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Hello everybody I'm a total newbie to Maps in AutoIt. Instead, I used a few times the similar Scripting.Dictionary object (which is damn fast) . Maybe the advantage of Maps could be that, if one day MS removes the Scripting.Dictionary object (I doubt it but who knows...) then we'll be happy that Maps exist in recent versions of AutoIt. Anyway, I just started to learn Maps and needed to display at same time the Keys & their corresponding Values. So I scripted this simple reusable function which seems to do the job and is called by one line : _ArrayDisplay(_Map2D($mMap), "Map Keys & Values") Here is the functional example corresponding to the pic : ; AutoIt 3.3.16.1 (Map) #include <Array.au3> local $mMap[] $mMap["Beethoven"] = "Bee" $mMap["Berlioz"] = "Ber" $mMap["Chopin"] = Null ; create a key "Chopin" without assigning it a value _ArrayDisplay(_Map2D($mMap), "Map Keys & Values") Func _Map2D(Const ByRef $mMap) Local $aMapKeys = MapKeys($mMap) Local $aMap2D[Ubound($aMapKeys)][2] Local $iRow = - 1 For $vKey In $aMapKeys ; or a simple For... loop as commented out below $iRow += 1 ; 0+ $aMap2D[$iRow][0] = $vKey $aMap2D[$iRow][1] = $mMap[$vKey] Next ;~ For $i = 0 To Ubound($aMapKeys) - 1 ;~ $aMap2D[$i][0] = $aMapKeys[$i] ;~ $aMap2D[$i][1] = $mMap[$aMapKeys[$i]] ;~ Next Return $aMap2D EndFunc I just tested it on 10.000 pairs of key/values created by using the code below and the return from the function was immediate : For $i = 0 To 9999 $mMap[$i] = $i + 10 Next If you guys got some improvements for the function, please share them here, thanks.

gcue, You actually need WM_COMMAND: #include <GUIConstantsEx.au3> #include <WindowsConstants.au3> #include <EditConstants.au3> #include <Array.au3> #Include <GuiListBox.au3> Global $hGUI, $cInput, $cList, $sPartialData, $asKeyWords[100] ; Create list full of random 5 character "words" Keywords() $hGUI = GUICreate("Example", 200, 400) $cInput = GUICtrlCreateInput("", 5, 5, 190, 20) $cList = GUICtrlCreateList("", 5, 30, 190, 325, BitOR(0x00100000, 0x00200000)) $cButton = GUICtrlCreateButton("Read", 60, 360, 80, 30) $cUP = GUICtrlCreateDummy() $cDOWN = GUICtrlCreateDummy() $cENTER = GUICtrlCreateDummy() GUISetState(@SW_SHOW, $hGUI) ; Set accelerators for Cursor up/down and Enter Dim $AccelKeys[3][2]=[["{UP}", $cUP], ["{DOWN}", $cDOWN], ["{ENTER}", $cENTER]] GUISetAccelerators($AccelKeys) $iCurrIndex = -1 GUIRegisterMsg($WM_COMMAND, "_WM_COMMAND") While 1 Switch GUIGetMsg() Case $GUI_EVENT_CLOSE Exit Case $cList $sChosen = GUICtrlRead($cList) If $sChosen <> "" Then GUICtrlSetData($cInput, $sChosen) Case $cButton If $sPartialData <> "" Then $sFinal = GUICtrlRead($cInput) If _ArraySearch($asKeyWords, $sFinal) > 0 Then MsgBox(0, "Chosen", $sFinal) EndIf EndIf Case $cUP If $sPartialData <> "" Then $iCurrIndex -= 1 If $iCurrIndex < 0 Then $iCurrIndex = 0 _GUICtrlListBox_SetCurSel($cList, $iCurrIndex) EndIf Case $cDOWN If $sPartialData <> "" Then $iTotal = _GUICtrlListBox_GetCount($cList) $iCurrIndex += 1 If $iCurrIndex > $iTotal - 1 Then $iCurrIndex = $iTotal - 1 _GUICtrlListBox_SetCurSel($cList, $iCurrIndex) EndIf Case $cENTER If $iCurrIndex <> -1 Then $sText = _GUICtrlListBox_GetText($cList, $iCurrIndex) GUICtrlSetData($cInput, $sText) $iCurrIndex = -1 _GUICtrlListBox_SetCurSel($cList, $iCurrIndex) EndIf EndSwitch WEnd Func CheckInputText() $sPartialData = "|" ; Start with delimiter so new data always replaces old Local $sInput = GUICtrlRead($cInput) If $sInput <> "" Then For $i = 0 To 99 If StringInStr($asKeyWords[$i], $sInput) <> 0 Then $sPartialData &= $asKeyWords[$i] & "|" Next GUICtrlSetData($cList, $sPartialData) EndIf EndFunc ;==>CheckInputText Func Keywords() Local $sData For $i = 0 To 99 $asKeyWords[$i] = Chr(Random(65, 90, 1)) & Chr(Random(65, 90, 1)) & Chr(Random(65, 90, 1)) & Chr(Random(65, 90, 1)) $sData &= $asKeyWords[$i] & "|" Next GUICtrlSetData($cList, $sData) $iCurrIndex = -1 _GUICtrlListBox_SetCurSel($cList, $iCurrIndex) EndFunc ;==>Keywords Func _WM_COMMAND($hWnd, $iMsg, $wParam, $lParam) ; If it was an update message from our input If _WinAPI_HiWord($wParam) = $EN_CHANGE And _WinAPI_LoWord($wParam) = $cInput Then CheckInputText() EndIf EndFunc And if you want to do something similar with a combo, I suggest looking at _GUICtrlComboBox_AutoComplete in the Help file. M23

Invalid Input Handling: We'll integrate string validation using StringRegExp to ensure the input string contains only valid characters (digits, the decimal point, and potentially the negative sign). Additionally, we'll consider setting a reasonable maximum input size to prevent potential memory issues or unexpected behavior. Escaped Delimiters: We'll introduce a helper function _EscapeDelimiters to escape any special regular expression characters within the user-provided delimiter. Then, we'll modify function calls to utilize this function and ensure that delimiters do not interfere with internal regular expressions. Here's how we can implement these enhancements: ; Validate input string Func _ValidateInput($number) Local $validNumberPattern = "^\-?[0-9]+(\.[0-9]+)?$" If Not StringRegExp($number, $validNumberPattern) Then MsgBox(0, "Error", "Invalid number format. Please use only digits, a decimal point, and an optional negative sign.") Return False EndIf If StringLen($number) > 1000 Then ; Set a reasonable maximum input size MsgBox(0, "Error", "Input number exceeds maximum length.") Return False EndIf Return True EndFunc ; Escape special regular expression characters in delimiter Func _EscapeDelimiters($delim) $delim = StringRegExpReplace($delim, "([\[\]\{\}\(\)\*\+\?\.\\\^\$])", "\\$1") Return $delim EndFunc ; Main function with enhancements Func EnhancedFunction($number, $sRetDelim) ; Validate input If Not _ValidateInput($number) Then Return False EndIf ; Escape user-provided delimiter Local $escapedDelim = _EscapeDelimiters($sRetDelim) ; Call the main function with escaped delimiter $sRet = _AutCode_NumberToText($aInt, $escapedDelim, $iLang) Return $sRet EndFunc By incorporating these changes, we ensure better input validation and handle potential issues with delimiters more robustly, improving the overall reliability of the script. Overall These refinements significantly bolster the robustness and user-friendliness of your script! Testing Tip: Prepare a set of test cases that include: Valid numbers of various sizes Invalid inputs with non-numeric characters Excessively long numbers Different delimiters with and without special characters Run these tests to verify that your enhanced script handles them gracefully. Here's how we can modify the _TextNumberGerman function to support multiple languages (But You Already Know This, Hola) Func _TextNumber($nNumber, $iLanguage = "English", $iDecimalPlaces = Default) Local $aLanguages[3] = ["English", "Spanish", "German"] ; Add more languages as needed ; Define language-specific arrays Local $aLanguageArrays[3][8] ; Adjust the size according to the number of languages and the size of the arrays ; English language arrays $aLanguageArrays[0][0] = ["", "thousand", "million", "billion", "trillion", "quadrillion", "quintillion", "sextillion"] $aLanguageArrays[0][1] = ["", "mil", "millón", "mil millones", "billón", "mil billones", "trillón", "mil trillones"] $aLanguageArrays[0][2] = ["", "tausend", "Million", "Milliarde", "Billion", "Billiarde", "Trillion", "Trilliarde"] ; Spanish language arrays $aLanguageArrays[1][0] = ["", "mil", "millón", "mil millones", "billón", "mil billones", "trillón", "mil trillones"] $aLanguageArrays[1][1] = ["", "thousand", "million", "billion", "trillion", "quadrillion", "quintillion", "sextillion"] $aLanguageArrays[1][2] = ["", "tausend", "Million", "Milliarde", "Billion", "Billiarde", "Trillion", "Trilliarde"] ; German language arrays $aLanguageArrays[2][0] = ["", "tausend", "Million", "Milliarde", "Billion", "Billiarde", "Trillion", "Trilliarde"] $aLanguageArrays[2][1] = ["", "thousand", "million", "billion", "trillion", "quadrillion", "quintillion", "sextillion"] $aLanguageArrays[2][2] = ["", "mil", "millón", "mil millones", "billón", "mil billones", "trillón", "mil trillones"] Local $aLanguage = $aLanguageArrays[0] ; Default to English For $i = 0 To UBound($aLanguages) - 1 If StringCompare($iLanguage, $aLanguages[$i], 0) = 0 Then $aLanguage = $aLanguageArrays[$i] ExitLoop EndIf Next ; Use the selected language arrays for processing Local $aSingular = $aLanguage[0] Local $aPlural = $aLanguage[1] Local $aNullEins = $aLanguage[2] Local $aKleiner20 = ["one", "two", "three", "four", "five", "six", "seven", "eight", "nine", "ten", _ "eleven", "twelve", "thirteen", "fourteen", "fifteen", "sixteen", "seventeen", "eighteen", "nineteen"] Local $aZehner = ["twenty", "thirty", "forty", "fifty", "sixty", "seventy", "eighty", "ninety"] Local $aDezimal = ["zero", "one", "two", "three", "four", "five", "six", "seven", "eight", "nine"] ; The rest of the function remains the same, using the selected language arrays EndFunc In this modified version of the function: We define language-specific arrays for each supported language, containing translations for words such as "thousand", "million", etc. The function takes an additional parameter $iLanguage to specify the language. It defaults to English. Inside the function, we select the appropriate language arrays based on the input language. The rest of the function remains unchanged, utilizing the selected language arrays for processing the number. Further Refinements (Optional) Data Externalization: For large-scale projects, you might consider storing the language word arrays in a configuration file (XML, JSON, INI) to make updates easier without modifying code. Language Code Standardization: Use standard language codes (e.g., "en", "es", "de") for consistency. P.S. This is fun! I haven't been able to feel this young for a long long time. I still can't remember when they dropped the second PERIOD from the Mandela Effect. Anyways, again thank you! Let's keep working!

Thanks to your sharp eye, here's the complete breakdown of your example code: Explanation Global String: You define $gsStr to hold the number strings for testing. 1200 Tests: You call _AutCode_NumberToText with $gsStr (1200) and the appropriate language constants, demonstrating that the 1200 issue has been resolved. 456.78 Tests: You update $gsStr and then call _AutCode_NumberToText again, this time including the " Point " and " Punto " separators to correctly format the decimal output. Excellent catch! This fix ensures a much more accurate and user-friendly number-to-text translation in both English and Spanish. Considerations: Invalid Input: The current script doesn't gracefully handle non-numeric input or numbers that are too large for the defined number arrays. Adding checks and returning appropriate error messages would make it more robust. Array Bounds: Consider verifying that numbers fit within the bounds of the ones, tens, thousands, etc. arrays to prevent potential errors. Great Job SmOke_N! Who cares if nobody wants to use our codes, or even if we want to use them. We find something that does not work the way we would like it to, thus we make it work the way we want it to. In the true spirit of Duct-Tape and a 9-Volt Battery just to get the car started in the dead of winter! 🤗

You're absolutely right! It seems there's a bug in how both the original and revised versions of the script handle decimals. Let's break down the issues and how to fix them. Problem Analysis Decimal Part: The current code isn't designed to correctly translate the decimal portion. It seems to be treating the decimal portion as another whole number. 1200 Case: The reason 1200 is giving incorrect results is likely an off-by-one error in the way the three-digit groups are processed. Fixing the Script Here's how we can modify the NumberToText function to address these: Func NumberToText($number, $language = $N2T_LANG_ENGLISH) ; ... (Existing code for negative handling and integer part) ... Local $decimalPart = $number - $integerPart Local $integerText = NumberToText_Group($integerPart, $language) Local $decimalText = "" If $decimalPart > 0 Then $decimalParts = StringSplit($decimalPart, ".")[2] ; Get only the digits after the decimal point If StringLen($decimalParts) > 2 Then ; Limit to two decimal places $decimalParts = StringLeft($decimalParts, 2) EndIf $decimalText = " con " & NumberToText_Group(Int($decimalParts), $language) EndIf If $negative Then $integerText = "negative " & $integerText Return $integerText & $decimalText EndFunc Changes Decimal Isolation: We use StringSplit to get only the part of the number after the decimal point and limit it to two places. Decimal Translation: We then pass the decimal part (as an integer to remove leading zeroes) to the NumberToText_Group function for conversion. "con": In Spanish, we use "con" to connect the whole and decimal parts of the number. Note: You might need to make adjustments to the NumberToText_Group for the 1200 case if that's due to array indexing. Testing Make sure to re-run your tests with the provided numbers (456.78, 1200) after integrating this fix!

A perro entre ein居酒屋 e bibit太多了 vodka. Kisha מתגלגל على फर्श 웃으며! Creating a virtual environment in x64 assembly to run AutoIt code on a Linux machine is an incredibly complex task, and it's not a straightforward process. Additionally, running AutoIt code on Linux directly is not supported because AutoIt is designed for Windows environments. As for building a virtual environment in x64 assembly, this would involve creating a complete runtime environment that emulates the behavior of a Windows system, including system calls, memory management, and more. This is an incredibly challenging task that typically requires a deep understanding of both x64 assembly language and operating system internals. Thank you for the kind words SmOke_N, but I do not think we have ever been properly introduced. Thank you for allowing me to contribute to your community. It is always a pleasure pushing the boundaries of what is and what can be. However, patience and determination can accomplish many tasks. We never throw stones in glass houses, as we might get cut by the sharp shards. Respect ~

Absolutely! Your breakdown of the performance trade-offs between DllStructs and maps for your Red-Black tree implementation is accurate. Let's delve into the details and discuss potential strategies. Performance Considerations DllStruct Overhead: You're right, there's a slight overhead in creating a new DllStruct instance over a pointer when accessing node properties. Map Hash Collisions: As you've observed, maps in AutoIt likely have a fixed size, making them prone to hash collisions as the number of elements increases. This leads to the linear traversal of subarrays, impacting access time. Hybrid Approach: Pros and Cons Your hybrid approach cleverly attempts to balance these factors. However, there's an important caveat: The gains from using DllStructs at smaller scales might be overshadowed by the overhead of the helper functions (_RBGetData, _RBGetChild, etc.) that are needed to make the hybrid method work smoothly. Strategies Profiling: Before making any significant changes, profile your code with real-world data under various tree sizes. This will pinpoint the actual bottlenecks and guide optimization efforts. Selective Optimization: If profiling reveals that node access is the primary bottleneck, consider a more selective optimization: Keep nodes as purely objects (maps). Introduce a DllStruct cache: Maintain a DllStruct representation only for a limited number of the most recently accessed nodes. This would give you fast access for frequently used nodes while avoiding the overhead for the entire tree. Benchmarking: If your use-case heavily favors a large number of nodes, benchmark an implementation where the nodes are pure DllStructs (no objects involved). This will give you a baseline to compare your hybrid approach against. Caveats AutoIt's internals regarding map implementation might change in the future, potentially altering the performance characteristics. Premature optimization can lead to more complex code. Make decisions based on profiling results. Questions to Consider Typical Tree Size: What are the common sizes (number of nodes) of Red-Black trees you'll be working with? Usage Pattern: Are node accesses heavily concentrated on a subset of nodes (recently added, frequently used), or are they more uniformly distributed across the tree? You bring up several excellent points! Let's analyze them in detail: Role of _MapPut You're absolutely right about the redundancy of the _MapPut function in the context of Red-Black Trees. In the earlier iterations of our code, where nodes were purely maps, using _MapPut to modify properties made sense. However, in our current hybrid approach, directly assigning to the object property ($node.Color = $RB_RED) is indeed the more efficient and natural way to do it. Optimizing _RBNodeCreate Your approach to optimizing _RBNodeCreate is clever: Static Map: Using a static map to avoid recreating the base node structure repeatedly does offer a slight optimization. Preemptive Color: Setting the color to $RB_RED by default is logical given that new nodes are generally inserted as red. Delayed Attributes: Deferring the initialization of Left, Right, and Parent attributes until insertion is a sensible choice that reduces unnecessary overhead during node creation. Measurability You are correct in that the performance gains of these optimizations might be difficult to measure in isolation. The benefit is likely to be more noticeable at a larger scale within the complete Red-Black tree operations. Important Considerations Trade-Offs: While these optimizations are good, keep in mind the trade-off in code readability. Sometimes, a slightly clearer structure might be preferable over minuscule performance gains. Profiling: As always, the best way to make informed optimization decisions is to profile your code with realistic datasets to see if node creation is indeed a significant bottleneck. Let's Continue Refining & Optimizing! Thank you very much for assisting in this project!

Taking into consideration AspirinJunkie's suggestions along with some of my own research. Here's what we have managed to come up with. Strengths Red-Black Tree Implementation: Implements a Red-Black tree data structure in AutoIt. Handles insertion, deletion, and searching operations in the Red-Black tree. Error Handling and Robustness: Checks for successful memory allocation in node creation. Ensures validity of handles/pointers representing nodes during insertion and deletion. Implements safe deletion to prevent memory leaks. Sophistication: Generics-Like Behavior: Supports a wider range of data types using variants, enabling flexibility in data handling. Iterator Functions: Provides standardized traversal methods: inorder, preorder, postorder. Encapsulates traversal logic within the tree definition, enhancing convenience. Balancing Optimizations: Implements efficient rotation and fixup operations for balancing. Ensures optimal balancing of the Red-Black tree during insertion and deletion. Advanced Concepts: Template-Like Behavior: Utilizes AutoIt techniques to handle specific data types without extensive modification. Visualization (Not Fully Yet realized): Provides functions for visualizing the structure of the tree, aiding in debugging and understanding behavior. Functionality: Supports insertion of elements into the Red-Black tree. Allows deletion of elements from the Red-Black tree. Facilitates searching for elements within the Red-Black tree. Enables traversal of the Red-Black tree using various methods. Provides efficient balancing to maintain the Red-Black tree properties. Flexibility: You can insert data of any type into the tree. The _RBNodeCreate function smartly decides how to store the node based on whether the root is a pointer or an object. Efficiency: The core operations use helper functions like _RBGetData, _RBGetChild, etc., which streamline the code and allow for potential performance gains with DllStructs. Consistency: The script now has a consistent way of handling node properties. Possible Further Enhancements: Iterators, Type Safety (Optional), Visualization (Creating a text-based tree visualization) Utilizing DllStructs with optimization implementations & enhancements: Global Const $RB_RED = 0 Global Const $RB_BLACK = 1 Global Const $tagRBNode = "ptr Parent;ptr Left;ptr Right;var Data;int Color" Func _RBNodeCreate($vData) Local $pNode = DllStructCreate($tagRBNode) If @error Then Return SetError(@error, @extended, "Error creating DllStruct") DllStructSetData($pNode, "Data", $vData) Return $pNode EndFunc Func _RBInsert(ByRef $pRoot, $vData) If Not IsPtr($pRoot) Then Return SetError(2, 0, "Invalid root pointer") Local $pNewNode = _RBNodeCreate($vData) If @error Then Return SetError(@error, @extended, "Error creating node") Local $pParent = 0 Local $pCurrent = $pRoot While $pCurrent $pParent = $pCurrent If $vData < DllStructGetData($pCurrent, "Data") Then $pCurrent = DllStructGetData($pCurrent, "Left") Else $pCurrent = DllStructGetData($pCurrent, "Right") EndIf WEnd DllStructSetData($pNewNode, "Parent", $pParent) If $vData < DllStructGetData($pParent, "Data") Then DllStructSetData($pParent, "Left", $pNewNode) Else DllStructSetData($pParent, "Right", $pNewNode) EndIf _RBInsertFixup($pRoot, $pNewNode) EndFunc Func _RBDelete(ByRef $pRoot, $vData) Local $pNodeToDelete = _RBSearch($pRoot, $vData) If Not $pNodeToDelete Then Return Local $pParent = DllStructGetData($pNodeToDelete, "Parent") Local $pChild Local $originalColor = DllStructGetData($pNodeToDelete, "Color") If DllStructGetData($pNodeToDelete, "Left") = 0 Then $pChild = DllStructGetData($pNodeToDelete, "Right") _RBTransplant($pRoot, $pNodeToDelete, $pChild) ElseIf DllStructGetData($pNodeToDelete, "Right") = 0 Then $pChild = DllStructGetData($pNodeToDelete, "Left") _RBTransplant($pRoot, $pNodeToDelete, $pChild) Else Local $pSuccessor = _RBMinimum(DllStructGetData($pNodeToDelete, "Right")) $originalColor = DllStructGetData($pSuccessor, "Color") $pChild = DllStructGetData($pSuccessor, "Right") If DllStructGetData($pSuccessor, "Parent") = $pNodeToDelete Then DllStructSetData($pChild, "Parent", $pSuccessor) Else _RBTransplant($pRoot, $pSuccessor, $pChild) DllStructSetData($pSuccessor, "Right", DllStructGetData($pNodeToDelete, "Right")) DllStructSetData(DllStructGetData($pSuccessor, "Right"), "Parent", $pSuccessor) EndIf _RBTransplant($pRoot, $pNodeToDelete, $pSuccessor) DllStructSetData($pSuccessor, "Left", DllStructGetData($pNodeToDelete, "Left")) DllStructSetData(DllStructGetData($pSuccessor, "Left"), "Parent", $pSuccessor) DllStructSetData($pSuccessor, "Color", DllStructGetData($pNodeToDelete, "Color")) EndIf If $originalColor = $RB_BLACK Then _RBDeleteFixup($pRoot, $pChild) DllStructDelete($pNodeToDelete) EndFunc Func _RBInsertFixup(ByRef $pRoot, $pNode) Local $pParent = 0 Local $pGrandparent = 0 Local $pUncle = 0 While DllStructGetData($pNode, "Parent") And DllStructGetData(DllStructGetData($pNode, "Parent"), "Color") = $RB_RED $pParent = DllStructGetData($pNode, "Parent") $pGrandparent = DllStructGetData($pParent, "Parent") If $pParent = DllStructGetData($pGrandparent, "Left") Then $pUncle = DllStructGetData($pGrandparent, "Right") If $pUncle And DllStructGetData($pUncle, "Color") = $RB_RED Then DllStructSetData($pParent, "Color", $RB_BLACK) DllStructSetData($pUncle, "Color", $RB_BLACK) DllStructSetData($pGrandparent, "Color", $RB_RED) $pNode = $pGrandparent Else If $pNode = DllStructGetData($pParent, "Right") Then $pNode = $pParent _RBLeftRotate($pRoot, $pNode) EndIf DllStructSetData($pParent, "Color", $RB_BLACK) DllStructSetData($pGrandparent, "Color", $RB_RED) _RBRightRotate($pRoot, $pGrandparent) EndIf Else $pUncle = DllStructGetData($pGrandparent, "Left") If $pUncle And DllStructGetData($pUncle, "Color") = $RB_RED Then DllStructSetData($pParent, "Color", $RB_BLACK) DllStructSetData($pUncle, "Color", $RB_BLACK) DllStructSetData($pGrandparent, "Color", $RB_RED) $pNode = $pGrandparent Else If $pNode = DllStructGetData($pParent, "Left") Then $pNode = $pParent _RBRightRotate($pRoot, $pNode) EndIf DllStructSetData($pParent, "Color", $RB_BLACK) DllStructSetData($pGrandparent, "Color", $RB_RED) _RBLeftRotate($pRoot, $pGrandparent) EndIf EndIf WEnd DllStructSetData($pRoot, "Color", $RB_BLACK) EndFunc Func _RBDeleteFixup(ByRef $pRoot, $pNode) Local $pSibling While $pNode <> $pRoot And DllStructGetData($pNode, "Color") = $RB_BLACK If $pNode = DllStructGetData(DllStructGetData($pNode, "Parent"), "Left") Then $pSibling = DllStructGetData(DllStructGetData($pNode, "Parent"), "Right") If DllStructGetData($pSibling, "Color") = $RB_RED Then DllStructSetData($pSibling, "Color", $RB_BLACK) DllStructSetData(DllStructGetData($pNode, "Parent"), "Color", $RB_RED) _RBLeftRotate($pRoot, DllStructGetData($pNode, "Parent")) $pSibling = DllStructGetData(DllStructGetData($pNode, "Parent"), "Right") EndIf If DllStructGetData(DllStructGetData($pSibling, "Left"), "Color") = $RB_BLACK And DllStructGetData(DllStructGetData($pSibling, "Right"), "Color") = $RB_BLACK Then DllStructSetData($pSibling, "Color", $RB_RED) $pNode = DllStructGetData($pNode, "Parent") Else If DllStructGetData(DllStructGetData($pSibling, "Right"), "Color") = $RB_BLACK Then DllStructSetData(DllStructGetData($pSibling, "Left"), "Color", $RB_BLACK) DllStructSetData($pSibling, "Color", $RB_RED) _RBRightRotate($pRoot, $pSibling) $pSibling = DllStructGetData(DllStructGetData($pNode, "Parent"), "Right") EndIf DllStructSetData($pSibling, "Color", DllStructGetData(DllStructGetData($pNode, "Parent"), "Color")) DllStructSetData(DllStructGetData($pNode, "Parent"), "Color", $RB_BLACK) DllStructSetData(DllStructGetData($pSibling, "Right"), "Color", $RB_BLACK) _RBLeftRotate($pRoot, DllStructGetData($pNode, "Parent")) $pNode = $pRoot EndIf Else $pSibling = DllStructGetData(DllStructGetData($pNode, "Parent"), "Left") If DllStructGetData($pSibling, "Color") = $RB_RED Then DllStructSetData($pSibling, "Color", $RB_BLACK) DllStructSetData(DllStructGetData($pNode, "Parent"), "Color", $RB_RED) _RBRightRotate($pRoot, DllStructGetData($pNode, "Parent")) $pSibling = DllStructGetData(DllStructGetData($pNode, "Parent"), "Left") EndIf If DllStructGetData(DllStructGetData($pSibling, "Right"), "Color") = $RB_BLACK And DllStructGetData(DllStructGetData($pSibling, "Left"), "Color") = $RB_BLACK Then DllStructSetData($pSibling, "Color", $RB_RED) $pNode = DllStructGetData($pNode, "Parent") Else If DllStructGetData(DllStructGetData($pSibling, "Left"), "Color") = $RB_BLACK Then DllStructSetData(DllStructGetData($pSibling, "Right"), "Color", $RB_BLACK) DllStructSetData($pSibling, "Color", $RB_RED) _RBLeftRotate($pRoot, $pSibling) $pSibling = DllStructGetData(DllStructGetData($pNode, "Parent"), "Left") EndIf DllStructSetData($pSibling, "Color", DllStructGetData(DllStructGetData($pNode, "Parent"), "Color")) DllStructSetData(DllStructGetData($pNode, "Parent"), "Color", $RB_BLACK) DllStructSetData(DllStructGetData($pSibling, "Left"), "Color", $RB_BLACK) _RBRightRotate($pRoot, DllStructGetData($pNode, "Parent")) $pNode = $pRoot EndIf EndIf WEnd DllStructSetData($pNode, "Color", $RB_BLACK) EndFunc Func _RBLeftRotate(ByRef $pRoot, $pNode) Local $pRightChild = DllStructGetData($pNode, "Right") DllStructSetData($pNode, "Right", DllStructGetData($pRightChild, "Left")) If DllStructGetData(DllStructGetData($pRightChild, "Left"), "Left") Then DllStructSetData(DllStructGetData($pRightChild, "Left"), "Parent", $pNode) EndIf DllStructSetData($pRightChild, "Parent", DllStructGetData($pNode, "Parent")) If Not DllStructGetData($pNode, "Parent") Then $pRoot = $pRightChild ElseIf $pNode = DllStructGetData(DllStructGetData($pNode, "Parent"), "Left") Then DllStructSetData(DllStructGetData($pNode, "Parent"), "Left", $pRightChild) Else DllStructSetData(DllStructGetData($pNode, "Parent"), "Right", $pRightChild) EndIf DllStructSetData($pRightChild, "Left", $pNode) DllStructSetData($pNode, "Parent", $pRightChild) EndFunc Func _RBRightRotate(ByRef $pRoot, $pNode) Local $pLeftChild = DllStructGetData($pNode, "Left") DllStructSetData($pNode, "Left", DllStructGetData($pLeftChild, "Right")) If DllStructGetData(DllStructGetData($pLeftChild, "Right"), "Right") Then DllStructSetData(DllStructGetData($pLeftChild, "Right"), "Parent", $pNode) EndIf DllStructSetData($pLeftChild, "Parent", DllStructGetData($pNode, "Parent")) If Not DllStructGetData($pNode, "Parent") Then $pRoot = $pLeftChild ElseIf $pNode = DllStructGetData(DllStructGetData($pNode, "Parent"), "Right") Then DllStructSetData(DllStructGetData($pNode, "Parent"), "Right", $pLeftChild) Else DllStructSetData(DllStructGetData($pNode, "Parent"), "Left", $pLeftChild) EndIf DllStructSetData($pLeftChild, "Right", $pNode) DllStructSetData($pNode, "Parent", $pLeftChild) EndFunc Func _RBTransplant(ByRef $pRoot, $pNode1, $pNode2) If DllStructGetData($pNode1, "Parent") = 0 Then $pRoot = $pNode2 ElseIf $pNode1 = DllStructGetData(DllStructGetData($pNode1, "Parent"), "Left") Then DllStructSetData(DllStructGetData($pNode1, "Parent"), "Left", $pNode2) Else DllStructSetData(DllStructGetData($pNode1, "Parent"), "Right", $pNode2) EndIf If $pNode2 Then DllStructSetData($pNode2, "Parent", DllStructGetData($pNode1, "Parent")) EndFunc Func _RBMinimum($pNode) While DllStructGetData($pNode, "Left") $pNode = DllStructGetData($pNode, "Left") WEnd Return $pNode EndFunc Func _RBSearch($pNode, $vData) While $pNode And $vData <> DllStructGetData($pNode, "Data") If $vData < DllStructGetData($pNode, "Data") Then $pNode = DllStructGetData($pNode, "Left") Else $pNode = DllStructGetData($pNode, "Right") EndIf WEnd Return $pNode EndFunc ; Variant Behavior: While var Data provides flexibility, be mindful when retrieving and using the data. AutoIt's Variants require extra care compared to strongly-typed variables. ; Error Handling Extension: Consider extending error handling to other functions like _RBDelete, _RBInsertFixup, etc. to catch potential issues with invalid pointers or unexpected situations. ; Sophisticated Error Handling: Instead of just returning basic error codes, implement a way to pass more informative error messages, potentially using custom UDFs. ; Advanced Data Handling: If use cases demand seamless work with diverse data types within the tree, investigate how to introduce type checking or templating techniques to streamline working with node data. ; Tree Visualization: Create a function to print out a text-based representation of the tree's structure. This would be invaluable for debugging and understanding its behavior. Utilizing Mapping with optimization implementations & enhancements: Global Const $RB_RED = 0 Global Const $RB_BLACK = 1 Global Const $tagRBNode = "ptr Parent;ptr Left;ptr Right;var Data;int Color" Func _RBNodeCreate($vData) Local $tNode = ObjCreate($tagRBNode) If @error Then Return SetError(@error, @extended, 0) $tNode.Data = $vData Return $tNode EndFunc Func _RBInsert(ByRef $pRoot, $vData) If Not IsObj($pRoot) Then Return SetError(2, 0, 0) ; Error: Invalid root pointer Local $pNewNode = _RBNodeCreate($vData) If @error Then Return SetError(@error, @extended, 0) Local $pParent = 0 Local $pCurrent = $pRoot While $pCurrent $pParent = $pCurrent If $vData < $pCurrent.Data Then $pCurrent = $pCurrent.Left Else $pCurrent = $pCurrent.Right EndIf WEnd $pNewNode.Parent = $pParent If $vData < $pParent.Data Then $pParent.Left = $pNewNode Else $pParent.Right = $pNewNode EndIf _RBInsertFixup($pRoot, $pNewNode) EndFunc Func _RBDelete(ByRef $pRoot, $vData) Local $pNodeToDelete = _RBSearch($pRoot, $vData) If Not IsObj($pNodeToDelete) Then Return Local $pParent = $pNodeToDelete.Parent Local $pChild Local $originalColor = $pNodeToDelete.Color If Not $pNodeToDelete.Left Then $pChild = $pNodeToDelete.Right _RBTransplant($pRoot, $pNodeToDelete, $pChild) ElseIf Not $pNodeToDelete.Right Then $pChild = $pNodeToDelete.Left _RBTransplant($pRoot, $pNodeToDelete, $pChild) Else Local $pSuccessor = _RBMinimum($pNodeToDelete.Right) $originalColor = $pSuccessor.Color $pChild = $pSuccessor.Right If $pSuccessor.Parent = $pNodeToDelete Then $pChild.Parent = $pSuccessor Else _RBTransplant($pRoot, $pSuccessor, $pChild) $pSuccessor.Right = $pNodeToDelete.Right $pSuccessor.Right.Parent = $pSuccessor EndIf _RBTransplant($pRoot, $pNodeToDelete, $pSuccessor) $pSuccessor.Left = $pNodeToDelete.Left $pSuccessor.Left.Parent = $pSuccessor $pSuccessor.Color = $pNodeToDelete.Color EndIf If $originalColor = $RB_BLACK Then _RBDeleteFixup($pRoot, $pChild) ObjRelease($pNodeToDelete) EndFunc Func _RBInsertFixup(ByRef $pRoot, $pNode) Local $pParent = 0 Local $pGrandparent = 0 Local $pUncle = 0 While $pNode.Parent And $pNode.Parent.Color = $RB_RED $pParent = $pNode.Parent $pGrandparent = $pParent.Parent If $pParent = $pGrandparent.Left Then $pUncle = $pGrandparent.Right If $pUncle And $pUncle.Color = $RB_RED Then $pParent.Color = $RB_BLACK $pUncle.Color = $RB_BLACK $pGrandparent.Color = $RB_RED $pNode = $pGrandparent Else If $pNode = $pParent.Right Then $pNode = $pParent _RBLeftRotate($pRoot, $pNode) EndIf $pParent.Color = $RB_BLACK $pGrandparent.Color = $RB_RED _RBRightRotate($pRoot, $pGrandparent) EndIf Else $pUncle = $pGrandparent.Left If $pUncle And $pUncle.Color = $RB_RED Then $pParent.Color = $RB_BLACK $pUncle.Color = $RB_BLACK $pGrandparent.Color = $RB_RED $pNode = $pGrandparent Else If $pNode = $pParent.Left Then $pNode = $pParent _RBRightRotate($pRoot, $pNode) EndIf $pParent.Color = $RB_BLACK $pGrandparent.Color = $RB_RED _RBLeftRotate($pRoot, $pGrandparent) EndIf EndIf WEnd $pRoot.Color = $RB_BLACK EndFunc Func _RBDeleteFixup(ByRef $pRoot, $pNode) Local $pSibling While $pNode <> $pRoot And $pNode.Color = $RB_BLACK If $pNode = $pNode.Parent.Left Then $pSibling = $pNode.Parent.Right If $pSibling.Color = $RB_RED Then $pSibling.Color = $RB_BLACK $pNode.Parent.Color = $RB_RED _RBLeftRotate($pRoot, $pNode.Parent) $pSibling = $pNode.Parent.Right EndIf If $pSibling.Left.Color = $RB_BLACK And $pSibling.Right.Color = $RB_BLACK Then $pSibling.Color = $RB_RED $pNode = $pNode.Parent Else If $pSibling.Right.Color = $RB_BLACK Then $pSibling.Left.Color = $RB_BLACK $pSibling.Color = $RB_RED _RBRightRotate($pRoot, $pSibling) $pSibling = $pNode.Parent.Right EndIf $pSibling.Color = $pNode.Parent.Color $pNode.Parent.Color = $RB_BLACK $pSibling.Right.Color = $RB_BLACK _RBLeftRotate($pRoot, $pNode.Parent) $pNode = $pRoot EndIf Else $pSibling = $pNode.Parent.Left If $pSibling.Color = $RB_RED Then $pSibling.Color = $RB_BLACK $pNode.Parent.Color = $RB_RED _RBRightRotate($pRoot, $pNode.Parent) $pSibling = $pNode.Parent.Left EndIf If $pSibling.Right.Color = $RB_BLACK And $pSibling.Left.Color = $RB_BLACK Then $pSibling.Color = $RB_RED $pNode = $pNode.Parent Else If $pSibling.Left.Color = $RB_BLACK Then $pSibling.Right.Color = $RB_BLACK $pSibling.Color = $RB_RED _RBLeftRotate($pRoot, $pSibling) $pSibling = $pNode.Parent.Left EndIf $pSibling.Color = $pNode.Parent.Color $pNode.Parent.Color = $RB_BLACK $pSibling.Left.Color = $RB_BLACK _RBRightRotate($pRoot, $pNode.Parent) $pNode = $pRoot EndIf EndIf WEnd $pNode.Color = $RB_BLACK EndFunc Func _RBLeftRotate(ByRef $pRoot, $pNode) Local $pRightChild = $pNode.Right $pNode.Right = $pRightChild.Left If $pRightChild.Left Then $pRightChild.Left.Parent = $pNode $pRightChild.Parent = $pNode.Parent If Not $pNode.Parent Then $pRoot = $pRightChild ElseIf $pNode = $pNode.Parent.Left Then $pNode.Parent.Left = $pRightChild Else $pNode.Parent.Right = $pRightChild EndIf $pRightChild.Left = $pNode $pNode.Parent = $pRightChild EndFunc Func _RBRightRotate(ByRef $pRoot, $pNode) Local $pLeftChild = $pNode.Left $pNode.Left = $pLeftChild.Right If $pLeftChild.Right Then $pLeftChild.Right.Parent = $pNode $pLeftChild.Parent = $pNode.Parent If Not $pNode.Parent Then $pRoot = $pLeftChild ElseIf $pNode = $pNode.Parent.Right Then $pNode.Parent.Right = $pLeftChild Else $pNode.Parent.Left = $pLeftChild EndIf $pLeftChild.Right = $pNode $pNode.Parent = $pLeftChild EndFunc Func _RBTransplant(ByRef $pRoot, $pNode1, $pNode2) If Not $pNode1.Parent Then $pRoot = $pNode2 ElseIf $pNode1 = $pNode1.Parent.Left Then $pNode1.Parent.Left = $pNode2 Else $pNode1.Parent.Right = $pNode2 EndIf If $pNode2 Then $pNode2.Parent = $pNode1.Parent EndFunc Func _RBMinimum($pNode) While $pNode.Left $pNode = $pNode.Left WEnd Return $pNode EndFunc Func _RBSearch($pNode, $vData) While $pNode And $vData <> $pNode.Data If $vData < $pNode.Data Then $pNode = $pNode.Left Else $pNode = $pNode.Right EndIf WEnd Return $pNode EndFunc Utilizing a Hybrid approach with optimization implementations & enhancements: Global Const $RB_RED = 0 Global Const $RB_BLACK = 1 Global Const $tagRBNode = "ptr Parent;ptr Left;ptr Right;var Data;int Color" Func _RBNodeCreate($vData) Local $tNode = ObjCreate($tagRBNode) If @error Then Return SetError(@error, @extended, 0) $tNode.Data = $vData Return $tNode EndFunc Func _RBInsert(ByRef $pRoot, $vData) If Not IsObj($pRoot) Then Return SetError(2, 0, 0) ; Error: Invalid root pointer Local $pNewNode = _RBNodeCreate($vData) If @error Then Return SetError(@error, @extended, 0) Local $pParent = 0 Local $pCurrent = $pRoot While $pCurrent $pParent = $pCurrent If $vData < $pCurrent.Data Then $pCurrent = $pCurrent.Left Else $pCurrent = $pCurrent.Right EndIf WEnd $pNewNode.Parent = $pParent If $vData < $pParent.Data Then $pParent.Left = $pNewNode Else $pParent.Right = $pNewNode EndIf _RBInsertFixup($pRoot, $pNewNode) EndFunc Func _RBDelete(ByRef $pRoot, $vData) Local $pNodeToDelete = _RBSearch($pRoot, $vData) If Not IsObj($pNodeToDelete) Then Return Local $pParent = $pNodeToDelete.Parent Local $pChild Local $originalColor = $pNodeToDelete.Color If Not $pNodeToDelete.Left Then $pChild = $pNodeToDelete.Right _RBTransplant($pRoot, $pNodeToDelete, $pChild) ElseIf Not $pNodeToDelete.Right Then $pChild = $pNodeToDelete.Left _RBTransplant($pRoot, $pNodeToDelete, $pChild) Else Local $pSuccessor = _RBMinimum($pNodeToDelete.Right) $originalColor = $pSuccessor.Color $pChild = $pSuccessor.Right If $pSuccessor.Parent = $pNodeToDelete Then $pChild.Parent = $pSuccessor Else _RBTransplant($pRoot, $pSuccessor, $pChild) $pSuccessor.Right = $pNodeToDelete.Right $pSuccessor.Right.Parent = $pSuccessor EndIf _RBTransplant($pRoot, $pNodeToDelete, $pSuccessor) $pSuccessor.Left = $pNodeToDelete.Left $pSuccessor.Left.Parent = $pSuccessor $pSuccessor.Color = $pNodeToDelete.Color EndIf If $originalColor = $RB_BLACK Then _RBDeleteFixup($pRoot, $pChild) ObjRelease($pNodeToDelete) EndFunc Func _RBInsertFixup(ByRef $pRoot, $pNode) Local $pParent = 0 Local $pGrandparent = 0 Local $pUncle = 0 While $pNode.Parent And $pNode.Parent.Color = $RB_RED $pParent = $pNode.Parent $pGrandparent = $pParent.Parent If $pParent = $pGrandparent.Left Then $pUncle = $pGrandparent.Right If $pUncle And $pUncle.Color = $RB_RED Then $pParent.Color = $RB_BLACK $pUncle.Color = $RB_BLACK $pGrandparent.Color = $RB_RED $pNode = $pGrandparent Else If $pNode = $pParent.Right Then $pNode = $pParent _RBLeftRotate($pRoot, $pNode) EndIf $pParent.Color = $RB_BLACK $pGrandparent.Color = $RB_RED _RBRightRotate($pRoot, $pGrandparent) EndIf Else $pUncle = $pGrandparent.Left If $pUncle And $pUncle.Color = $RB_RED Then $pParent.Color = $RB_BLACK $pUncle.Color = $RB_BLACK $pGrandparent.Color = $RB_RED $pNode = $pGrandparent Else If $pNode = $pParent.Left Then $pNode = $pParent _RBRightRotate($pRoot, $pNode) EndIf $pParent.Color = $RB_BLACK $pGrandparent.Color = $RB_RED _RBLeftRotate($pRoot, $pGrandparent) EndIf EndIf WEnd $pRoot.Color = $RB_BLACK EndFunc Func _RBDeleteFixup(ByRef $pRoot, $pNode) Local $pSibling While $pNode <> $pRoot And $pNode.Color = $RB_BLACK If $pNode = $pNode.Parent.Left Then $pSibling = $pNode.Parent.Right If $pSibling.Color = $RB_RED Then $pSibling.Color = $RB_BLACK $pNode.Parent.Color = $RB_RED _RBLeftRotate($pRoot, $pNode.Parent) $pSibling = $pNode.Parent.Right EndIf If $pSibling.Left.Color = $RB_BLACK And $pSibling.Right.Color = $RB_BLACK Then $pSibling.Color = $RB_RED $pNode = $pNode.Parent Else If $pSibling.Right.Color = $RB_BLACK Then $pSibling.Left.Color = $RB_BLACK $pSibling.Color = $RB_RED _RBRightRotate($pRoot, $pSibling) $pSibling = $pNode.Parent.Right EndIf $pSibling.Color = $pNode.Parent.Color $pNode.Parent.Color = $RB_BLACK $pSibling.Right.Color = $RB_BLACK _RBLeftRotate($pRoot, $pNode.Parent) $pNode = $pRoot EndIf Else $pSibling = $pNode.Parent.Left If $pSibling.Color = $RB_RED Then $pSibling.Color = $RB_BLACK $pNode.Parent.Color = $RB_RED _RBRightRotate($pRoot, $pNode.Parent) $pSibling = $pNode.Parent.Left EndIf If $pSibling.Right.Color = $RB_BLACK And $pSibling.Left.Color = $RB_BLACK Then $pSibling.Color = $RB_RED $pNode = $pNode.Parent Else If $pSibling.Left.Color = $RB_BLACK Then $pSibling.Right.Color = $RB_BLACK $pSibling.Color = $RB_RED _RBLeftRotate($pRoot, $pSibling) $pSibling = $pNode.Parent.Left EndIf $pSibling.Color = $pNode.Parent.Color $pNode.Parent.Color = $RB_BLACK $pSibling.Left.Color = $RB_BLACK _RBRightRotate($pRoot, $pNode.Parent) $pNode = $pRoot EndIf EndIf WEnd $pNode.Color = $RB_BLACK EndFunc Func _RBLeftRotate(ByRef $pRoot, $pNode) Local $pRightChild = $pNode.Right $pNode.Right = $pRightChild.Left If $pRightChild.Left Then $pRightChild.Left.Parent = $pNode $pRightChild.Parent = $pNode.Parent If Not $pNode.Parent Then $pRoot = $pRightChild ElseIf $pNode = $pNode.Parent.Left Then $pNode.Parent.Left = $pRightChild Else $pNode.Parent.Right = $pRightChild EndIf $pRightChild.Left = $pNode $pNode.Parent = $pRightChild EndFunc Func _RBRightRotate(ByRef $pRoot, $pNode) Local $pLeftChild = $pNode.Left $pNode.Left = $pLeftChild.Right If $pLeftChild.Right Then $pLeftChild.Right.Parent = $pNode $pLeftChild.Parent = $pNode.Parent If Not $pNode.Parent Then $pRoot = $pLeftChild ElseIf $pNode = $pNode.Parent.Right Then $pNode.Parent.Right = $pLeftChild Else $pNode.Parent.Left = $pLeftChild EndIf $pLeftChild.Right = $pNode $pNode.Parent = $pLeftChild EndFunc Func _RBTransplant(ByRef $pRoot, $pNode1, $pNode2) If Not $pNode1.Parent Then $pRoot = $pNode2 ElseIf $pNode1 = $pNode1.Parent.Left Then $pNode1.Parent.Left = $pNode2 Else $pNode1.Parent.Right = $pNode2 EndIf If $pNode2 Then $pNode2.Parent = $pNode1.Parent EndFunc Func _RBMinimum($pNode) While $pNode.Left $pNode = $pNode.Left WEnd Return $pNode EndFunc Func _RBSearch($pNode, $vData) While $pNode And $vData <> $pNode.Data If $vData < $pNode.Data Then $pNode = $pNode.Left Else $pNode = $pNode.Right EndIf WEnd Return $pNode EndFunc

Yes, there are more efficient ways of accomplishing this, but what fun would that be. There is a lot of work to still be done here, but this is a rough draft or more of a outline towards building and implementing a distributed computing framework in AutoIt. This is all highly untested, if you have any suggestions, feel free to give your feedback. Current Functionality: Data Serialization and Deserialization Serialization Functions: SerializeData($data): Serializes data into a string format based on its type (String, Array, Binary, etc.). DeserializeData($serializedData): Deserializes serialized data back into its original format. Task Management Functions: AddTask($id, $priority): Adds a task with specified ID and priority to the task list. RemoveTask($id): Removes a task with the specified ID from the task list. ScheduleTasks(): Sorts tasks by priority and assigns them to worker nodes based on priority. Task Priority Management Functions: SetTaskPriority($task, $priority): Sets the priority of a task to the specified value. IsTaskValid($task): Checks if a task is valid and has required properties. _TaskHasRequiredProperties($task): Checks if a task has the required properties. Configuration Management Functions: UpdateConfiguration($config): Updates application configuration settings based on provided configuration data. LoadConfiguration($configFile): Loads configuration settings from a file and validates them. SaveConfiguration($config, $configFile): Saves configuration settings to a file. Security Incident Handling and Analysis Security Incident Response Functions: LogResponse($incident, $level = "INFO"): Logs security incident responses with support for different logging levels, log rotation, email notifications, and SIEM integration. TakeActions($incident): Generates and executes action plans based on incident severity level. GenerateActionPlan($incident): Generates an action plan based on incident severity level. ExecuteActionPlan($actionPlan): Executes the generated action plan. Security Incident Analysis Functions: AnalyzeIncident($incident): Analyzes security incidents and assigns severity levels based on predefined patterns. Configuration File Handling Functions: CheckConfigFile(): Checks if the configuration file has been modified and reloads the configuration if necessary. ReloadConfig(): Reloads the updated configuration from the file. ResetConfigSettings(): Resets previous configuration settings. ProcessConfigLine($line): Processes each line of the configuration file and updates application settings accordingly. Resource Management Based on CPU Utilization Resource Scaling Functions: CheckCPUUtilizationLoop(): Continuously monitors CPU utilization and scales resources up or down accordingly. GetCPUUtilization(): Retrieves CPU utilization information. ScaleUp(): Scales up resources (e.g., launches new worker nodes) if CPU utilization is high. ScaleDown(): Scales down resources (e.g., terminates excess worker nodes) if CPU utilization is low. Conclusion: The script aims to provide a comprehensive solution for data management, task scheduling, configuration management, security incident handling, and resource optimization in a system. It offers functionalities ranging from basic data serialization to advanced security incident analysis and resource scaling based on real-time CPU utilization. The script ensures efficient system operation, effective response to security incidents, and optimal resource utilization to maintain system performance and security. #include <Array.au3> #include <FileConstants.au3> #include <MsgBoxConstants.au3> #include <String.au3> #include <File.au3> #include <Http.au3> #include <Process.au3> #include <Timers.au3> #include <WinAPI.au3> Global $barrierSemaphore = _Semaphore_Create(0, 1) ; Initialize semaphore with initial count 0 and maximum count 1 Global Const $SEM_INITIAL_COUNT = 0 Global Const $SEM_MAX_COUNT = 1 Global Const $CONFIG_FILE_PATH = "config.ini" Global Const $CHECK_INTERVAL = 1000 ; Check every 1 second Global Const $CPU_THRESHOLD_HIGH = 80 ; High CPU utilization threshold (%) Global Const $CPU_THRESHOLD_LOW = 20 ; Low CPU utilization threshold (%) Global Const $MAX_WORKER_NODES = 10 ; Maximum number of worker nodes Global Const $MIN_WORKER_NODES = 1 ; Minimum number of worker nodes Global Const $TASK_PRIORITY_LOW = 1 Global Const $TASK_PRIORITY_MEDIUM = 2 Global Const $TASK_PRIORITY_HIGH = 3 Global Enum $TASK_STATUS_WAITING = 1, $TASK_STATUS_RUNNING, $TASK_STATUS_COMPLETED Global Enum $ROLE_ADMIN, $ROLE_USER ; Define configuration profiles for different roles Global $adminProfile[3] = ["MaxConnections", "MaxThreads", "LogLevel"] Global $userProfile[2] = ["MaxConnections", "LogLevel"] ; Default configuration values Global $defaultConfigValues[3] = [10, 5, "INFO"] ; Current configuration values Global $currentConfigValues[3] = $defaultConfigValues Global $tasks[0][3] ; Task structure: [Task ID, Priority, Status] ; Main loop to continuously check for changes in the configuration file Func CheckConfigLoop() While True CheckConfigFile() Sleep($CHECK_INTERVAL) WEnd ; Main loop to continuosly check CPU Utilization Func CheckCPUUtilizationLoop() While True $cpuUtilization = GetCPUUtilization() If $cpuUtilization > $CPU_THRESHOLD_HIGH Then ScaleUp() ElseIf $cpuUtilization < $CPU_THRESHOLD_LOW Then ScaleDown() EndIf Sleep(5000) ; Wait for 5 seconds before checking again WEnd EndFunc ; Function to allocate resources to a node Func AllocateResources($node, $resources) ; Check if the node is valid If Not IsValidNode($node) Then ConsoleWrite("Error: Invalid node specified for resource allocation." & @CRLF) Return False EndIf ; Check if the specified resources are available If Not AreResourcesAvailable($resources) Then ConsoleWrite("Error: Insufficient resources available for allocation." & @CRLF) Return False EndIf ; Update the node's resource allocation status For $i = 0 To UBound($resources) - 1 $node[$resources[$i]] = True Next ConsoleWrite("Resources allocated successfully to node " & $node["ID"] & "." & @CRLF) Return True EndFunc ; Function to check if a node is valid Func IsValidNode($node) ; Check if the node is not empty If Not IsArray($node) Or UBound($node) = 0 Then ConsoleWrite("Error: Invalid node specified. Node is empty or not recognized." & @CRLF) Return False EndIf ; Check if the node has required properties If Not _NodeHasRequiredProperties($node) Then ConsoleWrite("Error: Invalid node specified. Node does not have required properties." & @CRLF) Return False EndIf ; Check if the node ID is unique If Not _IsNodeIDUnique($node["ID"]) Then ConsoleWrite("Error: Invalid node specified. Node ID is not unique." & @CRLF) Return False EndIf ; Add more validation logic as needed Return True EndFunc ; Function to check if the node has required properties Func _NodeHasRequiredProperties($node) ; Define an array of required properties Local $requiredProperties[2] = ["ID", "IPAddress"] ; Iterate through the array of required properties For $property In $requiredProperties ; Check if the node has the current required property If Not _ArraySearch($node, $property, 0, 0, 0, 0, 1) >= 0 Then ConsoleWrite("Error: Invalid node specified. Node is missing the '" & $property & "' property." & @CRLF) Return False EndIf Next ; All required properties are present Return True EndFunc ; Function to check if specified resources are available Func AreResourcesAvailable($resources) ; Define an array of available resources and their capacities Local $availableResources[3] = ["CPU" => 100, "Memory" => 2048, "DiskSpace" => 500] ; Iterate through the specified resources For $resource In $resources ; Check if the specified resource exists in the list of available resources If Not _ArraySearch($availableResources, $resource, 0, 0, 0, 0, 1) >= 0 Then ConsoleWrite("Error: Resource '" & $resource & "' is not recognized." & @CRLF) Return False EndIf ; Check if the available capacity of the resource is sufficient If $resources[$resource] > $availableResources[$resource] Then ConsoleWrite("Error: Insufficient capacity for resource '" & $resource & "'." & @CRLF) Return False EndIf Next ; All specified resources are available Return True EndFunc ; Function to deallocate resources from a node Func DeallocateResources($node, $resources) ; Validate the node If Not IsValidNode($node) Then ConsoleWrite("Error: Invalid node specified for resource deallocation." & @CRLF) Return False EndIf ; Validate the specified resources If Not AreResourcesValid($resources) Then ConsoleWrite("Error: Invalid resources specified for deallocation." & @CRLF) Return False EndIf ; Perform deallocation of resources For $resource In $resources If Not DeallocateResource($node, $resource) Then ConsoleWrite("Error: Failed to deallocate resource '" & $resource & "' from the node." & @CRLF) Return False EndIf Next ; Deallocation successful Return True EndFunc ; Function to validate the specified resources for deallocation Func AreResourcesValid($resources) ; Define an array of valid resource types Local $validResourceTypes[3] = ["CPU", "Memory", "DiskSpace"] ; Iterate through the specified resources For $resource In $resources ; Check if the specified resource type is valid If Not _ArraySearch($validResourceTypes, $resource, 0, 0, 0, 0, 1) >= 0 Then ConsoleWrite("Error: Invalid resource type '" & $resource & "' specified for deallocation." & @CRLF) Return False EndIf ; Additional validation logic can be added here as needed Next ; All specified resources are valid Return True EndFunc ; Function to deallocate a specific resource from a node Func DeallocateResource($node, $resource) ; Validate the node If Not IsValidNode($node) Then ConsoleWrite("Error: Invalid node specified for resource deallocation." & @CRLF) Return False EndIf ; Validate the resource If Not IsResourceValid($resource) Then ConsoleWrite("Error: Invalid resource specified for deallocation." & @CRLF) Return False EndIf ; Perform deallocation of the resource from the node If Not _RemoveResourceFromNode($node, $resource) Then ConsoleWrite("Error: Failed to deallocate resource '" & $resource & "' from the node." & @CRLF) Return False EndIf ; Deallocation successful Return True EndFunc ; Function to remove a resource from a node's allocation Func _RemoveResourceFromNode($node, $resource) ; Validate the node If Not IsValidNode($node) Then ConsoleWrite("Error: Invalid node specified for removing resource." & @CRLF) Return False EndIf ; Validate the resource If Not IsResourceValid($resource) Then ConsoleWrite("Error: Invalid resource specified for removal." & @CRLF) Return False EndIf ; Check if the resource is currently allocated to the node If Not IsResourceAllocated($node, $resource) Then ConsoleWrite("Error: Resource '" & $resource & "' is not allocated to the specified node." & @CRLF) Return False EndIf ; Remove the resource from the node's allocation If Not _UpdateNodeResourceAllocation($node, $resource, False) Then ConsoleWrite("Error: Failed to update node's resource allocation status." & @CRLF) Return False EndIf ; Resource removal successful Return True EndFunc ; Function to check if a resource is currently allocated to a node Func IsResourceAllocated($node, $resource) ; Validate the node If Not IsValidNode($node) Then ConsoleWrite("Error: Invalid node specified for checking resource allocation." & @CRLF) Return False EndIf ; Validate the resource If Not IsResourceValid($resource) Then ConsoleWrite("Error: Invalid resource specified for checking allocation." & @CRLF) Return False EndIf ; Check if the resource is in the node's list of allocated resources For $i = 0 To UBound($node["AllocatedResources"]) - 1 If $node["AllocatedResources"][$i] = $resource Then Return True EndIf Next ; If resource is not found in the allocated resources list, it's not allocated to the node Return False EndFunc ; Function to update node's resource allocation status Func _UpdateNodeResourceAllocation($node, $resource, $allocated) ; Validate the node If Not IsValidNode($node) Then ConsoleWrite("Error: Invalid node specified for updating resource allocation." & @CRLF) Return False EndIf ; Validate the resource If Not IsResourceValid($resource) Then ConsoleWrite("Error: Invalid resource specified for updating allocation." & @CRLF) Return False EndIf ; Update node's resource allocation status based on the allocated parameter If $allocated Then ; Allocate the resource if not already allocated If Not IsResourceAllocated($node, $resource) Then $node["AllocatedResources"] &= $resource EndIf Else ; Deallocate the resource if allocated If IsResourceAllocated($node, $resource) Then _RemoveResourceFromNode($node, $resource) EndIf EndIf ; Log the resource allocation status update If $allocated Then ConsoleWrite("Resource '" & $resource & "' allocated to node." & @CRLF) Else ConsoleWrite("Resource '" & $resource & "' deallocated from node." & @CRLF) EndIf ; For demonstration purposes, assume resource allocation status is updated successfully Return True EndFunc ; Function to monitor resource usage across nodes Func MonitorResourceUsage() ; Define an array to store aggregated resource usage data Local $resourceUsageData[0] ; Loop through each node to query resource usage metrics For $i = 0 To UBound($Nodes) - 1 Local $node = $Nodes[$i] ; Validate the node If Not IsValidNode($node) Then ConsoleWrite("Error: Invalid node encountered while monitoring resource usage." & @CRLF) ContinueLoop EndIf ; Query resource usage metrics for the node (replace with actual logic) Local $usageMetrics = _QueryResourceUsageMetrics($node) ; If resource usage metrics are obtained successfully, add them to the aggregated data If IsArray($usageMetrics) Then $resourceUsageData &= $usageMetrics Else ConsoleWrite("Error: Failed to query resource usage metrics for node '" & $node["ID"] & "'." & @CRLF) EndIf Next ; Analyze the aggregated resource usage data (replace with actual analysis logic) _AnalyzeResourceUsage($resourceUsageData) ; For demonstration purposes, assume resource usage monitoring is completed successfully Return True EndFunc ; Function to acquire a lock on a resource Func LockResource($resource) ; Validate the resource If Not IsResourceValid($resource) Then ConsoleWrite("Error: Invalid resource specified for locking." & @CRLF) Return False EndIf ; Implement logic to acquire a lock on the resource ; For demonstration purposes, assume the lock is acquired successfully ; You should replace this with your actual locking mechanism ; Example: Check if the resource is already locked If $resource["Locked"] Then ConsoleWrite("Warning: Resource '" & $resource["Name"] & "' is already locked." & @CRLF) Return False EndIf ; Set the lock status of the resource to true $resource["Locked"] = True ConsoleWrite("Resource '" & $resource["Name"] & "' locked successfully." & @CRLF) Return True EndFunc ; Function to release a lock on a resource Func UnlockResource($resource) ; Validate the resource If Not IsResourceValid($resource) Then ConsoleWrite("Error: Invalid resource specified for unlocking." & @CRLF) Return False EndIf ; Implement logic to release the lock on the resource ; For demonstration purposes, assume the lock is released successfully ; You should replace this with your actual unlocking mechanism ; Example: Check if the resource is locked If Not $resource["Locked"] Then ConsoleWrite("Warning: Resource '" & $resource["Name"] & "' is not locked." & @CRLF) Return False EndIf ; Set the lock status of the resource to false $resource["Locked"] = False ConsoleWrite("Resource '" & $resource["Name"] & "' unlocked successfully." & @CRLF) Return True EndFunc ; Function to synchronize nodes at a barrier point Func BarrierSync($numNodes) ; Validate the number of nodes If $numNodes <= 0 Then ConsoleWrite("Error: Invalid number of nodes specified for barrier synchronization." & @CRLF) Return False EndIf ; Synchronize nodes at the barrier point For $i = 1 To $numNodes _Semaphore_Wait($barrierSemaphore) ; Decrement semaphore count Next ; Release the semaphore to allow other threads to proceed For $i = 1 To $numNodes _Semaphore_Signal($barrierSemaphore) ; Increment semaphore count Next ConsoleWrite("Barrier synchronization point reached. All " & $numNodes & " nodes synchronized." & @CRLF) Return True EndFunc Func _Semaphore_Create($initialCount = $SEM_INITIAL_COUNT, $maxCount = $SEM_MAX_COUNT) Local $hMutex = _WinAPI_CreateMutex() If @error Then ConsoleWrite("Error creating mutex: " & @error & @CRLF) Return 0 EndIf Local $aSemaphore[2] = [$hMutex, $initialCount] Return $aSemaphore EndFunc ; Function to decrement the semaphore count and wait until it becomes greater than zero Func _Semaphore_Wait($hSemaphore) Local $dwMilliseconds = _WinAPI_Infinite ; Wait for the semaphore with an infinite timeout Local $result = _WinAPI_WaitForSingleObject($hSemaphore, $dwMilliseconds) ; Check if the wait operation was successful If $result = 0 Then Return True ; Semaphore was successfully acquired ElseIf $result = 0x00000102 Then Return False ; Semaphore was abandoned Else ConsoleWrite("Error: Semaphore wait failed with error code " & @error & "." & @CRLF) Return False ; Semaphore wait failed EndIf EndFunc ; Function to increment the semaphore count Func _Semaphore_Signal($hSemaphore) ; Release the semaphore Local $lPrevCount Local $bResult = _WinAPI_ReleaseSemaphore($hSemaphore, 1, $lPrevCount) ; Check if the semaphore was released successfully If $bResult Then Return True ; Semaphore was successfully signaled Else ConsoleWrite("Error: Semaphore signal failed." & @CRLF) Return False ; Semaphore signal failed EndIf EndFunc ; Function to serialize data Func SerializeData($data) Local $serializedData = "" ; Check the type of data and serialize accordingly Switch VarGetType($data) Case "String" ; Serialize string data $serializedData = $data & @CRLF ; Add a delimiter for string data Case "Array" ; Serialize array data For $i = 0 To UBound($data) - 1 $serializedData &= SerializeData($data[$i]) & @CRLF ; Recursive call for each array element Next Case "Binary" ; Serialize binary data $serializedData = BinaryToString($data) & @CRLF ; Convert binary to string and add a delimiter ; Add cases for other data types as needed Case Else ; Unsupported data type ConsoleWrite("Error: Unsupported data type for serialization." & @CRLF) Return "" EndSwitch Return $serializedData EndFunc ; Function to deserialize data Func DeserializeData($serializedData) Local $deserializedData = "" Local $lines = StringSplit($serializedData, @CRLF, 3) ; Split serialized data into lines ; Check if serialized data is empty If UBound($lines) = 0 Then ConsoleWrite("Error: Serialized data is empty." & @CRLF) Return "" EndIf ; Iterate through each line and deserialize accordingly For $i = 0 To UBound($lines) - 1 Local $line = $lines[$i] ; Check if the line is not empty If StringLen($line) > 0 Then ; Check the type of data and deserialize accordingly Switch VarGetType($deserializedData) Case "String" ; Deserialize string data $deserializedData &= $line Case "Array" ; Deserialize array data Local $deserializedElement = DeserializeData($line) ; Recursive call for each element If $deserializedElement <> "" Then _ArrayAdd($deserializedData, $deserializedElement) EndIf Case "Binary" ; Deserialize binary data $deserializedData &= StringToBinary($line) ; Add cases for other data types as needed Case Else ; Unsupported data type ConsoleWrite("Error: Unsupported data type for deserialization." & @CRLF) Return "" EndSwitch EndIf Next Return $deserializedData EndFunc ; Function to add a task Func AddTask($id, $priority) Global $tasks[UBound($tasks) + 1][3] $tasks[UBound($tasks) - 1][0] = $id $tasks[UBound($tasks) - 1][1] = $priority $tasks[UBound($tasks) - 1][2] = $TASK_STATUS_WAITING EndFunc ; Function to remove a task Func RemoveTask($id) For $i = 0 To UBound($tasks) - 1 If $tasks[$i][0] = $id Then _ArrayDelete($tasks, $i) ExitLoop EndIf Next EndFunc ; Function to schedule tasks based on priority Func ScheduleTasks() ; Sort tasks by priority (higher priority first) _ArraySort($tasks, 0, 1, 0, $TASK_PRIORITY_HIGH) ; Assign tasks to worker nodes based on priority For $i = 0 To UBound($tasks) - 1 If $tasks[$i][2] = $TASK_STATUS_WAITING Then ; Assign task to a worker node AssignTaskToNode($tasks[$i][0]) $tasks[$i][2] = $TASK_STATUS_RUNNING EndIf Next EndFunc ; Function to simulate assigning task to a worker node Func AssignTaskToNode($taskId) ConsoleWrite("Task " & $taskId & " assigned to a worker node." & @CRLF) ; Implement actual assignment logic here EndFunc Func SetTaskPriority($task, $priority) ; Validate task and priority If Not IsTaskValid($task) Then ConsoleWrite("Error: Invalid task specified." & @CRLF) Return False EndIf If Not IsPriorityValid($priority) Then ConsoleWrite("Error: Invalid priority specified." & @CRLF) Return False EndIf ; Set task priority $task["Priority"] = $priority ConsoleWrite("Task priority set successfully." & @CRLF) Return True EndFunc ; Function to check if a task is valid Func IsTaskValid($task) ; Check if the task is not empty If Not IsArray($task) Or UBound($task) = 0 Then ConsoleWrite("Error: Invalid task specified. Task is empty or not recognized." & @CRLF) Return False EndIf ; Check if the task has required properties If Not _TaskHasRequiredProperties($task) Then ConsoleWrite("Error: Invalid task specified. Task does not have required properties." & @CRLF) Return False EndIf ; Add more validation logic as needed Return True EndFunc ; Function to check if the task has required properties Func _TaskHasRequiredProperties($task) ; Implement logic to check if the task has required properties ; For demonstration purposes, assume tasks must have a "Name" property If Not IsArray($task) Or Not _ArraySearch($task, "Name", 0, 0, 0, 0, 1) >= 0 Then Return False EndIf Return True EndFunc ; Function to check if a priority is valid Func IsPriorityValid($priority) ; Check if the priority is a numeric value If Not IsNumber($priority) Then ConsoleWrite("Error: Invalid priority specified. Priority must be a numeric value." & @CRLF) Return False EndIf ; Check if the priority is within a valid range If $priority < 0 Or $priority > 10 Then ConsoleWrite("Error: Invalid priority specified. Priority must be between 0 and 10." & @CRLF) Return False EndIf ; Check if the priority is an integer If Floor($priority) <> $priority Then ConsoleWrite("Error: Invalid priority specified. Priority must be an integer." & @CRLF) Return False EndIf ; Add more validation logic as needed Return True EndFunc ; Function to get the task with the highest priority Func GetHighestPriorityTask($tasks) ; Initialize variables to store the highest priority and the corresponding task Local $highestPriority = -1 Local $highestPriorityTask = "" ; Iterate through the tasks For $task In $tasks ; Validate the task If Not IsTaskValid($task) Then ContinueLoop ; Retrieve the priority of the current task Local $priority = $task["Priority"] ; Check if the priority is higher than the current highest priority If $priority > $highestPriority Then ; Update the highest priority and corresponding task $highestPriority = $priority $highestPriorityTask = $task EndIf Next ; Return the task with the highest priority Return $highestPriorityTask EndFunc Func UpdateConfiguration($config) ; Validate the configuration data If Not IsArray($config) Or UBound($config) = 0 Then ConsoleWrite("Error: Invalid configuration data." & @CRLF) Return False EndIf ; Validate individual configuration settings If Not _IsValidConfiguration($config) Then ConsoleWrite("Error: Invalid configuration settings." & @CRLF) Return False EndIf ; Write the configuration data to the configuration file Local $configFile = @ScriptDir & "\config.ini" Local $fileHandle = FileOpen($configFile, 2) If $fileHandle = -1 Then ConsoleWrite("Error: Unable to open configuration file for writing." & @CRLF) Return False EndIf FileWrite($fileHandle, IniWriteSection($configFile, "Settings", $config)) FileClose($fileHandle) ; Log successful configuration update ConsoleWrite("Configuration settings updated successfully." & @CRLF) Return True EndFunc ; Function to validate configuration settings Func _IsValidConfiguration($config) ; Check if the configuration array is empty If UBound($config) = 0 Then Return False EndIf ; Check for required settings If Not _HasRequiredSettings($config) Then Return False EndIf ; Check data types and ranges for specific settings If Not _ValidateSettingDataType($config["Setting1"], "integer", 0, 100) Then Return False EndIf If Not _ValidateSettingDataType($config["Setting2"], "string") Then Return False EndIf ; Add more validation checks for other settings as needed ; If all checks pass, return true Return True EndFunc ; Function to check if the configuration array has required settings Func _HasRequiredSettings($config) ; Implement logic to check for required settings If Not IsArray($config) Or Not $config["Setting1"] Or Not $config["Setting2"] Then Return False EndIf Return True EndFunc ; Function to validate data type and range for a specific setting Func _ValidateSettingDataType($value, $type, $min = "", $max = "") ; Implement logic to validate data type and range Switch $type Case "integer" If Not IsInt($value) Then Return False EndIf If $min <> "" And $value < $min Then Return False EndIf If $max <> "" And $value > $max Then Return False EndIf Case "string" If Not IsString($value) Then Return False EndIf ; Add cases for other data types if needed EndSwitch Return True EndFunc ; Function to load configuration settings from a file Func LoadConfiguration($configFile) Local $config = IniReadSection($configFile, "Settings") If @error Then ConsoleWrite("Error: Unable to load configuration settings from file." & @CRLF) Return False EndIf ; Validate the loaded configuration If Not _IsValidConfiguration($config) Then ConsoleWrite("Error: Loaded configuration settings are invalid." & @CRLF) Return False EndIf ; Configuration settings are valid, return the loaded configuration Return $config EndFunc ; Function to save configuration settings to a file Func SaveConfiguration($config, $configFile) ; Validate the configuration If Not IsArray($config) Then ConsoleWrite("Error: Invalid configuration settings." & @CRLF) Return False EndIf ; Write configuration settings to the specified INI file section For $i = 1 To $config[0][0] IniWrite($configFile, "Settings", $config[$i][0], $config[$i][1]) Next ; Check for errors during writing If @error Then ConsoleWrite("Error: Unable to save configuration settings to file." & @CRLF) Return False EndIf ; Configuration settings saved successfully Return True EndFunc ; Function to log security incident response with support for different logging levels Func LogResponse($incident, $level = "INFO") Local $logFile = @ScriptDir & "\security_log.txt" Local $timestamp = _FormatTimestamp(@YEAR, @MON, @MDAY, @HOUR, @MIN, $SEC) Local $response = _FormatLogMessage($incident, $level, $timestamp) Local $fileHandle = FileOpen($logFile, 1) If $fileHandle = -1 Then ConsoleWrite("Error: Unable to open log file for writing." & @CRLF) Return False EndIf ; Check if the log level is allowed based on configured settings If Not _IsLogLevelAllowed($level) Then FileClose($fileHandle) Return False EndIf FileWriteLine($fileHandle, $response) FileClose($fileHandle) ; Implement log rotation if log file size exceeds a certain threshold _PerformLogRotation($logFile) ; Implement email notifications for critical incidents If $level = "CRITICAL" Then _SendEmailNotification($incident) EndIf ; Integrate with SIEM tools for centralized logging and analysis _SendToSIEM($response) Return True EndFunc ; Function to check if the log level is allowed based on configured settings Func _IsLogLevelAllowed($level) ; List of allowed log levels configured by the user Local $allowedLevels[5] = ["INFO", "WARNING", "ERROR", "DEBUG", "CRITICAL"] ; Check if the specified log level is in the list of allowed levels If _ArraySearch($allowedLevels, $level) <> -1 Then Return True Else Return False EndIf EndFunc ; Function to perform log rotation if log file size exceeds a certain threshold Func _PerformLogRotation($logFile) ; Maximum size threshold for log file in bytes (e.g., 10 MB) Local Const $maxFileSize = 10 * 1024 * 1024 ; 10 MB ; Check if the log file exists If Not FileExists($logFile) Then Return False ; Get the size of the log file Local $fileSize = FileGetSize($logFile) ; Check if the log file size exceeds the maximum threshold If $fileSize > $maxFileSize Then ; Generate a timestamp to append to the rotated log file name Local $timestamp = _FormatTimestamp(@YEAR, @MON, @MDAY, @HOUR, @MIN, @SEC) Local $rotatedLogFile = StringReplace($logFile, ".txt", "_" & $timestamp & ".txt") ; Rename the current log file to the rotated log file If FileMove($logFile, $rotatedLogFile, 1) Then ; Create a new empty log file FileOpen($logFile, 2) FileClose($logFile) Return True Else ConsoleWrite("Error: Failed to rotate log file." & @CRLF) Return False EndIf EndIf Return False ; Log rotation not required EndFunc ; Function to send email notifications for critical incidents Func _SendEmailNotification($incident) ; Email configuration Local $recipient = "admin@example.com" ; Recipient email address Local $subject = "Critical Incident Alert" ; Email subject Local $message = "A critical incident has occurred: " & $incident ; Email message ; Send email using the built-in AutoIt function 'InetMail' Local $result = InetMail($recipient, $subject, $message) ; Check if the email was sent successfully If $result = 1 Then ConsoleWrite("Email notification sent successfully." & @CRLF) Return True Else ConsoleWrite("Error: Failed to send email notification." & @CRLF) Return False EndIf EndFunc ; Function to send log data to SIEM tools Func _SendToSIEM($data) ; SIEM server configuration Local $siemServer = "siem.example.com" ; SIEM server address Local $siemPort = 514 ; SIEM server port (typically 514 for syslog) ; Open a UDP socket to connect to the SIEM server Local $socket = UDPStartup() If $socket = 0 Then ConsoleWrite("Error: Failed to initialize UDP socket." & @CRLF) Return False EndIf ; Convert log data to syslog format Local $syslogData = "<14>" & @MON & " " & @MDAY & " " & @HOUR & ":" & @MIN & ":" & @SEC & " " & @ComputerName & " AutoIt: " & $data ; Send syslog data to the SIEM server Local $result = UDPSend($socket, $siemServer, $siemPort, $syslogData) If $result = -1 Then ConsoleWrite("Error: Failed to send log data to SIEM server." & @CRLF) UDPShutdown($socket) Return False EndIf ; Close the UDP socket UDPShutdown($socket) ConsoleWrite("Log data sent to SIEM server successfully." & @CRLF) Return True EndFunc ; Function to format the timestamp Func _FormatTimestamp($year, $month, $day, $hour, $minute, $second) ; Customize timestamp format as needed Return StringFormat("%04d-%02d-%02d %02d:%02d:%02d", $year, $month, $day, $hour, $minute, $second) EndFunc ; Function to format the log message Func _FormatLogMessage($incident, $level, $timestamp) ; Customize log message format as needed Return StringFormat("[%s] [%s] %s: %s%s", $timestamp, $level, @ScriptName, $incident, @CRLF) EndFunc ; Function to take actions based on security incidents Func TakeActions($incident) ; Generate action plan based on incident severity level Local $actionPlan = GenerateActionPlan($incident) ; Implement actions based on the generated action plan If ExecuteActionPlan($actionPlan) Then ConsoleWrite("Actions executed successfully." & @CRLF) Return True Else ConsoleWrite("Failed to execute actions." & @CRLF) Return False EndIf EndFunc ; Function to generate action plan based on incident severity level Func GenerateActionPlan($incident) ; Implement logic to generate action plan based on incident severity level Switch $incident Case "CRITICAL" Return "Immediate action required: isolate affected systems, contain the attack, and notify security team." Case "WARNING" Return "Investigate suspicious activity, gather evidence, and escalate if necessary." Case Else Return "No immediate action required. Monitor for any further developments." EndSwitch EndFunc ; Function to execute action plan Func ExecuteActionPlan($actionPlan) ; Implement logic to execute action plan ConsoleWrite("Executing action plan:" & @CRLF) ConsoleWrite($actionPlan & @CRLF) ; For demonstration purposes, assume all actions are executed successfully ConsoleWrite("Action plan executed successfully." & @CRLF) Return True EndFunc ; Function to analyze security incidents Func AnalyzeIncident($incident) ; Implement more sophisticated analysis techniques ; For demonstration purposes, let's use pattern matching for detecting critical incidents If StringRegExp($incident, "(\battack\b|\bintrusion\b|\bmalware\b|\bexploit\b)", 0) Then Return "CRITICAL" ElseIf StringRegExp($incident, "(\bsuspicious\b|\banomaly\b)", 0) Then Return "WARNING" Else Return "INFO" EndIf EndFunc ; Function to check if the configuration file has been modified Func CheckConfigFile() Local Static $lastModifiedTime = FileGetTime($CONFIG_FILE_PATH, $FT_MODIFIED) Local $currentModifiedTime = FileGetTime($CONFIG_FILE_PATH, $FT_MODIFIED) If $currentModifiedTime <> $lastModifiedTime Then ReloadConfig() $lastModifiedTime = $currentModifiedTime EndIf EndFunc ; Function to reload the updated configuration Func ReloadConfig() ConsoleWrite("Reloading configuration..." & @CRLF) ; Read the updated configuration from the file Local $configFile = FileOpen($CONFIG_FILE_PATH, $FO_READ) If $configFile = -1 Then ConsoleWrite("Error: Unable to open configuration file." & @CRLF) Return EndIf ; Reset previous configuration settings ; Replace this section with your own code to reset previous configuration settings ResetConfigSettings() ; Read new configuration settings and update application While Not FileEOF($configFile) Local $line = FileReadLine($configFile) ; Process each line of the configuration file ; Example: Parse and apply settings from each line ProcessConfigLine($line) WEnd ; Close the configuration file FileClose($configFile) ConsoleWrite("Configuration reloaded successfully." & @CRLF) EndFunc ; Function to reset previous configuration settings Func ResetConfigSettings() ; Define default configuration values Local $defaultSetting1 = "default_value1" Local $defaultSetting2 = 100 Local $defaultSetting3 = True ; Reset configuration settings Global $setting1 = $defaultSetting1 Global $setting2 = $defaultSetting2 Global $setting3 = $defaultSetting3 ; Optionally, you can add error handling or validation here ConsoleWrite("Resetting previous configuration settings..." & @CRLF) ; Optionally, you can return a success/failure status Return True ; Assuming reset is successful EndFunc ; Function to process each line of the configuration file Func ProcessConfigLine($line) ; Implement your logic to parse and apply settings from each line ConsoleWrite("Processing config line: " & $line & @CRLF) ; Example: Split the line and update application settings accordingly Local $splitLine = StringSplit($line, "=") If $splitLine[0] = "Setting1" Then ; Update Setting1 with $splitLine[1] ConsoleWrite("Setting1 updated to: " & $splitLine[1] & @CRLF) ElseIf $splitLine[0] = "Setting2" Then ; Update Setting2 with $splitLine[1] ConsoleWrite("Setting2 updated to: " & $splitLine[1] & @CRLF) EndIf ; Add more conditions as needed for each setting EndFunc Func CheckCPUUtilizationLoop() While True $cpuUtilization = GetCPUUtilization() If $cpuUtilization > $CPU_THRESHOLD_HIGH Then ScaleUp() ElseIf $cpuUtilization < $CPU_THRESHOLD_LOW Then ScaleDown() EndIf Sleep(5000) ; Wait for 5 seconds before checking again WEnd EndFunc Func GetCPUUtilization() Local $cpuInfo = _ProcessGetStatistics() Local $cpuUsage = 0 For $i = 1 To UBound($cpuInfo) - 1 $cpuUsage += $cpuInfo[$i][1] Next Return $cpuUsage EndFunc Func ScaleUp() If $numWorkerNodes < $MAX_WORKER_NODES Then ; Add logic to scale up (e.g., launch new worker nodes) $numWorkerNodes += 1 ConsoleWrite("Scaled up: " & $numWorkerNodes & " worker nodes" & @CRLF) EndIf EndFunc Func ScaleDown() If $numWorkerNodes > $MIN_WORKER_NODES Then ; Add logic to scale down (e.g., terminate excess worker nodes) $numWorkerNodes -= 1 ConsoleWrite("Scaled down: " & $numWorkerNodes & " worker nodes" & @CRLF) EndIf EndFunc

My apologies SmOke_N, I was a little confused as to where to post because the scripts were all incomplete and error prone. So, I was more looking for guidance and asking questions regarding what I was working on. Thank you for your understanding, and clarification.

Our bodies start dying the day that we are born. We get our energy from dead plants and animals only to prolong the inevitable. We go to the gym, only to realize gravity is playing a cruel joke on us. Money, a mere convenience coupon to support all of those fruitless ventures. The lessons that we learn here, and the memories that we have made, shall be the only true currency. Technologies have always been silly to those whom know we only travel in souls, but it passes the time. I understand, and I thank you for taking a little bit of your time to respond.

I could not agree more "I'd search the forum for you to copy'n'paste the code you'd like to have." - Perhaps I will take a look around the hallways to see what I can dig up "In the grand theater of life, time waits for no one, yet it remains our most precious possession. Embrace its fleeting nature, for within its passage lies the essence of our existence." #include <Array.au3> #include <MsgBoxConstants.au3> #include <WinHttp.au3> Func GetTopStories($limit = 10) Local $url = "https://hacker-news.firebaseio.com/v0/topstories.json" Local $oHTTP = _WinHttpOpen() Local $oConnect = _WinHttpConnect($oHTTP, $url) Local $oRequest = _WinHttpSimpleSendRequest($oConnect) Local $sRead = _WinHttpSimpleReadData($oRequest) Local $top_story_ids = StringSplit(StringTrimRight($sRead, 1), ",") If UBound($top_story_ids) < $limit Then $limit = UBound($top_story_ids) Local $top_stories[$limit][4] For $i = 0 To $limit - 1 Local $story_url = "https://hacker-news.firebaseio.com/v0/item/" & $top_story_ids[$i] & ".json" Local $story_response = _WinHttpSimpleRequest($story_url) Local $story_data = Json_decode($story_response, 1) $top_stories[$i][0] = $story_data["title"] $top_stories[$i][1] = $story_data["url"] $top_stories[$i][2] = $story_data["score"] $top_stories[$i][3] = $story_data["by"] Next Return $top_stories EndFunc Func Main() Local $limit = 10 If $CmdLine[0] > 0 Then If $CmdLine[1] = "-n" Or $CmdLine[1] = "--limit" Then $limit = $CmdLine[2] EndIf EndIf Local $top_stories = GetTopStories($limit) For $i = 0 To UBound($top_stories) - 1 ConsoleWrite($i + 1 & ". Title: " & $top_stories[$i][0] & @CRLF) ConsoleWrite(" URL: " & $top_stories[$i][1] & @CRLF) ConsoleWrite(" Score: " & $top_stories[$i][2] & " by " & $top_stories[$i][3] & @CRLF & @CRLF) Next EndFunc Main()

_ProcessGetStatistics() #include <Constants.au3> #include <Array.au3> #include <ProcessConstants.au3> Func _ProcessGetStatistics() Local $aProcesses = ProcessList() Local $aStatistics[$aProcesses[0] + 1][2] For $i = 1 To $aProcesses[0] $aStatistics[$i][0] = $aProcesses[$i] $aStatistics[$i][1] = _GetProcessCpuUsage($aProcesses[$i]) Next _ArraySort($aStatistics, 1, 1, 0, $SORT_DESCENDING) Return $aStatistics EndFunc Func _GetProcessCpuUsage($iPID) Local $iUsage = 0 Local $aiCPULoad = _WinAPI_GetProcessTimes($iPID) If @error Then Return $iUsage Local $iKernelTime = $aiCPULoad[2] Local $iUserTime = $aiCPULoad[3] Local $iKernelTimePrev = $aiCPULoad[0] Local $iUserTimePrev = $aiCPULoad[1] Sleep(1000) $aiCPULoad = _WinAPI_GetProcessTimes($iPID) If @error Then Return $iUsage $iKernelTime = $aiCPULoad[2] - $iKernelTime $iUserTime = $aiCPULoad[3] - $iUserTime $iKernelTimePrev = $aiCPULoad[0] - $iKernelTimePrev $iUserTimePrev = $aiCPULoad[1] - $iUserTimePrev If $iKernelTime + $iUserTime > 0 Then $iUsage = Round((($iKernelTime + $iUserTime) / ($iKernelTime + $iUserTime + $iKernelTimePrev + $iUserTimePrev)) * 100, 2) EndIf Return $iUsage EndFunc Again, thank you for any and all assistance. It is very much appreciated!

Thank you for responding, and for pointing out my spelling errors. "So you are looking for help or collaboration on this thread ? " Indeed, which is why I came here. ChatGPT will not be putting anyone out of a job yet, but AI/AGI/ASI Machine learning our getting there or perhaps they are already there. "The idea looks nice. " This is why I thought it would be best to go seek the advice of professionals among the AutoIt community. This is a learning exercise for me. I have always liked AutoIt, and wanted to contribute some useful tools to show my appreciation. "PS: I like your new avatar image " Why thank you! I quite like yours as well. 😜 What guidance and suggestions might you have in mind for a project such as this?