def GVizTest(NNodes, NEdges):
  
  Graph = snap.GenRndGnm(NNodes, NEdges, 1)
  FName = "test.png"
  snap.DrawGViz(Graph, 1, snap.TStr(FName),
                        snap.TStr("Snap Ringo Dot"), 1)
  
  return os.path.exists(FName)
Esempio n. 2
0
def GetNbr(sw):
    """
    provide graph neighbors
    """

    taskname = sw.GetName()
    # tindex = sw.GetIndex()

    msglist = sw.GetMsgList()
    sw.log.debug("msglist %s" % msglist)

    with perf.Timer(sw.log, "LoadState-GetNbrCpp"):
        AdjLists = LoadState(sw)

    if AdjLists:
        # state is available, process requests for neighbors
        sw.log.debug('[%s] state available, length %d' %
                     (sw.GetName(), AdjLists.Len()))
        for item in msglist:
            name = sw.GetMsgName(item)

            # read the input nodes
            FIn = Snap.TFIn(Snap.TStr(name))
            msg = Snap.TIntV(FIn)

            GetNeighbors(sw, AdjLists, msg)
        return

    # state not found, initialize it with neighbors
    sw.log.debug('[%s] adjlist not found, initializing' % sw.GetName())
    Edges = Snap.TIntIntVV()

    for item in msglist:
        name = sw.GetMsgName(item)

        FIn = Snap.TFIn(Snap.TStr(name))
        Vec = Snap.TIntIntVV(FIn)

        Snap.AddVec64(Edges, Vec)

    # first iteration: input are edges, save the state
    AdjLists = GetEdges(sw, Edges)

    sw.log.debug('[%s] saving adjlist of size %d now' %
                 (sw.GetName(), AdjLists.Len()))

    with perf.Timer(sw.log, "SaveState-GetNbrCpp"):
        SaveState(sw, AdjLists)

    dmsgout = {}
    dmsgout["src"] = sw.GetName()
    dmsgout["cmd"] = "targets"
    dmsgout["body"] = {}
    sw.Send(0, dmsgout, "2")
Esempio n. 3
0
def GetNbr(sw):
    """
    provide graph neighbors
    """

    taskname = sw.GetName()

    msglist = sw.GetMsgList()
    sw.flog.write("msglist " + str(msglist) + "\n")
    sw.flog.flush()

    AdjLists = LoadState()

    if AdjLists:
        # state is available, process requests for neighbors
        for item in msglist:
            name = sw.GetMsgName(item)

            # read the input nodes
            FIn = Snap.TFIn(Snap.TStr(name))
            msg = Snap.TIntV(FIn)

            GetNeighbors(sw, AdjLists, msg)
        return

    # state not found, initialize it with neighbors
    Edges = Snap.TIntV()

    for item in msglist:
        name = sw.GetMsgName(item)

        FIn = Snap.TFIn(Snap.TStr(name))
        Vec = Snap.TIntV(FIn)

        Edges.AddV(Vec)

    # first iteration: input are edges, save the state
    AdjLists = GetEdges(Edges)
    sw.flog.write("state " + str(AdjLists.Len()) + "\n")
    sw.flog.flush()

    SaveState(AdjLists)

    dmsgout = {}
    dmsgout["src"] = sw.GetName()
    dmsgout["cmd"] = "targets"
    dmsgout["body"] = {}
    sw.Send(0, dmsgout, "2")
Esempio n. 4
0
def GetNbr(sw):
    """
    provide graph neighbors
    """

    # taskname = sw.GetName()

    msglist = sw.GetMsgList()
    sw.log.debug("msglist %s" % msglist)

    with perf.Timer(sw.log, "LoadState-GetNbrCpp"):
        AdjLists = LoadState(sw)

    if AdjLists:
        # state is available, process requests for neighbors
        for item in msglist:
            name = sw.GetMsgName(item)

            # read the input nodes
            FIn = Snap.TFIn(Snap.TStr(name))
            msg = Snap.TIntV(FIn)

            GetNeighbors(sw, AdjLists, msg)
        return

    # state not found, initialize it with neighbors
    Edges = Snap.TIntV()

    for item in msglist:
        name = sw.GetMsgName(item)

        FIn = Snap.TFIn(Snap.TStr(name))
        Vec = Snap.TIntV(FIn)

        Edges.AddV(Vec)

    # first iteration: input are edges, save the state
    AdjLists = GetEdges(sw, Edges)
    sw.log.debug("state: %d" % AdjLists.Len())

    with perf.Timer(sw.log, "SaveState-GetNbrCpp"):
        SaveState(sw, AdjLists)

    dmsgout = {}
    dmsgout["src"] = sw.GetName()
    dmsgout["cmd"] = "targets"
    dmsgout["body"] = {}
    sw.Send(0, dmsgout, "2")
Esempio n. 5
0
def LoadState():
    fname = sw.GetStateName()
    if not os.path.exists(fname):
        return None

    FIn = Snap.TFIn(Snap.TStr(fname))
    AdjLists = Snap.TIntIntVH(FIn)
    return AdjLists
Esempio n. 6
0
def GenGraph(sw):
    """
    generate the graph edges
    """

    # extract the stubs from the args
    # iterate through the input queue and add new items to the stub list

    # taskname = sw.GetName()

    msglist = sw.GetMsgList()
    sw.log.debug("msglist: %s" % msglist)

    Stubs = Snap.TIntV()  # Stubs is an empty vector
    for item in msglist:

        # 1) Get item in msglist

        # 2) Get name of item
        name = sw.GetMsgName(item)

        # 3) Get vector associated with name
        FIn = Snap.TFIn(Snap.TStr(name))
        Vec = Snap.TIntV(FIn)

        # 4) Add vector to Stubs
        Stubs.AddV(Vec)

    # 5) Got all stubs, which is of length msglist


#    # Randomize the items (aka shuffle)
#    Snap.Randomize(Stubs)
#
#    # nodes in each task and the number of tasks
#    tsize = sw.GetRange()
#    ntasks = int(sw.GetVar("gen_tasks"))
#
#    # get edges for a specific task
#    Tasks = Snap.TIntIntVV(ntasks)  # vector of length ntasks containing vectors
#    Snap.AssignEdges(Stubs, Tasks, tsize)
    ntasks = int(sw.GetVar("gen_tasks"))
    seg_bits = int(sw.GetVar('seg_bits'))
    tsize = sw.GetRange()

    Tasks = Snap.TIntVVV(ntasks)
    Stubs = Snap.segment(Stubs, seg_bits)  # segmentize stubs

    # do segmented random edge assignment
    Snap.AssignRandomEdges64(Stubs, Tasks, tsize, seg_bits)

    # desegment results
    Tasks = Snap.desegmentRandomizedEdges(Tasks, seg_bits, tsize)

    # send messages
    for i in xrange(0, Tasks.Len()):
        sw.log.debug("sending task: %d, len: %d" % (i, Tasks.GetVal(i).Len()))
        sw.Send(i, Tasks.GetVal(i), swsnap=True)
Esempio n. 7
0
def GenGraph(sw):
    """
    generate the graph edges
    """

    # extract the stubs from the args
    # iterate through the input queue and add new items to the stub list

    # taskname = sw.GetName()

    msglist = sw.GetMsgList()
    sw.log.debug("msglist: %s" % msglist)

    Stubs = Snap.TIntIntVV()  # Stubs is an empty vector
    for item in msglist:

        # 1) Get item in msglist

        # 2) Get name of item
        name = sw.GetMsgName(item)

        # 3) Get vector associated with name
        FIn = Snap.TFIn(Snap.TStr(name))
        Vec64 = Snap.TIntIntVV(FIn)

        # 4) Add vector to Stubs
        #Stubs.AddV(Vec)
        Snap.AddVec64(Stubs, Vec64)

    # 5) Got all stubs, which is of length msglist

    # nodes in each task
    tsize = sw.GetRange()

    # number of bits in our segment (so seg size is (1<<seg_bits))
    seg_bits = int(sw.GetVar('seg_bits'))

    # number of tasks
    ntasks = int(sw.GetVar("gen_tasks"))

    # get edges for a specific task
    Tasks = Snap.TIntVVV(ntasks)  # vector of length ntasks containing vectors

    sw.log.debug('[%s] about to assign random edges' % sw.GetName())

    # handles shuffling and random assignment of edges
    Snap.AssignRandomEdges64(Stubs, Tasks, tsize, seg_bits)

    sw.log.debug('[%s] done assigning random edges' % sw.GetName())

    # send messages
    for i in xrange(0, Tasks.Len()):
        sw.log.debug(LazyStr(lambda: '[%s] sending TIntIntVV of memory size %d to %d' % \
            (sw.GetName(), Snap.GetMemSize64(Tasks.GetVal(i)), i)))
        sw.Send(i, Tasks.GetVal(i), swsnap=True)
Esempio n. 8
0
def GenRndGnm():
    Graph = snap.GenRndGnm_PNGraph(1000,10000)
    print "Graph", str(type(Graph)), Graph.GetNodes(), Graph.GetEdges()

    # save the graph
    FName = "test2.graph"
    print "Save", FName

    FOut = snap.TFOut(snap.TStr(FName))
    Graph.Save(FOut)
    FOut.Flush()

    # load the graph
    print "Read", FName
    FIn = snap.TFIn(snap.TStr(FName))
    #Graph2 = snap.TNGraph(FIn)
    #Graph2 = snap.TNGraph.Load(FIn)
    Graph2 = snap.PNGraph.New()
    print "Graph2", str(type(Graph2))
    print str(dir(Graph2))
    Graph2.Load(FIn)
Esempio n. 9
0
def SaveState(ds):
    fname = sw.GetStateName()

    Start = Snap.TInt(ds["start"])
    Dist = Snap.TInt(ds["dist"])
    Visited = ds["visit"]

    FOut = Snap.TFOut(Snap.TStr(fname))
    Start.Save(FOut)
    Dist.Save(FOut)
    Visited.Save(FOut)
    FOut.Flush()
Esempio n. 10
0
def SaveState(sw, ds):
    fname = sw.GetStateName()

    Start = Snap.TInt(ds["start"])
    Dist = Snap.TInt(ds["dist"])
    Visited = ds["visit"]

    FOut = Snap.TFOut(Snap.TStr(fname))
    sw.cum_timer.cum_start("disk")
    Start.Save(FOut)
    Dist.Save(FOut)
    Visited.Save(FOut)
    FOut.Flush()
    sw.cum_timer.cum_stop("disk")
Esempio n. 11
0
def LoadState():
    fname = sw.GetStateName()
    if not os.path.exists(fname):
        return None

    FIn = Snap.TFIn(Snap.TStr(fname))
    Start = Snap.TInt(FIn)
    Dist = Snap.TInt(FIn)
    Visited = Snap.TIntH(FIn)

    ds = {}
    ds["start"] = Start.Val
    ds["dist"] = Dist.Val
    ds["visit"] = Visited
    return ds
Esempio n. 12
0
def LoadState(sw):
    fname = sw.GetStateName()
    if not os.path.exists(fname):
        return None

    sw.cum_timer.cum_start("disk")
    FIn = Snap.TFIn(Snap.TStr(fname))
    Start = Snap.TInt(FIn)
    Dist = Snap.TInt(FIn)
    Visited = Snap.TIntV(FIn)
    sw.cum_timer.cum_stop("disk")

    ds = {}
    ds["start"] = Start.Val
    ds["dist"] = Dist.Val
    ds["visit"] = Visited
    return ds
Esempio n. 13
0
def SaveState(ds):
    fname = sw.GetStateName()

    First = Snap.TInt(ds["first"])
    Range = Snap.TInt(ds["range"])
    Count = Snap.TInt(ds["count"])
    Dist = Snap.TInt(ds["dist"])
    Start = Snap.TInt(ds["start"])
    Visited = ds["visit"]

    FOut = Snap.TFOut(Snap.TStr(fname))
    First.Save(FOut)
    Range.Save(FOut)
    Count.Save(FOut)
    Dist.Save(FOut)
    Start.Save(FOut)
    Visited.Save(FOut)
    FOut.Flush()
Esempio n. 14
0
def LoadState():
    fname = sw.GetStateName()
    if not os.path.exists(fname):
        return None

    FIn = Snap.TFIn(Snap.TStr(fname))
    First = Snap.TInt(FIn)
    Range = Snap.TInt(FIn)
    Count = Snap.TInt(FIn)
    Dist = Snap.TInt(FIn)
    Start = Snap.TInt(FIn)
    Visited = Snap.TIntV(FIn)

    ds = {}
    ds["first"] = First.Val
    ds["range"] = Range.Val
    ds["count"] = Count.Val
    ds["dist"] = Dist.Val
    ds["start"] = Start.Val
    ds["visit"] = Visited
    return ds
Esempio n. 15
0
    def Send(self, dstid, d, channel="1", swsnap=False):

        #dstnum = dstid / self.range
        #dstname = self.target + "-" + str(dstnum)
        dstname = self.target[channel] + "-" + str(dstid)
        dsthostid = self.tasks.get(dstname)
        dshost = self.hosts.get(dsthostid)
        self.log.debug('sending to %s (had id %d)' % (dshost, dstid))

        if self.local:
            fname = self.GetOutName(dstname)

        if swsnap:
            if not gotsnap:
                self.log.error("Snap module is not available")
                sys.exit(2)

            # Snap vector
            if self.local:
                FOut = Snap.TFOut(Snap.TStr(fname))
                d.Save(FOut)
                FOut.Flush()
                #print "send Snap task %s, host %s, *** Error: local 'Send' not yet implemented" % (dstname, dshost)
                return

            client.messagevec(dshost, self.taskname, dstname, d)
            return

        else:
            # json dict
            s = json.dumps(d)
            # print "send task %s, host %s, msg %s" % (dstname, dshost, s)

            if self.local:
                f = open(fname, "w")
                f.write(s)
                f.close()
                return

            client.message(dshost, self.taskname, dstname, s)
Esempio n. 16
0
def GenGraph(sw):
    """
    generate the graph edges
    """

    # extract the stubs from the args
    # iterate through the input queue and add new items to the stub list

    taskname = sw.GetName()

    msglist = sw.GetMsgList()
    sw.flog.write("msglist " + str(msglist) + "\n")
    sw.flog.flush()

    Stubs = Snap.TIntV()
    for item in msglist:

        sw.flog.write("1 got item " + item + "\n")
        sw.flog.flush()

        name = sw.GetMsgName(item)

        sw.flog.write("2 got name " + name + "\n")
        sw.flog.flush()

        FIn = Snap.TFIn(Snap.TStr(name))
        Vec = Snap.TIntV(FIn)

        sw.flog.write("3 got vector %d" % (Vec.Len()) + "\n")
        sw.flog.flush()

        Stubs.AddV(Vec)
        #for i in range(0,Vec.Len()):
        #    stubs.append(Vec.GetVal(i).Val)

        #sw.flog.write("4 got stubs %d" % (len(stubs)) + "\n")
        sw.flog.write("4 got stubs %d" % (Stubs.Len()) + "\n")
        sw.flog.flush()

    sw.flog.write("5 got all stubs\n")
    sw.flog.flush()

    #print taskname,stubs

    # randomize the items
    Snap.Randomize(Stubs)
    #random.shuffle(stubs)
    #print taskname + "-r",stubs

    # get the pairs
    #pairs = zip(stubs[::2], stubs[1::2])
    #print taskname,pairs

    # nodes in each task and the number of tasks
    tsize = sw.GetRange()
    ntasks = int(sw.GetVar("gen_tasks"))

    # get edges for a specific task
    Tasks = Snap.TIntIntVV(ntasks)
    Snap.AssignEdges(Stubs, Tasks, tsize)

    #print taskname,edges

    # send messages
    for i in range(0, Tasks.Len()):
        #sw.flog.write("sending task %d" % (i) + "\n")
        sw.flog.write("sending task %d, len %d" % (i, Tasks.GetVal(i).Len()) +
                      "\n")
        sw.flog.flush()
        sw.Send(i, Tasks.GetVal(i), swsnap=True)
Esempio n. 17
0
import os
import sys
import time

sys.path.append("/home/rok/git/rok/snapworld")
import snap as Snap

if __name__ == '__main__':

    if len(sys.argv) < 2:
        print "Usage: " + sys.argv[0] + " <file>"
        sys.exit(1)

    fname = sys.argv[1]

    FIn = Snap.TFIn(Snap.TStr(fname))
    Vec = Snap.TIntV(FIn)
    print "len", Vec.Len()

    Vec.Sort()

    for i in range(0, Vec.Len()):
        print "Vec", i, Vec.GetVal(i).Val
Esempio n. 18
0
def ManipulateNodesEdges():
    '''
    Test node, edge creation
    '''

    NNodes = 10000
    NEdges = 100000
    FName = "test.graph"

    Graph = snap.TUNGraph()
    t = Graph.Empty()

    # create the nodes
    for i in range(0, NNodes):
        Graph.AddNode(i)

    t = Graph.Empty()
    n = Graph.GetNodes()

    # create random edges
    NCount = NEdges
    while NCount > 0:
        x = int(random.random() * NNodes)
        y = int(random.random() * NNodes)
        # skip the loops in this test
        if x != y and not Graph.IsEdge(x, y):
            n = Graph.AddEdge(x, y)
            NCount -= 1

    PrintGStats("ManipulateNodesEdges:Graph1", Graph)

    # get all the nodes
    NCount = 0
    NI = Graph.BegNI()
    while NI < Graph.EndNI():
        NCount += 1
        NI.Next()

    # get all the edges for all the nodes
    ECount1 = 0
    NI = Graph.BegNI()
    while NI < Graph.EndNI():
        ECount1 += NI.GetOutDeg()
        NI.Next()

    ECount1 = ECount1 / 2

    # get all the edges directly
    ECount2 = 0
    EI = Graph.BegEI()
    while EI < Graph.EndEI():
        ECount2 += 1
        EI.Next()

    print "graph ManipulateNodesEdges:Graph2, nodes %d, edges1 %d, edges2 %d" % (
        NCount, ECount1, ECount2)

    # assignment
    Graph1 = Graph
    PrintGStats("ManipulateNodesEdges:Graph3", Graph1)

    # save the graph
    FOut = snap.TFOut(snap.TStr(FName))
    Graph.Save(FOut)
    FOut.Flush()

    # load the graph
    FIn = snap.TFIn(snap.TStr(FName))
    Graph2 = snap.TUNGraph(FIn)
    PrintGStats("ManipulateNodesEdges:Graph4", Graph2)

    # remove all the nodes and edges
    for i in range(0, NNodes):
        n = Graph.GetRndNId()
        Graph.DelNode(n)

    PrintGStats("ManipulateNodesEdges:Graph5", Graph)

    Graph1.Clr()
    PrintGStats("ManipulateNodesEdges:Graph6", Graph1)
Esempio n. 19
0
def ReadVec(fname):
    FIn = Snap.TFIn(Snap.TStr(fname))
    Vec = Snap.TIntV(FIn)
    return Vec
Esempio n. 20
0
def SaveState(AdjLists):
    fname = sw.GetStateName()
    FOut = Snap.TFOut(Snap.TStr(fname))
    AdjLists.Save(FOut)
    FOut.Flush()
Esempio n. 21
0
def AddNewNodes(taskindex, sw, ds, msglist):

    ds["dist"] += 1
    distance = ds["dist"]
    Visited = ds["visit"]

    timer = perf.Timer(sw.log)
    
    # nodes to add are on the input
    NewNodes = Snap.TIntV()

    timer.start("dist-msglist-iter")

    perf.DirSize(sw.log, sw.qin, "GetDist-qin")

    for item in msglist:

        sw.cum_timer.cum_start("disk")

        name = sw.GetMsgName(item)

        # read the input nodes
        FIn = Snap.TFIn(Snap.TStr(name))
        Vec = Snap.TIntV(FIn)

        sw.cum_timer.cum_stop("disk")

        # print "len", Vec.Len()
        # get new nodes, not visited before
        # timer.start("dist-nodes-iter")
        Snap.GetNewNodes1(Vec, Visited, NewNodes, distance)
        # timer.stop("dist-nodes-iter")

    timer.stop("dist-msglist-iter")

    # done, no new nodes
    if NewNodes.Len() <= 0:

        Visited.GetVal(ds["start"]).Val = 0    # reset start node to 0

        timer.start("dist-get-distribution")

        # get distance distribution, assume 1000 is the max
        DistCount = Snap.TIntV(1000)
        Snap.ZeroVec(DistCount)
        Snap.GetDistances(Visited,DistCount)

        l = []
        for i in xrange(0, DistCount.Len()):
            if DistCount.GetVal(i).Val <= 0:
                break
            l.append(DistCount.GetVal(i).Val)

        dmsg = {}
        dmsg["start"] = ds["start"]
        dmsg["dist"] = l

        dmsgout = {}
        dmsgout["src"] = sw.GetName()
        dmsgout["cmd"] = "results"
        dmsgout["body"] = dmsg

        sw.cum_timer.cum_start("network")
        sw.Send(0,dmsgout,"2")
        sw.cum_timer.cum_stop("network")

        sw.log.info("final: %s %s" % (str(ds["start"]), str(distance)))
        sw.log.info("distances: %s" % str(l))

        timer.stop("dist-get-distribution")
        return

    # nodes in each task
    tsize = sw.GetRange()

    timer.start("dist-collect-nodes")

    # collect nodes for the same task
    ntasks = int(sw.GetVar("gen_tasks"))
    Tasks = Snap.TIntIntVV(ntasks)

    # assign nodes to tasks
    Snap.Nodes2Tasks1(NewNodes, Tasks, tsize)

    timer.stop("dist-collect-nodes")

    # for i in range(0,Tasks.Len()):
    #     print "sending task %d, len %d" % (i, Tasks.GetVal(i).Len())

    # send the messages
    timer.start("dist-send-all")
    for i in range(0,Tasks.Len()):
        Vec1 = Tasks.GetVal(i)
        if Vec1.Len() <= 0:
            continue

        # add task# at the end
        Vec1.Add(taskindex)
        sw.cum_timer.cum_start("network")
        sw.Send(i,Vec1,swsnap=True)
        sw.cum_timer.cum_stop("network")
    timer.stop("dist-send-all")
Esempio n. 22
0
def AddNewNodes(taskindex, sw, ds, msglist):

    # all the nodes were visited already
    if ds["count"] >= ds["range"]:
        return

    distance = -1  # this should get overwritten if we have messages.
    # logger gives a warning if that doesn't happen

    Visited = ds["visit"]

    seg_bits = int(sw.GetVar('seg_bits'))
    this_segment_start = Snap.zeroLowOrderBits(ds['first'], seg_bits)
    sw.log.debug('this task starts at node %d' % ds['first'])
    sw.log.debug('this segment starts at node %d' % this_segment_start)

    timer = perf.Timer(sw.log)

    # nodes to add are on the input
    NewNodes = Snap.TIntV(
    )  # TODO (smacke): I think this is fine non-segmented

    timer.start("dist-msglist-iter")

    perf.DirSize(sw.log, sw.qin, "GetDist-qin")

    for item in msglist:

        sw.cum_timer.cum_start("disk")

        name = sw.GetMsgName(item)

        # read the input nodes
        FIn = Snap.TFIn(Snap.TStr(name))
        FringeSubset = Snap.TIntV(FIn)

        sw.cum_timer.cum_stop("disk")

        # it's okay to reassign and then use this later outside of the loop
        # since BSP should guarantee that this is the same at every loop iteration
        distance = FringeSubset.Last(
        ).Val + 1  # last value has prev distance, so we inc by 1
        FringeSubset.DelLast()

        # subtract the starting index
        sw.log.debug('[%s] offsetting by first node id' % sw.GetName())
        Snap.IncVal(FringeSubset, -(ds["first"] - this_segment_start))

        # get new nodes, not visited before
        # timer.start("dist-nodes-iter")

        # NewNodes will each have the segmented bits zero'd out, as well as
        # the high-order bits for this task
        sw.log.debug('[%s] calling GetNewNodes1' % sw.GetName())
        Snap.GetNewNodes1(FringeSubset, Visited, NewNodes, distance)
        # timer.stop("dist-nodes-iter")

    timer.stop("dist-msglist-iter")

    ds["dist"] = distance
    # This should never be -1 after processing message

    if distance == -1:
        sw.log.warn("[%s] thinks that the current distance is -1, \
        this almost certainly means that things are broken!" % sw.GetName())

    nnodes = ds["range"]
    ds["count"] += NewNodes.Len()  # no. of new things we visited


    sw.log.info("distance: %d, new: %d, count: %d, nodes: %d" % \
            (distance, NewNodes.Len(), ds["count"], nnodes))

    sw.log.debug("testing: %d %d %d" % \
            (ds["count"], nnodes, ds["count"] >= nnodes))

    # done, no new nodes
    if ds["count"] >= nnodes:

        sw.log.debug("sending finish output")

        if ds["source"] >= 0:
            # reset start node to 0
            Visited.GetVal(ds["source"] -
                           ds["first"]).Val = 0  # SMACKE: should be ok

        # get distance distribution, assume 1000 is the max
        DistCount = Snap.TIntV(1000)
        Snap.ZeroVec(DistCount)
        Snap.GetDistances(Visited, DistCount)

        # get the maximum positive distance
        maxdist = DistCount.Len() - 1
        while (maxdist > 0) and (DistCount.GetVal(maxdist).Val == 0):
            maxdist -= 1

        maxdist += 1

        sw.log.debug("maxdist: %d" % maxdist)

        # collect the distances
        l = []
        for i in xrange(maxdist):
            # if DistCount.GetVal(i).Val <= 0: break
            l.append(DistCount.GetVal(i).Val)

        dmsg = {}
        dmsg["start"] = ds["source"]
        dmsg["dist"] = l

        dmsgout = {}
        dmsgout["src"] = sw.GetName()
        dmsgout["cmd"] = "results"
        dmsgout["body"] = dmsg

        sw.cum_timer.cum_start("network")
        sw.Send(0, dmsgout, "2")
        sw.cum_timer.cum_stop("network")

        sw.log.debug("final: %s %s" % (str(ds["source"]), str(distance)))
        sw.log.debug("distances: %s" % str(l))
        return

    # nodes in each task
    tsize = sw.GetRange()

    timer.start("dist-collect-nodes")

    # collect nodes for the same task
    #ntasks = int(sw.GetVar("gen_tasks"))
    ntasks = (1 << seg_bits
              ) / tsize  # reduce number to only tasks within same segment
    Tasks = Snap.TIntIntVV(ntasks)

    # we will only ever send to tasks in the same segment, but # TODO (smacke) not wasting space anymore
    # the wasted space shouldn't hurt that much

    sw.log.debug('[%s] increase nodes to within-segment values now' %
                 sw.GetName())
    Snap.IncVal(NewNodes, ds["first"] - this_segment_start)

    # assign nodes to tasks
    sw.log.debug('[%s] calling Nodes2Tasks1' % sw.GetName())
    Snap.Nodes2Tasks1(NewNodes, Tasks, tsize)
    # All of the GetNbr tasks are in the same segment as this task
    # so this should still work; we just have to find the base task for
    # this segment and add it to all of the task indexes in Tasks

    timer.stop("dist-collect-nodes")

    # send the messages
    timer.start("dist-send-all")
    for i in xrange(Tasks.Len()):
        Vec1 = Tasks.GetVal(i)
        sw.log.debug('Vec1 length: %d' % Vec1.Len())
        if Vec1.Len() <= 0:
            continue

        # add task# at the end # TODO (smacke): I still don't understand this terminology
        Vec1.Add(distance)
        sw.cum_timer.cum_start("network")
        # we need to send to the correct segment, from which our
        # tasks are offset
        sw.Send(i + this_segment_start / tsize, Vec1, swsnap=True)
        sw.cum_timer.cum_stop("network")

    timer.stop("dist-send-all")
Esempio n. 23
0
def AddNewNodes(taskindex, sw, ds, msglist):

    # all the nodes were visited already
    if ds["count"] >= ds["range"]:
        return

    distance = -1
    Visited = ds["visit"]
    #print "Visited", type(Visited)
    
    # nodes to add are on the input
    NewNodes = Snap.TIntV() 

    t1 = time.time()
    for item in msglist:

        name = sw.GetMsgName(item)

        #t2 = time.time()
        #tmsec = int(t2*1000) % 1000
        #tdiff = (t2 - t1)
        #print "%s.%03d %.3f input   %s" % (
        #        time.ctime(t2)[11:19], tmsec, tdiff, name)
        #t1 = t2

        # read the input nodes
        FIn = Snap.TFIn(Snap.TStr(name))
        Vec = Snap.TIntV(FIn)
        distance = Vec.Last().Val + 1
        Vec.DelLast()

        # subtract the starting index
        Snap.IncVal(Vec, -ds["first"])

        #t2 = time.time()
        #tmsec = int(t2*1000) % 1000
        #tdiff = (t2 - t1)
        #print "%s.%03d %.3f reading %s" % (
        #        time.ctime(t2)[11:19], tmsec, tdiff, name)
        #t1 = t2

        #print "len", Vec.Len()
        # get new nodes, not visited before
        Snap.GetNewNodes1(Vec, Visited, NewNodes, distance);

        #t2 = time.time()
        #tmsec = int(t2*1000) % 1000
        #tdiff = (t2 - t1)
        #print "%s.%03d %.3f compute %s" % (
        #        time.ctime(t2)[11:19], tmsec, tdiff, name)
        #t1 = t2

    ds["dist"] = distance
    
    nnodes = ds["range"]
    ds["count"] += NewNodes.Len()

    sw.flog.write("distance %d, new %d, count %d, nodes %d\n" % (
                    distance, NewNodes.Len(), ds["count"], nnodes))
    sw.flog.flush()

    # done, no new nodes
    #if NewNodes.Len() <= 0:
    sw.flog.write("testing %d %d %d\n" % (ds["count"], nnodes, ds["count"] >= nnodes))
    sw.flog.flush()
    if ds["count"] >= nnodes:
        #t2 = time.time()
        #tmsec = int(t2*1000) % 1000
        #print "%s.%03d output start" % (time.ctime(t2)[11:19], tmsec)
        #t1 = t2

        sw.flog.write("sending finish output\n")
        sw.flog.flush()

        if ds["start"] >= 0:
            # reset start node to 0
            Visited.GetVal(ds["start"]-ds["first"]).Val = 0

        # get distance distribution, assume 1000 is the max
        DistCount = Snap.TIntV(1000)
        Snap.ZeroVec(DistCount)
        Snap.GetDistances(Visited,DistCount)

        #for i in xrange(0, DistCount.Len()):
        #    print "dist", i, DistCount.GetVal(i).Val

        #for snode in xrange(0,nnodes):
        #    distance = Visited.GetVal(snode).Val

        #    if not dcount.has_key(distance):
        #        dcount[distance] = 0
        #    dcount[distance] += 1

        # get the maximum positive distance
        maxdist = DistCount.Len()-1
        while (maxdist > 0)  and  (DistCount.GetVal(maxdist).Val == 0):
            maxdist -= 1

        maxdist += 1

        sw.flog.write("maxdist %d\n" % (maxdist))
        sw.flog.flush()

        # collect the distances
        l = []
        for i in xrange(0, maxdist):
            #if DistCount.GetVal(i).Val <= 0:
            #    break
            l.append(DistCount.GetVal(i).Val)

        dmsg = {}
        dmsg["start"] = ds["start"]
        dmsg["dist"] = l

        dmsgout = {}
        dmsgout["src"] = sw.GetName()
        dmsgout["cmd"] = "results"
        dmsgout["body"] = dmsg

        sw.Send(0,dmsgout,"2")

        sw.flog.write("final %s %s\n" % (str(ds["start"]), str(distance)))
        sw.flog.write("distances " + str(l) + "\n")
        sw.flog.flush()
        #t2 = time.time()
        #tmsec = int(t2*1000) % 1000
        #tdiff = (t2 - t1)
        #print "%s.%03d %.3f output done" % (
        #        time.ctime(t2)[11:19], tmsec, tdiff)

    # nodes in each task
    tsize = sw.GetRange()

    # collect nodes for the same task
    ntasks = int(sw.GetVar("gen_tasks"))
    Tasks = Snap.TIntIntVV(ntasks)

    Snap.IncVal(NewNodes, ds["first"])

    # assign nodes to tasks
    Snap.Nodes2Tasks1(NewNodes, Tasks, tsize)

    #for i in range(0,Tasks.Len()):
    #    print "sending task %d, len %d" % (i, Tasks.GetVal(i).Len())

    # send the messages
    for i in range(0,Tasks.Len()):
        Vec1 = Tasks.GetVal(i)
        if Vec1.Len() <= 0:
            continue

        # add task# at the end
        Vec1.Add(distance)
        sw.Send(i,Vec1,swsnap=True)
Esempio n. 24
0
# printstat.py
# python printstat.py data/p2p-Gnutella08.txt p2p

import os
import sys

sys.path.append("../swig")

import snap

if __name__ == '__main__':

    if len(sys.argv) < 3:
        print "Usage: " + sys.argv[0] + " <graph_file> <header_text>"
        sys.exit(1)

    gname = sys.argv[1]
    header = sys.argv[2]

    tname = snap.TStr(gname)
    tlabel = snap.TStr(os.path.splitext(gname)[0])
    theader = snap.TStr(header)

    g = snap.LoadEdgeList(tname, 0, 1)
    snap.PrintGraphStatTable(g, tlabel, theader)
Esempio n. 25
0
import os
import sys
import time

sys.path.append("/home/rok/git/rok/snapworld")
import snap

if __name__ == '__main__':

    if len(sys.argv) < 2:
        print "Usage: " + sys.argv[0] + " <file>"
        sys.exit(1)

    fname = sys.argv[1]

    FIn = snap.TFIn(snap.TStr(fname))
    Vec = snap.TIntV(FIn)
    print "len", Vec.Len()

    Vec.Sort()

    for i in range(0, Vec.Len()):
        print "Vec", i, Vec.GetVal(i).Val
Esempio n. 26
0
def AddNewNodes(taskindex, sw, ds, msglist):

    ds["dist"] += 1
    distance = ds["dist"]
    Visited = ds["visit"]
    # print "Visited", type(Visited)

    timer = perf.Timer(sw.log)
    
    # nodes to add are on the input
    NewNodes = Snap.TIntH() 

    timer.start("dist-msglist-iter")

    perf.DirSize(sw.log, sw.qin, "GetDist-qin")

    for item in msglist:

        sw.cum_timer.cum_start("disk")
        name = sw.GetMsgName(item)

        # print "input", name
        # read the input nodes
        FIn = Snap.TFIn(Snap.TStr(name))
        Vec = Snap.TIntV(FIn)
        sw.cum_timer.cum_stop("disk")

        # print "len", Vec.Len()
        # get new nodes, not visited before
        timer.start("dist-nodes-iter")
        Snap.GetNewNodes(Vec, Visited, NewNodes, distance)
        timer.stop("dist-nodes-iter")

    timer.stop("dist-msglist-iter")

    # done, no new nodes
    if NewNodes.Len() <= 0:
        timer.start("dist-get-distribution")
        # get distance distribution
        dcount = {}
        # TODO move this loop to SNAP C++
        VIter = Visited.BegI()
        while not VIter.IsEnd():
            # snode = VIter.GetKey().Val
            distance = VIter.GetDat().Val
            if not dcount.has_key(distance):
                dcount[distance] = 0
            dcount[distance] += 1

            VIter.Next()

        nnodes = int(sw.GetVar("nodes"))
        l = []
        for i in xrange(0, nnodes):
            if not dcount.has_key(i):
                break
            l.append(dcount[i])

        dmsg = {}
        dmsg["start"] = ds["start"]
        dmsg["dist"] = l

        dmsgout = {}
        dmsgout["src"] = sw.GetName()
        dmsgout["cmd"] = "results"
        dmsgout["body"] = dmsg

        sw.cum_timer.cum_start("network")
        sw.Send(0,dmsgout,"2")
        sw.cum_timer.cum_stop("network")

        sw.log.info("final %s %s" % (str(ds["start"]), str(distance)))
        sw.log.info("distances %s" % str(l))

        timer.stop("dist-get-distribution")
        return

    # nodes in each task
    tsize = sw.GetRange()

    timer.start("dist-collect-nodes")

    # collect nodes for the same task
    ntasks = int(sw.GetVar("gen_tasks"))
    Tasks = Snap.TIntIntVV(ntasks)

    # assign nodes to tasks
    Snap.Nodes2Tasks(NewNodes, Tasks, tsize)

    timer.stop("dist-collect-nodes")

    # for i in range(0,Tasks.Len()):
    #     print "sending task %d, len %d" % (i, Tasks.GetVal(i).Len())

    # send the messages
    timer.start("dist-send-all")
    for i in range(0,Tasks.Len()):
        Vec1 = Tasks.GetVal(i)
        if Vec1.Len() <= 0:
            continue

        # add task# at the end
        Vec1.Add(taskindex)
        sw.cum_timer.cum_start("network")
        sw.Send(i,Vec1,swsnap=True)
        sw.cum_timer.cum_stop("network")
    timer.stop("dist-send-all")
Esempio n. 27
0
def AddNewNodes(taskindex, sw, ds, msglist):

    ds["dist"] += 1
    distance = ds["dist"]
    Visited = ds["visit"]
    #print "Visited", type(Visited)

    # nodes to add are on the input
    NewNodes = Snap.TIntV()

    t1 = time.time()
    for item in msglist:

        name = sw.GetMsgName(item)

        #t2 = time.time()
        #tmsec = int(t2*1000) % 1000
        #tdiff = (t2 - t1)
        #print "%s.%03d %.3f input   %s" % (
        #        time.ctime(t2)[11:19], tmsec, tdiff, name)
        #t1 = t2

        # read the input nodes
        FIn = Snap.TFIn(Snap.TStr(name))
        Vec = Snap.TIntV(FIn)

        #t2 = time.time()
        #tmsec = int(t2*1000) % 1000
        #tdiff = (t2 - t1)
        #print "%s.%03d %.3f reading %s" % (
        #        time.ctime(t2)[11:19], tmsec, tdiff, name)
        #t1 = t2

        #print "len", Vec.Len()
        # get new nodes, not visited before
        Snap.GetNewNodes1(Vec, Visited, NewNodes, distance)

        #t2 = time.time()
        #tmsec = int(t2*1000) % 1000
        #tdiff = (t2 - t1)
        #print "%s.%03d %.3f compute %s" % (
        #        time.ctime(t2)[11:19], tmsec, tdiff, name)
        #t1 = t2

    nnodes = int(sw.GetVar("nodes"))
    #ds["count"] += NewNodes.Len()

    # done, no new nodes
    #if ds["count"] >= nnodes:
    if NewNodes.Len() <= 0:
        #t2 = time.time()
        #tmsec = int(t2*1000) % 1000
        #print "%s.%03d output start" % (time.ctime(t2)[11:19], tmsec)
        #t1 = t2

        Visited.GetVal(ds["start"]).Val = 0  # reset start node to 0

        # get distance distribution, assume 1000 is the max
        DistCount = Snap.TIntV(1000)
        Snap.ZeroVec(DistCount)
        Snap.GetDistances(Visited, DistCount)

        #for i in xrange(0, DistCount.Len()):
        #    print "dist", i, DistCount.GetVal(i).Val

        #for snode in xrange(0,nnodes):
        #    distance = Visited.GetVal(snode).Val

        #    if not dcount.has_key(distance):
        #        dcount[distance] = 0
        #    dcount[distance] += 1

        l = []
        for i in xrange(0, DistCount.Len()):
            if DistCount.GetVal(i).Val <= 0:
                break
            l.append(DistCount.GetVal(i).Val)

        dmsg = {}
        dmsg["start"] = ds["start"]
        dmsg["dist"] = l

        dmsgout = {}
        dmsgout["src"] = sw.GetName()
        dmsgout["cmd"] = "results"
        dmsgout["body"] = dmsg

        sw.Send(0, dmsgout, "2")

        sw.flog.write("final %s %s\n" % (str(ds["start"]), str(distance)))
        sw.flog.write("distances " + str(l) + "\n")
        sw.flog.flush()
        #t2 = time.time()
        #tmsec = int(t2*1000) % 1000
        #tdiff = (t2 - t1)
        #print "%s.%03d %.3f output done" % (
        #        time.ctime(t2)[11:19], tmsec, tdiff)
        return

    # nodes in each task
    tsize = sw.GetRange()

    # collect nodes for the same task
    ntasks = int(sw.GetVar("gen_tasks"))
    Tasks = Snap.TIntIntVV(ntasks)

    # assign nodes to tasks
    Snap.Nodes2Tasks1(NewNodes, Tasks, tsize)

    #for i in range(0,Tasks.Len()):
    #    print "sending task %d, len %d" % (i, Tasks.GetVal(i).Len())

    # send the messages
    for i in range(0, Tasks.Len()):
        Vec1 = Tasks.GetVal(i)
        if Vec1.Len() <= 0:
            continue

        # add task# at the end
        Vec1.Add(taskindex)
        sw.Send(i, Vec1, swsnap=True)
Esempio n. 28
0
import snap

for item in dir(snap):
    if item.find("Load") >= 0:
        print item

g = snap.LoadEdgeList_PNGraph(snap.TStr("soc-Epinions1.txt"), 0, 1)
print dir(g)
print g.GetNodes()
print g.GetEdges()

Esempio n. 29
0
def run_tests(num_iterations=3, min_nodes_exponent=3, max_nodes_exponent=4):
    '''
  Perform tests with specified exponent range
  '''

    if verbose:
        print "Running results from %e to %e" % (min_nodes_exponent,
                                                 max_nodes_exponent)

    Rnd = snap.TRnd()

    for exp in range(min_nodes_exponent, max_nodes_exponent + 1):

        for n in range(num_iterations):

            if verbose:
                print "Iteration: %d of %d" % (n + 1, num_iterations)

            # Random number of nodes of degree i
            NNodes = 10**exp

            for avg_deg in range(min_degree_edges, max_degree_edges + 1):

                for g in graph_types:

                    if deterministic:
                        if verbose:
                            print "Deterministic mode, putting seed"
                    else:
                        if verbose:
                            print "Non-deterministic mode"
                        Rnd.PutSeed(0)

                    if verbose: print "Using average degree of 10^%d" % avg_deg
                    NEdges = NNodes * (10**avg_deg)

                    Graph = None
                    if g in [
                            'rmat', 'rand_ngraph', 'syn_ngraph', 'syn_negraph'
                    ]:
                        Type = "directed"

                    elif g in ['sw', 'pref', 'rand_ungraph']:
                        Type = "undirected"

                    elif g in ['rand_neanet', 'syn_neanet']:
                        Type = "attribute"

                    else:
                        print "Unknown graph type: %s" % g
                        sys.exit(1)

                    StartTime = clock()
                    FName = os.path.join(
                        RESULTS_DIR, "%s_10e%d_deg%d_%d.graph" %
                        (g, exp, NEdges / NNodes, n))

                    if not generate:

                        if os.path.exists(FName):
                            try:

                                if verbose:
                                    print "Loading '%s' from ...'%s'" % (
                                        g, FName),
                                    sys.stdout.flush()

                                FIn = snap.TFIn(snap.TStr(FName))
                                if Type == "directed":
                                    Graph = snap.PNGraph_New()
                                elif Type == "undirected":
                                    Graph = snap.PUNGraph_New()
                                elif Type == "attribute":
                                    Graph = snap.PNEANet_New()

                                Graph = Graph.Load(FIn)
                                if verbose: print "done"

                                if verbose:
                                    print "Re-loaded graph with %d Nodes and %d Edges" % \
                                      (Graph.GetNodes(), Graph.GetEdges())

                            except Exception, e:
                                print "Unable to load graph file, '%s': %s" % (
                                    FName, str(e))


#            else:
#              print "File not found: %s" % FName

                    if not Graph:

                        try:

                            # User wants to re-generate graph, or no graph data available.
                            if verbose:
                                print "Generating '%s %s' graph with %e nodes, %e edges..." % \
                                        (Type, g, NNodes, NEdges),
                                sys.stdout.flush()
                            Graph = generate_graph(NNodes, NEdges, g, Type,
                                                   Rnd)
                            if verbose: print "done"

                            if opt_write:

                                # Save the graph
                                if verbose:
                                    print "Saving '%s' graph to file '%s'..." % (
                                        g, FName),
                                    sys.stdout.flush()

                                if Graph:
                                    FOut = snap.TFOut(snap.TStr(FName))
                                    Graph.__ref__().Save(
                                        FOut)  # Save as TUNGraph or TNGraph
                                    FOut.Flush()
                                if verbose: print "done"

                        except Exception, e:
                            print "Unable to generate/save graph file, '%s': %s" % \
                                  (FName, str(e))
                            continue

                    TimeGenerate = clock() - StartTime

                    print "Running tests...",
                    sys.stdout.flush()

                    StartTime = clock()

                    if Type == 'directed':
                        results = benchmark_ngraph(Graph)
                    elif Type == 'undirected':
                        results = benchmark_ungraph(Graph)
                    elif Type == 'attribute':
                        results = benchmark_neanet(Graph)

                    if verbose: print "done"

                    TimeElapsed = clock() - StartTime

                    print "Elapsed Time = %.4f sec" % TimeElapsed

                    row_header = [
                        "Hostname", "Model", "Type", "Nodes", "Edges",
                        "StartTime", "Generation Time", "Run Time"
                    ]

                    print "Header: %s" % " ".join(row_header)

                    import csv
                    with open(results_file, 'a+') as csvfile:
                        writer = csv.writer(csvfile)
                        if verbose:
                            print "Writing to '%s'..." % results_file,
                            sys.stdout.flush()

                        row = [
                            HOSTNAME, g, Type, NNodes, NEdges,
                            datetime.now().strftime("%d/%b/%Y:%H:%M:%S"),
                            TimeGenerate, TimeElapsed
                        ]
                        if verbose: print "done"
                        print "Time Data: %s" % repr(row)
                        writer.writerow(row)

                    print "-" * 75
Esempio n. 30
0
def AddNewNodes(taskindex, sw, ds, msglist):

    # all the nodes were visited already
    if ds["count"] >= ds["range"]:
        return

    distance = -1
    Visited = ds["visit"]

    timer = perf.Timer(sw.log)

    # nodes to add are on the input
    NewNodes = Snap.TIntV()

    timer.start("dist-msglist-iter")

    perf.DirSize(sw.log, sw.qin, "GetDist-qin")

    for item in msglist:

        sw.cum_timer.cum_start("disk")

        name = sw.GetMsgName(item)

        # read the input nodes
        FIn = Snap.TFIn(Snap.TStr(name))
        Vec = Snap.TIntV(FIn)

        sw.cum_timer.cum_stop("disk")

        distance = Vec.Last(
        ).Val + 1  # update current distance for fringe nodes
        Vec.DelLast()

        # subtract the starting index
        Snap.IncVal(Vec, -ds["first"])

        # print "len", Vec.Len()
        # get new nodes, not visited before
        # timer.start("dist-nodes-iter")
        Snap.GetNewNodes1(Vec, Visited, NewNodes, distance)
        # timer.stop("dist-nodes-iter")

    timer.stop("dist-msglist-iter")

    ds["dist"] = distance

    nnodes = ds["range"]
    ds["count"] += NewNodes.Len()


    sw.log.info("distance: %d, new: %d, count: %d, nodes: %d" % \
            (distance, NewNodes.Len(), ds["count"], nnodes))

    # done, no new nodes
    sw.log.debug("testing: %d %d %d" % \
            (ds["count"], nnodes, ds["count"] >= nnodes))

    if ds["count"] >= nnodes:

        sw.log.info("sending finish output")

        if ds["start"] >= 0:
            # reset start node to 0
            Visited.GetVal(ds["start"] - ds["first"]).Val = 0

        # get distance distribution, assume 1000 is the max
        DistCount = Snap.TIntV(1000)
        Snap.ZeroVec(DistCount)
        Snap.GetDistances(Visited, DistCount)

        # get the maximum positive distance
        maxdist = DistCount.Len() - 1
        while (maxdist > 0) and (DistCount.GetVal(maxdist).Val == 0):
            maxdist -= 1

        maxdist += 1

        sw.log.info("maxdist: %d" % maxdist)

        # collect the distances
        l = []
        for i in xrange(maxdist):
            # if DistCount.GetVal(i).Val <= 0: break
            l.append(DistCount.GetVal(i).Val)

        dmsg = {}
        dmsg["start"] = ds["start"]
        dmsg["dist"] = l

        dmsgout = {}
        dmsgout["src"] = sw.GetName()
        dmsgout["cmd"] = "results"
        dmsgout["body"] = dmsg

        sw.cum_timer.cum_start("network")
        sw.Send(0, dmsgout, "2")
        sw.cum_timer.cum_stop("network")

        sw.log.info("final: %s %s" % (str(ds["start"]), str(distance)))
        sw.log.info("distances: %s" % str(l))

    # nodes in each task
    tsize = sw.GetRange()

    timer.start("dist-collect-nodes")

    # collect nodes for the same task
    ntasks = int(sw.GetVar("gen_tasks"))
    Tasks = Snap.TIntIntVV(ntasks)

    Snap.IncVal(NewNodes, ds["first"])

    # assign nodes to tasks
    Snap.Nodes2Tasks1(NewNodes, Tasks, tsize)

    timer.stop("dist-collect-nodes")

    # send the messages
    timer.start("dist-send-all")
    for i in range(0, Tasks.Len()):
        Vec1 = Tasks.GetVal(i)
        if Vec1.Len() <= 0:
            continue

        # add task# at the end
        Vec1.Add(distance)
        sw.cum_timer.cum_start("network")
        sw.Send(i, Vec1, swsnap=True)
        sw.cum_timer.cum_stop("network")
    timer.stop("dist-send-all")