コード例 #1
0
def splitWindow(window_size, number_of_splits, reconfig_delta, flows):
	Profiler.start('splitWindow')

	window_split_floor = int(math.floor(float(window_size - (reconfig_delta * (number_of_splits - 1))) / float(number_of_splits)))

	windows = [window_split_floor] * number_of_splits
	extra = window_size - (sum(windows) + reconfig_delta * (number_of_splits - 1))

	if extra >= len(windows):
		raise Exception('Unexpected values when splitting')

	for i in range(extra):
		windows[i] += 1

	if sum(windows) + reconfig_delta * (number_of_splits - 1) != window_size:
		raise Exception('Unexpected values when splitting')

	splits = [(w, {}) for w in windows]
	for k, flow in flows.iteritems():
		assigned_slots = sorted(random.sample(range(number_of_splits), len(flow.route) - 1))

		for i, split in enumerate(assigned_slots):
			this_src = flow.route[i]
			this_dst = flow.route[i + 1]
			this_route = [this_src, this_dst]
			split_flow = input_utils.Flow(flow.id, this_src, this_dst, flow.size, this_route, [this_route])

			splits[split][1][k] = (split_flow, flow.invweight())

	Profiler.end('splitWindow')

	return splits
コード例 #2
0
def reduceToOneHop(flows):
	Profiler.start('reduceToOneHop')
	single_hop_flows = {}

	for k, flow in flows.iteritems():
		single_hop_flows[k] = input_utils.Flow(flow.id, flow.src, flow.dst, flow.size, [flow.src, flow.dst], flow.all_routes)

	Profiler.end('reduceToOneHop')

	return single_hop_flows
コード例 #3
0
def useShortestRouteFlow(flows):
	Profiler.start('useShortestRouteFlow')
	shortest_route_flow = {}

	for k, flow in flows.iteritems():
		shortest_route = None
		for route in flow.all_routes:
			if shortest_route is None or len(shortest_route) > len(route):
				shortest_route = route

		shortest_route_flow[k] = input_utils.Flow(flow.id, flow.src, flow.dst, flow.size, shortest_route, flow.all_routes)

	Profiler.end('useShortestRouteFlow')

	return shortest_route_flow
コード例 #4
0
ファイル: benchmark.py プロジェクト: hyrise/benchmark
class Benchmark:

    def __init__(self, benchmarkGroupId, benchmarkRunId, buildSettings, **kwargs):
        if(kwargs.has_key("remote") and kwargs["remote"]==True and (kwargs.has_key("dirBinary") or kwargs.has_key("hyriseDBPath"))):
            print "dirBinary and hyriseDBPath cannot be used with remote"
            exit()

        self._pid               = os.getpid()
        self._id                = benchmarkGroupId
        self._runId             = benchmarkRunId
        self._buildSettings     = buildSettings
        self._userClass         = kwargs["userClass"] if kwargs.has_key("userClass") else user.User
        self._numUsers          = kwargs["numUsers"] if kwargs.has_key("numUsers") else 1
        self._mysqlDB           = kwargs["mysqlDB"] if kwargs.has_key("mysqlDB") else "cbtr"
        self._mysqlHost         = kwargs["mysqlHost"] if kwargs.has_key("mysqlHost") else "vm-hyrise-jenkins.eaalab.hpi.uni-potsdam.de"
        self._mysqlPort         = kwargs["mysqlPort"] if kwargs.has_key("mysqlPort") else 3306
        self._mysqlUser         = kwargs["mysqlUser"] if kwargs.has_key("mysqlUser") else "hyrise"
        self._mysqlPass         = kwargs["mysqlPass"] if kwargs.has_key("mysqlPass") else "hyrise"
        self._papi              = kwargs["papi"] if kwargs.has_key("papi") else "NO_PAPI"
        self._prepQueries       = kwargs["prepareQueries"] if kwargs.has_key("prepareQueries") else queries.QUERIES_PREPARE
        self._prepArgs          = kwargs["prepareArgs"] if kwargs.has_key("prepareArgs") else {"db": "cbtr"}
        self._queries           = kwargs["benchmarkQueries"] if kwargs.has_key("benchmarkQueries") else queries.QUERIES_ALL
        self._host              = kwargs["host"] if kwargs.has_key("host") else "127.0.0.1"
        self._port              = kwargs["port"] if kwargs.has_key("port") else 5000
        self._warmuptime        = kwargs["warmuptime"] if kwargs.has_key("warmuptime") else 0
        self._runtime           = kwargs["runtime"] if kwargs.has_key("runtime") else 5
        self._thinktime         = kwargs["thinktime"] if kwargs.has_key("thinktime") else 0
        self._manual            = kwargs["manual"] if kwargs.has_key("manual") else False
        self._rebuild           = kwargs["rebuild"] if kwargs.has_key("rebuild") else False
        self._userArgs          = kwargs["userArgs"] if kwargs.has_key("userArgs") else {"queries": self._queries}
        self._stdout            = kwargs["showStdout"] if kwargs.has_key("showStdout") else False
        self._stderr            = kwargs["showStderr"] if kwargs.has_key("showStderr") else True
        self._remote            = kwargs["remote"] if kwargs.has_key("remote") else False
        self._dirBinary         = kwargs["dirBinary"] if kwargs.has_key("dirBinary") else os.path.join(os.getcwd(), "builds/%s" % buildSettings.getName())
        self._dirHyriseDB       = kwargs["hyriseDBPath"] if kwargs.has_key("hyriseDBPath") else self._dirBinary
        self._dirResults        = os.path.join(os.getcwd(), "results", self._id, self._runId, buildSettings.getName())
        # self._queryDict         = self._readDefaultQueryFiles()
        self._queryDict         = {}
        self._session           = requests.Session()
        self._serverThreads     = kwargs["serverThreads"] if kwargs.has_key("serverThreads") else 0
        self._collectPerfData   = kwargs["collectPerfData"] if kwargs.has_key("collectPerfData") else False
        self._useJson           = kwargs["useJson"] if kwargs.has_key("useJson") else False
        self._build             = None
        self._serverProc        = None
        self._users             = []
        self._scheduler         = kwargs["scheduler"] if kwargs.has_key("scheduler") else "PartitionedQueuesScheduler"
        self._serverIP          = kwargs["serverIP"] if kwargs.has_key("serverIP") else "127.0.0.1"
        self._remoteUser        = kwargs["remoteUser"] if kwargs.has_key("remoteUser") else "hyrise"
        self._remotePath        = kwargs["remotePath"] if kwargs.has_key("remotePath") else "/home/" + kwargs["remoteUser"] + "/benchmark"
        self._abQueryFile       = kwargs["abQueryFile"] if kwargs.has_key("abQueryFile") else None
        self._abCore            = kwargs["abCore"] if kwargs.has_key("abCore") else 2
        self._verbose           = kwargs["verbose"] if kwargs.has_key("verbose") else 1
        self._write_to_file     = kwargs["write_to_file"] if kwargs.has_key("write_to_file") else None
        self._write_to_file_count = kwargs["write_to_file_count"] if kwargs.has_key("write_to_file_count") else None
        self._checkpoint_interval = str(kwargs["checkpointInterval"]) if kwargs.has_key("checkpointInterval") else None
        self._commit_window     = str(kwargs["commitWindow"]) if kwargs.has_key("commitWindow") else None
        self._csv                = kwargs["csv"] if kwargs.has_key("csv") else False
        self._nodes             = kwargs["nodes"] if kwargs.has_key("nodes") else None
        self._vtune             = os.path.expanduser(kwargs["vtune"]) if kwargs.has_key("vtune") and kwargs["vtune"] is not None else None
        self._with_profiler     = kwargs["profiler"] if kwargs.has_key("profiler") else None
        self._profiler = None
        self._memNode           = kwargs["memNode"] if kwargs.has_key("memNode") else None

        if self._vtune is not None:
            self._manual = True        
        if self._remote:
            self._ssh               = paramiko.SSHClient()
        else:
            self._ssh           = None
        self._exiting           = False

        self._session.headers = {"Content-type": "application/x-www-form-urlencoded", "Accept": "text/plain"}
        if not os.path.isdir(self._dirResults):
            os.makedirs(self._dirResults)

    def benchPrepare(self):
        """ implement this in subclasses """
        pass

    def loadTables(self):
        """ implement this in subclasses """
        pass

    def benchAfterLoad(self):
        """ implement this in subclasses """
        pass

    def benchBeforeStop(self):
        """ implement this in subclasses """
        pass

    def benchAfter(self):
        """ implement this in subclasses """
        pass

    def preexec(self): # Don't forward signals.
        os.setpgrp()

    def allUsersFinished(self):
        for user in self._users:
            if user.is_alive():
                return False
        print "All users have terminated."
        return True

    def run(self):
        filename = self._dirResults + "/ab.log"
        i = 1
        while not os.path.isfile(filename):
            print "Starting benchmark try", i, "for file", filename
            self.run_real()
            i = i + 1

    def run_real(self):

        try:
            signal.signal(signal.SIGINT, self._signalHandler)
        except:
            print "Could not add signal handler."

        if self._with_profiler is not None:        
            self._profiler = Profiler(self._dirBinary)
            self._profiler.setup(self._with_profiler)

        print "+------------------+"
        print "| HYRISE benchmark |"
        print "+------------------+\n"

        if self._remote:
            subprocess.call(["mkdir", "-p", "remotefs/" + self._host])
            subprocess.call(["fusermount", "-u", "remotefs/127.0.0.1"])
            subprocess.Popen(["sshfs", self._remoteUser + "@" + self._host + ":" + self._remotePath, "remotefs/" + self._host + "/"], preexec_fn = self.preexec)
            self._olddir = os.getcwd()
            os.chdir("remotefs/" + self._host + "/")
            self._dirBinary         = os.path.join(os.getcwd(), "builds/%s" % self._buildSettings.getName())
            self._dirHyriseDB       = os.path.join(os.getcwd(), "hyrise")
            self._startSSHConnection()


        if not self._manual:
            # no support for building on remote machine yet
            self._buildServer()
            if self._abQueryFile != None:
                self._buildAb()
            self._startServer()
            print "---\nHYRISE server running on port %s\n---" % self._port
        else:
            print "---\nManual mode, expecting HYRISE server running on port %s\n---" % self._port

        self._runPrepareQueries()

        print "Preparing benchmark..."
        self.benchPrepare()
        self.loadTables()
        self.benchAfterLoad()

        if self._vtune is not None:
            subprocess.check_output("amplxe-cl -command resume", cwd=self._vtune, shell=True)

        if self._with_profiler is not None:        
            print "---\n"
            self._profiler.start(str(self._serverProc.pid))

        if self._runtime > 0:
            if self._abQueryFile != None:
                print "---"
                print "Using ab with queryfile=" + self._abQueryFile + ", concurrency=" + str(self._numUsers) + ", time=" + str(self._runtime) +"s"
                print "Output File: ", self._dirResults + "/ab.log"
                print "---"
                ab = subprocess.Popen(["./ab/ab","-g", self._dirResults + "/ab.log", "-l", str(self._abCore), "-v", str(self._verbose), "-k", "-t", str(self._runtime), "-n", "99999999", "-c", str(self._numUsers), "-m", self._abQueryFile, self._host+":"+str(self._port)+"/procedure/"])
                ab.wait()
            else:
                self._createUsers()
                sys.stdout.write("Starting %s user(s)...\r" % self._numUsers)
                sys.stdout.flush()
                for i in range(self._numUsers):
                    sys.stdout.write("Starting %s user(s)... %i%%      \r" % (self._numUsers, (i+1.0) / self._numUsers * 100))
                    sys.stdout.flush()
                    self._users[i].start()
                print "Starting %s user(s)... done     " % self._numUsers

                for i in range(self._warmuptime):
                    sys.stdout.write("Warming up... %i   \r" % (self._warmuptime - i))
                    sys.stdout.flush()
                    if self.allUsersFinished():
                        break
                    time.sleep(1)
                print "Warming up... done     "

                sys.stdout.write("Logging results for %i seconds... \r" % self._runtime)
                sys.stdout.flush()
                for i in range(self._numUsers):
                    self._users[i].startLogging()
                for i in range(self._runtime):
                    sys.stdout.write("Logging results for %i seconds... \r" % (self._runtime - i))
                    sys.stdout.flush()
                    if self.allUsersFinished():
                        break
                    time.sleep(1)
                #time.sleep(self._runtime)
                for i in range(self._numUsers):
                    self._users[i].stopLogging()
                print "Logging results for %i seconds... done" % self._runtime

                sys.stdout.write("Stopping %s user(s)...\r" % self._numUsers)
                sys.stdout.flush()
                for i in range(self._numUsers):
                    self._users[i].stop()
                print "users stopped"
                time.sleep(2)
                for i in range(self._numUsers):
                    sys.stdout.write("Stopping %s user(s)... %i%%      \r" % (self._numUsers, (i+1.0) / self._numUsers * 100))
                    sys.stdout.flush()
                    self._users[i].join()
                print "Stopping %s user(s)... done     " % self._numUsers
        if self._vtune is not None:
            subprocess.check_output("amplxe-cl -command stop", cwd=self._vtune, shell=True)
        self.benchBeforeStop()
        self._stopServer()


        if self._with_profiler is not None:
            print "---\n"
            self._profiler.end()

        print "all set"

        if self._remote:
            os.chdir(self._olddir)

        self.benchAfter()


    def addQuery(self, queryId, queryStr):
        if self._queryDict.has_key(queryId):
            raise Exception("a query with id '%s' is already registered" % queryId)
        else:
            self._queryDict[queryId] = queryStr

    def addQueryFile(self, queryId, filename):
        if self._queryDict.has_key(queryId):
            raise Exception("a query with id '%s' is already registered" % queryId)
        else:
            self._queryDict[queryId] = open(filename).read()

    def setUserClass(self, userClass):
        self._userClass = userClass

    def setUserArgs(self, args):
        self._userArgs = args

    def fireQuery(self, queryString, queryArgs={}, sessionContext=None, autocommit=False):
        query = queryString % queryArgs
        data = {"query": query}
        if sessionContext: data["sessionContext"] = sessionContext
        if autocommit: data["autocommit"] = "true"
        return self._session.post("http://%s:%s/" % (self._host, self._port), data=data)

    # def _readDefaultQueryFiles(self):
    #     cwd = os.getcwd()
    #     queryDict = {}
    #     for queryId, filename in queries.QUERY_FILES.iteritems():
    #         queryDict[queryId] = open(os.path.join(cwd, filename)).read()
    #     return queryDict

    def _buildAb(self):
        sys.stdout.write("Building ab tool... ")
        sys.stdout.flush()
        process = subprocess.Popen("make ab", stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True, cwd="./ab")
        (stdout, stderr) = process.communicate()
        returncode = process.returncode
        if returncode != 0:
            print stderr
            raise Exception("ERROR: building ab tool failed with return code %s:\n===\n%s" % (self._settings.getName(), returncode, stderr))
        else:
            print "done"

    def _buildServer(self):
        sys.stdout.write("%suilding server for build '%s'... " % ("B" if not self._rebuild else "Reb", self._buildSettings.getName()))
        sys.stdout.flush()
        if self._build == None:
            self._build = build.Build(settings=self._buildSettings, ssh=self._ssh, remotePath = self._remotePath)
            if self._rebuild:
                self._build.makeClean()
            self._build.makeAll()
        elif self._rebuild:
            self._build.makeClean()
            self._build.makeAll()
        print "done"

    def _startServer(self, paramString=""):
        if not self._remote:
            sys.stdout.write("Starting server for build '%s'... " % self._buildSettings.getName())
            sys.stdout.flush()

            env = {
                "HYRISE_DB_PATH"    : self._dirHyriseDB,
                "LD_LIBRARY_PATH"   : self._dirBinary+":/usr/local/lib64/",
                "HYRISE_MYSQL_PORT" : str(self._mysqlPort),
                "HYRISE_MYSQL_HOST" : self._mysqlHost,
                "HYRISE_MYSQL_USER" : self._mysqlUser,
                "HYRISE_MYSQL_PASS" : self._mysqlPass
            }
            if self._buildSettings.oldMode():
                server = os.path.join(self._dirBinary, "hyrise_server")
            else:
                server = os.path.join(self._dirBinary, "hyrise-server_%s" % self._buildSettings["BLD"])

            #server = os.path.join(self._dirBinary, "hyrise-server_debug")

            logdef = os.path.join(self._dirBinary, "log.properties")
            threadstring = ""
            if (self._serverThreads > 0):
                threadstring = "--threads=%s" % self._serverThreads

            checkpoint_str = ""
            if (self._checkpoint_interval != None):
                checkpoint_str = "--checkpointInterval=%s" % self._checkpoint_interval

            commit_window_str = ""
            if (self._commit_window != None):
                commit_window_str = "--commitWindow=%s" % self._commit_window

            nodes_str = ""
            if (self._nodes != None):
                nodes_str = "--nodes=%s" % self._nodes
            
            mem_node_str = ""
            if (self._memNode != None):
                mem_node_str = "--memorynode=%s" % self._memNode

            self._serverProc = subprocess.Popen([server, "--port=%s" % self._port, "--logdef=%s" % logdef, "--scheduler=%s" % self._scheduler, nodes_str, checkpoint_str, threadstring, commit_window_str, mem_node_str],
                                                cwd=self._dirBinary,
                                                env=env,
                                                stdout=open("/dev/null") if not self._stdout else None,
                                                stderr=open("/dev/null") if not self._stderr else None)
        else:
            self._startRemoteServer()

        time.sleep(1)
        print "done"


    def _startRemoteServer(self):
        print("Starting server for build '%s'... remotely on '%s'" % (self._buildSettings.getName(), self._host))

        env = "HYRISE_DB_PATH="+str(self._dirHyriseDB)+\
              " LD_LIBRARY_PATH="+str(self._dirBinary)+":/usr/local/lib64/"+\
              " HYRISE_MYSQL_PORT="+str(self._mysqlPort)+\
              " HYRISE_MYSQL_HOST="+str(self._mysqlHost)+\
              " HYRISE_MYSQL_USER="******" HYRISE_MYSQL_PASS="******"hyrise_server")
        else:
            server = os.path.join(self._dirBinary, "hyrise-server_%s" % self._buildSettings["BLD"])

        logdef = os.path.join(self._dirBinary, "log.properties")

        threadstring = ""

        if (self._serverThreads > 0):
            threadstring = "--threads=%s" % self._serverThreads

        # note: there is an issue with large outputs of the server command;
        # the remote command hangs, probably when the channel buffer is full
        # either write to /dev/null on server machine of a file on server side
        # otherwise, get the transport and read from a channel
        command_str = "cd " + str(self._dirBinary) + "; env " + env + " " + server + " --port=%s" % self._port + " --logdef=%s" % logdef + " --scheduler=%s" % self._scheduler + " " + threadstring + " 2&>1 &> ~/hyriselog"
        command_str = command_str.replace(os.path.join(os.getcwd()), self._remotePath)
        stdin, stdout, stderr = self._ssh.exec_command(command_str);

        time.sleep(1)
        print "done"


    def _runPrepareQueries(self):
        if self._prepQueries == None or len(self._prepQueries) == 0:
            return
        numQueries = len(self._prepQueries)
        for i, q in enumerate(self._prepQueries):
            sys.stdout.write("Running prepare queries... %i%%      \r" % ((i+1.0) / numQueries * 100))
            sys.stdout.flush()
            try:
                r = self.fireQuery(self._queryDict[q], self._prepArgs)
                #self._session.post("http://%s:%s/" % (self._host, self._port), data={"query": queryString})
            except Exception:
                print "Running prepare queries... %i%% --> Error" % ((i+1.0) / numQueries * 100)
        print "Running prepare queries... done"



    def _createUsers(self):
        for i in range(self._numUsers):
            self._users.append(self._userClass(userId=i, host=self._host, port=self._port, dirOutput=self._dirResults, queryDict=self._queryDict, collectPerfData=self._collectPerfData, useJson=self._useJson, write_to_file=self._write_to_file, write_to_file_count=self._write_to_file_count, **self._userArgs))

    def _stopServer(self):
        if not self._remote:
            if not self._manual and self._serverProc:
                sys.stdout.write("Stopping server... ")
                sys.stdout.flush()
                self._serverProc.terminate()
                time.sleep(0.5)
                if self._serverProc.poll() is None:
                    #print "Server still running. Waiting 2 sec and forcing shutdown..."
                    time.sleep(2)
                    self._serverProc.kill()
                time.sleep(0.5)
                if self._serverProc.poll() is None:
                    subprocess.call(["killall", "-u", os.getlogin(), "hyrise-server_release"])
                time.sleep(5)
        else:
            print "kill server, close connection"
            self._ssh.exec_command("killall hyrise-server_release");
            self._stopSSHConnection()
        print "done."

    def _signalHandler(self, signal, frame):
        if os.getppid() == self._pid or self._exiting:
            return
        self._exiting = True
        print "\n*** received SIGINT, initiating graceful shutdown"
        if self._build:
            self._build.unlink()
        for u in self._users:
            u.stopLogging()
            u.stop()
        self._stopServer()
        for u in self._users:
            u.join()
        exit()

    def _startSSHConnection(self):
        self._ssh.set_missing_host_key_policy(paramiko.AutoAddPolicy())
        # expects authentication per key on remote server
        self._ssh.connect(self._host, username=self._remoteUser)
        print "connected"

    def _stopSSHConnection(self):
        self._ssh.close()
    max_weight_matching_library = 'scipy'
    num_iters = 10

    if max_weight_matching_library not in MAX_WEIGHT_MATCHING_LIBRARYS:
        raise Exception('Invalid max weight matching library: ' +
                        max_weight_matching_library)

    Profiler.turnOn()

    Profiler.start('total_test')
    for i in range(num_iters):
        print 'Running test', i + 1, 'of', num_iters
        # Generate random graph
        Profiler.start('generateRandomGraph')
        random_weighted_graph = generateRandomGraph(
            num_nodes, min_weight, max_weight, edge_probability,
            int_weights_only, max_weight_matching_library)
        Profiler.end('generateRandomGraph')

        if max_weight_matching_library == 'scipy':
            Profiler.start('scipy.optimize.linear_sum_assignment')
            matching = scipy_opt.linear_sum_assignment(-random_weighted_graph)
            Profiler.end('scipy.optimize.linear_sum_assignment')

        if max_weight_matching_library == 'networkx':
            raise Exception('Not implemented')

    Profiler.end('total_test')

    Profiler.stats()
コード例 #6
0
class Benchmark:
    def __init__(self, benchmarkGroupId, benchmarkRunId, buildSettings,
                 **kwargs):
        if (kwargs.has_key("remote") and kwargs["remote"] == True and
            (kwargs.has_key("dirBinary") or kwargs.has_key("hyriseDBPath"))):
            print "dirBinary and hyriseDBPath cannot be used with remote"
            exit()

        self._pid = os.getpid()
        self._id = benchmarkGroupId
        self._runId = benchmarkRunId
        self._buildSettings = buildSettings
        self._userClass = kwargs["userClass"] if kwargs.has_key(
            "userClass") else user.User
        self._numUsers = kwargs["numUsers"] if kwargs.has_key(
            "numUsers") else 1
        self._mysqlDB = kwargs["mysqlDB"] if kwargs.has_key(
            "mysqlDB") else "cbtr"
        self._mysqlHost = kwargs["mysqlHost"] if kwargs.has_key(
            "mysqlHost") else "vm-hyrise-jenkins.eaalab.hpi.uni-potsdam.de"
        self._mysqlPort = kwargs["mysqlPort"] if kwargs.has_key(
            "mysqlPort") else 3306
        self._mysqlUser = kwargs["mysqlUser"] if kwargs.has_key(
            "mysqlUser") else "hyrise"
        self._mysqlPass = kwargs["mysqlPass"] if kwargs.has_key(
            "mysqlPass") else "hyrise"
        self._papi = kwargs["papi"] if kwargs.has_key("papi") else "NO_PAPI"
        self._prepQueries = kwargs["prepareQueries"] if kwargs.has_key(
            "prepareQueries") else queries.QUERIES_PREPARE
        self._prepArgs = kwargs["prepareArgs"] if kwargs.has_key(
            "prepareArgs") else {
                "db": "cbtr"
            }
        self._queries = kwargs["benchmarkQueries"] if kwargs.has_key(
            "benchmarkQueries") else queries.QUERIES_ALL
        self._host = kwargs["host"] if kwargs.has_key("host") else "127.0.0.1"
        self._port = kwargs["port"] if kwargs.has_key("port") else 5000
        self._warmuptime = kwargs["warmuptime"] if kwargs.has_key(
            "warmuptime") else 0
        self._runtime = kwargs["runtime"] if kwargs.has_key("runtime") else 5
        self._thinktime = kwargs["thinktime"] if kwargs.has_key(
            "thinktime") else 0
        self._manual = kwargs["manual"] if kwargs.has_key("manual") else False
        self._rebuild = kwargs["rebuild"] if kwargs.has_key(
            "rebuild") else False
        self._userArgs = kwargs["userArgs"] if kwargs.has_key(
            "userArgs") else {
                "queries": self._queries
            }
        self._stdout = kwargs["showStdout"] if kwargs.has_key(
            "showStdout") else False
        self._stderr = kwargs["showStderr"] if kwargs.has_key(
            "showStderr") else True
        self._remote = kwargs["remote"] if kwargs.has_key("remote") else False
        self._dirBinary = kwargs["dirBinary"] if kwargs.has_key(
            "dirBinary") else os.path.join(
                os.getcwd(), "builds/%s" % buildSettings.getName())
        self._dirHyriseDB = kwargs["hyriseDBPath"] if kwargs.has_key(
            "hyriseDBPath") else self._dirBinary
        self._dirResults = os.path.join(os.getcwd(), "results", self._id,
                                        self._runId, buildSettings.getName())
        # self._queryDict         = self._readDefaultQueryFiles()
        self._queryDict = {}
        self._session = requests.Session()
        self._serverThreads = kwargs["serverThreads"] if kwargs.has_key(
            "serverThreads") else 0
        self._collectPerfData = kwargs["collectPerfData"] if kwargs.has_key(
            "collectPerfData") else False
        self._useJson = kwargs["useJson"] if kwargs.has_key(
            "useJson") else False
        self._build = None
        self._serverProc = None
        self._users = []
        self._scheduler = kwargs["scheduler"] if kwargs.has_key(
            "scheduler") else "PartitionedQueuesScheduler"
        self._serverIP = kwargs["serverIP"] if kwargs.has_key(
            "serverIP") else "127.0.0.1"
        self._remoteUser = kwargs["remoteUser"] if kwargs.has_key(
            "remoteUser") else "hyrise"
        self._remotePath = kwargs["remotePath"] if kwargs.has_key(
            "remotePath") else "/home/" + kwargs["remoteUser"] + "/benchmark"
        self._abQueryFile = kwargs["abQueryFile"] if kwargs.has_key(
            "abQueryFile") else None
        self._abCore = kwargs["abCore"] if kwargs.has_key("abCore") else 2
        self._verbose = kwargs["verbose"] if kwargs.has_key("verbose") else 1
        self._write_to_file = kwargs["write_to_file"] if kwargs.has_key(
            "write_to_file") else None
        self._write_to_file_count = kwargs[
            "write_to_file_count"] if kwargs.has_key(
                "write_to_file_count") else None
        self._checkpoint_interval = str(
            kwargs["checkpointInterval"]) if kwargs.has_key(
                "checkpointInterval") else None
        self._commit_window = str(
            kwargs["commitWindow"]) if kwargs.has_key("commitWindow") else None
        self._csv = kwargs["csv"] if kwargs.has_key("csv") else False
        self._nodes = kwargs["nodes"] if kwargs.has_key("nodes") else None
        self._vtune = os.path.expanduser(kwargs["vtune"]) if kwargs.has_key(
            "vtune") and kwargs["vtune"] is not None else None
        self._with_profiler = kwargs["profiler"] if kwargs.has_key(
            "profiler") else None
        self._profiler = None
        self._memNode = kwargs["memNode"] if kwargs.has_key(
            "memNode") else None

        if self._vtune is not None:
            self._manual = True
        if self._remote:
            self._ssh = paramiko.SSHClient()
        else:
            self._ssh = None
        self._exiting = False

        self._session.headers = {
            "Content-type": "application/x-www-form-urlencoded",
            "Accept": "text/plain"
        }
        if not os.path.isdir(self._dirResults):
            os.makedirs(self._dirResults)

    def benchPrepare(self):
        """ implement this in subclasses """
        pass

    def loadTables(self):
        """ implement this in subclasses """
        pass

    def benchAfterLoad(self):
        """ implement this in subclasses """
        pass

    def benchBeforeStop(self):
        """ implement this in subclasses """
        pass

    def benchAfter(self):
        """ implement this in subclasses """
        pass

    def preexec(self):  # Don't forward signals.
        os.setpgrp()

    def allUsersFinished(self):
        for user in self._users:
            if user.is_alive():
                return False
        print "All users have terminated."
        return True

    def run(self):
        filename = self._dirResults + "/ab.log"
        i = 1
        while not os.path.isfile(filename):
            print "Starting benchmark try", i, "for file", filename
            self.run_real()
            i = i + 1

    def run_real(self):

        try:
            signal.signal(signal.SIGINT, self._signalHandler)
        except:
            print "Could not add signal handler."

        if self._with_profiler is not None:
            self._profiler = Profiler(self._dirBinary)
            self._profiler.setup(self._with_profiler)

        print "+------------------+"
        print "| HYRISE benchmark |"
        print "+------------------+\n"

        if self._remote:
            subprocess.call(["mkdir", "-p", "remotefs/" + self._host])
            subprocess.call(["fusermount", "-u", "remotefs/127.0.0.1"])
            subprocess.Popen([
                "sshfs", self._remoteUser + "@" + self._host + ":" +
                self._remotePath, "remotefs/" + self._host + "/"
            ],
                             preexec_fn=self.preexec)
            self._olddir = os.getcwd()
            os.chdir("remotefs/" + self._host + "/")
            self._dirBinary = os.path.join(
                os.getcwd(), "builds/%s" % self._buildSettings.getName())
            self._dirHyriseDB = os.path.join(os.getcwd(), "hyrise")
            self._startSSHConnection()

        if not self._manual:
            # no support for building on remote machine yet
            self._buildServer()
            if self._abQueryFile != None:
                self._buildAb()
            self._startServer()
            print "---\nHYRISE server running on port %s\n---" % self._port
        else:
            print "---\nManual mode, expecting HYRISE server running on port %s\n---" % self._port

        self._runPrepareQueries()

        print "Preparing benchmark..."
        self.benchPrepare()
        self.loadTables()
        self.benchAfterLoad()

        if self._vtune is not None:
            subprocess.check_output("amplxe-cl -command resume",
                                    cwd=self._vtune,
                                    shell=True)

        if self._with_profiler is not None:
            print "---\n"
            self._profiler.start(str(self._serverProc.pid))

        if self._runtime > 0:
            if self._abQueryFile != None:
                print "---"
                print "Using ab with queryfile=" + self._abQueryFile + ", concurrency=" + str(
                    self._numUsers) + ", time=" + str(self._runtime) + "s"
                print "Output File: ", self._dirResults + "/ab.log"
                print "---"
                ab = subprocess.Popen([
                    "./ab/ab", "-g", self._dirResults + "/ab.log", "-l",
                    str(self._abCore), "-v",
                    str(self._verbose), "-k", "-t",
                    str(self._runtime), "-n", "99999999", "-c",
                    str(self._numUsers), "-m", self._abQueryFile,
                    self._host + ":" + str(self._port) + "/procedure/"
                ])
                ab.wait()
            else:
                self._createUsers()
                sys.stdout.write("Starting %s user(s)...\r" % self._numUsers)
                sys.stdout.flush()
                for i in range(self._numUsers):
                    sys.stdout.write("Starting %s user(s)... %i%%      \r" %
                                     (self._numUsers,
                                      (i + 1.0) / self._numUsers * 100))
                    sys.stdout.flush()
                    self._users[i].start()
                print "Starting %s user(s)... done     " % self._numUsers

                for i in range(self._warmuptime):
                    sys.stdout.write("Warming up... %i   \r" %
                                     (self._warmuptime - i))
                    sys.stdout.flush()
                    if self.allUsersFinished():
                        break
                    time.sleep(1)
                print "Warming up... done     "

                sys.stdout.write("Logging results for %i seconds... \r" %
                                 self._runtime)
                sys.stdout.flush()
                for i in range(self._numUsers):
                    self._users[i].startLogging()
                for i in range(self._runtime):
                    sys.stdout.write("Logging results for %i seconds... \r" %
                                     (self._runtime - i))
                    sys.stdout.flush()
                    if self.allUsersFinished():
                        break
                    time.sleep(1)
                #time.sleep(self._runtime)
                for i in range(self._numUsers):
                    self._users[i].stopLogging()
                print "Logging results for %i seconds... done" % self._runtime

                sys.stdout.write("Stopping %s user(s)...\r" % self._numUsers)
                sys.stdout.flush()
                for i in range(self._numUsers):
                    self._users[i].stop()
                print "users stopped"
                time.sleep(2)
                for i in range(self._numUsers):
                    sys.stdout.write("Stopping %s user(s)... %i%%      \r" %
                                     (self._numUsers,
                                      (i + 1.0) / self._numUsers * 100))
                    sys.stdout.flush()
                    self._users[i].join()
                print "Stopping %s user(s)... done     " % self._numUsers
        if self._vtune is not None:
            subprocess.check_output("amplxe-cl -command stop",
                                    cwd=self._vtune,
                                    shell=True)
        self.benchBeforeStop()
        self._stopServer()

        if self._with_profiler is not None:
            print "---\n"
            self._profiler.end()

        print "all set"

        if self._remote:
            os.chdir(self._olddir)

        self.benchAfter()

    def addQuery(self, queryId, queryStr):
        if self._queryDict.has_key(queryId):
            raise Exception("a query with id '%s' is already registered" %
                            queryId)
        else:
            self._queryDict[queryId] = queryStr

    def addQueryFile(self, queryId, filename):
        if self._queryDict.has_key(queryId):
            raise Exception("a query with id '%s' is already registered" %
                            queryId)
        else:
            self._queryDict[queryId] = open(filename).read()

    def setUserClass(self, userClass):
        self._userClass = userClass

    def setUserArgs(self, args):
        self._userArgs = args

    def fireQuery(self,
                  queryString,
                  queryArgs={},
                  sessionContext=None,
                  autocommit=False):
        query = queryString % queryArgs
        data = {"query": query}
        if sessionContext: data["sessionContext"] = sessionContext
        if autocommit: data["autocommit"] = "true"
        return self._session.post("http://%s:%s/" % (self._host, self._port),
                                  data=data)

    # def _readDefaultQueryFiles(self):
    #     cwd = os.getcwd()
    #     queryDict = {}
    #     for queryId, filename in queries.QUERY_FILES.iteritems():
    #         queryDict[queryId] = open(os.path.join(cwd, filename)).read()
    #     return queryDict

    def _buildAb(self):
        sys.stdout.write("Building ab tool... ")
        sys.stdout.flush()
        process = subprocess.Popen("make ab",
                                   stdout=subprocess.PIPE,
                                   stderr=subprocess.PIPE,
                                   shell=True,
                                   cwd="./ab")
        (stdout, stderr) = process.communicate()
        returncode = process.returncode
        if returncode != 0:
            print stderr
            raise Exception(
                "ERROR: building ab tool failed with return code %s:\n===\n%s"
                % (self._settings.getName(), returncode, stderr))
        else:
            print "done"

    def _buildServer(self):
        sys.stdout.write("%suilding server for build '%s'... " %
                         ("B" if not self._rebuild else "Reb",
                          self._buildSettings.getName()))
        sys.stdout.flush()
        if self._build == None:
            self._build = build.Build(settings=self._buildSettings,
                                      ssh=self._ssh,
                                      remotePath=self._remotePath)
            if self._rebuild:
                self._build.makeClean()
            self._build.makeAll()
        elif self._rebuild:
            self._build.makeClean()
            self._build.makeAll()
        print "done"

    def _startServer(self, paramString=""):
        if not self._remote:
            sys.stdout.write("Starting server for build '%s'... " %
                             self._buildSettings.getName())
            sys.stdout.flush()

            env = {
                "HYRISE_DB_PATH": self._dirHyriseDB,
                "LD_LIBRARY_PATH": self._dirBinary + ":/usr/local/lib64/",
                "HYRISE_MYSQL_PORT": str(self._mysqlPort),
                "HYRISE_MYSQL_HOST": self._mysqlHost,
                "HYRISE_MYSQL_USER": self._mysqlUser,
                "HYRISE_MYSQL_PASS": self._mysqlPass
            }
            if self._buildSettings.oldMode():
                server = os.path.join(self._dirBinary, "hyrise_server")
            else:
                server = os.path.join(
                    self._dirBinary,
                    "hyrise-server_%s" % self._buildSettings["BLD"])

            #server = os.path.join(self._dirBinary, "hyrise-server_debug")

            logdef = os.path.join(self._dirBinary, "log.properties")
            threadstring = ""
            if (self._serverThreads > 0):
                threadstring = "--threads=%s" % self._serverThreads

            checkpoint_str = ""
            if (self._checkpoint_interval != None):
                checkpoint_str = "--checkpointInterval=%s" % self._checkpoint_interval

            commit_window_str = ""
            if (self._commit_window != None):
                commit_window_str = "--commitWindow=%s" % self._commit_window

            nodes_str = ""
            if (self._nodes != None):
                nodes_str = "--nodes=%s" % self._nodes

            mem_node_str = ""
            if (self._memNode != None):
                mem_node_str = "--memorynode=%s" % self._memNode

            self._serverProc = subprocess.Popen(
                [
                    server,
                    "--port=%s" % self._port,
                    "--logdef=%s" % logdef,
                    "--scheduler=%s" % self._scheduler, nodes_str,
                    checkpoint_str, threadstring, commit_window_str,
                    mem_node_str
                ],
                cwd=self._dirBinary,
                env=env,
                stdout=open("/dev/null") if not self._stdout else None,
                stderr=open("/dev/null") if not self._stderr else None)
        else:
            self._startRemoteServer()

        time.sleep(1)
        print "done"

    def _startRemoteServer(self):
        print("Starting server for build '%s'... remotely on '%s'" %
              (self._buildSettings.getName(), self._host))

        env = "HYRISE_DB_PATH="+str(self._dirHyriseDB)+\
              " LD_LIBRARY_PATH="+str(self._dirBinary)+":/usr/local/lib64/"+\
              " HYRISE_MYSQL_PORT="+str(self._mysqlPort)+\
              " HYRISE_MYSQL_HOST="+str(self._mysqlHost)+\
              " HYRISE_MYSQL_USER="******" HYRISE_MYSQL_PASS="******"hyrise_server")
        else:
            server = os.path.join(
                self._dirBinary,
                "hyrise-server_%s" % self._buildSettings["BLD"])

        logdef = os.path.join(self._dirBinary, "log.properties")

        threadstring = ""

        if (self._serverThreads > 0):
            threadstring = "--threads=%s" % self._serverThreads

        # note: there is an issue with large outputs of the server command;
        # the remote command hangs, probably when the channel buffer is full
        # either write to /dev/null on server machine of a file on server side
        # otherwise, get the transport and read from a channel
        command_str = "cd " + str(
            self._dirBinary
        ) + "; env " + env + " " + server + " --port=%s" % self._port + " --logdef=%s" % logdef + " --scheduler=%s" % self._scheduler + " " + threadstring + " 2&>1 &> ~/hyriselog"
        command_str = command_str.replace(os.path.join(os.getcwd()),
                                          self._remotePath)
        stdin, stdout, stderr = self._ssh.exec_command(command_str)

        time.sleep(1)
        print "done"

    def _runPrepareQueries(self):
        if self._prepQueries == None or len(self._prepQueries) == 0:
            return
        numQueries = len(self._prepQueries)
        for i, q in enumerate(self._prepQueries):
            sys.stdout.write("Running prepare queries... %i%%      \r" %
                             ((i + 1.0) / numQueries * 100))
            sys.stdout.flush()
            try:
                r = self.fireQuery(self._queryDict[q], self._prepArgs)
                #self._session.post("http://%s:%s/" % (self._host, self._port), data={"query": queryString})
            except Exception:
                print "Running prepare queries... %i%% --> Error" % (
                    (i + 1.0) / numQueries * 100)
        print "Running prepare queries... done"

    def _createUsers(self):
        for i in range(self._numUsers):
            self._users.append(
                self._userClass(userId=i,
                                host=self._host,
                                port=self._port,
                                dirOutput=self._dirResults,
                                queryDict=self._queryDict,
                                collectPerfData=self._collectPerfData,
                                useJson=self._useJson,
                                write_to_file=self._write_to_file,
                                write_to_file_count=self._write_to_file_count,
                                **self._userArgs))

    def _stopServer(self):
        if not self._remote:
            if not self._manual and self._serverProc:
                sys.stdout.write("Stopping server... ")
                sys.stdout.flush()
                self._serverProc.terminate()
                time.sleep(0.5)
                if self._serverProc.poll() is None:
                    #print "Server still running. Waiting 2 sec and forcing shutdown..."
                    time.sleep(2)
                    self._serverProc.kill()
                time.sleep(0.5)
                if self._serverProc.poll() is None:
                    subprocess.call([
                        "killall", "-u",
                        os.getlogin(), "hyrise-server_release"
                    ])
                time.sleep(5)
        else:
            print "kill server, close connection"
            self._ssh.exec_command("killall hyrise-server_release")
            self._stopSSHConnection()
        print "done."

    def _signalHandler(self, signal, frame):
        if os.getppid() == self._pid or self._exiting:
            return
        self._exiting = True
        print "\n*** received SIGINT, initiating graceful shutdown"
        if self._build:
            self._build.unlink()
        for u in self._users:
            u.stopLogging()
            u.stop()
        self._stopServer()
        for u in self._users:
            u.join()
        exit()

    def _startSSHConnection(self):
        self._ssh.set_missing_host_key_policy(paramiko.AutoAddPolicy())
        # expects authentication per key on remote server
        self._ssh.connect(self._host, username=self._remoteUser)
        print "connected"

    def _stopSSHConnection(self):
        self._ssh.close()