increase execution speed and add process names
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@@ -12,25 +12,28 @@ class Customer:
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started_at: float | None = None
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handling_time: float | None = None
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finished_at: float | None = None
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being_handled: bool = False
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customers: list[Customer] = []
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customers_unhandled: list[Customer] = []
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customers_in_progress: list[Customer] = []
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customers_handled: list[Customer] = []
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class Server(Process):
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def run(self):
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while True:
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unhandled_customers = [c for c in customers if c.being_handled is False]
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if len(unhandled_customers) > 0:
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customer = unhandled_customers[0]
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customer.being_handled = True
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if len(customers_unhandled) > 0:
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customer = customers_unhandled[0]
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customers_unhandled.remove(customer)
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customers_in_progress.append(customer)
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customer.started_at = self.simulation.clock
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handling_time = abs(float(np.random.normal(5, 2.5, size=1)[0]))
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handling_time = float(max(0, np.random.normal(5, 2.5, size=1)[0]))
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yield from self.hold(handling_time)
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customer.handling_time = handling_time
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customer.finished_at = self.simulation.clock
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self.simulation.log(f"unhandled customers: {len(unhandled_customers)}")
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customers_in_progress.remove(customer)
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customers_handled.append(customer)
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self.simulation.log(f"unhandled customers: {len(customers_unhandled)}")
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else:
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yield from self.suspend()
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@@ -38,19 +41,19 @@ class Server(Process):
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class CustomerGenerator(Process):
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def run(self):
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while True:
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wait_for = float(abs(np.random.poisson(lam=4, size=1)[0]))
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wait_for = float(max(0, (np.random.poisson(lam=40, size=1) / 10)[0]))
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customer = Customer(arrived_at=self.simulation.clock)
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customers.append(customer)
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customers_unhandled.append(customer)
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for server in servers:
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server.resume()
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yield from self.hold(wait_for)
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servers = [Server() for _ in range(1)]
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servers = [Server() for _ in range(2)]
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simulation = Simulation(processes=[CustomerGenerator(), *servers])
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simulation.start()
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df = pd.DataFrame([asdict(customer) for customer in customers]).assign(
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df = pd.DataFrame([asdict(customer) for customer in customers_handled]).assign(
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queue_time=lambda row: row["started_at"] - row["arrived_at"]
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)
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print(f"\nservers: {len(servers)}")
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@@ -6,6 +6,7 @@ class BaseSimulation:
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def log(self, msg):
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print(f"{'{:.2f}'.format(self.clock)}: {msg}")
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pass
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class BaseProcess(Protocol):
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@@ -14,26 +15,30 @@ class BaseProcess(Protocol):
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class Process(BaseProcess):
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def __init__(self):
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self.id: int = 1
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self.simulation = BaseSimulation()
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self.resume_at: float = 0
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self.suspended = False
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self._gen = self.run()
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@property
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def name(self):
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return f"{self.__class__.__name__} {self.id}"
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def hold(self, hold_for: float):
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self.simulation.log(
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f"holding {self.__class__.__name__} for {'{:.2f}'.format(hold_for)} seconds"
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)
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hold_for_formatted = "{:.2f}".format(hold_for)
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self.simulation.log(f"holding {self.name} for {hold_for_formatted} seconds")
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self.resume_at = self.simulation.clock + hold_for
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yield
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def suspend(self):
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self.suspended = True
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self.simulation.log(f"{self.__class__.__name__} suspended")
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self.simulation.log(f"{self.name} suspended")
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yield
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def resume(self):
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if self.suspended is True:
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self.simulation.log(f"{self.__class__.__name__} resumed")
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self.simulation.log(f"{self.name} resumed")
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self.suspended = False
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next(self._gen)
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@@ -41,9 +46,19 @@ class Process(BaseProcess):
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class Simulation(BaseSimulation):
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def __init__(self, processes: list[Process]):
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self.clock = 0
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self.processes = processes
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self.processes = []
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for process in processes:
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process.simulation = self
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self.register_process(process)
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def register_process(self, process):
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processes_with_same_class = [
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p
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for p in self.processes
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if p.__class__.__name__ == process.__class__.__name__
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]
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process.id = 1 + len(processes_with_same_class)
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process.simulation = self
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self.processes.append(process)
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@property
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def processes_sorted(self):
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@@ -54,7 +69,7 @@ class Simulation(BaseSimulation):
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def start(self):
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self.log("simulation started")
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while self.clock < 100:
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while self.clock < 1000:
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current_process = self.processes_sorted[0]
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self.clock = current_process.resume_at
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next(current_process._gen)
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