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dring_routing.py
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203 lines (166 loc) · 6.54 KB
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# Copyright (c) 2023 VISTEC - Vidyasirimedhi Institute of Science and Technology
# Distribute under MIT License
# Authors:
# - Sucha Supittayapornpong <sucha.s[-at-]vistec.ac.th>
# - Kanatip Chitavisutthivong <kanatip.c_s18[-at-]vistec.ac.th>
import pickle
import networkx as nx
from network_generator import *
from topology_automorphism import Topology
import state_helper as helper
from state_helper import HCONST, initHCONST
import os
from itertools import islice
import multiprocessing as mp
class DRingRouting:
"""
Class DRingRouting for generating DRing's route based on
V. Harsh, S. A. Jyothi, and P. B. Godfrey, “Spineless data centers,” in Proceedings of the 19th ACM Workshop on Hot Topics in Networks, ser. HotNets '20. New York, NY, USA: Association for Computing Machinery, 2020, pp. 6
...
Attributes
----------
Topo : Topology
Topology object
numToRPerBlock : int
a number of ToR per Block
Route : dict
DRing route
Route_mode : str
route mode (ShortestUnion2 or ECMP)
"""
def __init__(self, G, topo, numToRPerBlock, Route_mode='ShortestUnion2'):
print('-------------------------')
print('Step: Generate DRing routing')
print('-------------------------')
self.Topo = topo
self.numToRPerBlock = numToRPerBlock
self.H = G.to_directed()
self.ECMPRoute = None
self.SU2Route = None
rootdir = '.'
pickle.dump(self.Topo, open(HCONST['outputdir'] + '/' + 'Topology', 'wb'))
if Route_mode == 'ShortestUnion2':
if not os.path.exists(HCONST['outputdir'] + '/' + 'SU2Routing'):
print("\t Shortest-Union(2) solution does not exist!")
self.generateSU2Route()
else:
self.SU2Route = pickle.load(open(HCONST['outputdir'] + '/' + 'SU2Routing', 'rb'))
self.Route = self.SU2Route
elif Route_mode == 'ECMP':
if not os.path.exists(HCONST['outputdir'] + '/' + 'ECMPRouting'):
print("\t ECMP solution does not exist!")
self.generateECMPRoute()
else:
self.ECMPRoute = pickle.load(open(HCONST['outputdir'] + '/' + 'ECMPRouting', 'rb'))
self.Route = self.ECMPRoute
else:
print("\t Incorrect Route mode")
return
def getShortestPaths(self, src, dst):
paths = nx.all_shortest_paths(self.H, source=src, target=dst)
return paths
def toEdgesPath(self, path):
paths = list()
for i in range(len(path)-1):
nodeA = path[i]
nodeB = path[i+1]
paths.append((nodeA,nodeB))
return paths
def getECMPpaths(self, src, dst):
paths = self.getShortestPaths(src, dst)
return paths
def testECMPpaths(self, src, dst):
paths = self.getECMPpaths(src, dst)
for p in paths:
print(p)
print(self.toEdgesPath(p))
print('------')
def generateECMPRoute(self):
ECMPRoute = dict()
for sd in self.Topo.Commodities:
ECMPRoute[sd] = dict()
src, dst = sd
paths = list(self.getECMPpaths(src, dst))
flow = 1.0/len(paths)
for p in paths:
p = self.toEdgesPath(p)
for edge in p:
if edge in ECMPRoute[sd]:
ECMPRoute[sd][edge] += flow
else:
ECMPRoute[sd][edge] = flow
g = nx.DiGraph()
for node in self.Topo.UG.nodes():
g.add_node(node)
for i, j in self.Topo.UG.edges():
g.add_edge(i, j)
g.add_edge(j, i)
for sd in self.Topo.Commodities:
route_sd = ECMPRoute[sd]
flowij = 0
flowji = 0
if (i, j) in route_sd:
flowij = ECMPRoute[sd][(i, j)]
if (j, i) in route_sd:
flowji = ECMPRoute[sd][(j, i)]
if flowij > 0:
g[i][j][sd] = flowij
if flowji > 0:
g[j][i][sd] = flowji
pickle.dump(g, open(HCONST['outputdir'] + '/' + 'ECMPRouting', 'wb'))
def getKShortestPaths(self, src, dst, k):
return list(islice(nx.shortest_simple_paths(self.H, src, dst), k))
def getShortestUnion2paths(self, src, dst):
K = 2 # path_length_edge
all_shortest_paths = list(self.getECMPpaths(src, dst))
num_of_all_shortest_paths = len(all_shortest_paths[0])
if num_of_all_shortest_paths <= 2: # Is exists directed link?
paths = list()
# Retrieve almost_shortest_paths instead
almost_shortest_paths = self.getKShortestPaths(src, dst, 1+(self.numToRPerBlock*2))
# Select only a path with its length <= K (path_length_edge)
for path in almost_shortest_paths:
path_length_node = len(path)
if path_length_node <= K+1:
paths.append(path)
return paths
return all_shortest_paths
def testShortestUnion2paths(self, src, dst):
paths = self.getShortestUnion2paths(src, dst)
for p in paths:
print(p)
print(self.toEdgesPath(p))
print('------')
def generateSU2Route(self):
SU2Route = dict()
for sd in self.Topo.Commodities:
SU2Route[sd] = dict()
src, dst = sd
paths = list(self.getShortestUnion2paths(src, dst))
flow = 1.0/len(paths)
for p in paths:
p = self.toEdgesPath(p)
for edge in p:
if edge in SU2Route[sd]:
SU2Route[sd][edge] += flow
else:
SU2Route[sd][edge] = flow
g = nx.DiGraph()
for node in self.Topo.UG.nodes():
g.add_node(node)
for i, j in self.Topo.UG.edges():
g.add_edge(i, j)
g.add_edge(j, i)
for sd in self.Topo.Commodities:
route_sd = SU2Route[sd]
flowij = 0
flowji = 0
if (i, j) in route_sd:
flowij = SU2Route[sd][(i, j)]
if (j, i) in route_sd:
flowji = SU2Route[sd][(j, i)]
if flowij > 0:
g[i][j][sd] = flowij
if flowji > 0:
g[j][i][sd] = flowji
pickle.dump(g, open(HCONST['outputdir'] + '/' + 'SU2Routing', 'wb'))