From 3d93749a4a6be785f080bfa83c75d2cada605f20 Mon Sep 17 00:00:00 2001
From: Fatemeh Zare <faz361@mail.usask.ca>
Date: Wed, 23 Jan 2019 16:52:39 -0700
Subject: [PATCH 1/5] Adding code for kmeans and bandwidth
---
examples/shed.py | 18 +++--
kmeans/kmeans.py | 98 +++++++++++++++++++++++++++
pydtn/__init__.py | 160 +++++++++++++++++++++++++++++++++++++++------
pydtn/community.py | 61 ++++++++++++++++-
4 files changed, 311 insertions(+), 26 deletions(-)
create mode 100644 kmeans/kmeans.py
diff --git a/examples/shed.py b/examples/shed.py
index eee3b0d..d43259e 100644
--- a/examples/shed.py
+++ b/examples/shed.py
@@ -12,6 +12,7 @@ from pprint import pprint
from pydtn import Network, RandomTraffic, Node, EpidemicNode, CSVTrace
from pydtn.community import BubbleKCliqueNode, BubbleLouvainNode
from pydtn.community import HCBFKCliqueNode, HCBFLouvainNode
+from pydtn.community import HCBFAGKmeansNode, BubbleAGKmeansNode
Simulation = namedtuple('Simulation', ['trace', 'node_type', 'seed'])
@@ -25,13 +26,14 @@ def run_simulation(simulation):
metadata = path.join(simulation.trace, 'metadata.json')
trace = CSVTrace(csv, metadata=metadata)
- epoch = 7*24*60*60 # 7 days
+ epoch = 7*24*60*60 # 7 days
node_type = simulation.node_type
node_options = {
'tick_rate': 5 * 60, # 5 mins
'epoch': epoch,
'k': 3,
+ 'agk':3,
'context': {}
}
nodes = {
@@ -61,6 +63,9 @@ def run_simulation(simulation):
def main(args):
+
+
+
"""Run simulation for each seed in args."""
log = pprint if args['pretty'] else print
pool = Pool()
@@ -70,23 +75,28 @@ def main(args):
node_types = [
Node,
EpidemicNode,
- BubbleKCliqueNode,
- HCBFKCliqueNode,
+ BubbleAGKmeansNode,
+ HCBFAGKmeansNode,
BubbleLouvainNode,
HCBFLouvainNode,
+ BubbleKCliqueNode,
+ HCBFKCliqueNode,
+
+
]
for seed in args['seeds']:
for node_type in node_types:
sim = Simulation(trace=trace, node_type=node_type, seed=seed)
simulations.append(sim)
-
for stats in pool.imap_unordered(run_simulation, simulations):
+
log(stats)
def parse_args(args):
"""Parse arguments."""
+
parser = ArgumentParser()
parser.add_argument('shed')
diff --git a/kmeans/kmeans.py b/kmeans/kmeans.py
new file mode 100644
index 0000000..f6ce44e
--- /dev/null
+++ b/kmeans/kmeans.py
@@ -0,0 +1,98 @@
+import numpy as np
+import pandas as pd
+import networkx as nx
+from collections import defaultdict
+__author__ = 'Fatemeh Zare<faz361@mail.usask.ca>'
+"""
+ Advanced graph-based k-means is an appropriate algorithm for the datasets which have lots of dynamic objects.
+ Instead of passing through space, Advanced graph-based k-means can only pass through certain points. Thus, it can be applied to datasets
+which can be modeled as graphs.
+In Advanced graph-based k-means, initial centroids would be selected based on
+Global Unique Interaction instead of random selection. Wisely selection of initial
+centroids would decrease the probability of falling into the local optimal clustering.
+"""
+
+
+
+def agkmeans(G, k):
+
+ index_list1 = []
+ for i in G.node:
+ index_list1.append(i)
+ df_initial = pd.DataFrame(columns=['node', 'degree', 'centroid'], index=index_list1)
+ df_initial = df_initial.reset_index(drop=True)
+ p = 0
+ for i in G.node:
+ df_initial["node"][p] = i
+ df_initial["degree"][p] = G.degree(i)
+ p = p + 1
+
+ df_initial.sort_values("degree", inplace=True, ascending=False)
+ df_initial = df_initial.reset_index(drop=True)
+
+ k_list = []
+ for d in range(0, k):
+ k_list.append(df_initial['node'][d])
+
+ df2 = pd.DataFrame(columns=['node', 'shoretest_path_centroid', 'centroid'])
+ df2['node'] = df_initial['node']
+
+ def assignment1(G, df, randomlist):
+ df['shoretest_path_centroid'] = float('inf')
+ df['centroid'] = None
+ for j in randomlist:
+ for i in G.node:
+ b = df.loc[df['node'] == i, 'shoretest_path_centroid'].iloc[0]
+
+ try:
+ n = nx.shortest_path_length(G, i, j)
+ except nx.NetworkXNoPath:
+ n=1000000000000000000
+ if n < b:
+ df.loc[df['node'] == i, 'shoretest_path_centroid'] = n
+ df.loc[df['node'] == i, 'centroid'] = j
+
+ randomlist.sort()
+ return (randomlist)
+
+ def update(G, df2, k_list):
+ df2_sum = df2.groupby(['centroid'])['shoretest_path_centroid'].sum()
+
+ for i in k_list:
+ for j in G.neighbors(i):
+ p = 0
+ sump = 0
+ for b in G.node:
+ if (df2.loc[df2['node'] == b, 'centroid'].iloc[0] == i):
+ try:
+ p = nx.shortest_path_length(G, j, b)
+ except nx.NetworkXNoPath:
+ p = float('inf')
+
+ sump += p
+ if sump < df2_sum[i]:
+ df2.loc[df2['centroid'] == i, 'centroid'] = j
+
+ for i in df2['node']:
+ b = df2.loc[df2['node'] == i, 'centroid'].iloc[0]
+ try:
+ v = nx.shortest_path_length(G, i, b)
+ except nx.NetworkXNoPath:
+ v = float('inf')
+ df2.loc[df2['node'] == i, 'shoretest_path_centroid'] = v
+#
+ lista = df2['centroid'].unique().tolist()
+ return (lista)
+
+ a=assignment1(G, df2, k_list)
+
+ b=update(G, df2, k_list)
+
+ while (a.sort() != b.sort()):
+ k_list = b
+ a=assignment1(G, df2, k_list)
+ b=update(G, df2, k_list)
+
+ dict1=df2.set_index('node')['centroid'].to_dict()
+ return (dict1)
+
diff --git a/pydtn/__init__.py b/pydtn/__init__.py
index 6aee0f0..858bd0b 100644
--- a/pydtn/__init__.py
+++ b/pydtn/__init__.py
@@ -9,6 +9,7 @@ A simulation is made up from a Network which contains:
source, and which node is the destination.
"""
+
__all__ = [
'Network',
'Buffer',
@@ -33,15 +34,26 @@ __all__ = [
__version__ = '0.2'
__author__ = 'Jarrod Pas <j.pas@usask.ca>'
+
+
from collections import ChainMap, defaultdict, namedtuple, OrderedDict
import csv
import json
from itertools import count
from random import Random
from time import time
-
+from array import array
+from operator import itemgetter
+import operator
+from random import *
+import random as ra
+import numpy as np
+import numpy.random as rand
import simpy
+import pprint
+import datetime
+delayarray=[]
class Network:
"""
@@ -105,9 +117,13 @@ class Network:
for contact in self.trace:
if contact.time > self.now:
yield self.env.timeout(contact.time - self.now)
-
+ #defining name for each node, node.name is the actuall name of each node which can used for tracking based on dataset
node_a = self.nodes[contact.a]
+ node_a.name=contact.a
+
node_b = self.nodes[contact.b]
+ node_b.name = contact.b
+
if contact.join:
node_a.join(node_b)
@@ -144,11 +160,13 @@ class Network:
"""Return detailed statistics for the simulation."""
packets = [packet.stats for packet in self.packets]
nodes = [node.stats for node in self.nodes.values()]
+ # hoops = [hoop.stats for packet in self.hoops]
stats = {
'sim-time': self.env.now,
'packets': packets,
'nodes': nodes,
+
}
stats.update(self._stats)
@@ -167,6 +185,7 @@ class Network:
packets = gather(self.packets)
nodes = gather(self.nodes.values())
+ # hoops=gather(self.hoops)
stats = {}
stats['sim-time'] = self.env.now
@@ -176,7 +195,7 @@ class Network:
stats['delivery-ratio'] = stats['recieved'] / stats['packets']
stats['broadcasts'] = sum(nodes['broadcasts'])
stats['delivery-cost'] = stats['broadcasts'] / stats['recieved']
-
+ print(delayarray)
for stat, values in packets.items():
if stat.startswith('hops'):
stats[stat] = sum(values)
@@ -199,11 +218,16 @@ class Packet:
self.info = info
self.recieved = None
self._stats = defaultdict(int)
+ # self.hoops=None
+ # self.hhop=None
+ # self.energy=None
+ # self.copy=None
@property
def source(self):
"""Source of packet."""
return self.network.nodes[self.info.source]
+ # print(self.info.source)
@property
def destination(self):
@@ -237,16 +261,31 @@ class Packet:
def sent(self, target, reason=None):
"""Send the packet from source to taget."""
+
self._stats['hops'] += 1
+
if reason:
self._stats['hops-%s' % reason] += 1
if target is self.destination:
+
if self.recieved is None:
self.recieved = 0
- self._stats['delay'] = self.network.now - self.created
+
+ # a sample code for extracting dutycycle delay per packet
+ # same code can be applied for the number of hop per packet
+ self.DCdelay=0
+ self._stats['delay'] = self.network.now - self.created
+ self.DCdelay= self.network.now - self.created
+ self._stats['DCdelay'] += (self.DCdelay/300)
+ delayarray.append(self._stats['DCdelay'])
+
+
+
self.recieved += 1
+
+
@property
def stats(self):
"""Return statistcs for a packet."""
@@ -254,6 +293,8 @@ class Packet:
if self.recieved:
stats['recieved'] = self.recieved
+ stats['DCdelay']=self.DCdelay
+ # stats['energy']=self.energy
stats.update(self._stats)
return stats
@@ -285,11 +326,20 @@ class Buffer:
else:
self.capacity = capacity
self.store = OrderedDict()
+ self.counter=0
@property
def full(self):
"""Is the buffer full."""
- return len(self.store) >= self.capacity
+ # for packet in self.store:
+
+
+ return len(self.store)>= self.capacity
+
+ def counteri(self):
+ self.counter+=1
+ return(self.counter)
+
def add(self, packet):
"""Add a packet to the buffer."""
@@ -298,6 +348,7 @@ class Buffer:
self.store[packet] = None
return True
+
def remove(self, packet):
"""Remove packet from the buffer."""
if packet in self.store:
@@ -325,17 +376,19 @@ class Node:
class SendFailed(Exception):
"""Raised when a send fails."""
-
+ file_flag=False
+ file_date_time=None
def __init__(self, **options):
"""Create a node."""
self.network = None
-
+ self.name=None
self.buffer = Buffer(capacity=options.get('buffer_capacity', None))
self._neighbours = set()
+
self.options = ChainMap(options, {
'bandwidth': float('inf'),
- 'tick_rate': 1,
+ 'tick_rate': 1
})
self._stats = defaultdict(int)
@@ -380,6 +433,14 @@ class Node:
if node in self._neighbours:
self._neighbours.remove(node)
+ #recording the packet transmission in a file
+ def record(self,fname, message):
+ if Node.file_flag==False:
+ Node.file_flag=True
+ Node.file_date_time=str(datetime.datetime.now())
+ file_name=fname+"_"+'.txt'
+ with open(file_name,'a') as file:
+ file.write(message+'\n')
@property
def neighbours(self):
"""Return nodes within transmission range."""
@@ -388,31 +449,54 @@ class Node:
def forward(self, packet):
"""Forward packet directly to their destination if possible."""
if packet.destination in self.neighbours:
+
return {packet.destination: 'direct'}
# forward to nobody
return {}
+
+
+
def forward_all(self):
"""Try to forward all packets."""
env = self.network.env
for packet in self.buffer:
+ bw=len(packet)
if packet.expired:
self.packet_expiry(packet)
continue
+
forwards = self.forward(packet)
+
if forwards:
delay = len(packet) / self.options['bandwidth']
+
yield env.timeout(delay)
+
+
self._stats['broadcasts'] += 1
+ # counting number of copies for each packet. useful for epidemic
+ if packet._stats['copy'] is None:
+ packet._stats['copy']=1
+ packetcopy=0
for target, reason in forwards.items():
- try:
- self.send(packet, target, reason)
- self.send_success(packet, target)
- except Node.SendFailed:
- self.send_failure(packet, target)
+ packetcopy+=1
+ if(packetcopy>=2):
+ packet._stats['copy']+=1
+
+ #setting bandwidth limitation
+ if (bw <= self.options['bandwidth']):
+
+ try:
+ self.send(packet, target, reason)
+ self.send_success(packet, target)
+ bw += len(packet)
+
+ except Node.SendFailed:
+ self.send_failure(packet, target)
def send(self, packet, target, reason=None):
"""
@@ -421,12 +505,17 @@ class Node:
Keyword Arguments:
reason -- why the packet was sent (optional)
"""
+ #having a track for each message transmission in a file
if target in self.neighbours:
+ self.buffer.counteri()
target.recv(packet, source=target)
packet.sent(target, reason=reason)
+ message="N["+str(self.name)+'] send to N'+str(target.name)+']'
+ self.record('send_data',message=message)
else:
raise Node.SendFailed('nodes are not neighbours')
+ # delay = len(packet) / self.options['bandwidth']
def send_success(self, packet, target):
"""
Call when a send succeeds.
@@ -444,6 +533,9 @@ class Node:
"""Call when a packet expires."""
self.buffer.remove(packet)
+
+
+
def recv(self, packet, source=None):
"""
Recieve a packet.
@@ -455,7 +547,20 @@ class Node:
return
if not self.buffer.add(packet):
- raise Node.SendFailed('buffer full')
+ deadlinearray = []
+ for item in self.buffer.store:
+ deadlinearray.append(item.deadline)
+
+ deadlinemin = (min(deadlinearray))
+ if (packet.deadline> deadlinemin):
+
+ for packeti in self.buffer.store:
+ if packeti.deadline==deadlinemin:
+ self.buffer.remove(packeti)
+ self.buffer.add(packet)
+ break
+
+
@property
def stats(self):
@@ -478,6 +583,8 @@ class EpidemicNode(Node):
super().__init__(**options)
self.__sent = defaultdict(set)
+
+
def forward(self, packet):
"""
Forward based on the epidemic heuristic.
@@ -488,12 +595,14 @@ class EpidemicNode(Node):
Epidemic Heuristic:
- Forward the packet to all neighbours that I have not forwarded
to so far.
+
"""
+
forward = {
- neighbour: 'epidemic'
- for neighbour in self.neighbours
- if neighbour not in self.__sent[packet]
- }
+ neighbour: 'epidemic'
+ for neighbour in self.neighbours
+ if neighbour not in self.__sent[packet]
+ }
return forward
@@ -592,12 +701,16 @@ class CSVTrace(Trace):
if metadata is not None:
with open(metadata) as metadata_file:
nodes = json.load(metadata_file)['nodes']
+
+
+
else:
with open(self.path) as csv_file:
csv_file = csv.reader(csv_file)
next(csv_file)
nodes = set()
for _, node_a, node_b, _ in csv_file:
+ # print(node_a)
nodes.add(node_a)
nodes.add(node_b)
nodes = len(nodes)
@@ -641,8 +754,9 @@ class Traffic:
def __init__(self, **options):
"""Create traffic generator."""
- self.time_to_live = options.get('time_to_live', float('inf'))
- self.payload = options.get('payload', 0)
+ self.time_to_live = options.get('time_to_live',float('inf'))
+ self.payload = options.get('payload',0)
+
def __iter__(self):
"""Yield no traffic."""
@@ -650,6 +764,7 @@ class Traffic:
def create_packet(self, now, source, destination):
"""Create a packet info for the simulation."""
+
return PacketInfo(source=source,
destination=destination,
created=now,
@@ -687,7 +802,10 @@ class RandomManyToManyTraffic(Traffic):
def random_pair(self, random):
"""Return random pair of nodes."""
- source = destination = random.choice(self.sources)
+ source= random.choice(self.sources)
+ destination = random.choice(self.destinations)
+
+
while destination == source:
destination = random.choice(self.destinations)
return source, destination
diff --git a/pydtn/community.py b/pydtn/community.py
index 787746a..8e62428 100644
--- a/pydtn/community.py
+++ b/pydtn/community.py
@@ -14,18 +14,22 @@ __all__ = [
"Community",
"KCliqueCommunity",
"LouvainCommunity",
+ "AGKmeansCommunity",
"CommunityNode",
"KCliqueNode",
+ "AGKmeansNode",
"LouvainNode",
"BubbleNode",
"BubbleKCliqueNode",
+ "BubbleAGKmeansNode",
"BubbleLouvainNode",
"HCBFNode",
"HCBFKCliqueNode",
+ "HCBFAGKmeansNode",
"HCBFLouvainNode",
]
-__author__ = 'Jarrod Pas <j.pas@usask.ca>'
+__author__ = 'Fatemeh zr <faz361@usask.ca>'
from collections import defaultdict
from itertools import product
@@ -35,6 +39,7 @@ import networkx as nx
from community import best_partition as louvain_partition
from pydtn import Node
+from kmeans.kmeans import agkmeans
class Community:
@@ -221,6 +226,36 @@ class KCliqueCommunity(Community):
"""Partition graph by k-clique communities method."""
return nx.k_clique_communities(self.graph_old, k=self.k)
+class AGKmeansCommunity(Community):
+ """AGK-means community detection."""
+
+ def __init__(self, epoch, agk):
+ """Create a k-clique community detector."""
+ super().__init__(epoch)
+ self.agk = agk
+
+ def partition(self):
+ """Partition graph by AGk-means communities method."""
+
+ graph = nx.Graph()
+ nodes = {
+ id(node): node
+ for node in self.graph_old.nodes()
+ }
+ graph.add_nodes_from(nodes)
+ for node_a, node_b, weight in self.graph_old.edges(data='weight'):
+ graph.add_edge(id(node_a), id(node_b), {'weight': weight})
+
+ partitions = agkmeans(graph,k=self.agk)
+
+ communities = defaultdict(set)
+ for node, community in partitions.items():
+ # get actual node from it's id
+ communities[community].add(nodes[node])
+
+ for community in communities.values():
+ yield frozenset(community)
+
class LouvainCommunity(Community):
"""Louviain community detection."""
@@ -250,6 +285,7 @@ class LouvainCommunity(Community):
yield frozenset(community)
+
class CommunityNode(Node):
"""Base node for community based forwarding heuristics."""
@@ -354,6 +390,21 @@ class KCliqueNode(CommunityNode):
options['community'] = shared_community(options['context'], _create)
super().__init__(**options)
+class AGKmeansNode(CommunityNode):
+ """Wrapper to add kclique community detection automatically to a node."""
+
+ def __init__(self, **options):
+ """
+ Create k-clique node.
+
+ Keyword Arguments:
+ epoch -- how often to recalculate communities
+ k -- initial community size
+ """
+ def _create():
+ return AGKmeansCommunity(options['epoch'], options['agk'])
+ options['community'] = shared_community(options['context'], _create)
+ super().__init__(**options)
def _decide(node, others, key):
"""
@@ -407,6 +458,10 @@ class BubbleKCliqueNode(KCliqueNode, BubbleNode):
"""Bubble node with k-clique community detection."""
+class BubbleAGKmeansNode(AGKmeansNode, BubbleNode):
+ """Bubble node with k-clique community detection."""
+
+
class BubbleLouvainNode(LouvainNode, BubbleNode):
"""Bubble node with louvain community detection."""
@@ -460,5 +515,9 @@ class HCBFKCliqueNode(KCliqueNode, HCBFNode):
"""HCBF node with k-clique community detection."""
+class HCBFAGKmeansNode(AGKmeansNode, HCBFNode):
+ """HCBF node with k-clique community detection."""
+
+
class HCBFLouvainNode(LouvainNode, HCBFNode):
"""HCBF node with louvain community detection."""
--
GitLab
From 42b54426ec50880f0b6882879a2a6d9f4fd201e8 Mon Sep 17 00:00:00 2001
From: Jarrod Pas <j.pas@usask.ca>
Date: Wed, 23 Jan 2019 17:04:58 -0700
Subject: [PATCH 2/5] Revert whitespace changes
---
examples/shed.py | 9 +--------
1 file changed, 1 insertion(+), 8 deletions(-)
diff --git a/examples/shed.py b/examples/shed.py
index d43259e..530d319 100644
--- a/examples/shed.py
+++ b/examples/shed.py
@@ -26,7 +26,7 @@ def run_simulation(simulation):
metadata = path.join(simulation.trace, 'metadata.json')
trace = CSVTrace(csv, metadata=metadata)
- epoch = 7*24*60*60 # 7 days
+ epoch = 7*24*60*60 # 7 days
node_type = simulation.node_type
node_options = {
@@ -63,9 +63,6 @@ def run_simulation(simulation):
def main(args):
-
-
-
"""Run simulation for each seed in args."""
log = pprint if args['pretty'] else print
pool = Pool()
@@ -81,8 +78,6 @@ def main(args):
HCBFLouvainNode,
BubbleKCliqueNode,
HCBFKCliqueNode,
-
-
]
for seed in args['seeds']:
@@ -90,13 +85,11 @@ def main(args):
sim = Simulation(trace=trace, node_type=node_type, seed=seed)
simulations.append(sim)
for stats in pool.imap_unordered(run_simulation, simulations):
-
log(stats)
def parse_args(args):
"""Parse arguments."""
-
parser = ArgumentParser()
parser.add_argument('shed')
--
GitLab
From 933aa7f65d3c182bb7052428099d6912da931948 Mon Sep 17 00:00:00 2001
From: Jarrod Pas <j.pas@usask.ca>
Date: Wed, 23 Jan 2019 17:08:05 -0700
Subject: [PATCH 3/5] Fixes __author__ variables
---
pydtn/__init__.py | 3 +--
pydtn/community.py | 2 +-
2 files changed, 2 insertions(+), 3 deletions(-)
diff --git a/pydtn/__init__.py b/pydtn/__init__.py
index 858bd0b..5381585 100644
--- a/pydtn/__init__.py
+++ b/pydtn/__init__.py
@@ -32,8 +32,7 @@ __all__ = [
'RandomTraffic',
]
__version__ = '0.2'
-__author__ = 'Jarrod Pas <j.pas@usask.ca>'
-
+__author__ = 'Jarrod Pas <j.pas@usask.ca>, Fatemeh Zare <faz361@mail.usask.ca>'
from collections import ChainMap, defaultdict, namedtuple, OrderedDict
diff --git a/pydtn/community.py b/pydtn/community.py
index 8e62428..203bb69 100644
--- a/pydtn/community.py
+++ b/pydtn/community.py
@@ -29,7 +29,7 @@ __all__ = [
"HCBFAGKmeansNode",
"HCBFLouvainNode",
]
-__author__ = 'Fatemeh zr <faz361@usask.ca>'
+__author__ = 'Jarrod Pas <j.pas@usask.ca>, Fatemeh Zare <faz361@mail.usask.ca>'
from collections import defaultdict
from itertools import product
--
GitLab
From 46363eb08feb4ac6a33a8f9f9510e1fd8dc44b44 Mon Sep 17 00:00:00 2001
From: fatemehzare <faz361@mail.usask.ca>
Date: Thu, 23 Jan 2020 16:23:14 -0600
Subject: [PATCH 4/5] pydtn agkmeans and resource limitation"
git log
z
---
pydtn-develop (2) | 1 +
1 file changed, 1 insertion(+)
create mode 160000 pydtn-develop (2)
diff --git a/pydtn-develop (2) b/pydtn-develop (2)
new file mode 160000
index 0000000..5623647
--- /dev/null
+++ b/pydtn-develop (2)
@@ -0,0 +1 @@
+Subproject commit 5623647f0a969c37d838e7b43e0cdf9a6229c36f
--
GitLab
From 0413f58f8e05bd822adc7e354be6328a7ccb68d2 Mon Sep 17 00:00:00 2001
From: fatemehzare <faz361@mail.usask.ca>
Date: Fri, 14 Feb 2020 13:38:09 -0500
Subject: [PATCH 5/5] agkmeans + extension
---
.idea/misc.xml | 4 +
data/shed1_gps10/contact.csv | 1053 ++
data/shed1_gps10/contactfre.csv | 1053 ++
data/shed1_gps10/metadata.json | 2 +
data/shed1_gps100/contact.csv | 2075 +++
data/shed1_gps100/metadata.json | 2 +
data/shed1_gps50/contact.csv | 1879 ++
data/shed1_gps50/metadata.json | 2 +
data/shed1_wifi50/contact - Copy.csv | 781 +
data/shed1_wifi50/contact.csv | 781 +
data/shed1_wifi50/metadata.json | 2 +
data/shed1_wifi60/contact.csv | 3685 ++++
data/shed1_wifi60/metadata.json | 2 +
data/shed1_wifi70/contact.csv | 7417 ++++++++
data/shed1_wifi70/metadata.json | 2 +
data/shed5_gps10/contact - Copy.csv | 2691 +++
data/shed5_gps10/contact.csv | 2691 +++
data/shed5_gps10/metadata.json | 2 +
data/shed5_gps100/contact.csv | 9613 +++++++++++
data/shed5_gps100/metadata.json | 1 +
data/shed5_gps50/contact.csv | 8343 +++++++++
data/shed5_gps50/metadata.json | 1 +
data/shed5_merge2/contact.csv | 10103 +++++++++++
data/shed5_merge2/metadata.json | 1 +
data/shed5_merge3/contact.csv | 15069 +++++++++++++++++
data/shed5_merge3/metadata.json | 2 +
data/shed5_merge3/shed5_merge1/contact.csv | 3221 ++++
data/shed5_merge3/shed5_merge1/metadata.json | 1 +
data/shed5_wifi50/contact.csv | 539 +
data/shed5_wifi50/contactwifi - Copy.csv | 539 +
data/shed5_wifi50/metadata.json | 1 +
data/shed5_wifi60/contact wifi60- Copy.csv | 1801 ++
data/shed5_wifi60/contact.csv | 1801 ++
data/shed5_wifi60/metadata.json | 1 +
data/shed5_wifi70/contact.csv | 5511 ++++++
data/shed5_wifi70/metadata.json | 1 +
data/shed7_jarrod/contact.csv | 5901 +++++++
data/shed7_jarrod/metadata.json | 1 +
data/termite/contact.csv | 1481 ++
data/termite/metadata.json | 2 +
examples/shed.py | 13 +-
pydtnsim/__init__.py | 279 +-
pydtnsim/community.py | 32 +-
pydtnsim/kmeans.py | 102 +
setup.py | 12 +-
45 files changed, 88329 insertions(+), 167 deletions(-)
create mode 100644 .idea/misc.xml
create mode 100644 data/shed1_gps10/contact.csv
create mode 100644 data/shed1_gps10/contactfre.csv
create mode 100644 data/shed1_gps10/metadata.json
create mode 100644 data/shed1_gps100/contact.csv
create mode 100644 data/shed1_gps100/metadata.json
create mode 100644 data/shed1_gps50/contact.csv
create mode 100644 data/shed1_gps50/metadata.json
create mode 100644 data/shed1_wifi50/contact - Copy.csv
create mode 100644 data/shed1_wifi50/contact.csv
create mode 100644 data/shed1_wifi50/metadata.json
create mode 100644 data/shed1_wifi60/contact.csv
create mode 100644 data/shed1_wifi60/metadata.json
create mode 100644 data/shed1_wifi70/contact.csv
create mode 100644 data/shed1_wifi70/metadata.json
create mode 100644 data/shed5_gps10/contact - Copy.csv
create mode 100644 data/shed5_gps10/contact.csv
create mode 100644 data/shed5_gps10/metadata.json
create mode 100644 data/shed5_gps100/contact.csv
create mode 100644 data/shed5_gps100/metadata.json
create mode 100644 data/shed5_gps50/contact.csv
create mode 100644 data/shed5_gps50/metadata.json
create mode 100644 data/shed5_merge2/contact.csv
create mode 100644 data/shed5_merge2/metadata.json
create mode 100644 data/shed5_merge3/contact.csv
create mode 100644 data/shed5_merge3/metadata.json
create mode 100644 data/shed5_merge3/shed5_merge1/contact.csv
create mode 100644 data/shed5_merge3/shed5_merge1/metadata.json
create mode 100644 data/shed5_wifi50/contact.csv
create mode 100644 data/shed5_wifi50/contactwifi - Copy.csv
create mode 100644 data/shed5_wifi50/metadata.json
create mode 100644 data/shed5_wifi60/contact wifi60- Copy.csv
create mode 100644 data/shed5_wifi60/contact.csv
create mode 100644 data/shed5_wifi60/metadata.json
create mode 100644 data/shed5_wifi70/contact.csv
create mode 100644 data/shed5_wifi70/metadata.json
create mode 100644 data/shed7_jarrod/contact.csv
create mode 100644 data/shed7_jarrod/metadata.json
create mode 100644 data/termite/contact.csv
create mode 100644 data/termite/metadata.json
create mode 100644 pydtnsim/kmeans.py
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000..e524f65
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+ <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.6 (venv)" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/data/shed1_gps10/contact.csv b/data/shed1_gps10/contact.csv
new file mode 100644
index 0000000..1b4372e
--- /dev/null
+++ b/data/shed1_gps10/contact.csv
@@ -0,0 +1,1053 @@
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diff --git a/data/shed1_gps10/contactfre.csv b/data/shed1_gps10/contactfre.csv
new file mode 100644
index 0000000..f665160
--- /dev/null
+++ b/data/shed1_gps10/contactfre.csv
@@ -0,0 +1,1053 @@
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diff --git a/data/shed1_gps10/metadata.json b/data/shed1_gps10/metadata.json
new file mode 100644
index 0000000..0c24bc0
--- /dev/null
+++ b/data/shed1_gps10/metadata.json
@@ -0,0 +1,2 @@
+{"nodes": 32, "contacts": 526, "duration":9566}
+
diff --git a/data/shed1_gps100/contact.csv b/data/shed1_gps100/contact.csv
new file mode 100644
index 0000000..6d92076
--- /dev/null
+++ b/data/shed1_gps100/contact.csv
@@ -0,0 +1,2075 @@
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diff --git a/data/shed1_gps100/metadata.json b/data/shed1_gps100/metadata.json
new file mode 100644
index 0000000..7f5401d
--- /dev/null
+++ b/data/shed1_gps100/metadata.json
@@ -0,0 +1,2 @@
+{"nodes": 38, "contacts": 1045, "duration":9801}
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diff --git a/data/shed1_gps50/contact.csv b/data/shed1_gps50/contact.csv
new file mode 100644
index 0000000..81c45c0
--- /dev/null
+++ b/data/shed1_gps50/contact.csv
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diff --git a/data/shed1_gps50/metadata.json b/data/shed1_gps50/metadata.json
new file mode 100644
index 0000000..399c71e
--- /dev/null
+++ b/data/shed1_gps50/metadata.json
@@ -0,0 +1,2 @@
+{"nodes": 38, "contacts": 939, "duration":9566}
+
diff --git a/data/shed1_wifi50/contact - Copy.csv b/data/shed1_wifi50/contact - Copy.csv
new file mode 100644
index 0000000..94e11f3
--- /dev/null
+++ b/data/shed1_wifi50/contact - Copy.csv
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diff --git a/data/shed1_wifi50/contact.csv b/data/shed1_wifi50/contact.csv
new file mode 100644
index 0000000..94e11f3
--- /dev/null
+++ b/data/shed1_wifi50/contact.csv
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diff --git a/data/shed1_wifi50/metadata.json b/data/shed1_wifi50/metadata.json
new file mode 100644
index 0000000..ec9493c
--- /dev/null
+++ b/data/shed1_wifi50/metadata.json
@@ -0,0 +1,2 @@
+{"nodes": 39, "contacts": 390, "duration":8604}
+
diff --git a/data/shed1_wifi60/contact.csv b/data/shed1_wifi60/contact.csv
new file mode 100644
index 0000000..c5521fa
--- /dev/null
+++ b/data/shed1_wifi60/contact.csv
@@ -0,0 +1,3685 @@
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diff --git a/data/shed1_wifi60/metadata.json b/data/shed1_wifi60/metadata.json
new file mode 100644
index 0000000..ac95df9
--- /dev/null
+++ b/data/shed1_wifi60/metadata.json
@@ -0,0 +1,2 @@
+{"nodes": 39, "contacts": 1842, "duration":10123}
+
diff --git a/data/shed1_wifi70/contact.csv b/data/shed1_wifi70/contact.csv
new file mode 100644
index 0000000..2e66644
--- /dev/null
+++ b/data/shed1_wifi70/contact.csv
@@ -0,0 +1,7417 @@
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diff --git a/data/shed1_wifi70/metadata.json b/data/shed1_wifi70/metadata.json
new file mode 100644
index 0000000..03ab4d0
--- /dev/null
+++ b/data/shed1_wifi70/metadata.json
@@ -0,0 +1,2 @@
+{"nodes": 39, "contacts": 3708, "duration":10606}
+
diff --git a/data/shed5_gps10/contact - Copy.csv b/data/shed5_gps10/contact - Copy.csv
new file mode 100644
index 0000000..2f53861
--- /dev/null
+++ b/data/shed5_gps10/contact - Copy.csv
@@ -0,0 +1,2691 @@
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diff --git a/data/shed5_gps10/contact.csv b/data/shed5_gps10/contact.csv
new file mode 100644
index 0000000..925ac69
--- /dev/null
+++ b/data/shed5_gps10/contact.csv
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diff --git a/data/shed5_gps10/metadata.json b/data/shed5_gps10/metadata.json
new file mode 100644
index 0000000..c885a7d
--- /dev/null
+++ b/data/shed5_gps10/metadata.json
@@ -0,0 +1,2 @@
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diff --git a/data/shed5_gps100/contact.csv b/data/shed5_gps100/contact.csv
new file mode 100644
index 0000000..f009d4a
--- /dev/null
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diff --git a/data/shed5_gps100/metadata.json b/data/shed5_gps100/metadata.json
new file mode 100644
index 0000000..5350a16
--- /dev/null
+++ b/data/shed5_gps100/metadata.json
@@ -0,0 +1 @@
+{"nodes": 26, "contacts": 4806, "duration":8927}
\ No newline at end of file
diff --git a/data/shed5_gps50/contact.csv b/data/shed5_gps50/contact.csv
new file mode 100644
index 0000000..b0eae77
--- /dev/null
+++ b/data/shed5_gps50/contact.csv
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diff --git a/data/shed5_gps50/metadata.json b/data/shed5_gps50/metadata.json
new file mode 100644
index 0000000..200cf68
--- /dev/null
+++ b/data/shed5_gps50/metadata.json
@@ -0,0 +1 @@
+{"nodes": 26 ,"contacts": 4171.0, "duration": 8927}
\ No newline at end of file
diff --git a/data/shed5_merge2/contact.csv b/data/shed5_merge2/contact.csv
new file mode 100644
index 0000000..e97f49d
--- /dev/null
+++ b/data/shed5_merge2/contact.csv
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diff --git a/data/shed5_merge2/metadata.json b/data/shed5_merge2/metadata.json
new file mode 100644
index 0000000..d994459
--- /dev/null
+++ b/data/shed5_merge2/metadata.json
@@ -0,0 +1 @@
+{"nodes": 26, "contacts": 5051, "duration": 8927}
\ No newline at end of file
diff --git a/data/shed5_merge3/contact.csv b/data/shed5_merge3/contact.csv
new file mode 100644
index 0000000..2f838ee
--- /dev/null
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diff --git a/data/shed5_merge3/metadata.json b/data/shed5_merge3/metadata.json
new file mode 100644
index 0000000..81e1d71
--- /dev/null
+++ b/data/shed5_merge3/metadata.json
@@ -0,0 +1,2 @@
+{"nodes": 26, "contacts": 7548, "duration": 8927}
+
diff --git a/data/shed5_merge3/shed5_merge1/contact.csv b/data/shed5_merge3/shed5_merge1/contact.csv
new file mode 100644
index 0000000..1c481e1
--- /dev/null
+++ b/data/shed5_merge3/shed5_merge1/contact.csv
@@ -0,0 +1,3221 @@
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diff --git a/data/shed5_merge3/shed5_merge1/metadata.json b/data/shed5_merge3/shed5_merge1/metadata.json
new file mode 100644
index 0000000..3de5530
--- /dev/null
+++ b/data/shed5_merge3/shed5_merge1/metadata.json
@@ -0,0 +1 @@
+{"nodes": 26, "contacts": 1610, "duration": 8927}
\ No newline at end of file
diff --git a/data/shed5_wifi50/contact.csv b/data/shed5_wifi50/contact.csv
new file mode 100644
index 0000000..57ee104
--- /dev/null
+++ b/data/shed5_wifi50/contact.csv
@@ -0,0 +1,539 @@
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diff --git a/data/shed5_wifi50/contactwifi - Copy.csv b/data/shed5_wifi50/contactwifi - Copy.csv
new file mode 100644
index 0000000..be7c169
--- /dev/null
+++ b/data/shed5_wifi50/contactwifi - Copy.csv
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diff --git a/data/shed5_wifi50/metadata.json b/data/shed5_wifi50/metadata.json
new file mode 100644
index 0000000..82b2217
--- /dev/null
+++ b/data/shed5_wifi50/metadata.json
@@ -0,0 +1 @@
+{"nodes": 26, "contacts": 270, "duration": 8245}
\ No newline at end of file
diff --git a/data/shed5_wifi60/contact wifi60- Copy.csv b/data/shed5_wifi60/contact wifi60- Copy.csv
new file mode 100644
index 0000000..cc54040
--- /dev/null
+++ b/data/shed5_wifi60/contact wifi60- Copy.csv
@@ -0,0 +1,1801 @@
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diff --git a/data/shed5_wifi60/contact.csv b/data/shed5_wifi60/contact.csv
new file mode 100644
index 0000000..cc54040
--- /dev/null
+++ b/data/shed5_wifi60/contact.csv
@@ -0,0 +1,1801 @@
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diff --git a/data/shed5_wifi60/metadata.json b/data/shed5_wifi60/metadata.json
new file mode 100644
index 0000000..e6c4e80
--- /dev/null
+++ b/data/shed5_wifi60/metadata.json
@@ -0,0 +1 @@
+{"nodes": 26, "contacts": 900, "duration": 8820}
\ No newline at end of file
diff --git a/data/shed5_wifi70/contact.csv b/data/shed5_wifi70/contact.csv
new file mode 100644
index 0000000..aae42c2
--- /dev/null
+++ b/data/shed5_wifi70/contact.csv
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diff --git a/data/shed5_wifi70/metadata.json b/data/shed5_wifi70/metadata.json
new file mode 100644
index 0000000..12dc0eb
--- /dev/null
+++ b/data/shed5_wifi70/metadata.json
@@ -0,0 +1 @@
+{"nodes": 26, "contacts": 2755, "duration":8868}
\ No newline at end of file
diff --git a/data/shed7_jarrod/contact.csv b/data/shed7_jarrod/contact.csv
new file mode 100644
index 0000000..5621a09
--- /dev/null
+++ b/data/shed7_jarrod/contact.csv
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diff --git a/data/shed7_jarrod/metadata.json b/data/shed7_jarrod/metadata.json
new file mode 100644
index 0000000..02446b5
--- /dev/null
+++ b/data/shed7_jarrod/metadata.json
@@ -0,0 +1 @@
+{"nodes": 44, "contacts": 2950.0, "duration": 8038}
\ No newline at end of file
diff --git a/data/termite/contact.csv b/data/termite/contact.csv
new file mode 100644
index 0000000..0c62e6c
--- /dev/null
+++ b/data/termite/contact.csv
@@ -0,0 +1,1481 @@
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+208800,12,13,0
+209100,5,12,0
+209100,3,9,1
+209100,5,18,1
+209400,12,18,1
+209400,3,9,0
+209400,9,13,1
+209400,5,12,1
+209700,5,12,0
+209700,9,13,0
+210000,26,29,0
+210000,25,28,0
+210000,25,26,0
+210000,24,27,0
+210000,24,25,0
+210000,23,26,0
+210000,21,24,0
+210000,22,23,0
+210000,21,22,0
+210000,12,18,0
+210000,5,18,0
+210000,27,28,0
+210000,22,25,0
+210000,28,29,0
diff --git a/data/termite/metadata.json b/data/termite/metadata.json
new file mode 100644
index 0000000..957493b
--- /dev/null
+++ b/data/termite/metadata.json
@@ -0,0 +1,2 @@
+{"nodes": 30, "contacts": 272, "duration":500}
+
diff --git a/examples/shed.py b/examples/shed.py
index 049412c..b039dfc 100644
--- a/examples/shed.py
+++ b/examples/shed.py
@@ -8,18 +8,10 @@ from collections import namedtuple
from multiprocessing import Pool
from os import path
from pprint import pprint
-
-<<<<<<< HEAD
-from pydtnsim import Network, RandomTraffic, Node, EpidemicNode, CSVTrace
-from pydtnsim.community import BubbleKCliqueNode, BubbleLouvainNode
-from pydtnsim.community import HCBFKCliqueNode, HCBFLouvainNode
-=======
from pydtn import Network, RandomTraffic, Node, EpidemicNode, CSVTrace
from pydtn.community import BubbleKCliqueNode, BubbleLouvainNode
from pydtn.community import HCBFKCliqueNode, HCBFLouvainNode
-from pydtn.community import HCBFAGKmeansNode, BubbleAGKmeansNode
->>>>>>> d960e624440fdfe57ae489eb5130565794d246d0
-
+from pydtn.community import HCBFAGKmeansNode, BubbleAGKmeansNode
Simulation = namedtuple('Simulation', ['trace', 'node_type', 'seed'])
@@ -33,13 +25,12 @@ def run_simulation(simulation):
trace = CSVTrace(csv, metadata=metadata)
epoch = 7*24*60*60 # 7 days
-
node_type = simulation.node_type
node_options = {
'tick_rate': 5 * 60, # 5 mins
'epoch': epoch,
'k': 3,
- 'agk':3,
+ 'agk': 3,
'context': {}
}
nodes = {
diff --git a/pydtnsim/__init__.py b/pydtnsim/__init__.py
index a423aac..8814f7e 100644
--- a/pydtnsim/__init__.py
+++ b/pydtnsim/__init__.py
@@ -1,5 +1,5 @@
"""
-pydtnsim is a module for simulating delay tolerant networks.
+pydtn is a module for simulating delay tolerant networks.
A simulation is made up from a Network which contains:
- A group of nodes which are responsible for forwarding packets to each other.
@@ -32,9 +32,7 @@ __all__ = [
'RandomTraffic',
]
__version__ = '0.2'
-__author__ = 'Jarrod Pas <j.pas@usask.ca>, Fatemeh Zare <faz361@mail.usask.ca>'
-
-
+__author__ = 'Jarrod Pas <j.pas@usask.ca>'
from collections import ChainMap, defaultdict, namedtuple, OrderedDict
import csv
import json
@@ -44,32 +42,25 @@ from time import time
from array import array
from operator import itemgetter
import operator
-from random import *
-import random as ra
+import random
+import datetime
import numpy as np
import numpy.random as rand
import simpy
-import pprint
-import datetime
-
-delayarray=[]
-class Network:
- """
- Network simulation.
-
- Keyword Arguments:
- - nodes -- the nodes of the network in a dictionary of id to node.
- - trace -- a generator that yield Contact objects.
- - traffic -- a generator that yields Traffic objects.
+# Network simulation.
+# Keyword Arguments:
+# - nodes -- the nodes of the network in a dictionary of id to node.
+# - trace -- a generator that yield Contact objects.
+# - traffic -- a generator that yields Traffic objects.
+# Running a simulation:
+# To run the simulation call the `run` method.Statistics:
+# There are two ways to get statistics from the simulation, via either the
+# `stats` or the `stats_summary` property."""
- Running a simulation:
- To run the simulation call the `run` method.
- Statistics:
- There are two ways to get statistics from the simulation, via either the
- `stats` or the `stats_summary` property.
- """
+class Network:
+ """A network module for keeping informations."""
def __init__(self, nodes=None, trace=None, traffic=None):
"""Create a network."""
@@ -89,6 +80,7 @@ class Network:
if not traffic:
traffic = []
+
self.traffic = traffic
self.packets = []
@@ -116,14 +108,13 @@ class Network:
for contact in self.trace:
if contact.time > self.now:
yield self.env.timeout(contact.time - self.now)
- #defining name for each node, node.name is the actuall name of each node which can used for tracking based on dataset
+
node_a = self.nodes[contact.a]
- node_a.name=contact.a
+ node_a.name = contact.a
node_b = self.nodes[contact.b]
node_b.name = contact.b
-
if contact.join:
node_a.join(node_b)
node_b.join(node_a)
@@ -139,12 +130,7 @@ class Network:
return self.env.now
def run(self, until=None):
- """
- Run the simulation.
-
- Keyword Arguments:
- until -- tick to run the simulation to and stop
- """
+ """Simulate running till end dutycycle."""
if until is None:
until = self.trace_done
@@ -159,7 +145,6 @@ class Network:
"""Return detailed statistics for the simulation."""
packets = [packet.stats for packet in self.packets]
nodes = [node.stats for node in self.nodes.values()]
- # hoops = [hoop.stats for packet in self.hoops]
stats = {
'sim-time': self.env.now,
@@ -184,7 +169,6 @@ class Network:
packets = gather(self.packets)
nodes = gather(self.nodes.values())
- # hoops=gather(self.hoops)
stats = {}
stats['sim-time'] = self.env.now
@@ -194,7 +178,9 @@ class Network:
stats['delivery-ratio'] = stats['recieved'] / stats['packets']
stats['broadcasts'] = sum(nodes['broadcasts'])
stats['delivery-cost'] = stats['broadcasts'] / stats['recieved']
- print(delayarray)
+ stats['total_delay'] = sum(packets['total_delay'])
+ stats['energy'] = sum(packets['energy'])
+
for stat, values in packets.items():
if stat.startswith('hops'):
stats[stat] = sum(values)
@@ -206,6 +192,8 @@ class Network:
PacketInfo = namedtuple('PacketInfo', [
'source', 'destination', 'created', 'time_to_live', 'payload'
])
+DELAY_ARRAY = []
+COPY_ARRAY = []
class Packet:
@@ -217,16 +205,13 @@ class Packet:
self.info = info
self.recieved = None
self._stats = defaultdict(int)
- # self.hoops=None
- # self.hhop=None
- # self.energy=None
- # self.copy=None
+ self.total_hops = None
+ self.energy = None
@property
def source(self):
"""Source of packet."""
return self.network.nodes[self.info.source]
- # print(self.info.source)
@property
def destination(self):
@@ -253,15 +238,20 @@ class Packet:
"""Return deadline of packet."""
return self.created + self.time_to_live
+ @property
+ def name(self):
+ """Packets name which is their generation time."""
+ return self.created
+
@property
def expired(self):
"""Is the packet expired."""
return self.network.now > self.deadline
def sent(self, target, reason=None):
- """Send the packet from source to taget."""
-
+ """Send the packet from source to target."""
self._stats['hops'] += 1
+ DELAY_ARRAY.append(target.name)
if reason:
self._stats['hops-%s' % reason] += 1
@@ -270,21 +260,29 @@ class Packet:
if self.recieved is None:
self.recieved = 0
+ self.total_hops = 0
+ self.hop = 0
+ self.total_delay = 0
+ self.energy = 0
- # a sample code for extracting dutycycle delay per packet
- # same code can be applied for the number of hop per packet
- self.DCdelay=0
self._stats['delay'] = self.network.now - self.created
- self.DCdelay= self.network.now - self.created
- self._stats['DCdelay'] += (self.DCdelay/300)
- delayarray.append(self._stats['DCdelay'])
+ self.total_delay = self.network.now - self.created
+ self._stats['total_delay'] += (self.total_delay/300)
+ DELAY_ARRAY.append(self._stats['total_delay'])
+ self.hop = self._stats['hops']
+ self.total_hops += self.hop
+ self.energy += self.hop
+ self._stats['energy'] += self.energy
+ if self._stats['copy'] == 0:
+ self._stats['copy'] = 1
+ COPY_ARRAY.append(self._stats['copy'])
+ self._stats['total_hops'] = int(self.total_hops
+ / self._stats['copy'])
self.recieved += 1
-
-
@property
def stats(self):
"""Return statistcs for a packet."""
@@ -292,8 +290,9 @@ class Packet:
if self.recieved:
stats['recieved'] = self.recieved
- stats['DCdelay']=self.DCdelay
- # stats['energy']=self.energy
+ stats['total_hops'] = self.total_hops
+ stats['total_delay'] = self.total_delay
+ stats['energy'] = self.energy
stats.update(self._stats)
return stats
@@ -322,23 +321,23 @@ class Buffer:
"""
if capacity is None:
self.capacity = float('inf')
+ # self.capacity = float('inf')
else:
self.capacity = capacity
self.store = OrderedDict()
- self.counter=0
+ self.counter = 0
@property
def full(self):
"""Is the buffer full."""
# for packet in self.store:
-
-
- return len(self.store)>= self.capacity
+ # return sum(iter(list(self.store.items()))) >= self.capacity
+ return len(self.store) >= self.capacity
def counteri(self):
- self.counter+=1
- return(self.counter)
-
+ """Count packets numbers."""
+ self.counter += 1
+ return self.counter
def add(self, packet):
"""Add a packet to the buffer."""
@@ -347,7 +346,6 @@ class Buffer:
self.store[packet] = None
return True
-
def remove(self, packet):
"""Remove packet from the buffer."""
if packet in self.store:
@@ -367,24 +365,20 @@ class Buffer:
class Node:
- """
- Basic implementation of a node.
-
- Forwards directly to destination node.
- """
+ """Basic implementation of a node.Forwards directly to destination node."""
class SendFailed(Exception):
"""Raised when a send fails."""
- file_flag=False
- file_date_time=None
+ file_flag = False
+ file_date_time = None
+
def __init__(self, **options):
"""Create a node."""
self.network = None
- self.name=None
+ self.name = None
self.buffer = Buffer(capacity=options.get('buffer_capacity', None))
self._neighbours = set()
-
self.options = ChainMap(options, {
'bandwidth': float('inf'),
'tick_rate': 1
@@ -432,14 +426,15 @@ class Node:
if node in self._neighbours:
self._neighbours.remove(node)
- #recording the packet transmission in a file
- def record(self,fname, message):
- if Node.file_flag==False:
- Node.file_flag=True
- Node.file_date_time=str(datetime.datetime.now())
- file_name=fname+"_"+'.txt'
- with open(file_name,'a') as file:
+ def record(self, fname, message):
+ """Record all intermediate packet transmissions."""
+ if self.file_flag is False:
+ self.file_flag = True
+ self.file_date_time = str(datetime.datetime.now())
+ file_name = fname+"_"+'.txt'
+ with open(file_name, 'a') as file:
file.write(message+'\n')
+
@property
def neighbours(self):
"""Return nodes within transmission range."""
@@ -453,47 +448,33 @@ class Node:
# forward to nobody
return {}
-
-
-
def forward_all(self):
"""Try to forward all packets."""
env = self.network.env
for packet in self.buffer:
- bw=len(packet)
+ bandwidthi = len(packet)
if packet.expired:
self.packet_expiry(packet)
continue
-
-
forwards = self.forward(packet)
-
if forwards:
delay = len(packet) / self.options['bandwidth']
-
yield env.timeout(delay)
-
-
self._stats['broadcasts'] += 1
-
- # counting number of copies for each packet. useful for epidemic
+ # counting the number of packet copies generated
if packet._stats['copy'] is None:
- packet._stats['copy']=1
- packetcopy=0
+ packet._stats['copy'] = 1
+ icopy = 0
for target, reason in forwards.items():
- packetcopy+=1
- if(packetcopy>=2):
- packet._stats['copy']+=1
-
- #setting bandwidth limitation
- if (bw <= self.options['bandwidth']):
-
+ icopy += 1
+ if icopy >= 2:
+ packet._stats['copy'] += 1
+ if bandwidthi <= self.options['bandwidth']:
try:
self.send(packet, target, reason)
self.send_success(packet, target)
- bw += len(packet)
-
+ bandwidthi += len(packet)
except Node.SendFailed:
self.send_failure(packet, target)
@@ -504,17 +485,21 @@ class Node:
Keyword Arguments:
reason -- why the packet was sent (optional)
"""
- #having a track for each message transmission in a file
if target in self.neighbours:
self.buffer.counteri()
target.recv(packet, source=target)
packet.sent(target, reason=reason)
- message="N["+str(self.name)+'] send to N'+str(target.name)+']'
- self.record('send_data',message=message)
+ # all message transmissions in intermediate nodes
+ # are captured in send_data.txt file
+ message = "N[" + str(self.name) + '] send to N[' + \
+ str(target.name) + \
+ ']_source:' + str(packet.source.name) + \
+ ', destination:' + str(packet.destination.name) + \
+ ', packet name: ' + str(packet.name)
+ self.record('send_data', message=message)
else:
raise Node.SendFailed('nodes are not neighbours')
- # delay = len(packet) / self.options['bandwidth']
def send_success(self, packet, target):
"""
Call when a send succeeds.
@@ -522,19 +507,18 @@ class Node:
Removes the sent packet from the buffer.
"""
# pylint: disable=unused-argument
+
self.buffer.remove(packet)
def send_failure(self, packet, target):
"""Call when a send fails."""
# pylint: disable=unused-argument
+ pass
def packet_expiry(self, packet):
"""Call when a packet expires."""
self.buffer.remove(packet)
-
-
-
def recv(self, packet, source=None):
"""
Recieve a packet.
@@ -544,23 +528,19 @@ class Node:
# pylint: disable=unused-argument
if packet.destination is self:
return
-
+# buffer policy and limitation for storing packets
if not self.buffer.add(packet):
- deadlinearray = []
+ msgdealine = []
for item in self.buffer.store:
- deadlinearray.append(item.deadline)
-
- deadlinemin = (min(deadlinearray))
- if (packet.deadline> deadlinemin):
-
- for packeti in self.buffer.store:
- if packeti.deadline==deadlinemin:
- self.buffer.remove(packeti)
+ msgdealine.append(item.deadline)
+ minmsgddline = (min(msgdealine))
+ if packet.deadline > minmsgddline:
+ for msg in self.buffer.store:
+ if msg.deadline == minmsgddline:
+ self.buffer.remove(msg)
self.buffer.add(packet)
break
-
-
@property
def stats(self):
"""Return node statistics."""
@@ -582,8 +562,6 @@ class EpidemicNode(Node):
super().__init__(**options)
self.__sent = defaultdict(set)
-
-
def forward(self, packet):
"""
Forward based on the epidemic heuristic.
@@ -596,11 +574,10 @@ class EpidemicNode(Node):
to so far.
"""
-
forward = {
- neighbour: 'epidemic'
- for neighbour in self.neighbours
- if neighbour not in self.__sent[packet]
+ neighbour: 'epidemic'
+ for neighbour in self.neighbours
+ if neighbour not in self.__sent[packet]
}
return forward
@@ -638,7 +615,6 @@ class FloodingNode(Node):
neighbour: 'flood'
for neighbour in self.neighbours
}
-
return forward
def send_success(self, packet, target):
@@ -647,6 +623,7 @@ class FloodingNode(Node):
Do nothing, overrides default of removing from buffer.
"""
+ pass
Contact = namedtuple('Contact', ['time', 'a', 'b', 'join'])
@@ -701,15 +678,13 @@ class CSVTrace(Trace):
with open(metadata) as metadata_file:
nodes = json.load(metadata_file)['nodes']
-
-
else:
with open(self.path) as csv_file:
csv_file = csv.reader(csv_file)
next(csv_file)
nodes = set()
for _, node_a, node_b, _ in csv_file:
- # print(node_a)
+
nodes.add(node_a)
nodes.add(node_b)
nodes = len(nodes)
@@ -721,7 +696,7 @@ class CSVTrace(Trace):
with open(self.path) as csv_file:
csv_file = csv.reader(csv_file)
# skip header
- next(csv_file) # pylint: disable=stop-iteration-return
+ next(csv_file)
for row in csv_file:
yield self.create_contact(*map(int, row))
@@ -735,6 +710,7 @@ class RandomTrace(Trace):
self._node_list = list(nodes)
self.step = step
self.seed = seed
+ self.seed = seed
def __iter__(self):
"""Yield random trace."""
@@ -753,9 +729,12 @@ class Traffic:
def __init__(self, **options):
"""Create traffic generator."""
- self.time_to_live = options.get('time_to_live',float('inf'))
- self.payload = options.get('payload',0)
-
+ # packets ttl canbe set here, any number instead of 'inf'
+ self.time_to_live = options.get('time_to_live', float('inf'))
+ # message sizes can be set here, for example it can
+ # be a random number from 20 to 40 instead of 0
+ # randint(20,40))
+ self.payload = options.get('payload', '0')
def __iter__(self):
"""Yield no traffic."""
@@ -763,7 +742,6 @@ class Traffic:
def create_packet(self, now, source, destination):
"""Create a packet info for the simulation."""
-
return PacketInfo(source=source,
destination=destination,
created=now,
@@ -801,23 +779,48 @@ class RandomManyToManyTraffic(Traffic):
def random_pair(self, random):
"""Return random pair of nodes."""
- source= random.choice(self.sources)
- destination = random.choice(self.destinations)
-
+ # source= random.choice(self.sources)
+ # destination = random.choice(self.destinations)
+ source = random.choice(self.sources)
+ # if users want to select specific nodes as source
+ # and destiation they can do it by nodes' namethe
+ # following code nodes 1,2,3 and 4 in the dataset
+ # would be selected as source node
+ # source=random.choice([1,2,3,4])
+ destination = random.choice(self.sources)
while destination == source:
- destination = random.choice(self.destinations)
+ destination = random.choice(self.sources)
return source, destination
def __iter__(self):
"""Yield infinite random traffic."""
random = Random(self.seed)
+ # Message genration rate can be change here
+ # for example if you remove the following
+ # to have the comments as code
+ # message generation rate is in a way that for the
+ # first 3000 seconds one msg in generated in each dc
+ # but for the rest every 3 dc one message is generated
+ # changetime=30000
+ # new rate=900
+
for now in count(start=self.start, step=self.step):
+
for _ in range(self.traffic_per_step):
+
source, destination = self.random_pair(random)
+ # nowtime=int(now)
+
+ # if (nowtime<changetime):
+
yield self.create_packet(now, source, destination)
+ # elif (nowtime>=changetime):
+
+ # yield self.create_packet(nowtime+newrate,source,destination)
+
class RandomManyToOneTraffic(RandomManyToManyTraffic):
"""Generate random traffic from any source to a single node."""
diff --git a/pydtnsim/community.py b/pydtnsim/community.py
index a305314..9ab53d9 100644
--- a/pydtnsim/community.py
+++ b/pydtnsim/community.py
@@ -1,5 +1,5 @@
"""
-pydtnsim community module.
+pydtn community module.
Implements the following community detection schemes on epochs:
- Louvain community detection
@@ -29,21 +29,15 @@ __all__ = [
"HCBFAGKmeansNode",
"HCBFLouvainNode",
]
-__author__ = 'Jarrod Pas <j.pas@usask.ca>, Fatemeh Zare <faz361@mail.usask.ca>'
+__author__ = 'Fatemeh zr <faz361@usask.ca>'
from collections import defaultdict
from itertools import product
from functools import partial
-
import networkx as nx
from community import best_partition as louvain_partition
-
-<<<<<<< HEAD:pydtnsim/community.py
-from pydtnsim import Node
-=======
from pydtn import Node
-from kmeans.kmeans import agkmeans
->>>>>>> d960e624440fdfe57ae489eb5130565794d246d0:pydtn/community.py
+from pydtn.kmeans import agkmeans
class Community:
@@ -230,6 +224,7 @@ class KCliqueCommunity(Community):
"""Partition graph by k-clique communities method."""
return nx.k_clique_communities(self.graph_old, k=self.k)
+
class AGKmeansCommunity(Community):
"""AGK-means community detection."""
@@ -240,7 +235,6 @@ class AGKmeansCommunity(Community):
def partition(self):
"""Partition graph by AGk-means communities method."""
-
graph = nx.Graph()
nodes = {
id(node): node
@@ -250,7 +244,7 @@ class AGKmeansCommunity(Community):
for node_a, node_b, weight in self.graph_old.edges(data='weight'):
graph.add_edge(id(node_a), id(node_b), {'weight': weight})
- partitions = agkmeans(graph,k=self.agk)
+ partitions = agkmeans(graph, k=self.agk)
communities = defaultdict(set)
for node, community in partitions.items():
@@ -279,7 +273,6 @@ class LouvainCommunity(Community):
graph.add_edge(id(node_a), id(node_b), {'weight': weight})
partitions = louvain_partition(graph)
-
communities = defaultdict(set)
for node, community in partitions.items():
# get actual node from it's id
@@ -289,7 +282,6 @@ class LouvainCommunity(Community):
yield frozenset(community)
-
class CommunityNode(Node):
"""Base node for community based forwarding heuristics."""
@@ -394,6 +386,7 @@ class KCliqueNode(CommunityNode):
options['community'] = shared_community(options['context'], _create)
super().__init__(**options)
+
class AGKmeansNode(CommunityNode):
"""Wrapper to add kclique community detection automatically to a node."""
@@ -410,6 +403,7 @@ class AGKmeansNode(CommunityNode):
options['community'] = shared_community(options['context'], _create)
super().__init__(**options)
+
def _decide(node, others, key):
"""
Make a decision on which node to send to best is decided based on key.
@@ -461,14 +455,20 @@ class BubbleNode(CommunityNode):
class BubbleKCliqueNode(KCliqueNode, BubbleNode):
"""Bubble node with k-clique community detection."""
+ pass
+
class BubbleAGKmeansNode(AGKmeansNode, BubbleNode):
"""Bubble node with k-clique community detection."""
+ pass
+
class BubbleLouvainNode(LouvainNode, BubbleNode):
"""Bubble node with louvain community detection."""
+ pass
+
class HCBFNode(CommunityNode):
"""Node with Hybrid Community Based forwarding."""
@@ -518,10 +518,16 @@ class HCBFNode(CommunityNode):
class HCBFKCliqueNode(KCliqueNode, HCBFNode):
"""HCBF node with k-clique community detection."""
+ pass
+
class HCBFAGKmeansNode(AGKmeansNode, HCBFNode):
"""HCBF node with k-clique community detection."""
+ pass
+
class HCBFLouvainNode(LouvainNode, HCBFNode):
"""HCBF node with louvain community detection."""
+
+ pass
diff --git a/pydtnsim/kmeans.py b/pydtnsim/kmeans.py
new file mode 100644
index 0000000..22133d7
--- /dev/null
+++ b/pydtnsim/kmeans.py
@@ -0,0 +1,102 @@
+"""AGKmeans code."""
+import pandas as pd
+import networkx as nx
+__author__ = 'Fatemeh Zare<faz361@mail.usask.ca>'
+"""
+ Advanced graph-based k-means is an appropriate algorithm for the datasets
+which have lots of dynamic objects.
+ Instead of passing through space, Advanced graph-based k-means can only
+ pass through certain points. Thus, it can be applied to datasets
+which can be modeled as graphs.
+In Advanced graph-based k-means, initial centroids would be selected based on
+Global Unique Interaction instead of random selection.
+ Wisely selection of initial
+centroids would decrease the probability of falling
+into the locally optimal clustering.
+"""
+
+
+def agkmeans(graph, k):
+ """Initialize selection of centrids."""
+ index_list1 = []
+ for nodei in graph.node:
+ index_list1.append(nodei)
+ df_initial = pd.DataFrame(columns=['node', 'degree', 'centroid'],
+ index=index_list1)
+ df_initial = df_initial.reset_index(drop=True)
+ counter = 0
+ for nodei in graph.node:
+ df_initial["node"][counter] = nodei
+ df_initial["degree"][counter] = graph.degree(nodei)
+ counter = counter + 1
+
+ df_initial.sort_values("degree", inplace=True, ascending=False)
+ df_initial = df_initial.reset_index(drop=True)
+
+ k_list1 = df_initial['node'].tolist()
+ k_list = k_list1[:k]
+
+ df2 = pd.DataFrame(columns=['node', 'shoretest_path_centroid', 'centroid'])
+ df2['node'] = df_initial['node']
+
+ def assignment1(graph, graphdf, randomlist):
+ graphdf['shoretest_path_centroid'] = float('inf')
+ graphdf['centroid'] = None
+ for j in randomlist:
+ for i in graph.node:
+ valueb = graphdf.loc[graphdf['node'] == i,
+ 'shoretest_path_centroid'].iloc[0]
+
+ try:
+ nvalue = nx.shortest_path_length(graph, i, j)
+ except nx.NetworkXNoPath:
+ nvalue = 100000000000000000000000000000000
+ if nvalue < valueb:
+ graphdf.loc[graphdf['node'] == i,
+ 'shoretest_path_centroid'] = nvalue
+ graphdf.loc[graphdf['node'] == i, 'centroid'] = j
+
+ randomlist.sort()
+ return randomlist
+
+ def update(graph, df2, k_list):
+ df2_sum = df2.groupby(['centroid'])['shoretest_path_centroid'].sum()
+
+ for i in k_list:
+ for j in graph.neighbors(i):
+ newshortpath = 0
+ sump = 0
+ for nodeb in graph.node:
+ if (df2.loc[df2['node'] == nodeb,
+ 'centroid'].iloc[0] == i):
+ try:
+ newshortpath = nx.shortest_path_length(graph,
+ j, nodeb)
+ except nx.NetworkXNoPath:
+ newshortpath = float('inf')
+
+ sump += newshortpath
+ if sump < df2_sum[i]:
+ df2.loc[df2['centroid'] == i, 'centroid'] = j
+
+ for i in df2['node']:
+ updatepath = df2.loc[df2['node'] == i, 'centroid'].iloc[0]
+ try:
+ value = nx.shortest_path_length(graph, i, updatepath)
+ except nx.NetworkXNoPath:
+ value = float('inf')
+ df2.loc[df2['node'] == i, 'shoretest_path_centroid'] = value
+
+ lista = df2['centroid'].unique().tolist()
+ return lista
+
+ newassign = assignment1(graph, df2, k_list)
+
+ updatepath = update(graph, df2, k_list)
+
+ while newassign.sort() != updatepath.sort():
+ k_list = updatepath
+ newassign = assignment1(graph, df2, k_list)
+ updatepath = update(graph, df2, k_list)
+ dict1 = df2.set_index('node')['centroid'].to_dict()
+ return dict1
diff --git a/setup.py b/setup.py
index b2a8552..84876fb 100755
--- a/setup.py
+++ b/setup.py
@@ -1,22 +1,24 @@
-#!/usr/bin/env python
-
+"""Set up features."""
from distutils.core import setup
from os import path
+
def extract_version():
- with open(path.join('pydtnsim', '__init__.py')) as f:
+ """Extract version function."""
+ with open(path.join('pydtn', '__init__.py')) as f:
for line in f:
if line.startswith('__version__'):
return line.split("'")[1]
def extract_requirements():
+ """Extract requirements function."""
with open('requirements.txt') as f:
return f.read().split('\n')
if __name__ == "__main__":
- setup(name='pydtnsim',
+ setup(name='pydtn',
description='A delay tolerant network simulator.',
- packages=['pydtnsim'],
+ packages=['pydtn'],
version=extract_version(),
install_requires=extract_requirements(),
)
--
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