AI_Diplomacy/plotting.ipynb
AlxAI 72327cfb22 Randomization for powers and models + enhance order instructions
Also improved plotting to show model + power
2025-02-20 15:58:41 -08:00

141 lines
142 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# links\n",
"https://brotherbored.com/guest-post-is-the-diplomacy-map-unbalanced/\n",
"http://ukdp.diplomatic-pouch.com/pouch/Zine/F2007R/Burton/statistician3.htm\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"path = \"./results/20250218_234740/\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x800 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import json\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Set Seaborn style to \"white\"\n",
"sns.set_style(\"white\")\n",
"\n",
"# Load game data (adjust the filename as needed)\n",
"with open(path + 'lmvsgame.json', \"r\") as f:\n",
" game_data = json.load(f)\n",
"\n",
"# Define the list of countries\n",
"countries = [\"AUSTRIA\", \"ENGLAND\", \"FRANCE\", \"GERMANY\", \"ITALY\", \"RUSSIA\", \"TURKEY\"]\n",
"\n",
"# load jsonl\n",
"with open(path + 'overview.jsonl', \"r\") as f:\n",
" overview = [json.loads(line) for line in f]\n",
"\n",
"model_map = overview[1]\n",
"\n",
"# Prepare containers for our statistics over turns\n",
"turns = [] # List of phase names\n",
"unit_counts = {country: [] for country in countries}\n",
"center_counts = {country: [] for country in countries}\n",
"conflict_counts = [] # Global statistic per turn\n",
"\n",
"# Iterate over each phase (turn) in the game\n",
"for phase in game_data.get(\"phases\", []):\n",
" turn_name = phase.get(\"name\", \"Unknown\")\n",
" turns.append(turn_name)\n",
"\n",
" state = phase.get(\"state\", {})\n",
"\n",
" # Extract unit and center counts per country\n",
" for country in countries:\n",
" units = state.get(\"units\", {}).get(country, [])\n",
" centers = state.get(\"centers\", {}).get(country, [])\n",
" unit_counts[country].append(len(units))\n",
" center_counts[country].append(len(centers))\n",
"\n",
" # Count conflicts: orders that resulted in a 'bounce'\n",
" results = phase.get(\"results\", {})\n",
" conflicts = sum(1 for outcome in results.values() if \"bounce\" in outcome)\n",
" conflict_counts.append(conflicts)\n",
"\n",
"# Create subplots for the three statistics\n",
"fig, axs = plt.subplots(3, 1, figsize=(6, 8), constrained_layout=True)\n",
"\n",
"# Plot unit counts per country\n",
"for country in countries:\n",
" axs[0].plot(turns, unit_counts[country], label=f\"{model_map[country]} ({country})\")\n",
"axs[0].set_title(\"Unit Counts per Country Over Turns\")\n",
"axs[0].set_ylabel(\"Number of Units\")\n",
"axs[0].set_xlabel(\"Turns\")\n",
"axs[0].legend()\n",
"sns.despine(ax=axs[0], top=True, right=True)\n",
"axs[0].set_xticklabels([]) # Hide x-axis labels\n",
"\n",
"# Plot center counts per country\n",
"for country in countries:\n",
" axs[1].plot(turns, center_counts[country], label=f\"{model_map[country]} ({country})\")\n",
"axs[1].set_title(\"Center Counts per Country Over Turns\")\n",
"axs[1].set_ylabel(\"Number of Centers\")\n",
"axs[1].set_xlabel(\"Turns\")\n",
"axs[1].legend()\n",
"sns.despine(ax=axs[1], top=True, right=True)\n",
"axs[1].set_xticklabels([]) # Hide x-axis labels\n",
"\n",
"# Plot global conflict counts\n",
"axs[2].plot(turns, conflict_counts, color=\"red\")\n",
"axs[2].set_title(\"Global Bounces Over Turns\")\n",
"axs[2].set_ylabel(\"Number of Conflicts\")\n",
"axs[2].set_xlabel(\"Turns\")\n",
"sns.despine(ax=axs[2], top=True, right=True)\n",
"axs[2].set_xticklabels([]) # Hide x-axis labels\n",
"\n",
"plt.show()"
]
}
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