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How to use newaction method in tox

Best Python code snippet using tox_python

IDS.py

Source:IDS.py

1import numpy as np2from collections import deque3import time4import copy56def numberOfRows(n):7    row = 18    for i in n:9        if(i == '\n'):10            row = row +111    return row1213def checkGoalState(map): #map: 2D array14    indexesOfP = np.where(np.array(map) == 'P')15    if(indexesOfP[0].size == 0 and indexesOfP[1].size == 0):16        return True17    return False18192021def expandNeighbors(currentState):22    iA, jA = np.where((np.array(currentState) >= 'A') & (np.array(currentState) != 'P') & (np.array(currentState) != 'AP') & (np.array(currentState) < 'AP'))23    if(iA.size != 0 and jA.size != 0):24        stateOfA = 'A'25        iA = int(iA)26        jA = int(jA)27    else:28        stateOfA = 'AP'29        iA, jA = np.where((np.array(currentState) >= 'AP') & (np.array(currentState) != 'P') & (np.array(currentState) != '#'))30        iA = int(iA)31        jA = int(jA)32    nodes = []33    upNeighbor = currentState[iA-1][jA]34    downNeighbor = currentState[iA + 1][jA]35    rightNeighbor = currentState[iA][jA + 1]36    leftNeighbor = currentState[iA][jA - 1]37    if (stateOfA == 'A'):38        if(len(currentState[iA][jA]) == 1):39            replaceA = ' '40        else:41            replaceA = currentState[iA][jA][1:len(currentState[iA][jA])]42        if(upNeighbor == 'P'):43            newState = copy.deepcopy(currentState)44            newState[iA][jA] = 'AP' + replaceA45            newAction = 'UP'46            nodes.append((newState, newAction))47            return  nodes48        if(downNeighbor == 'P'):49            newState = copy.deepcopy(currentState)50            newState[iA][jA] = 'AP' + replaceA51            newAction = 'DOWN'52            nodes.append((newState, newAction))53            return nodes54        if(rightNeighbor == 'P'):55            newState = copy.deepcopy(currentState)56            newState[iA][jA] = 'AP' + replaceA57            newAction = 'RIGHT'58            nodes.append((newState, newAction))59            return  nodes60        if(leftNeighbor == 'P'):61            newState = copy.deepcopy(currentState)62            newState[iA][jA] = 'AP' + replaceA63            newAction = 'LEFT'64            nodes.append((newState, newAction))65            return nodes                                               66        if(upNeighbor != '#'):67            newState = copy.deepcopy(currentState)68            newState[iA][jA] = replaceA69            newState[iA - 1][jA] = 'A' + newState[iA - 1][jA]70            newAction = 'UP'71            nodes.append((newState, newAction)) 72        if(downNeighbor != '#'):73            newState = copy.deepcopy(currentState)74            newState[iA][jA] = replaceA75            newState[iA + 1][jA] = 'A' + newState[iA + 1][jA]76            newAction = 'DOWN'77            nodes.append((newState, newAction)) 7879        if(rightNeighbor != '#'): 80            newState = copy.deepcopy(currentState)81            newState[iA][jA] = replaceA82            newState[iA][jA + 1] = 'A' + newState[iA][jA + 1]83            newAction = 'RIGHT'84            nodes.append((newState, newAction))8586        if(leftNeighbor != '#'):87            newState = copy.deepcopy(currentState)88            newState[iA][jA] = replaceA89            newState[iA][jA - 1] = 'A' + newState[iA][jA - 1]90            newAction = 'LEFT'91            nodes.append((newState, newAction)) 92    9394    elif stateOfA == 'AP':9596        if(len(currentState[iA][jA]) == 2):97            replaceA = ' '98        else:99            replaceA = currentState[iA][jA][2:len(currentState[iA][jA])]100101        if(upNeighbor == 'P'):102            PPosition = 'UP'103            iP = iA - 1104            jP = jA105        elif(downNeighbor == 'P'):106            PPosition = 'DOWN'107            iP = iA + 1108            jP = jA109        elif(leftNeighbor == 'P'):110            PPosition = 'LEFT'111            iP = iA112            jP = jA - 1113        elif(rightNeighbor == 'P'):114            PPosition = 'RIGHT'115            iP = iA116            jP = jA + 1117        elif(downNeighbor != 'P' and upNeighbor != 'P' and leftNeighbor != 'P' and rightNeighbor != 'P'):118            dimUpRightNeighbor = currentState[iA -1][jA + 1]119            dimUpLeftNeighbor = currentState[iA -1][jA - 1]120            dimDownRightNeighbor = currentState[iA + 1][jA + 1]121            dimDownLeftNeighbor = currentState[iA + 1][jA - 1]122            if(dimUpRightNeighbor == 'P'):123                PPosition = 'UPRIGHT'124125            if(dimUpLeftNeighbor == 'P'):126                PPosition = 'UPLEFT'127128            if(dimDownRightNeighbor == 'P'):129                PPosition = 'DOWNRIGHT'130131            if(dimDownLeftNeighbor == 'P'):132                PPosition = 'DOWNLEFT'133134        if(PPosition != 'DOWNLEFT' and PPosition != 'DOWNRIGHT' and PPosition != 'UPLEFT' and PPosition != 'UPRIGHT'):135            upNeighborOfP = currentState[iP-1][jP]136            downNeighborOfP = currentState[iP + 1][jP]137            rightNeighborOfP = currentState[iP][jP + 1]138            leftNeighborOfP = currentState[iP][jP - 1] 139140        if(PPosition == 'UP' and upNeighborOfP.isdigit() and int(upNeighborOfP) > 0):141            newState = copy.deepcopy(currentState)142            newState[iP][jP] = 'A'143            newState[iP - 1][jP] = str(int(upNeighborOfP) - 1)144            newState[iA][jA] = replaceA145            newAction = 'UP'146            nodes.append((newState, newAction)) 147            return nodes    148        if(PPosition == 'DOWN' and downNeighborOfP.isdigit() and int(downNeighborOfP) > 0):149            newState = copy.deepcopy(currentState)150            newState[iP][jP] = 'A'151            newState[iP + 1][jP] = str(int(downNeighborOfP) - 1)152            newState[iA][jA] = replaceA153            newAction = 'DOWN'154            nodes.append((newState, newAction)) 155            return nodes             156        if(PPosition == 'RIGHT' and rightNeighborOfP.isdigit() and int(rightNeighborOfP) > 0):157            newState = copy.deepcopy(currentState)158            newState[iP][jP] = 'A'159            newState[iP][jP + 1] = str(int(rightNeighborOfP) - 1)160            newState[iA][jA] = replaceA161            newAction = 'RIGHT'162            nodes.append((newState, newAction))163            return nodes  164        if(PPosition == 'LEFT' and leftNeighborOfP.isdigit() and int(leftNeighborOfP) > 0):165            #print("::::::::::::HOSPITAL LEFT::::::::::")166            newState = copy.deepcopy(currentState)167            newState[iP][jP] = 'A'168            newState[iP][jP - 1] = str((int(leftNeighborOfP) - 1))169            newState[iA][jA] = replaceA170            newAction = 'LEFT'171            nodes.append((newState, newAction))172            return nodes  173174        if(PPosition == 'UP' and upNeighborOfP != '#' and upNeighborOfP != 'P'):175            newState = copy.deepcopy(currentState)176            newState[iP][jP] = 'AP'177            newState[iP - 1][jP] = 'P'178            newState[iA][jA] = replaceA179            newAction = 'UP'180            nodes.append((newState, newAction)) 181        if(PPosition == 'DOWN' and downNeighborOfP != '#' and downNeighborOfP != 'P'):182            newState = copy.deepcopy(currentState)183            newState[iP][jP] = 'AP'184            newState[iP + 1][jP] = 'P'185            newState[iA][jA] = replaceA186            newAction = 'DOWN'187            nodes.append((newState, newAction))188        if(PPosition == 'RIGHT' and rightNeighborOfP != '#' and rightNeighborOfP != 'P'):189            newState = copy.deepcopy(currentState)190            newState[iP][jP] = 'AP'191            newState[iP][jP + 1] = 'P'192            newState[iA][jA] = replaceA193            newAction = 'RIGHT'194            nodes.append((newState, newAction))195         196        if(PPosition == 'LEFT' and leftNeighborOfP != '#' and leftNeighborOfP != 'P'):197            newState = copy.deepcopy(currentState)198            newState[iP][jP] = 'AP'199            newState[iP][jP - 1] = 'P'200            newState[iA][jA] = replaceA201            newAction = 'LEFT'202            nodes.append((newState, newAction)) 203        204        if((PPosition == 'UP' or  PPosition == 'DOWN') and leftNeighbor != '#' and leftNeighbor != 'P'):205            newState = copy.deepcopy(currentState)206            newState[iA][jA] = replaceA207            newState[iA][jA - 1] = 'AP' + newState[iA][jA - 1]208            newAction = 'LEFT'209            nodes.append((newState, newAction))  210        if((PPosition == 'UP' or PPosition == 'DOWN') and rightNeighbor != '#' and rightNeighbor != 'P'):211            newState = copy.deepcopy(currentState)212            newState[iA][jA] = replaceA213            newState[iA][jA + 1] = 'AP' + newState[iA][jA + 1]214            newAction = 'RIGHT'215            nodes.append((newState, newAction)) 216        if((PPosition == 'RIGHT' or  PPosition == 'LEFT') and downNeighbor != '#' and downNeighbor != 'P'):217            newState = copy.deepcopy(currentState)218            newState[iA][jA] = replaceA219            newState[iA + 1][jA] = 'AP' + newState[iA + 1][jA]220            newAction = 'DOWN'221            nodes.append((newState, newAction))    222        if((PPosition == 'RIGHT' or PPosition == 'LEFT') and upNeighbor != '#' and upNeighbor != 'P'):223            newState = copy.deepcopy(currentState)224            newState[iA][jA] = replaceA225            newState[iA - 1][jA] = 'AP' + newState[iA - 1][jA]226            newAction = 'UP'227            nodes.append((newState, newAction)) 228229        if((PPosition == 'DOWNLEFT' or PPosition == 'DOWNRIGHT') and downNeighbor != '#' and downNeighbor != 'P'):230            newState = copy.deepcopy(currentState)231            newState[iA][jA] = replaceA232            newState[iA + 1][jA] = 'AP' +  newState[iA + 1][jA]233            newAction = 'DOWN'234            nodes.append((newState, newAction)) 235236        if((PPosition == 'UPRIGHT' or PPosition == 'DOWNRIGHT') and rightNeighbor != '#' and rightNeighbor != 'P'):237            newState = copy.deepcopy(currentState)238            newState[iA][jA] = replaceA239            newState[iA][jA + 1] = 'AP' +  newState[iA][jA + 1]240            newAction = 'RIGHT'241            nodes.append((newState, newAction))242        if((PPosition == 'UPLEFT' or PPosition == 'DOWNLEFT') and leftNeighbor != '#' and leftNeighbor != 'P'):243            newState = copy.deepcopy(currentState)244            newState[iA][jA] = replaceA245            newState[iA][jA - 1] = 'AP' +  newState[iA][jA - 1]246            newAction = 'LEFT'247            nodes.append((newState, newAction))248        if((PPosition == 'UPRIGHT' or PPosition == 'UPLEFT') and upNeighbor != '#' and upNeighbor != 'P'):249            newState = copy.deepcopy(currentState)250            newState[iA][jA] = replaceA251            newState[iA - 1][jA] = 'AP' +  newState[iA - 1][jA]252            newAction = 'UP'253            nodes.append((newState, newAction))                       254    return nodes255256def checkIfNotInExplored(explored, state):257    notInExplored = True258    for x in explored:259        if(x == state):260            notInExplored = False261            break262    return notInExplored263264def DFS(currentNode, explored, depth, dataArray2D, allStates, uniqueStates):265    currentState, path, currentCost = currentNode266    allStates = allStates + 1267    if(checkGoalState(currentState)):268        return [currentState, path, currentCost, 'SUCCESS', allStates, uniqueStates]269    if checkIfNotInExplored(explored, currentState):270        uniqueStates = uniqueStates + 1271        if(checkGoalState(currentState)):272            return [currentState, path, currentCost, 'SUCCESS', allStates, uniqueStates]273        if depth == 0:274            return [currentState, path, currentCost, 'END', allStates, uniqueStates]275        explored.append(currentState)276        neighbors = expandNeighbors(currentState)277        for state, action in neighbors:278            if checkIfNotInExplored(explored, state):279                cost = currentCost + 1280                path.append(action)281                nextState, nextPath, nextCost, stateOfSearch, allStates, uniqueStates = DFS([state, path, cost], explored, depth - 1, dataArray2D, allStates, uniqueStates)282                if(stateOfSearch == 'SUCCESS'):283                    return [nextState, nextPath, nextCost, stateOfSearch, allStates, uniqueStates]284                else:285                    continue286    return [currentState, path, currentCost, 'CONTINUE', allStates, uniqueStates]287288289def IDS():290    with open('D:/AI/CA1/test3.txt', 'r') as f:291        data = f.read()292        print(data)293        print("FILE OPENED:::::::::::::::::::")294    dataArray = np.array(list(data))295    numOfRow = numberOfRows(dataArray)296    dataArraydeleted = np.delete(dataArray, np.argwhere(dataArray == '\n'))297    dataArray2D = np.reshape(dataArraydeleted, (numOfRow, -1))298    explored = deque()299    path = []300    cost = 0301    iterate = 0302    depth = -1303    allStates = 0304    uniqueStates = 0305    while True:306        iterate = iterate + 1307        depth = depth + 1308        if(iterate == 246):309            print("::::::::::::::::::CHECK", iterate)310            break311        finalState, finalPath, finalCost, stateOfSearch, allStates, uniqueStates = DFS([dataArray2D.tolist(), path, cost], explored, depth + 1, dataArray2D, allStates, uniqueStates)312        if stateOfSearch == 'SUCCESS':313            print("SUCCESS")314            return [finalState, finalPath, finalCost, allStates, uniqueStates]315        explored = deque()316        cost = cost + 1317  318319320start = time.time()321finalState, finalPath, finalCost, finalAllStates, finalUniqueStates = IDS()322end = time.time()323print("Time: ", end - start)324print("finalState: \n", np.array(finalState))325print("Path Length: ", len(finalPath))326print("Final Cost: ", finalCost)327print("Number of All States: ", finalAllStates)
...

BFS.py

Source:BFS.py

1from collections import deque2import numpy as np3import copy4import time5import collections 67def numberOfRows(n):8    row = 19    for i in n:10        if(i == '\n'):11            row = row +112    return row1314def checkGoalState(map): #map: 2D array15    indexesOfP = np.where(np.array(map) == 'P')16    indexesOfAP = np.where(np.array(map) == 'AP')17    if(indexesOfP[0].size == 0 and indexesOfP[1].size == 0 and indexesOfAP[0].size == 0 and indexesOfAP[1].size == 0):18        return True19    l = np.reshape(np.array(map), (1, -1))20    l = l.tolist()21    l = l[0]22    return False2324def isAnyP(array):25    numberOfPs = (array == 'P').sum()26    return numberOfPs2728def expandNeighbors(currentState):29    iA, jA = np.where((np.array(currentState) >= 'A') & (np.array(currentState) != 'P') & (np.array(currentState) != 'AP') & (np.array(currentState) < 'AP'))30    if(iA.size != 0 and jA.size != 0):31        stateOfA = 'A'32        iA = int(iA)33        jA = int(jA)34    else:35        stateOfA = 'AP'36        iA, jA = np.where((np.array(currentState) >= 'AP') & (np.array(currentState) != 'P') & (np.array(currentState) != '#'))37        iA = int(iA)38        jA = int(jA)39    nodes = []40    upNeighbor = currentState[iA-1][jA]41    downNeighbor = currentState[iA + 1][jA]42    rightNeighbor = currentState[iA][jA + 1]43    leftNeighbor = currentState[iA][jA - 1]44    if (stateOfA == 'A'):45        if(len(currentState[iA][jA]) == 1):46            replaceA = ' '47        else:48            replaceA = currentState[iA][jA][1:len(currentState[iA][jA])]49        if(upNeighbor == 'P'):50            newState = copy.deepcopy(currentState)51            newState[iA][jA] = 'AP' + replaceA52            newAction = 'UP'53            nodes.append((newState, newAction))54            return  nodes55        if(downNeighbor == 'P'):56            newState = copy.deepcopy(currentState)57            newState[iA][jA] = 'AP' + replaceA58            newAction = 'DOWN'59            nodes.append((newState, newAction))60            return nodes61        if(rightNeighbor == 'P'):62            newState = copy.deepcopy(currentState)63            newState[iA][jA] = 'AP' + replaceA64            newAction = 'RIGHT'65            nodes.append((newState, newAction))66            return  nodes67        if(leftNeighbor == 'P'):68            newState = copy.deepcopy(currentState)69            newState[iA][jA] = 'AP' + replaceA70            newAction = 'LEFT'71            nodes.append((newState, newAction))72            return nodes                                               73        if(upNeighbor != '#'):74            newState = copy.deepcopy(currentState)75            newState[iA][jA] = replaceA76            newState[iA - 1][jA] = 'A' + newState[iA - 1][jA]77            newAction = 'UP'78            nodes.append((newState, newAction)) 79        if(downNeighbor != '#'):80            newState = copy.deepcopy(currentState)81            newState[iA][jA] = replaceA82            newState[iA + 1][jA] = 'A' + newState[iA + 1][jA]83            newAction = 'DOWN'84            nodes.append((newState, newAction)) 85        if(rightNeighbor != '#'):86            newState = copy.deepcopy(currentState)87            newState[iA][jA] = replaceA88            newState[iA][jA + 1] = 'A' + newState[iA][jA + 1]89            newAction = 'RIGHT'90            nodes.append((newState, newAction))91        if(leftNeighbor != '#'):92            newState = copy.deepcopy(currentState)93            newState[iA][jA] = replaceA94            newState[iA][jA - 1] = 'A' + newState[iA][jA - 1]95            newAction = 'LEFT'96            nodes.append((newState, newAction)) 9798    elif stateOfA == 'AP':99        if(len(currentState[iA][jA]) == 2):100            replaceA = ' '101        else:102            replaceA = currentState[iA][jA][2:len(currentState[iA][jA])]103        if(upNeighbor == 'P'):104            PPosition = 'UP'105            iP = iA - 1106            jP = jA107        elif(downNeighbor == 'P'):108            PPosition = 'DOWN'109            iP = iA + 1110            jP = jA111        elif(leftNeighbor == 'P'):112            PPosition = 'LEFT'113            iP = iA114            jP = jA - 1115        elif(rightNeighbor == 'P'):116            PPosition = 'RIGHT'117            iP = iA118            jP = jA + 1119        elif(downNeighbor != 'P' and upNeighbor != 'P' and leftNeighbor != 'P' and rightNeighbor != 'P'):120            dimUpRightNeighbor = currentState[iA -1][jA + 1]121            dimUpLeftNeighbor = currentState[iA -1][jA - 1]122            dimDownRightNeighbor = currentState[iA + 1][jA + 1]123            dimDownLeftNeighbor = currentState[iA + 1][jA - 1]124            if(dimUpRightNeighbor == 'P'):125                PPosition = 'UPRIGHT'126                iP = iA - 1127                jP = jA + 1128            if(dimUpLeftNeighbor == 'P'):129                PPosition = 'UPLEFT'130                iP = iA - 1131                jP = jA - 1132            if(dimDownRightNeighbor == 'P'):133                PPosition = 'DOWNRIGHT'134                iP = iA + 1135                jP = jA + 1136            if(dimDownLeftNeighbor == 'P'):137                PPosition = 'DOWNLEFT'138                iP = iA + 1139                jP = jA - 1140        141        upNeighborOfP = currentState[iP-1][jP]142        downNeighborOfP = currentState[iP + 1][jP]143        rightNeighborOfP = currentState[iP][jP + 1]144        leftNeighborOfP = currentState[iP][jP - 1] 145146        if(PPosition == 'UP' and upNeighborOfP.isdigit() and int(upNeighborOfP) > 0):147            newState = copy.deepcopy(currentState)148            newState[iP][jP] = 'A'149            newState[iP - 1][jP] = str(int(upNeighborOfP) - 1)150            newState[iA][jA] = replaceA151            newAction = 'UP'152            nodes.append((newState, newAction)) 153            return nodes    154        if(PPosition == 'DOWN' and downNeighborOfP.isdigit() and int(downNeighborOfP) > 0):155            newState = copy.deepcopy(currentState)156            newState[iP][jP] = 'A'157            newState[iP + 1][jP] = str(int(downNeighborOfP) - 1)158            newState[iA][jA] = replaceA159            newAction = 'DOWN'160            nodes.append((newState, newAction))161            return nodes             162        if(PPosition == 'RIGHT' and rightNeighborOfP.isdigit() and int(rightNeighborOfP) > 0):163            newState = copy.deepcopy(currentState)164            newState[iP][jP] = 'A'165            newState[iP][jP + 1] = str(int(rightNeighborOfP) - 1)166            newState[iA][jA] = replaceA167            newAction = 'RIGHT'168            nodes.append((newState, newAction))169            return nodes  170        if(PPosition == 'LEFT' and leftNeighborOfP.isdigit() and int(leftNeighborOfP) > 0):171            newState = copy.deepcopy(currentState)172            newState[iP][jP] = 'A'173            newState[iP][jP - 1] = str((int(leftNeighborOfP) - 1))174            newState[iA][jA] = replaceA175            newAction = 'LEFT'176            nodes.append((newState, newAction))177            return nodes  178179        if(PPosition == 'UP' and upNeighborOfP != '#' and upNeighborOfP != 'P'):180            newState = copy.deepcopy(currentState)181            newState[iP][jP] = 'AP'182            newState[iP - 1][jP] = 'P'183            newState[iA][jA] = replaceA184            newAction = 'UP'185            nodes.append((newState, newAction)) 186        if(PPosition == 'DOWN' and downNeighborOfP != '#' and downNeighborOfP != 'P'):187            newState = copy.deepcopy(currentState)188            newState[iP][jP] = 'AP'189            newState[iP + 1][jP] = 'P'190            newState[iA][jA] = replaceA191            newAction = 'DOWN'192            nodes.append((newState, newAction))193        if(PPosition == 'RIGHT' and rightNeighborOfP != '#' and rightNeighborOfP != 'P'):194            newState = copy.deepcopy(currentState)195            newState[iP][jP] = 'AP'196            newState[iP][jP + 1] = 'P'197            newState[iA][jA] = replaceA198            newAction = 'RIGHT'199            nodes.append((newState, newAction))200         201        if(PPosition == 'LEFT' and leftNeighborOfP != '#' and leftNeighborOfP != 'P'):202            newState = copy.deepcopy(currentState)203            newState[iP][jP] = 'AP'204            newState[iP][jP - 1] = 'P'205            newState[iA][jA] = replaceA206            newAction = 'LEFT'207            nodes.append((newState, newAction)) 208        209        if((PPosition == 'UP' or  PPosition == 'DOWN') and leftNeighbor != '#' and leftNeighbor != 'P'):210            newState = copy.deepcopy(currentState)211            newState[iA][jA] = replaceA212            newState[iA][jA - 1] = 'AP' + newState[iA][jA - 1]213            newAction = 'LEFT'214            nodes.append((newState, newAction))   215        if((PPosition == 'UP' or PPosition == 'DOWN') and rightNeighbor != '#' and rightNeighbor != 'P'):216            newState = copy.deepcopy(currentState)217            newState[iA][jA] = replaceA218            newState[iA][jA + 1] = 'AP' + newState[iA][jA + 1]219            newAction = 'RIGHT'220            nodes.append((newState, newAction)) 221        if((PPosition == 'RIGHT' or  PPosition == 'LEFT') and downNeighbor != '#' and downNeighbor != 'P'):222            newState = copy.deepcopy(currentState)223            newState[iA][jA] = replaceA224            newState[iA + 1][jA] = 'AP' + newState[iA + 1][jA]225            newAction = 'DOWN'226            nodes.append((newState, newAction))    227        if((PPosition == 'RIGHT' or PPosition == 'LEFT') and upNeighbor != '#' and upNeighbor != 'P'):228            newState = copy.deepcopy(currentState)229            newState[iA][jA] = replaceA230            newState[iA - 1][jA] = 'AP' + newState[iA - 1][jA]231            newAction = 'UP'232            nodes.append((newState, newAction)) 233234        if((PPosition == 'DOWNLEFT' or PPosition == 'DOWNRIGHT') and downNeighbor != '#' and downNeighbor != 'P'):235            newState = copy.deepcopy(currentState)236            newState[iA][jA] = replaceA237            newState[iA + 1][jA] = 'AP' +  newState[iA + 1][jA]238            newAction = 'DOWN'239            nodes.append((newState, newAction)) 240241        if((PPosition == 'UPRIGHT' or PPosition == 'DOWNRIGHT') and rightNeighbor != '#' and rightNeighbor != 'P'):242            newState = copy.deepcopy(currentState)243            newState[iA][jA] = replaceA244            newState[iA][jA + 1] = 'AP' +  newState[iA][jA + 1]245            newAction = 'RIGHT'246            nodes.append((newState, newAction))247        if((PPosition == 'UPLEFT' or PPosition == 'DOWNLEFT') and leftNeighbor != '#' and leftNeighbor != 'P'):248            newState = copy.deepcopy(currentState)249            newState[iA][jA] = replaceA250            newState[iA][jA - 1] = 'AP' +  newState[iA][jA - 1]251            newAction = 'LEFT'252            nodes.append((newState, newAction))253        if((PPosition == 'UPRIGHT' or PPosition == 'UPLEFT') and upNeighbor != '#' and upNeighbor != 'P'):254            newState = copy.deepcopy(currentState)255            newState[iA][jA] = replaceA256            newState[iA - 1][jA] = 'AP' +  newState[iA - 1][jA]257            newAction = 'UP'258            nodes.append((newState, newAction))                   259    return nodes260261def bfs():262    with open('D:/AI/CA1/test1.txt', 'r') as f:263        data = f.read()264        print("FIL OPENED:::::::::::::::::::")265    dataArray = np.array(list(data))266    numOfRow = numberOfRows(dataArray)267    dataArraydeleted = np.delete(dataArray, np.argwhere(dataArray == '\n'))268    dataArray2D = np.reshape(dataArraydeleted, (numOfRow, -1))269    print(dataArray2D)270    frontier = deque()271    explored = deque()272    numberOfStates = 1273    cost = 0274    path = []275    nodeA = [dataArray2D.tolist(), path, cost]276    frontier.append(nodeA)277    path = []278    iterate = 0279    addedToFrontierState = 0280    allStates = 1281    while True:282        iterate = iterate + 1283        if(iterate == 1000):284            break285        if(len(frontier)== 0 ):286            print("LEN OF ZERO")287            break288        currentState, path, currentCost = frontier.popleft()289        explored.append(currentState)290        neighbors = expandNeighbors(currentState)291        for state, action in neighbors:292            allStates = allStates + 1293            numberOfStates = numberOfStates + 1294            path.append(action)295            cost = 1 + currentCost 296            newNode = [state, path, cost]297            if(len(frontier) == 0):298                notInFrontier = True299            else:300                notInFrontier = not newNode in frontier301            for x in explored:302                if(x == state):303                    notInExplored = False304                    break305                notInExplored = True306307            if((notInFrontier and notInExplored)):308                addedToFrontierState = addedToFrontierState + 1309                if(checkGoalState(state)):310                    print("INSIDE GOAL:::::")311                    print("success")312                    print("Length of frontier list: ", len(frontier))313                    print("Length of explored list: ", len(explored))314                    return [cost, path, state, addedToFrontierState, allStates, iterate]315                else:316                    frontier.append(newNode)317318319cost = 0320path = []321state = [] 322addedToFrontierState = 0 323allStates = 0 324iterate = 0325326start = time.time()327#resultCost, resultPath, resultSatate = bfs()328cost, path, state, addedToFrontierState, allStates, iterate = bfs()329end = time.time()330print("Time: ", end - start)331print("Number of iterations in loop: ", iterate)332print("Cost: ", cost)333print("Goal State: \n", np.array(state))334print("Unique States: ", addedToFrontierState)335print("All seen states: ", allStates)336print("Length of path: ", len(path))  
...

BFS_WithoutPriority.py

Source:BFS_WithoutPriority.py

1from collections import deque2import numpy as np3import copy4import time5import collections 67def numberOfRows(n):8    row = 19    for i in n:10        if(i == '\n'):11            row = row +112    return row1314def checkGoalState(map): #map: 2D array15    indexesOfP = np.where(np.array(map) == 'P')16    indexesOfAP = np.where(np.array(map) == 'AP')17    if(indexesOfP[0].size == 0 and indexesOfP[1].size == 0 and indexesOfAP[0].size == 0 and indexesOfAP[1].size == 0):18        return True19    l = np.reshape(np.array(map), (1, -1))20    l = l.tolist()21    l = l[0]22    return False2324def isAnyP(array):25    numberOfPs = (array == 'P').sum()26    return numberOfPs2728def expandNeighbors(currentState):29    iA, jA = np.where((np.array(currentState) >= 'A') & (np.array(currentState) != 'P') & (np.array(currentState) != 'AP') & (np.array(currentState) < 'AP'))30    if(iA.size != 0 and jA.size != 0):31        stateOfA = 'A'32        iA = int(iA)33        jA = int(jA)34    else:35        stateOfA = 'AP'36        iA, jA = np.where((np.array(currentState) >= 'AP') & (np.array(currentState) != 'P') & (np.array(currentState) != '#'))37        iA = int(iA)38        jA = int(jA)39    nodes = []40    upNeighbor = currentState[iA-1][jA]41    downNeighbor = currentState[iA + 1][jA]42    rightNeighbor = currentState[iA][jA + 1]43    leftNeighbor = currentState[iA][jA - 1]44    if (stateOfA == 'A'):45        if(len(currentState[iA][jA]) == 1):46            replaceA = ' '47        else:48            replaceA = currentState[iA][jA][1:len(currentState[iA][jA])]49        if(upNeighbor == 'P'):50            newState = copy.deepcopy(currentState)51            newState[iA][jA] = 'AP' + replaceA52            newAction = 'UP'53            nodes.append((newState, newAction))54        if(downNeighbor == 'P'):55            newState = copy.deepcopy(currentState)56            newState[iA][jA] = 'AP' + replaceA57            newAction = 'DOWN'58            nodes.append((newState, newAction))59        if(rightNeighbor == 'P'):60            newState = copy.deepcopy(currentState)61            newState[iA][jA] = 'AP' + replaceA62            newAction = 'RIGHT'63            nodes.append((newState, newAction))64        if(leftNeighbor == 'P'):65            newState = copy.deepcopy(currentState)66            newState[iA][jA] = 'AP' + replaceA67            newAction = 'LEFT'68            nodes.append((newState, newAction))                                            69        if(upNeighbor != '#' and upNeighbor != 'P'):70            newState = copy.deepcopy(currentState)71            newState[iA][jA] = replaceA72            newState[iA - 1][jA] = 'A' + newState[iA - 1][jA]73            newAction = 'UP'74            nodes.append((newState, newAction)) 75        if(downNeighbor != '#' and downNeighbor != 'P'):76            newState = copy.deepcopy(currentState)77            newState[iA][jA] = replaceA78            newState[iA + 1][jA] = 'A' + newState[iA + 1][jA]79            newAction = 'DOWN'80            nodes.append((newState, newAction)) 81        if(rightNeighbor != '#' and rightNeighbor != 'P'):82            newState = copy.deepcopy(currentState)83            newState[iA][jA] = replaceA84            newState[iA][jA + 1] = 'A' + newState[iA][jA + 1]85            newAction = 'RIGHT'86            nodes.append((newState, newAction))87        if(leftNeighbor != '#' and leftNeighbor != 'P'):88            newState = copy.deepcopy(currentState)89            newState[iA][jA] = replaceA90            newState[iA][jA - 1] = 'A' + newState[iA][jA - 1]91            newAction = 'LEFT'92            nodes.append((newState, newAction)) 9394    elif stateOfA == 'AP':95        if(len(currentState[iA][jA]) == 2):96            replaceA = ' '97        else:98            replaceA = currentState[iA][jA][2:len(currentState[iA][jA])]99        if(upNeighbor == 'P'):100            PPosition = 'UP'101            iP = iA - 1102            jP = jA103        elif(downNeighbor == 'P'):104            PPosition = 'DOWN'105            iP = iA + 1106            jP = jA107        elif(leftNeighbor == 'P'):108            PPosition = 'LEFT'109            iP = iA110            jP = jA - 1111        elif(rightNeighbor == 'P'):112            PPosition = 'RIGHT'113            iP = iA114            jP = jA + 1115        elif(downNeighbor != 'P' and upNeighbor != 'P' and leftNeighbor != 'P' and rightNeighbor != 'P'):116            dimUpRightNeighbor = currentState[iA -1][jA + 1]117            dimUpLeftNeighbor = currentState[iA -1][jA - 1]118            dimDownRightNeighbor = currentState[iA + 1][jA + 1]119            dimDownLeftNeighbor = currentState[iA + 1][jA - 1]120            if(dimUpRightNeighbor == 'P'):121                PPosition = 'UPRIGHT'122                iP = iA - 1123                jP = jA + 1124            if(dimUpLeftNeighbor == 'P'):125                PPosition = 'UPLEFT'126                iP = iA - 1127                jP = jA - 1128            if(dimDownRightNeighbor == 'P'):129                PPosition = 'DOWNRIGHT'130                iP = iA + 1131                jP = jA + 1132            if(dimDownLeftNeighbor == 'P'):133                PPosition = 'DOWNLEFT'134                iP = iA + 1135                jP = jA - 1136        137        upNeighborOfP = currentState[iP-1][jP]138        downNeighborOfP = currentState[iP + 1][jP]139        rightNeighborOfP = currentState[iP][jP + 1]140        leftNeighborOfP = currentState[iP][jP - 1] 141142        if(PPosition == 'UP' and upNeighborOfP.isdigit() and int(upNeighborOfP) > 0):143            newState = copy.deepcopy(currentState)144            newState[iP][jP] = 'A'145            newState[iP - 1][jP] = str(int(upNeighborOfP) - 1)146            newState[iA][jA] = replaceA147            newAction = 'UP'148            nodes.append((newState, newAction))   149        if(PPosition == 'DOWN' and downNeighborOfP.isdigit() and int(downNeighborOfP) > 0):150            newState = copy.deepcopy(currentState)151            newState[iP][jP] = 'A'152            newState[iP + 1][jP] = str(int(downNeighborOfP) - 1)153            newState[iA][jA] = replaceA154            newAction = 'DOWN'155            nodes.append((newState, newAction))            156        if(PPosition == 'RIGHT' and rightNeighborOfP.isdigit() and int(rightNeighborOfP) > 0):157            newState = copy.deepcopy(currentState)158            newState[iP][jP] = 'A'159            newState[iP][jP + 1] = str(int(rightNeighborOfP) - 1)160            newState[iA][jA] = replaceA161            newAction = 'RIGHT'162            nodes.append((newState, newAction)) 163        if(PPosition == 'LEFT' and leftNeighborOfP.isdigit() and int(leftNeighborOfP) > 0):164            newState = copy.deepcopy(currentState)165            newState[iP][jP] = 'A'166            newState[iP][jP - 1] = str((int(leftNeighborOfP) - 1))167            newState[iA][jA] = replaceA168            newAction = 'LEFT'169            nodes.append((newState, newAction))170171        if(PPosition == 'UP' and upNeighborOfP != '#' and upNeighborOfP != 'P'):172            newState = copy.deepcopy(currentState)173            newState[iP][jP] = 'AP'174            newState[iP - 1][jP] = 'P'175            newState[iA][jA] = replaceA176            newAction = 'UP'177            nodes.append((newState, newAction)) 178        if(PPosition == 'DOWN' and downNeighborOfP != '#' and downNeighborOfP != 'P'):179            newState = copy.deepcopy(currentState)180            newState[iP][jP] = 'AP'181            newState[iP + 1][jP] = 'P'182            newState[iA][jA] = replaceA183            newAction = 'DOWN'184            nodes.append((newState, newAction))185        if(PPosition == 'RIGHT' and rightNeighborOfP != '#' and rightNeighborOfP != 'P'):186            newState = copy.deepcopy(currentState)187            newState[iP][jP] = 'AP'188            newState[iP][jP + 1] = 'P'189            newState[iA][jA] = replaceA190            newAction = 'RIGHT'191            nodes.append((newState, newAction))192         193        if(PPosition == 'LEFT' and leftNeighborOfP != '#' and leftNeighborOfP != 'P'):194            newState = copy.deepcopy(currentState)195            newState[iP][jP] = 'AP'196            newState[iP][jP - 1] = 'P'197            newState[iA][jA] = replaceA198            newAction = 'LEFT'199            nodes.append((newState, newAction)) 200        201        if((PPosition == 'UP' or  PPosition == 'DOWN') and leftNeighbor != '#' and leftNeighbor != 'P'):202            newState = copy.deepcopy(currentState)203            newState[iA][jA] = replaceA204            newState[iA][jA - 1] = 'AP' + newState[iA][jA - 1]205            newAction = 'LEFT'206            nodes.append((newState, newAction))   207        if((PPosition == 'UP' or PPosition == 'DOWN') and rightNeighbor != '#' and rightNeighbor != 'P'):208            newState = copy.deepcopy(currentState)209            newState[iA][jA] = replaceA210            newState[iA][jA + 1] = 'AP' + newState[iA][jA + 1]211            newAction = 'RIGHT'212            nodes.append((newState, newAction)) 213        if((PPosition == 'RIGHT' or  PPosition == 'LEFT') and downNeighbor != '#' and downNeighbor != 'P'):214            newState = copy.deepcopy(currentState)215            newState[iA][jA] = replaceA216            newState[iA + 1][jA] = 'AP' + newState[iA + 1][jA]217            newAction = 'DOWN'218            nodes.append((newState, newAction))    219        if((PPosition == 'RIGHT' or PPosition == 'LEFT') and upNeighbor != '#' and upNeighbor != 'P'):220            newState = copy.deepcopy(currentState)221            newState[iA][jA] = replaceA222            newState[iA - 1][jA] = 'AP' + newState[iA - 1][jA]223            newAction = 'UP'224            nodes.append((newState, newAction)) 225226        if((PPosition == 'DOWNLEFT' or PPosition == 'DOWNRIGHT') and downNeighbor != '#' and downNeighbor != 'P'):227            newState = copy.deepcopy(currentState)228            newState[iA][jA] = replaceA229            newState[iA + 1][jA] = 'AP' +  newState[iA + 1][jA]230            newAction = 'DOWN'231            nodes.append((newState, newAction)) 232233        if((PPosition == 'UPRIGHT' or PPosition == 'DOWNRIGHT') and rightNeighbor != '#' and rightNeighbor != 'P'):234            newState = copy.deepcopy(currentState)235            newState[iA][jA] = replaceA236            newState[iA][jA + 1] = 'AP' +  newState[iA][jA + 1]237            newAction = 'RIGHT'238            nodes.append((newState, newAction))239        if((PPosition == 'UPLEFT' or PPosition == 'DOWNLEFT') and leftNeighbor != '#' and leftNeighbor != 'P'):240            newState = copy.deepcopy(currentState)241            newState[iA][jA] = replaceA242            newState[iA][jA - 1] = 'AP' +  newState[iA][jA - 1]243            newAction = 'LEFT'244            nodes.append((newState, newAction))245        if((PPosition == 'UPRIGHT' or PPosition == 'UPLEFT') and upNeighbor != '#' and upNeighbor != 'P'):246            newState = copy.deepcopy(currentState)247            newState[iA][jA] = replaceA248            newState[iA - 1][jA] = 'AP' +  newState[iA - 1][jA]249            newAction = 'UP'250            nodes.append((newState, newAction))                   251    return nodes252253def bfs():254    with open('D:/AI/CA1/test3.txt', 'r') as f:255        data = f.read()256        print("FIL OPENED:::::::::::::::::::")257    dataArray = np.array(list(data))258    numOfRow = numberOfRows(dataArray)259    dataArraydeleted = np.delete(dataArray, np.argwhere(dataArray == '\n'))260    dataArray2D = np.reshape(dataArraydeleted, (numOfRow, -1))261    frontier = deque()262    explored = deque()263    numberOfStates = 1264    cost = 0265    path = []266    nodeA = [dataArray2D.tolist(), path, cost]267    frontier.append(nodeA)268    path = []269    iterate = 0270    addedToFrontierState = 0271    allStates = 1272    while True:273        iterate = iterate + 1274        if(iterate == 2000):275            break276        if(len(frontier)== 0 ):277            print("LEN OF ZERO")278            break279        currentState, path, currentCost = frontier.popleft()280        explored.append(currentState)281        neighbors = expandNeighbors(currentState)282        for state, action in neighbors:283            allStates = allStates + 1284            numberOfStates = numberOfStates + 1285            path.append(action)286            cost = 1 + currentCost 287            newNode = [state, path, cost]288            if(len(frontier) == 0):289                notInFrontier = True290            else:291                notInFrontier = not newNode in frontier292            for x in explored:293                if(x == state):294                    notInExplored = False295                    break296                notInExplored = True297298            if((notInFrontier and notInExplored)):299                addedToFrontierState = addedToFrontierState + 1300                if(checkGoalState(state)):301                    print("INSIDE GOAL:::::")302                    print("success")303                    print("Length of frontier list: ", len(frontier))304                    print("Length of explored list: ", len(explored))305                    return [cost, path, state, addedToFrontierState, allStates, iterate]306                else:307                    frontier.append(newNode)308309310cost = 0311path = []312state = [] 313addedToFrontierState = 0 314allStates = 0 315iterate = 0316317start = time.time()318#resultCost, resultPath, resultSatate = bfs()319cost, path, state, addedToFrontierState, allStates, iterate = bfs()320end = time.time()321print("Time: ", end - start)322print("Number of iterations in loop: ", iterate)323print("Cost: ", cost)324print("Goal State: \n", np.array(state))325print("Unique States: ", addedToFrontierState)326print("All seen states: ", allStates)327print("Length of path: ", len(path))  
...

Automation Testing Tutorials

Learn to execute automation testing from scratch with LambdaTest Learning Hub. Right from setting up the prerequisites to run your first automation test, to following best practices and diving deeper into advanced test scenarios. LambdaTest Learning Hubs compile a list of step-by-step guides to help you be proficient with different test automation frameworks i.e. Selenium, Cypress, TestNG etc.