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{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Table of Contents\n", "\n", "> This report/README is a direct export from the [README.ipynb](/README.ipynb) for better readability.\n", "\n", "> The original interactive Jupyter Notebook shall be viewed in text editor equipped with Jupyter Notebook extentions, or Jupyter Notebook, or Jupyter Lab.\n", "\n", "\n", "- [Table of Contents](#table-of-contents)\n", "- [CODE](#code)\n", " - [Pre-requisites](#pre-requisites)\n", " - [Setup](#setup)\n", " - [Constant rates](#constant-rates)\n", " - [Variable input rate](#variable-input-rate)\n", "- [REPORT](#report)\n", " - [Simulation description](#simulation-description)\n", " - [Plots](#plots)\n", " - [Discussion](#discussion)\n", "\n", "# CODE\n", "\n", "## Pre-requisites\n", "\n", "- Python 3.11\n", "- Jupyter Notebook (or equivalent)\n", "- Python environment setup via `pip install -r requirements.txt`\n", "\n", "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import random\n", "\n", "DEBUG = False\n", "random.seed(0)\n", "## Create directories figure & simulated_data\n", "os.makedirs(\"figure\", exist_ok=True)\n", "os.makedirs(\"simulated_data\", exist_ok=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Discrete event simulator core\n", "\n", "this is the heart of the simulation, a python implementation of the `Algorithm 1` in `project_1_requirement.pdf`" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def simulate_event(\n", " pkt_in_q: int,\n", " pkt_dropped: int,\n", " arrival_rate: int,\n", " departure_rate: int,\n", " buffer_size: int,\n", ") -> tuple[int, int]:\n", " y = random.random()\n", " # Either arrival or departure event\n", " if y < (arrival_rate / (departure_rate + arrival_rate)):\n", " # Arrival event\n", " if pkt_in_q < buffer_size:\n", " # Buffer is not full, accept packet\n", " pkt_in_q += 1\n", " else:\n", " # Buffer is full, drop packet\n", " pkt_dropped += 1\n", " else:\n", " # Departure event\n", " if pkt_in_q > 0:\n", " # Buffer is not empty, remove packet\n", " pkt_in_q -= 1\n", " return pkt_in_q, pkt_dropped" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Constant rates" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def simulate_constant_events(\n", " arrival_rate: int, departure_rate: int, buffer_size: int, num_events: int\n", "):\n", " # Initialize variables/counters related to the queue status.\n", " pkt_in_q = 0\n", " pkt_dropped = 0\n", " output_file = f\"simulated_data/cr_{arrival_rate}_{departure_rate}_{buffer_size}.txt\"\n", "\n", " # Write the header to the output file\n", " file = open(output_file, \"w\")\n", " file.write(\"event_seq, pkt_in_q, pkt_dropped\\n\")\n", "\n", " # Simulating the events for the specified number of times\n", " for event_seq in range(1, num_events + 1):\n", " # Update the queue status after each event\n", " pkt_in_q, pkt_dropped = simulate_event(\n", " pkt_in_q, pkt_dropped, arrival_rate, departure_rate, buffer_size\n", " )\n", "\n", " # Write results to the specified output file\n", " file.write(f\"{event_seq} {pkt_in_q} {pkt_dropped}\\n\")\n", " file.close()\n", " if DEBUG:\n", " print(f\"Simulation completed. Results are written to {output_file}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The rates provided in the requirement are, all 27 combinations of the following:\n", "\n", "|arrival (pkt/s)|departure (pkt/s)| buffer size (pkt)|\n", "|-|-|-|\n", "|30|50|50|\n", "|80|100|100|\n", "|120|120|150|" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "arrivals = [30, 80, 120]\n", "departures = [50, 100, 120]\n", "buffers = [50, 100, 150]\n", "\n", "total_events = 1000000\n", "\n", "# Iterate through all combinations of arrivals, departures and buffer sizes\n", "for a in arrivals:\n", " for d in departures:\n", " for b in buffers:\n", " simulate_constant_events(a, d, b, total_events)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Variable input rate" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def simulate_variable_input_events(\n", " arrival_rates: list[tuple[int, int]],\n", " departure_rate: int,\n", " buffer_size: int,\n", " num_events: int,\n", "):\n", " # Initialize variables/counters related to the queue status.\n", " pkt_in_q = 0\n", " pkt_dropped = 0\n", " output_file = f\"simulated_data/vir_x_{departure_rate}_{buffer_size}.txt\"\n", " event_seq = 1\n", "\n", " # Write the header to the output file\n", " file = open(output_file, \"w\")\n", " file.write(\"event_seq, pkt_in_q, pkt_dropped\\n\")\n", "\n", " for event_percentage, arrival_rate in arrival_rates:\n", " more_events = int(num_events * event_percentage / 100)\n", "\n", " if DEBUG:\n", " print(event_seq, more_events, event_percentage, arrival_rate)\n", "\n", " for event_seq in range(event_seq, event_seq + more_events):\n", " # Simulate the event\n", " pkt_in_q, pkt_dropped = simulate_event(\n", " pkt_in_q, pkt_dropped, arrival_rate, departure_rate, buffer_size\n", " )\n", "\n", " # Write results to the specified output file\n", " file.write(f\"{event_seq} {pkt_in_q} {pkt_dropped}\\n\")\n", " event_seq += 1\n", "\n", " file.close()\n", " if DEBUG:\n", " print(f\"Simulation completed. Results are written to {output_file}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Original: \n", "|Events (%)| arrival (pkt/s)|\n", "|-|-|\n", "|0~10|70|\n", "|10~70|200|\n", "|70~80|130|\n", "|80~90|120|\n", "|90~100|70|\n", "\n", "Note that I restrutured the input data to be as, \"For the first 10% of the events the input rate will be 70 pkt/s, for the next 60% of the events λ = 200pkt/s\" and so on.\n", "\n", "Restructured:\n", "|Events (sequential %)| arrival (pkt/s)|\n", "|-|-|\n", "|10|70|\n", "|60|200|\n", "|10|130|\n", "|10|120|\n", "|10|70|" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "input_data: list[tuple[int, int]] = [\n", " (10, 70),\n", " (60, 200),\n", " (10, 130),\n", " (10, 120),\n", " (10, 70),\n", "]\n", "\n", "total_events = 1000000\n", "\n", "# Simulate the events\n", "simulate_variable_input_events(input_data, 120, 100, total_events)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# REPORT\n", "\n", "## Simulation description\n", "\n", "The router can only recieve or push for each event. In case of recieving, the router will check if the buffer is full, if not, the packet will be pushed into the buffer and the router will schedule the next event. In case of pushing, the router will check if the buffer is empty, if not, the packet will be pushed out of the buffer and the router will schedule the next event.\n", "\n", "[Code](#discrete-event-simulator-core)\n", "\n", "## Plots\n", "\n", "> Acknowledgment: adapted from canvas helper program: `plot_result.py`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Import necessary modules\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "# Define function to plot data from a text file\n", "def plot_from_txt(\n", " filename: str, range: tuple[int, int] | None = None, show_pkg_dropped: bool = True\n", "):\n", " # Read points from file\n", " event_seq_points: list[int] = []\n", " queue_len_points: list[int] = []\n", " dropped_count_points: list[int] = []\n", " with open(f\"simulated_data/{filename}\", \"r\") as f:\n", " # Skip header\n", " next(f)\n", " # Break each line into parts and append to points\n", " for line in f:\n", " # Unpack and convert line\n", " event_seq, pkt_in_q, pkt_dropped = map(int, line.split())\n", " if not range or (event_seq > range[0] and event_seq < range[1]):\n", " event_seq_points.append(event_seq)\n", " queue_len_points.append(pkt_in_q)\n", " dropped_count_points.append(pkt_dropped)\n", " # Early exit if range is specified\n", " if range and event_seq > range[1]:\n", " break\n", "\n", " # Create plot\n", " _, arrival, departure, buffer_size = filename.removesuffix(\".txt\").split(\"_\")\n", " plt.title(label=f\"arrival={arrival}pkg/s, departure={departure}pkg/s, buffer_size={buffer_size}pkg, zoom={range}\") # type: ignore\n", " plt.axhline( # type: ignore\n", " y=int(buffer_size),\n", " label=\"buffer_capacity\",\n", " color=\"grey\",\n", " linestyle=\"dashdot\",\n", " )\n", " plt.plot( # type: ignore\n", " event_seq_points,\n", " queue_len_points,\n", " label=\"pkt_in_q\",\n", " color=\"r\",\n", " linestyle=\"dotted\",\n", " )\n", " plt.xlabel(\"event sequence\") # type: ignore\n", " plt.ylabel(\"number of packets\") # type: ignore\n", " if show_pkg_dropped:\n", " plt.plot(event_seq_points, dropped_count_points, label=\"pkt_dropped\", color=\"b\") # type: ignore\n", " plt.legend() # type: ignore\n", " # Show and save plot\n", " plt.show() # type: ignore\n", " plt.savefig(f\"figure/{filename}_{range}.png\") # type: ignore\n", " plt.clf()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Plot all 27 constant rate results and 1 variable rate results" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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