# 🦆 says ⮞ automatic doin' sentencin' testin'
    tests = { # 🦆 says ⮞ just run yo tests to do an extensive automated test based on your defined sentence data 
      description = "Extensive automated sentence testing for the NLP"; 
      category = "⚙️ Configuration";
      autoStart = false;
      logLevel = "INFO";
      parameters = [{ name = "input"; description = "Text to test as a single  sentence test"; optional = true; }];       
      code = ''    
        set +u  
        ${cmdHelpers}
        intent_data_file="${intentDataFile}" # 🦆 says ⮞ cache dat JSON wisdom, duck hates slowridez
        intent_base_path="${intentBasePath}" # 🦆 says ⮞ use da prebuilt path yo
        config_json=$(nix eval "$intent_base_path.$script" --json)
        passed_positive=0
        total_positive=0
        passed_negative=0
        total_negative=0
        passed_boundary=0
        failures=()     
        resolve_sentence() {
          local script="$1"
          config_json=$(nix eval "$intent_base_path.$script" --json 2>/dev/null)
          [ -z "$config_json" ] && config_json="{}"          
          local sentence="$2"    
          local parameters # 🦆 says ⮞ first replace parameters to avoid conflictz wit regex processin' yo
          parameters=($(grep -oP '{\K[^}]+' <<< "$sentence"))          
          for param in "''${parameters[@]}"; do
            is_wildcard=$(jq -r --arg param "$param" '.data[0].lists[$param].wildcard // "false"' <<< "$config_json" 2>/dev/null)
            local replacement=""
            if [[ "$is_wildcard" == "true" ]]; then
              # 🦆 says ⮞ use da context valuez
              if [[ "$param" =~ hour|minute|second ]]; then
                replacement="1"  # 🦆 says ⮞ use numbers for time parameters
              elif [[ "$param" =~ room|device ]]; then
                replacement="livingroom" # 🦆 says ⮞ use realistic room names
              else
                replacement="test" # 🦆 says ⮞ generic test value
              fi
            else
              mapfile -t outs < <(jq -r --arg param "$param" '.data[0].lists[$param].values[].out' <<< "$config_json" 2>/dev/null)
              if [[ ''${#outs[@]} -gt 0 ]]; then
                replacement="''${outs[0]}"
              else
                replacement="unknown"
              fi
            fi
            sentence="''${sentence//\{$param\}/$replacement}"
          done # 🦆 says ⮞ process regex patterns after parameter replacement
          # 🦆 says ⮞ handle alternatives - (word1|word2) == pick first alternative
          sentence=$(echo "$sentence" | sed -E 's/\(([^|)]+)(\|[^)]+)?\)/\1/g')          
          # 🦆 says ⮞ handle optional wordz - [word] == include da word
          sentence=$(echo "$sentence" | sed -E 's/\[([^]]+)\]/ \1 /g')          
          # 🦆 says ⮞ handle vertical bars in alternatives - word1|word2 == word1
          sentence=$(echo "$sentence" | sed -E 's/(^|\s)\|(\s|$)/ /g')  # 🦆 says ⮞ remove standalone vertical bars
          sentence=$(echo "$sentence" | sed -E 's/([^ ]+)\|([^ ]+)/\1/g')  # 🦆 says ⮞ pick first alternative in groups          
          # 🦆 says ⮞ clean up spaces
          sentence=$(echo "$sentence" | tr -s ' ' | sed -e 's/^ //' -e 's/ $//')
          echo "$sentence"
        }
        if [[ -n "$input" ]]; then
            echo "[🦆📜] Testing single input: '$input'"
            FUZZY_THRESHOLD=15
            YO_FUZZY_INDEX="${fuzzyIndexFile}"
            priorityList="${toString (lib.concatStringsSep " " processingOrder)}"
            scripts_ordered_by_priority=($priorityList)
            ${lib.concatMapStrings (name: makePatternMatcher name) scriptNamesWithIntents}
            ${lib.concatMapStrings (name: makeFuzzyPatternMatcher name) scriptNamesWithIntents}
            for f in "$MATCHER_DIR"/*.sh; do [[ -f "$f" ]] && source "$f"; done
            find_best_fuzzy_match() {
              local input="$1"
              local best_score=0
              local best_match=""
              local normalized=$(echo "$input" | tr '[:upper:]' '[:lower:]' | tr -d '[:punct:]')
              local candidates
              mapfile -t candidates < <(jq -r '.[] | .[] | "\(.script):\(.sentence)"' "$YO_FUZZY_INDEX")
              dt_debug "Found ''${#candidates[@]} candidates for fuzzy matching"
              for candidate in "''${candidates[@]}"; do
                IFS=':' read -r script sentence <<< "$candidate"
                local norm_sentence=$(echo "$sentence" | tr '[:upper:]' '[:lower:]' | tr -d '[:punct:]')
                local tri_score=$(trigram_similarity "$normalized" "$norm_sentence")
                (( tri_score < 30 )) && continue
                local score=$(levenshtein_similarity "$normalized" "$norm_sentence")  
                if (( score > best_score )); then
                  best_score=$score
                  best_match="$script:$sentence"
                  dt_info "New best match: $best_match ($score%)"
                fi
              done
              if [[ -n "$best_match" ]]; then
                echo "$best_match|$best_score"
              else
                echo ""
              fi
            }
            test_single_input() {
                local input="$1"
                dt_info "Testing input: '$input'"
                for script in "''${scripts_ordered_by_priority[@]}"; do
                    resolved_output=$(resolve_entities "$script" "$input")
                    resolved_text=$(echo "$resolved_output" | cut -d'|' -f1)
                    dt_debug "Trying exact match: $script '$resolved_text'" 
                    if match_$script "$resolved_text"; then
                        dt_info "✅ EXACT MATCH: $script"
                        dt_info "Parameters:"
                        for arg in "''${cmd_args[@]}"; do
                            dt_info "  - $arg"
                        done
                        return 0
                    fi
                done
                dt_info "No exact match found. Attempting fuzzy match..."
                fuzzy_result=$(find_best_fuzzy_match "$input")
                if [[ -z "$fuzzy_result" ]]; then
                    dt_info "❌ No fuzzy candidates found"
                    return 1
                fi  
                IFS='|' read -r combined match_score <<< "$fuzzy_result"
                IFS=':' read -r matched_script matched_sentence <<< "$combined"
                dt_info "Best fuzzy candidate: $matched_script (score: $match_score%)"
                dt_info "Matched sentence: '$matched_sentence'"
                resolved_output=$(resolve_entities "$matched_script" "$input")
                resolved_text=$(echo "$resolved_output" | cut -d'|' -f1)
                if match_fuzzy_$matched_script "$resolved_text" "$matched_sentence"; then
                    dt_info "✅ FUZZY MATCH ACCEPTED: $matched_script"
                    dt_info "Parameters:"
                    for arg in "''${cmd_args[@]}"; do
                        dt_info "  - $arg"
                    done
                    return 0
                else
                    dt_info "❌ Fuzzy match rejected (parameter resolution failed)"
                    return 1
                fi
            }
            test_single_input "$input"
            exit $?
        fi
    
        # 🦆 says ⮞ insert matchers
        ${lib.concatMapStrings (name: makePatternMatcher name) scriptNamesWithIntents}  
        test_positive_cases() {
          for script in ${toString scriptNamesWithIntents}; do
            echo "[🦆📜] Testing script: $script"    
            config_json=$(nix eval "$intent_base_path.$script" --json 2>/dev/null || echo "{}")
            mapfile -t raw_sentences < <(jq -r '.data[].sentences[]' <<< "$config_json" 2>/dev/null)    
            for template in "''${raw_sentences[@]}"; do
              test_sentence=$(resolve_sentence "$script" "$template")
              echo " Testing: $test_sentence"
              resolved_output=$(resolve_entities "$script" "$test_sentence")
              resolved_text=$(echo "$resolved_output" | cut -d'|' -f1)
              subs_decl=$(echo "$resolved_output" | cut -d'|' -f2-)
              declare -gA substitutions || true
              eval "$subs_decl" >/dev/null 2>&1 || true
              if match_$script "$resolved_text"; then
                say_duck "yay ✅ PASS: $resolved_text"
                ((passed_positive++))
              else
                say_duck "fuck ❌ FAIL: $resolved_text"
                failures+=("POSITIVE: $script | $resolved_text")
              fi
              ((total_positive++))
            done
          done
        }
        test_negative_cases() {
          echo "[🦆🚫] Testing Negative Cases"
          negative_cases=(
            "make me a sandwich"
            "launch the nuclear torpedos!"
            "gör mig en macka"
            "avfyra kärnvapnen!"
            "ducks sure are the best dont you agree"
          )        
          for neg_case in "''${negative_cases[@]}"; do
            echo " Testing: $neg_case"
            matched=false
            for script in ${toString scriptNamesWithIntents}; do
              resolved_output=$(resolve_entities "$script" "$neg_case")
              resolved_neg=$(echo "$resolved_output" | cut -d'|' -f1)     
              if match_$script "$resolved_neg"; then
                say_duck "fuck ❌ FALSE POSITIVE: $resolved_neg (matched by $script)"
                failures+=("NEGATIVE: $script | $resolved_neg")
                matched=true
                break
              fi
            done       
            if ! $matched; then
              say_duck "yay ✅ [NEG] PASS: $resolved_neg"
              ((passed_negative++))
            fi
            ((total_negative++))
          done
        }
        test_boundary_cases() {
          echo "[🦆🔲] Testing Boundary Cases"
          boundary_cases=("" "   " "." "!@#$%^&*()")  
          for bcase in "''${boundary_cases[@]}"; do
            printf " Testing: '%s'\n" "$bcase"
            matched=false   
            for script in ${toString scriptNamesWithIntents}; do
              if match_$script "$bcase"; then
                say_duck "fuck ❌ BOUNDARY FAIL: '$bcase' (matched by $script)"
                failures+=("BOUNDARY: $script | '$bcase'")
                matched=true
                break
              fi
            done       
            if ! $matched; then
              say_duck "yay ✅ [BND] PASS: '$bcase'"
              ((passed_boundary++))
            fi
          done
          total_boundary=''${#boundary_cases[@]}
        }  
        test_positive_cases
        test_negative_cases
        test_boundary_cases
        
        # 🦆 says ⮞ calculate
        total_tests=$((total_positive + total_negative + total_boundary))
        passed_tests=$((passed_positive + passed_negative + passed_boundary))
        percent=$(( 100 * passed_tests / total_tests ))
        
        # 🦆 says ⮞ colorize based on percentage
        if [ "$percent" -ge 80 ]; then 
            color="$GREEN" && duck_report="⭐"
        elif [ "$percent" -ge 60 ]; then 
            color="$YELLOW" && duck_report="🟢"
        else 
            color="$RED" && duck_report="😭"
        fi
        
        # 🦆 says ⮞ display failed tests report
        if [ "$passed_tests" -ne "$total_tests" ]; then 
            if [ ''${#failures[@]} -gt 0 ]; then
                echo "" && echo -e "''${RED}## ────── FAILURES ──────##''${RESET}"
                for failure in "''${failures[@]}"; do
                    echo -e "''${RED}## ❌ $failure"
                done
                echo -e "''${RED}## ────── FAILURES ──────##''${RESET}"
            fi
        fi
        
        # 🦆 says ⮞ display final report
        echo "" && echo -e "''${color}"## ──────⋆⋅☆⋅⋆────── ##''${RESET}"
        bold "Testing completed!" 
        say_duck "Positive: $passed_positive/$total_positive"
        say_duck "Negative: $passed_negative/$total_negative"
        say_duck "Boundary: $passed_boundary/$total_boundary"
        say_duck "TOTAL: $passed_tests/$total_tests (''${color}''${percent}%''${GRAY})"
        echo "''${RESET}" && echo -e "''${color}## ──────⋆⋅☆⋅⋆────── ##''${RESET}"
        say_duck "$duck_report"
        exit 1
      ''; # 🦆 says ⮞ thnx for quackin' along til da end!
    };# 🦆 says ⮞ the duck be stateless, the regex be law, and da shell... is my pond.    
  };}# 🦆 say ⮞ nobody beat diz nlp nao says sir quack a lot NOBODY I SAY!
# 🦆 says ⮞ QuackHack-McBLindy out!  

    tests = {  
      description = "Extensive automated sentence testing for the NLP"; 
      category = "⚙️ Configuration";
      autoStart = false;
      logLevel = "INFO";
      parameters = [{ name = "input"; description = "Text to test as a single  sentence test"; optional = true; }];       
      code = ''    
        set +u  
        ${cmdHelpers}
        intent_data_file="${intentDataFile}" 
        intent_base_path="${intentBasePath}"
        config_json=$(nix eval "$intent_base_path.$script" --json)
        passed_positive=0
        total_positive=0
        passed_negative=0
        total_negative=0
        passed_boundary=0
        failures=()     
        resolve_sentence() {
          local script="$1"
          config_json=$(nix eval "$intent_base_path.$script" --json 2>/dev/null)
          [ -z "$config_json" ] && config_json="{}"          
          local sentence="$2"    
          local parameters 
          parameters=($(grep -oP '{\K[^}]+' <<< "$sentence"))          
          for param in "''${parameters[@]}"; do
            is_wildcard=$(jq -r --arg param "$param" '.data[0].lists[$param].wildcard // "false"' <<< "$config_json" 2>/dev/null)
            local replacement=""
            if [[ "$is_wildcard" == "true" ]]; then
              if [[ "$param" =~ hour|minute|second ]]; then
                replacement="1" 
              elif [[ "$param" =~ room|device ]]; then
                replacement="livingroom" 
              else
                replacement="test" 
              fi
            else
              mapfile -t outs < <(jq -r --arg param "$param" '.data[0].lists[$param].values[].out' <<< "$config_json" 2>/dev/null)
              if [[ ''${#outs[@]} -gt 0 ]]; then
                replacement="''${outs[0]}"
              else
                replacement="unknown"
              fi
            fi
            sentence="''${sentence//\{$param\}/$replacement}"
          done 
          sentence=$(echo "$sentence" | sed -E 's/\(([^|)]+)(\|[^)]+)?\)/\1/g')          
          sentence=$(echo "$sentence" | sed -E 's/\[([^]]+)\]/ \1 /g')          
          sentence=$(echo "$sentence" | sed -E 's/(^|\s)\|(\s|$)/ /g')  
          sentence=$(echo "$sentence" | sed -E 's/([^ ]+)\|([^ ]+)/\1/g')           
          sentence=$(echo "$sentence" | tr -s ' ' | sed -e 's/^ //' -e 's/ $//')
          echo "$sentence"
        }
        if [[ -n "$input" ]]; then
            echo "[🦆📜] Testing single input: '$input'"
            FUZZY_THRESHOLD=15
            YO_FUZZY_INDEX="${fuzzyIndexFile}"
            priorityList="${toString (lib.concatStringsSep " " processingOrder)}"
            scripts_ordered_by_priority=($priorityList)
            ${lib.concatMapStrings (name: makePatternMatcher name) scriptNamesWithIntents}
            ${lib.concatMapStrings (name: makeFuzzyPatternMatcher name) scriptNamesWithIntents}
            for f in "$MATCHER_DIR"/*.sh; do [[ -f "$f" ]] && source "$f"; done
            find_best_fuzzy_match() {
              local input="$1"
              local best_score=0
              local best_match=""
              local normalized=$(echo "$input" | tr '[:upper:]' '[:lower:]' | tr -d '[:punct:]')
              local candidates
              mapfile -t candidates < <(jq -r '.[] | .[] | "\(.script):\(.sentence)"' "$YO_FUZZY_INDEX")
              dt_debug "Found ''${#candidates[@]} candidates for fuzzy matching"
              for candidate in "''${candidates[@]}"; do
                IFS=':' read -r script sentence <<< "$candidate"
                local norm_sentence=$(echo "$sentence" | tr '[:upper:]' '[:lower:]' | tr -d '[:punct:]')
                local tri_score=$(trigram_similarity "$normalized" "$norm_sentence")
                (( tri_score < 30 )) && continue
                local score=$(levenshtein_similarity "$normalized" "$norm_sentence")  
                if (( score > best_score )); then
                  best_score=$score
                  best_match="$script:$sentence"
                  dt_info "New best match: $best_match ($score%)"
                fi
              done
              if [[ -n "$best_match" ]]; then
                echo "$best_match|$best_score"
              else
                echo ""
              fi
            }
            test_single_input() {
                local input="$1"
                dt_info "Testing input: '$input'"
                for script in "''${scripts_ordered_by_priority[@]}"; do
                    resolved_output=$(resolve_entities "$script" "$input")
                    resolved_text=$(echo "$resolved_output" | cut -d'|' -f1)
                    dt_debug "Trying exact match: $script '$resolved_text'" 
                    if match_$script "$resolved_text"; then
                        dt_info "✅ EXACT MATCH: $script"
                        dt_info "Parameters:"
                        for arg in "''${cmd_args[@]}"; do
                            dt_info "  - $arg"
                        done
                        return 0
                    fi
                done
                dt_info "No exact match found. Attempting fuzzy match..."
                fuzzy_result=$(find_best_fuzzy_match "$input")
                if [[ -z "$fuzzy_result" ]]; then
                    dt_info "❌ No fuzzy candidates found"
                    return 1
                fi  
                IFS='|' read -r combined match_score <<< "$fuzzy_result"
                IFS=':' read -r matched_script matched_sentence <<< "$combined"
                dt_info "Best fuzzy candidate: $matched_script (score: $match_score%)"
                dt_info "Matched sentence: '$matched_sentence'"
                resolved_output=$(resolve_entities "$matched_script" "$input")
                resolved_text=$(echo "$resolved_output" | cut -d'|' -f1)
                if match_fuzzy_$matched_script "$resolved_text" "$matched_sentence"; then
                    dt_info "✅ FUZZY MATCH ACCEPTED: $matched_script"
                    dt_info "Parameters:"
                    for arg in "''${cmd_args[@]}"; do
                        dt_info "  - $arg"
                    done
                    return 0
                else
                    dt_info "❌ Fuzzy match rejected (parameter resolution failed)"
                    return 1
                fi
            }
            test_single_input "$input"
            exit $?
        fi
    
        ${lib.concatMapStrings (name: makePatternMatcher name) scriptNamesWithIntents}  
        test_positive_cases() {
          for script in ${toString scriptNamesWithIntents}; do
            echo "[🦆📜] Testing script: $script"    
            config_json=$(nix eval "$intent_base_path.$script" --json 2>/dev/null || echo "{}")
            mapfile -t raw_sentences < <(jq -r '.data[].sentences[]' <<< "$config_json" 2>/dev/null)    
            for template in "''${raw_sentences[@]}"; do
              test_sentence=$(resolve_sentence "$script" "$template")
              echo " Testing: $test_sentence"
              resolved_output=$(resolve_entities "$script" "$test_sentence")
              resolved_text=$(echo "$resolved_output" | cut -d'|' -f1)
              subs_decl=$(echo "$resolved_output" | cut -d'|' -f2-)
              declare -gA substitutions || true
              eval "$subs_decl" >/dev/null 2>&1 || true
              if match_$script "$resolved_text"; then
                say_duck "yay ✅ PASS: $resolved_text"
                ((passed_positive++))
              else
                say_duck "fuck ❌ FAIL: $resolved_text"
                failures+=("POSITIVE: $script | $resolved_text")
              fi
              ((total_positive++))
            done
          done
        }
        test_negative_cases() {
          echo "[🦆🚫] Testing Negative Cases"
          negative_cases=(
            "make me a sandwich"
            "launch the nuclear torpedos!"
            "gör mig en macka"
            "avfyra kärnvapnen!"
            "ducks sure are the best dont you agree"
          )        
          for neg_case in "''${negative_cases[@]}"; do
            echo " Testing: $neg_case"
            matched=false
            for script in ${toString scriptNamesWithIntents}; do
              resolved_output=$(resolve_entities "$script" "$neg_case")
              resolved_neg=$(echo "$resolved_output" | cut -d'|' -f1)     
              if match_$script "$resolved_neg"; then
                say_duck "fuck ❌ FALSE POSITIVE: $resolved_neg (matched by $script)"
                failures+=("NEGATIVE: $script | $resolved_neg")
                matched=true
                break
              fi
            done       
            if ! $matched; then
              say_duck "yay ✅ [NEG] PASS: $resolved_neg"
              ((passed_negative++))
            fi
            ((total_negative++))
          done
        }
        test_boundary_cases() {
          echo "[🦆🔲] Testing Boundary Cases"
          boundary_cases=("" "   " "." "!@#$%^&*()")  
          for bcase in "''${boundary_cases[@]}"; do
            printf " Testing: '%s'\n" "$bcase"
            matched=false   
            for script in ${toString scriptNamesWithIntents}; do
              if match_$script "$bcase"; then
                say_duck "fuck ❌ BOUNDARY FAIL: '$bcase' (matched by $script)"
                failures+=("BOUNDARY: $script | '$bcase'")
                matched=true
                break
              fi
            done       
            if ! $matched; then
              say_duck "yay ✅ [BND] PASS: '$bcase'"
              ((passed_boundary++))
            fi
          done
          total_boundary=''${#boundary_cases[@]}
        }  
        test_positive_cases
        test_negative_cases
        test_boundary_cases
        
        total_tests=$((total_positive + total_negative + total_boundary))
        passed_tests=$((passed_positive + passed_negative + passed_boundary))
        percent=$(( 100 * passed_tests / total_tests ))
        
        if [ "$percent" -ge 80 ]; then 
            color="$GREEN" && duck_report="YO! ⭐ duck approoves! u reallzy knowz ur stuff! u makin' duckie happy"
        elif [ "$percent" -ge 60 ]; then 
            color="$YELLOW" && duck_report="not too bad! u ok buddy"
        else 
            color="$RED" && duck_report="sad duck.... 😭 u should reallzy look over yo sentences and mayb i can stop cry =("
        fi
        
        if [ "$passed_tests" -ne "$total_tests" ]; then 
            if [ ''${#failures[@]} -gt 0 ]; then
                echo "" && echo -e "''${RED}## ────── FAILURES ──────##''${RESET}"
                for failure in "''${failures[@]}"; do
                    echo -e "''${RED}## ❌ $failure"
                done
                echo -e "''${RED}## ────── FAILURES ──────##''${RESET}"
            fi
        fi
        
        echo "" && echo -e "''${color}"## ──────⋆⋅☆⋅⋆────── ##''${RESET}"
        bold "Testing completed!" 
        say_duck "Positive: $passed_positive/$total_positive"
        say_duck "Negative: $passed_negative/$total_negative"
        say_duck "Boundary: $passed_boundary/$total_boundary"
        say_duck "TOTAL: $passed_tests/$total_tests (''${color}''${percent}%''${GRAY})"
        echo "''${RESET}" && echo -e "''${color}## ──────⋆⋅☆⋅⋆────── ##''${RESET}"
        say_duck "$duck_report"
        exit 1
      ''; 
    };    
  };}