Simulation

This commit is contained in:
2025-03-17 17:28:52 +01:00
parent 2e764f36e8
commit 6959923b0d

View File

@@ -1,14 +1,21 @@
#!/bin/python3
import random as rd
import random
from heapq import heappush, heappop
class Event:
def __init__(self, event_type, additional_options):
self.event_type = event_type
if event_type == "request":
self.category = additional_options['category']
self.request = additional_options['request']
elif event_type == "router_finish":
self.request = additional_options['request']
elif event_type == "process_finish":
self.request = additional_options['request']
class Request:
def __init__(self, category, arrival_time):
self.category = category
self.arrival_time = arrival_time
class Simulation:
@@ -16,6 +23,7 @@ class Simulation:
# C clusters of K servers
self.C = C
self.K = 12 // C
self.occupied_servers = [0] * self.C
# service rate exponential distribution parameter
service_rates = {1: 4/20, 2:7/20, 3:10/20, 6:14/20}
self.service_rate = service_rates[C]
@@ -26,33 +34,103 @@ class Simulation:
self.router_state = 'idle' # 'idle', 'processing', 'blocked'
self.event_queue = Queue() # (arrival_time, category)
self.event_queue = [] # (time, Event)
self.current_time = 0.0
self.router_queue = []
self.total_requests = 0
self.lost_requests = 0
self.loss_rate = 0
self.response_times = []
def next_request():
def next_request(self):
# exponential distribution, parameter λ
interval = random.expovariate(self.lambda_val)
new_time = self.current_time + interval
arrival_time = new_time
category = rd.randint(1, C) if C>1 else 1
category = random.randint(0, self.C-1) if self.C>1 else 0
request = Event("request", {"category": category})
request = Request(category, arrival_time)
request_event = Event("request", {"request": request})
heappush(self.event_queue, (arrival_time, request))
heappush(self.event_queue, (arrival_time, request_event))
def router_process(request):
self.router_state = 'processing'
router_finish = Event("router_finish", {"request": request})
heappush(self.event_queue, (arrival_time, router_finish))
def handle_request(self, request):
self.total_requests += 1
if len(self.router_queue) == 0 and self.router_state == "idle":
self.router_process(request)
elif ((len(self.router_queue) + + (self.router_state == "processing")) < 100):
self.router_queue.append(request)
else:
self.lost_requests += 1
self.loss_rate = self.lost_requests / self.total_requests
if self.loss_rate > 0.05 :
raise ValueError("lossrate too high")
def process_request(self, request, current_time):
def router_process(self, request):
if self.router_state == "idle":
self.router_state = 'processing'
router_finish = Event("router_finish", {"request": request})
finish_time = self.current_time + self.router_processing_time
heappush(self.event_queue, (finish_time, router_finish))
else:
raise RuntimeError("shouldn't reach this branch")
def router_process_finish(self, request):
# send the request to a free server
if self.occupied_servers[request.category] < self.K:
self.router_state = "idle"
self.occupied_servers[request.category] += 1
self.process_request(request)
else:
self.router_state = "blocked"
self.router_queue.insert(0, request)
# router process next request
self.router_process_next()
def router_process_next(self):
if (len(self.router_queue) > 0) and (self.router_state == "idle"):
self.router_process(self.router_queue.pop(0))
def process_request(self, request):
interval = random.expovariate(self.service_rate)
finish = current_time + interval
finish_time = self.current_time + interval
process_finish = Event("process_finish", {"request": request})
heappush(self.event_queue, (finish_time, process_finish))
def process_request_finish(self, request):
self.response_times.append(self.current_time - request.arrival_time)
self.occupied_servers[request.category] -= 1
if (self.router_state == "blocked") and (request.category == self.router_queue[0].category):
self.process_request(self.router_queue.pop(0))
self.occupied_servers[request.category] += 1
self.router_state = "idle"
self.router_process_next()
def run(self, max_time):
# first request
self.next_request()
while (self.current_time <= max_time):
current_event = heappop(self.event_queue)
self.current_time = current_event[0]
match current_event[1].event_type:
case "request":
self.next_request()
self.handle_request(current_event[1].request)
case "router_finish":
self.router_process_finish(current_event[1].request)
case "process_finish":
self.process_request_finish(current_event[1].request)
case _ :
raise RuntimeError("shouldn't reach this branch")