Add Ray env class
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128
src/primaite/notebooks/training_example_sb3.ipynb
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128
src/primaite/notebooks/training_example_sb3.ipynb
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"from primaite.game.game import PrimaiteGame\n",
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"from primaite.game.environment import PrimaiteGymEnv\n",
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"import yaml"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"from primaite.config.load import example_config_path"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"installing DNSServer on node domain_controller\n",
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"installing DatabaseClient on node web_server\n",
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"installing WebServer on node web_server\n",
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"installing DatabaseService on node database_server\n",
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"service type not found DatabaseBackup\n",
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"installing DataManipulationBot on node client_1\n",
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"installing DNSClient on node client_1\n",
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"installing DNSClient on node client_2\n"
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]
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}
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],
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"source": [
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"with open(example_config_path(), 'r') as f:\n",
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" cfg = yaml.safe_load(f)\n",
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"\n",
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"game = PrimaiteGame.from_config(cfg)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"gym = PrimaiteGymEnv(game=game, agents=game.rl_agents)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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"outputs": [],
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"source": [
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"from stable_baselines3 import PPO"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"metadata": {},
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"outputs": [],
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"source": [
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"model = PPO('MlpPolicy', gym)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<stable_baselines3.ppo.ppo.PPO at 0x7f75352526e0>"
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]
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},
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"execution_count": 15,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"model.learn(total_timesteps=1000)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"metadata": {},
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"outputs": [],
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"source": [
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"model.save(\"deleteme\")"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "venv",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.10.12"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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