diff --git a/Moran Process.ipynb b/Moran Process.ipynb index 36d4eef..932a0c0 100644 --- a/Moran Process.ipynb +++ b/Moran Process.ipynb @@ -10,177 +10,75 @@ "\n", "The basic idea of the model is that we have a population of $N$ individuals. The population size is fixed throughout. Each round every player interacts with every other player, in this case the default game in the axelrod library, the [prisoner's dilemma](https://en.wikipedia.org/wiki/Prisoner's_dilemma).\n", "\n", - "After the scores are summed for each player, we choose one to reproduce proportionally to its score ([fitness proportionate selection](https://en.wikipedia.org/wiki/Fitness_proportionate_selection)). We also choose one player to replace, at random uniformly. The process continues until the population consists of a single type ([fixation](https://en.wikipedia.org/wiki/Fixation_%28population_genetics%29))." + "After the scores are summed for each player, we choose one to reproduce proportionally to its score ([fitness proportionate selection](https://en.wikipedia.org/wiki/Fitness_proportionate_selection)). We also choose one player to replace, at random uniformly. The process continues until the population consists of a single type ([fixation](https://en.wikipedia.org/wiki/Fixation_%28population_genetics%29)).\n", + "\n", + "The Moran process is natively supported in the axelrod library." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ - "# Python 3\n", "%matplotlib inline\n", - "\n", - "from collections import defaultdict, Counter\n", "import itertools\n", "import random\n", "\n", "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "\n", "import axelrod as axl\n", - "\n", - "plt.rcParams['figure.figsize'] = (10, 10)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def fitness_proportionate_selection(scores):\n", - " \"\"\"Randomly selects an individual proportionally to score.\"\"\"\n", - " csums = np.cumsum(scores)\n", - " total = csums[-1]\n", - " r = random.random() * total \n", - "\n", - " for i, x in enumerate(csums):\n", - " if x >= r:\n", - " return i\n", - "\n", - "def print_dict_sorted(d):\n", - " \"\"\"Prints a dictionary sorted by the values.\"\"\"\n", - " items = [(v, k) for (k, v) in d.items()]\n", - " for v, k in sorted(items):\n", - " print(\"{v}: {k}\".format(v=v, k=k))" + "plt.rcParams['figure.figsize'] = (10, 10)" ] }, { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [], + "cell_type": "markdown", + "metadata": {}, "source": [ - "# Moran Process\n", - "\n", - "def moran_process(players, turns=10, verbose=True):\n", - " \"\"\"The Moran process.\n", - " \n", - " Parameters\n", - " ----------\n", - " players: sequence\n", - " a collection of Axelrod players\n", - " turns: int, 10\n", - " the number of turns in each interaction\n", - " verbose: bool, True\n", - " report progress as rounds proceed\n", - " \n", - " Returns\n", - " -------\n", - " populations, list[dict]\n", - " the populations in each round, indexed by player name\n", - " scores, list[dict]\n", - " the scores for each player each round, indexed by name\n", - " \"\"\"\n", + "## Moran Proccesses\n", "\n", - " populations = []\n", - " round_scores = []\n", - " N = len(players)\n", - " for round_number in itertools.count(1):\n", - " player_names = [player.name for player in players]\n", - " counter = Counter(player_names)\n", - " populations.append(counter)\n", - "\n", - " # Exit condition: Population consists of a single player type\n", - " if len(set(player_names)) == 1:\n", - " break\n", - " # Otherwise report progress\n", - " if verbose:\n", - " print(\"\\nRound:\", round_number)\n", - " print_dict_sorted(counter)\n", - "\n", - " # Everyone plays everyone else\n", - " scores = [0] * N\n", - " for i in range(len(players)):\n", - " for j in range(i + 1, len(players)):\n", - " player1 = players[1]\n", - " player2 = players[2]\n", - " player1.reset()\n", - " player2.reset()\n", - " match = axl.Match((player1, player2), turns)\n", - " results = match.play()\n", - " match_scores = np.sum(match.scores(), axis=0) / float(turns)\n", - " scores[i] += match_scores[0]\n", - " scores[j] += match_scores[1]\n", - " # Save the scores\n", - " score_dict = defaultdict(float, dict(zip(player_names, scores)))\n", - " for k, v in counter.items():\n", - " score_dict[k] /= (float(v) * turns)\n", - " round_scores.append(score_dict)\n", - " # Update the population\n", - " # Fitness proportionate selection\n", - " j = fitness_proportionate_selection(scores)\n", - " # Randomly remove a strategy\n", - " i = random.randrange(0, N)\n", - " # Replace player i with player j\n", - " players[i] = players[j].clone()\n", - " if verbose:\n", - " print(\"\\n\", players[0].name, \"is the winner!\")\n", - " return populations, round_scores" + "Let's create a population of players and run the population dynamic." ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Tit For Tat is the winner after 147 rounds!!\n" + "The winner is: Tit For Tat\n" ] } ], "source": [ - "# Run the process\n", - "\n", - "N = 10\n", + "# Create a population of size 30\n", + "N = 20\n", "players = []\n", "for _ in range(N):\n", " player = random.choice(axl.basic_strategies)\n", " players.append(player())\n", "\n", - "populations, scores = moran_process(players, verbose=False)\n", - "winner_name = list(populations[-1].keys())[0]\n", - "rounds = len(populations)\n", - "print(winner_name, \"is the winner after {rounds} rounds!!\".format(rounds=rounds))" + "# Run the process. Eventually there will be only\n", + "# one player type left.\n", + "mp = axl.MoranProcess(players=players, turns=200)\n", + "mp.play()\n", + "print(\"The winner is:\", mp.winning_strategy_name)" ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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Yzd7EvtWkpz5mhCiEpjLVQ4EZIQyI9e5U6mWWLYGZvcoFq8kbmFkoY0aIYqiP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sS9WWvM9OIOfmneKFn2DWUyAG+u35DdG5auENSVymyLh5lENa1pxcyZrWGnLeTZW8pSzMyGKmby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\nWl1cBhA9YaYJgZRQolHKZI8ZIYQkEjpmL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bftnBiZPHuXd0FNs37MmJ99B+/vzpZyqWYJHAZ2+8QUhQEBmZmXQYPpymw7sx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\nwyplTKiq54wlR0ZGqtHR0U5rPzMzk5k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iF3Xvc9/zn49ff9/78JG//Eusra/vLfWdeO5z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\nz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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -188,34 +86,71 @@ } ], "source": [ - "# Plot the results, first the populations\n", + "# Plot the results\n", + "\n", + "player_names = mp.populations[0].keys()\n", "\n", - "player_names = populations[0].keys()\n", + "plot_data = []\n", + "labels = []\n", "for name in player_names:\n", - " values = [counter[name] for counter in populations]\n", + " labels.append(name)\n", + " values = [counter[name] for counter in mp.populations]\n", + " plot_data.append(values)\n", " domain = range(len(values))\n", - " plt.plot(domain, values, label=name)\n", "\n", - "ax = plt.gca()\n", - "handles, labels = ax.get_legend_handles_labels()\n", - "ax.legend(handles, labels, loc=\"upper left\")\n", + "plt.stackplot(domain, plot_data, labels=labels)\n", + "plt.legend()\n", "plt.xlabel(\"Rounds\")\n", "plt.ylabel(\"Number of Individuals\")\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## With Mutation\n", + "\n", + "We can also run a population with mutation. It will never converge so we need to limit the number of rounds." + ] + }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Completed 1000 rounds.\n" + ] + } + ], + "source": [ + "# Create a population of size 30\n", + "N = 25\n", + "players = []\n", + "for _ in range(N):\n", + " player = random.choice([axl.TitForTat, axl.Cooperator, axl.Defector])\n", + " players.append(player())\n", + "\n", + "rounds = 1000\n", + "mp = axl.MoranProcess(players=players, turns=200, mutation_rate=0.05)\n", + "list(itertools.islice(mp, rounds))\n", + "print(\"Completed {} rounds.\".format(rounds))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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qvadmis9sV6BlZZ3Fvn17sWDBfABAQUEBypUrjzJlyrg91miMw0svzUKlSpVd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FAAAg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\n+ESU4iQIgiByFdU5aBzHVBlBA0LpQ0HpXZzKcX7lKr3sm0IQB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CIlKVCfO8VJ2ciDqVpj82Ss3G2YybiOLCICwiVWvCPJdrwmhSSFM1vFKLJZsL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2Q85URW7FVVrukyYi6XOzJ0r4Zr6Ymeumr6St0TMcxIKMrU/emEB+La/MdPiv9M6gNM0c97nERY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\nRBhBEARBEEQL/P9txHTYNLQXJwAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -223,21 +158,33 @@ } ], "source": [ - "# Plot the results, second the scores\n", + "# Plot the results\n", "\n", - "player_names = scores[0].keys()\n", + "player_names = mp.populations[0].keys()\n", + "\n", + "plot_data = []\n", + "labels = []\n", "for name in player_names:\n", - " values = [counter[name] for counter in scores]\n", + " labels.append(name)\n", + " values = [counter[name] for counter in mp.populations]\n", + " plot_data.append(values)\n", " domain = range(len(values))\n", - " plt.plot(domain, values, label=name)\n", "\n", - "ax = plt.gca()\n", - "handles, labels = ax.get_legend_handles_labels()\n", - "ax.legend(handles, labels, loc=\"upper left\")\n", + "plt.stackplot(domain, plot_data, labels=labels)\n", + "plt.legend()\n", "plt.xlabel(\"Rounds\")\n", - "plt.ylabel(\"Mean Score per Individual per Turn\")\n", + "plt.ylabel(\"Number of Individuals\")\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { @@ -256,9 +203,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.1" + "version": "3.5.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 }