Index: benchmark/convoy/data/nasus_12_12_2022_0NCS =================================================================== --- benchmark/convoy/data/nasus_12_12_2022_0NCS (revision 93e060361b71909eb41dddaff08c17a913a7b99e) +++ benchmark/convoy/data/nasus_12_12_2022_0NCS (revision 93e060361b71909eb41dddaff08c17a913a7b99e) @@ -0,0 +1,2895 @@ +@nasus[2]% run1 + 1 10 299450274 299450274.0 0.0 0.0% 0 + + 299432301 + + 299450273 + + 299397790 + + 299541430 + + 299512928 + + + 2 10 133170109 66585054.5 6.5 0.0% 0 + + 2951 66592436 + 66592437 1 + + 103 66619221 + 66619221 177 + + 12 66585048 + 66585048 0 + + 104 66583616 + 66583616 1717 + + 16 66552391 + 66552390 0 + + + 3 10 109002433 36334144.3 38.8 0.0% 0 + + 4112 22288256 14035368 + 14036089 0 22287561 + 22287536 14035393 0 + + 0 16409203 19932909 + 19932948 0 16409198 + 16409165 19932942 0 + + 0 19778495 16555596 + 16555618 0 19778564 + 19778472 16555687 0 + + 0 19385508 16947268 + 16947401 0 19385433 + 19385375 16947326 0 + + 0 19406061 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benchmark/convoy/genConvoyStats.py (revision 93e060361b71909eb41dddaff08c17a913a7b99e) +++ benchmark/convoy/genConvoyStats.py (revision 93e060361b71909eb41dddaff08c17a913a7b99e) @@ -0,0 +1,208 @@ +import os +import sys +import math +import argparse +import statistics as st + +# Parsing Logic +parser = argparse.ArgumentParser(prog = 'GenConvoyStats', + description = 'Analyzes handoff matrix output and uses Markov chain modelling to provide upper and lower bounds on the largest long term convoy', + epilog = '') + +parser.add_argument("Filename") +parser.add_argument("-r", "--RunsPerSize", default=5, help="Number of trials per # of threads. Default is 5") +parser.add_argument("-m", "--MaxThreads", default=32, help="Maximum number of threads. Default is 32") +parser.add_argument("-o", "--OutputFile", default='', help="File to write output to") +parser.add_argument("-v", "--Verbose", help="Verbose output. Will print per run stats alongside aggregates", action='count', default=0) + +args = parser.parse_args() + +# handoff data +handoff = [] +sumPerRow = [] +handoffTotal = 0 +maxCycleSum = 0 +maxCycle = [] + +# per thread data (across runs) +minBound = [] +maxBound = [] +expected = [] + +# input file descriptor +readFile = open(args.Filename, "r") + +writeFile = False +if args.OutputFile != '': + writeFile = open(args.Filename, "w") + +def reset(): + global handoff, sumPerRow, handoffTotal, readFile, maxCycleSum, maxCycle + handoff.clear() + sumPerRow.clear() + handoffTotal = 0 + maxCycleSum = 0 + maxCycle.clear() + +def thdReset(): + global minBound, maxBound, expected + minBound.clear() + maxBound.clear() + expected.clear() + +def output(string): + global writeFile + if writeFile: + writeFile.write(string + '\n') + + print(string) + +# reads in handoff matrix for a single run and accumulates row/matrix total at the same time +def readInMatrix(currThds): + global handoff, sumPerRow, handoffTotal, readFile + for i in range(currThds): + line = readFile.readline() + + # Deal with EOF + if not line: + print("Incorrect arguments or file format: error in readInMatrix") + sys.exit(1) + + # deal with any empty lines + while line == '\n': + line = readFile.readline() + + row = [] + rowSum = 0 + + # convert row into list of ints and accumulate + for val in line.replace(',','').split(): + row.append(int(val)) + rowSum += int(val) + + #store row in global state + handoff.append(row) + sumPerRow.append(rowSum) + handoffTotal += rowSum + +# moves current non empty line in readFile to line after line described by first two chars +def goToLineByStartingChars(string): + global readFile + # find start of relevant data + line = "" + while True: + line = readFile.readline() + if not line: + print("Incorrect arguments or file format: error in goToLineByStartingChars") + sys.exit(1) + + # strip after checking for EOF so we can distinguish EOF vs empty line + line = line.strip() + + # discard lines until we see the column line in output + if line and line[0:len(string)] == string: + break + +# recursively find largest cycle included a specific node using DFS +def findLargestCycle(startNode, currNode, visited, globalVisited, currSum, currCycle): + global handoff, maxCycle, maxCycleSum + + # print("CurrNode: " + str(currNode)) + # print(currCycle) + # if we visit a node from a previous call then return since we have already + # looked at all cycles containing that node + if globalVisited[currNode]: + # print("globalVisited") + return + + # found a cycle + if visited[currNode]: + # print("LocalVisited, curr: " + str(currSum) + ", max: " + str(maxCycleSum) + ", Start: " + str(startNode) ) + # if the cycle contains the start node check if it is our new max cycle + if currNode == startNode and currSum > maxCycleSum: + # print("NewMax") + maxCycleSum = currSum + maxCycle = currCycle.copy() + return + + visited[currNode] = True + + for idx, val in enumerate(handoff[currNode]): + # continue if no edge + if val == 0: + continue + + currCycle.append(currNode) + findLargestCycle(startNode, idx, visited, globalVisited, currSum + val, currCycle) + currCycle.pop() + + visited[currNode] = False + + + +def analyzeRun(): + global handoff, sumPerRow, handoffTotal, maxCycle, maxCycleSum, minBound, maxBound, expected + currThds = len(handoff) + + # find largest cycle + globalVisited = [False] * currThds + for i in range(currThds): + visited = [False] * currThds + findLargestCycle(i, i, visited, globalVisited, 0, []) + globalVisited[i] = True + + # calculate stats + cycleHandoffs = [] + cycleHandoffs.append(handoff[maxCycle[-1]][maxCycle[0]]) + sumOfMaxCycleRows = sumPerRow[maxCycle[0]] + + # expected handoff is MULT P( handoff ) for each handoff in max cycle + expectedConvoy = handoff[maxCycle[-1]][maxCycle[0]] / sumPerRow[maxCycle[-1]] + for idx, val in enumerate(maxCycle[1:]): + cycleHandoffs.append(handoff[maxCycle[idx]][val]) + sumOfMaxCycleRows += sumPerRow[val] + expectedConvoy = expectedConvoy * handoff[maxCycle[idx]][val] / sumPerRow[maxCycle[idx]] + + # adjust expected bound + # if max cycle contains all nodes, sumOfMaxCycleRows / handoffTotal == 1 + # else this adjusts the expected bound to compensate for the cycle not visiting all nodes + # also mult by 100 to turn into percentage from decimal + expectedConvoy = expectedConvoy * sumOfMaxCycleRows * 100 / handoffTotal + + # upper bound is the percentage of all handoffs that occur in the maximum possible cycle + # The cycle is possible min(cycleHandoffs) number of times + maxFeasibleHandoff = min(cycleHandoffs) + upperBoundConvoy = maxFeasibleHandoff * len(maxCycle) * 100 / handoffTotal + lowerBoundConvoy = 1 + for val in maxCycle: + lowerBoundConvoy = lowerBoundConvoy * maxFeasibleHandoff / sumPerRow[val] + + # adjust lower bound. See comment for expectedConvoy adjustment to explain why + lowerBoundConvoy = lowerBoundConvoy * sumOfMaxCycleRows * 100 / handoffTotal + + maxBound.append(upperBoundConvoy) + minBound.append(lowerBoundConvoy) + expected.append(expectedConvoy) + + if args.Verbose: + output('Convoying bounds: {:.2f}%-{:.2f}%, Expected convoying: {:.2f}%'.format(lowerBoundConvoy,upperBoundConvoy, expectedConvoy)) + + +for i in range(args.MaxThreads): + output("N: " + str(i+1)) + + goToLineByStartingChars(str(i+1)+' ') + for j in range(args.RunsPerSize): + readInMatrix(i+1) + analyzeRun() + reset() + + output('Mean convoying bounds: {:.2f}%-{:.2f}%, Mean expected convoying: {:.2f}%'.format(st.mean(minBound), st.mean(maxBound),st.mean(expected))) + output('Median convoying bounds: {:.2f}%-{:.2f}%, Median expected convoying: {:.2f}%'.format(st.median(minBound), st.median(maxBound),st.median(expected))) + output('') + thdReset() + +readFile.close() + +if writeFile: + writeFile.close()