0};
    analogs = {9.6};

    undertestPost = init_do_flow(analogs, digits, Digital100, false, false, 0);
    setAnalogdigitTransistionStart(undertestPost, 9.2);
    TEST_ASSERT_EQUAL_STRING("149364.9", process_doFlow(undertestPost).c_str());
    delete undertestPost;
}


void test_doFlowPP_rainman110_transition()
{
    // https://github.com/jomjol/AI-on-the-edge-device/pull/2887
    // Edge cases
    std::vector<float> digits = {4.0, 1.0, 7.9};  
    std::vector<float> analogs = {1.4, 5.8, 7.7, 9.0};
    
    UnderTestPost* undertestPost = init_do_flow(analogs, digits, Digital100, false, false, 0);
    setAnalogdigitTransistionStart(undertestPost, 3.5);
    std::string result = process_doFlow(undertestPost);
    TEST_ASSERT_EQUAL_STRING("418.1579", result.c_str());
    delete undertestPost;

    // https://github.com/jomjol/AI-on-the-edge-device/pull/2887
    // Edge cases
    digits = {4.0, 1.0, 7.9};  
    analogs = {3.4, 5.8, 7.7, 9.0};
    
    undertestPost = init_do_flow(analogs, digits, Digital100, false, false, 0);
    setAnalogdigitTransistionStart(undertestPost, 3.5);
    result = process_doFlow(undertestPost);
    TEST_ASSERT_EQUAL_STRING("418.3579", result.c_str());
    delete undertestPost;

    // https://github.com/jomjol/AI-on-the-edge-device/pull/2887
    // Edge cases
    digits = {4.0, 1.0, 8.5};  
    analogs = {3.7, 5.8, 7.7, 9.0};
    
    undertestPost = init_do_flow(analogs, digits, Digital100, false, false, 0);
    setAnalogdigitTransistionStart(undertestPost, 3.5);
    result = process_doFlow(undertestPost);
    TEST_ASSERT_EQUAL_STRING("418.3579", result.c_str());
    delete undertestPost;

    // https://github.com/jomjol/AI-on-the-edge-device/pull/2887
    // Edge cases
    digits = {4.0, 1.0, 8.9};  
    analogs = {4.0, 5.8, 7.7, 9.0};
    
    undertestPost = init_do_flow(analogs, digits, Digital100, false, false, 0);
    setAnalogdigitTransistionStart(undertestPost, 3.5);
    result = process_doFlow(undertestPost);
    TEST_ASSERT_EQUAL_STRING("418.4579", result.c_str());
    delete undertestPost;
}