diff --git a/README.md b/README.md index f1e0c8ed..f0bef791 100644 --- a/README.md +++ b/README.md @@ -49,6 +49,11 @@ To be added soon. To be added soon. +### Neural Policy Controller + ++ <a target="_blank" href="https://colab.research.google.com/github/JBjoernskov/Twin4Build/blob/main/twin4build/examples/neural_policy_controller_example/neural_policy_example.ipynb"> + <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> Part 1: Training a neural policy controller for the space model + ## Documentation The documentation can be found [online](https://twin4build.readthedocs.io/en/latest/index.html). Below is a code snippet showing the basic functionality of the package. diff --git a/setup.py b/setup.py index 742bb4b1..0330fbbb 100644 --- a/setup.py +++ b/setup.py @@ -12,7 +12,7 @@ platforms=["Windows", "Linux"], packages=setuptools.find_packages(), include_package_data=True, - package_data={'': ['*.pickle', '*.xlsx', "*.pt", "*.fmu", "*.ini", "*.xlsm", "*.csv"]}, + package_data={'': ['*.pickle', '*.xlsx', "*.pt", "*.fmu", "*.ini", "*.xlsm", "*.csv", "*.json", "*.pth"]}, install_requires=[ "matplotlib", "networkx", diff --git a/twin4build/examples/neural_policy_controller_example/neural_policy_example.ipynb b/twin4build/examples/neural_policy_controller_example/neural_policy_example.ipynb index b948ce7e..49e54992 100644 --- a/twin4build/examples/neural_policy_controller_example/neural_policy_example.ipynb +++ b/twin4build/examples/neural_policy_controller_example/neural_policy_example.ipynb @@ -54,50 +54,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\project\\t4b_fork\\twin4build\\twin4build\\utils\\mkdir_in_root.py:5: MainPathNotFound: Could not determine main module path, using temp dir: C:\\Users\\asces\\AppData\\Local\\Temp\n", - " current_dir = get_main_dir()\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "c:\\project\\t4b_fork\\twin4build\\twin4build\\examples\n", - "\n", - "Loading model...\n", - " |___Reading semantic model...[OK]\n", - " |___Drawing input object graph...[OK]\n", - " |___Parsing semantic model...[OK]\n", - " |___Drawing parsed object graph...[OK]\n", - " |___Connecting components..." - ] - }, - { - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: 'C:\\\\Users\\\\asces\\\\AppData\\\\Local\\\\Temp\\\\generated_files\\\\fmu\\\\R2C2_00adj_0boundary_0outdoor_0FMU_temp_dir\\\\modelDescription.xml'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[2], line 4\u001b[0m\n\u001b[0;32m 2\u001b[0m model \u001b[38;5;241m=\u001b[39m tb\u001b[38;5;241m.\u001b[39mModel(\u001b[38;5;28mid\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mneural_policy_example\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 3\u001b[0m filename \u001b[38;5;241m=\u001b[39m utils\u001b[38;5;241m.\u001b[39mget_path([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter_estimation_example\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mone_room_example_model.xlsm\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m----> 4\u001b[0m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[43msemantic_model_filename\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfilename\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32mc:\\project\\t4b_fork\\twin4build\\twin4build\\model\\model.py:3480\u001b[0m, in \u001b[0;36mModel.load\u001b[1;34m(self, semantic_model_filename, input_config, fcn, create_object_graph, create_signature_graphs, create_system_graph, verbose, validate_model, force_config_update)\u001b[0m\n\u001b[0;32m 3478\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m warnings\u001b[38;5;241m.\u001b[39mcatch_warnings():\n\u001b[0;32m 3479\u001b[0m warnings\u001b[38;5;241m.\u001b[39msimplefilter(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m-> 3480\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_load\u001b[49m\u001b[43m(\u001b[49m\u001b[43msemantic_model_filename\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msemantic_model_filename\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[0;32m 3481\u001b[0m \u001b[43m \u001b[49m\u001b[43minput_config\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minput_config\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[0;32m 3482\u001b[0m \u001b[43m \u001b[49m\u001b[43mfcn\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfcn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 3483\u001b[0m \u001b[43m \u001b[49m\u001b[43mcreate_object_graph\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcreate_object_graph\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 3484\u001b[0m \u001b[43m \u001b[49m\u001b[43mcreate_signature_graphs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcreate_signature_graphs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 3485\u001b[0m \u001b[43m \u001b[49m\u001b[43mcreate_system_graph\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcreate_system_graph\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 3486\u001b[0m \u001b[43m \u001b[49m\u001b[43mvalidate_model\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvalidate_model\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mforce_config_update\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mforce_config_update\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32mc:\\project\\t4b_fork\\twin4build\\twin4build\\model\\model.py:3549\u001b[0m, in \u001b[0;36mModel._load\u001b[1;34m(self, semantic_model_filename, input_config, fcn, create_object_graph, create_signature_graphs, create_system_graph, validate_model, force_config_update)\u001b[0m\n\u001b[0;32m 3547\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m infer_connections:\n\u001b[0;32m 3548\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mp(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mConnecting components\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m-> 3549\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_connect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3553\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m fcn \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 3554\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mcallable\u001b[39m(fcn), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe function to be applied during model loading is not callable.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n", - "File \u001b[1;32mc:\\project\\t4b_fork\\twin4build\\twin4build\\model\\model.py:3049\u001b[0m, in \u001b[0;36mModel._connect\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 3047\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m id_ \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m [c\u001b[38;5;241m.\u001b[39mid \u001b[38;5;28;01mfor\u001b[39;00m c \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minstance_map\u001b[38;5;241m.\u001b[39mkeys()]: \u001b[38;5;66;03m#Check if the instance is already created. For components with Multiple matches, the model might already have been created.\u001b[39;00m\n\u001b[0;32m 3048\u001b[0m base_kwargs\u001b[38;5;241m.\u001b[39mupdate(extension_kwargs)\n\u001b[1;32m-> 3049\u001b[0m component \u001b[38;5;241m=\u001b[39m \u001b[43mcomponent_cls\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mbase_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3050\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minstance_to_group_map[component] \u001b[38;5;241m=\u001b[39m (modeled_match_nodes, (component_cls, sp, [group]))\n\u001b[0;32m 3051\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minstance_map[component] \u001b[38;5;241m=\u001b[39m modeled_match_nodes\n", - "File \u001b[1;32mc:\\project\\t4b_fork\\twin4build\\twin4build\\saref4bldg\\building_space\\building_space_0adj_boundary_outdoor_fmu_system.py:141\u001b[0m, in \u001b[0;36mBuildingSpace0AdjBoundaryOutdoorFMUSystem.__init__\u001b[1;34m(self, C_supply, C_wall, C_air, C_boundary, R_out, R_in, R_boundary, f_wall, f_air, Q_occ_gain, CO2_occ_gain, CO2_start, fraRad_sh, Q_flow_nominal_sh, T_a_nominal_sh, T_b_nominal_sh, TAir_nominal_sh, n_sh, T_boundary, infiltration, airVolume, **kwargs)\u001b[0m\n\u001b[0;32m 139\u001b[0m fmu_filename \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mR2C2_00adj_0boundary_0outdoor_0FMU.fmu\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 140\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfmu_path \u001b[38;5;241m=\u001b[39m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(uppath(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mabspath(\u001b[38;5;18m__file__\u001b[39m), \u001b[38;5;241m1\u001b[39m), fmu_filename)\n\u001b[1;32m--> 141\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39munzipdir \u001b[38;5;241m=\u001b[39m \u001b[43munzip_fmu\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfmu_path\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 143\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minput \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mairFlowRate\u001b[39m\u001b[38;5;124m'\u001b[39m: tps\u001b[38;5;241m.\u001b[39mScalar(),\n\u001b[0;32m 144\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mwaterFlowRate\u001b[39m\u001b[38;5;124m'\u001b[39m: tps\u001b[38;5;241m.\u001b[39mScalar(),\n\u001b[0;32m 145\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msupplyAirTemperature\u001b[39m\u001b[38;5;124m'\u001b[39m: tps\u001b[38;5;241m.\u001b[39mScalar(),\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 150\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124moutdoorCo2Concentration\u001b[39m\u001b[38;5;124m\"\u001b[39m: tps\u001b[38;5;241m.\u001b[39mScalar(),\n\u001b[0;32m 151\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mT_boundary\u001b[39m\u001b[38;5;124m\"\u001b[39m: tps\u001b[38;5;241m.\u001b[39mScalar()}\n\u001b[0;32m 152\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mindoorTemperature\u001b[39m\u001b[38;5;124m\"\u001b[39m: tps\u001b[38;5;241m.\u001b[39mScalar(), \n\u001b[0;32m 153\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mindoorCo2Concentration\u001b[39m\u001b[38;5;124m\"\u001b[39m: tps\u001b[38;5;241m.\u001b[39mScalar(), \n\u001b[0;32m 154\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mspaceHeaterPower\u001b[39m\u001b[38;5;124m\"\u001b[39m: tps\u001b[38;5;241m.\u001b[39mScalar(),\n\u001b[0;32m 155\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mspaceHeaterEnergy\u001b[39m\u001b[38;5;124m\"\u001b[39m: tps\u001b[38;5;241m.\u001b[39mScalar()}\n", - "File \u001b[1;32mc:\\project\\t4b_fork\\twin4build\\twin4build\\utils\\fmu\\fmu_component.py:27\u001b[0m, in \u001b[0;36munzip_fmu\u001b[1;34m(fmu_path, unzipdir)\u001b[0m\n\u001b[0;32m 24\u001b[0m unzipdir \u001b[38;5;241m=\u001b[39m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(foldername, \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfilename\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_temp_dir\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 26\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39misdir(unzipdir):\n\u001b[1;32m---> 27\u001b[0m extracted_model_description \u001b[38;5;241m=\u001b[39m \u001b[43mread_model_description\u001b[49m\u001b[43m(\u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43munzipdir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmodelDescription.xml\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 28\u001b[0m \u001b[38;5;66;03m# Validate guid. If the already extracted FMU guid does not match the FMU guid, extract again.\u001b[39;00m\n\u001b[0;32m 29\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m model_description\u001b[38;5;241m.\u001b[39mguid \u001b[38;5;241m!=\u001b[39m extracted_model_description\u001b[38;5;241m.\u001b[39mguid:\n", - "File \u001b[1;32mc:\\Users\\asces\\.conda\\envs\\t4b_env\\Lib\\site-packages\\fmpy\\model_description.py:440\u001b[0m, in \u001b[0;36mread_model_description\u001b[1;34m(filename, validate, validate_variable_names, validate_model_structure)\u001b[0m\n\u001b[0;32m 438\u001b[0m tree \u001b[38;5;241m=\u001b[39m etree\u001b[38;5;241m.\u001b[39mparse(filename)\n\u001b[0;32m 439\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m: \u001b[38;5;66;03m# FMU as path or file like object\u001b[39;00m\n\u001b[1;32m--> 440\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43mzipfile\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mZipFile\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mr\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m zf:\n\u001b[0;32m 441\u001b[0m xml \u001b[38;5;241m=\u001b[39m zf\u001b[38;5;241m.\u001b[39mopen(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmodelDescription.xml\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 442\u001b[0m tree \u001b[38;5;241m=\u001b[39m etree\u001b[38;5;241m.\u001b[39mparse(xml)\n", - "File \u001b[1;32mc:\\Users\\asces\\.conda\\envs\\t4b_env\\Lib\\zipfile.py:1284\u001b[0m, in \u001b[0;36mZipFile.__init__\u001b[1;34m(self, file, mode, compression, allowZip64, compresslevel, strict_timestamps, metadata_encoding)\u001b[0m\n\u001b[0;32m 1282\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m 1283\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1284\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfp \u001b[38;5;241m=\u001b[39m io\u001b[38;5;241m.\u001b[39mopen(file, filemode)\n\u001b[0;32m 1285\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m:\n\u001b[0;32m 1286\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m filemode \u001b[38;5;129;01min\u001b[39;00m modeDict:\n", - "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'C:\\\\Users\\\\asces\\\\AppData\\\\Local\\\\Temp\\\\generated_files\\\\fmu\\\\R2C2_00adj_0boundary_0outdoor_0FMU_temp_dir\\\\modelDescription.xml'" - ] - } - ], + "outputs": [], "source": [ "\n", "# Create a new model\n", @@ -477,86 +436,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Loading model...\n", - " |___Reading semantic model...[OK]\n", - " |___Drawing input object graph...[OK]\n", - " |___Parsing semantic model...[OK]\n", - " |___Drawing parsed object graph...[OK]\n", - " |___Connecting components...[OK]\n", - " |___Applying user defined function...c:\\project\\t4b_fork\\twin4build\\twin4build\\examples\n", - "c:\\project\\t4b_fork\\twin4build\\twin4build\\examples\n", - "c:\\project\\t4b_fork\\twin4build\\twin4build\\examples\n", - "c:\\project\\t4b_fork\\twin4build\\twin4build\\examples\n", - "c:\\project\\t4b_fork\\twin4build\\twin4build\\examples\n", - "c:\\project\\t4b_fork\\twin4build\\twin4build\\examples\n", - "c:\\project\\t4b_fork\\twin4build\\twin4build\\examples\n", - "c:\\project\\t4b_fork\\twin4build\\twin4build\\examples\n", - "[OK]\n", - " |___Drawing system graph...[OK]\n", - " |___Removing cycles...[OK]\n", - " |___Drawing system graph without cycles...[OK]\n", - " |___Determining execution order...[OK]\n", - " |___Creating execution graph...[OK]\n", - " |___Drawing execution graph...[OK]\n", - " |___Loading parameters...[OK]\n", - " |___Validating model...[OK]\n", - " | |\n", - " |\n", - " |___Validated for Simulator...OK\n", - " |___Validated for Estimator...OK\n", - " |___Validated for Evaluator...OK\n", - " |___Validated for Monitor...OK\n", - " |___\n", - "\n", - "+----------------------------------------------------------------------------------------+\n", - "| Model overview id: neural_policy_example |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| Number of components in simulation model: | 15 |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| Number of edges in simulation model: | 27 |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| Number of objects in semantic model: | 107 |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| Number of triples in semantic model: | 230 |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| | |\n", - "| | |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| id | Class |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| [020B][020B_space_heater] | BuildingSpace0AdjBoundaryOutdoorFMUSystem |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| 020B_room_supply_damper | DamperSystem |\n", - "| 020B_room_exhaust_damper | DamperSystem |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| neural_controller | NeuralPolicyControllerSystem |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| 020B_occupancy_profile | OccupancySystem |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| outdoor_environment | OutdoorEnvironmentSystem |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| 020B_co2_controller | PIControllerFMUSystem |\n", - "| 020B_temperature_heating_controller | PIControllerFMUSystem |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| supply_water_schedule | ScheduleSystem |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| BTA004 | SensorSystem |\n", - "| 020B_co2_sensor | SensorSystem |\n", - "| 020B_temperature_sensor | SensorSystem |\n", - "| 020B_valve_position_sensor | SensorSystem |\n", - "| 020B_damper_position_sensor | SensorSystem |\n", - "+--------------------------------------------+-------------------------------------------+\n", - "| 020B_space_heater_valve | ValveFMUSystem |\n", - "+--------------------------------------------+-------------------------------------------+\n" - ] - } - ], + "outputs": [], "source": [ "model.load(semantic_model_filename=filename, fcn=fcn, verbose=False)" ] @@ -576,18 +456,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1200x1200 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#Visualize the model\n", "import matplotlib.pyplot as plt\n", @@ -612,54 +481,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 1440/1440 [00:00<00:00, 2653.44it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Simulation completed successfully!\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1200x600 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1200x600 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(<Figure size 1200x600 with 2 Axes>,\n", - " [<Axes: xlabel='Time', ylabel='CO2 Concentration [ppm]'>,\n", - " <Axes: ylabel='Air Flow Rate [m³/s]'>])" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "stepSize = 600 # Seconds\n", "startTime = datetime.datetime(year=2023, month=11, day=27, hour=0, minute=0, second=0,\n", @@ -719,6 +541,20 @@ " show=True\n", ")" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comments on the results:\n", + "\n", + "The results from using the neural policy can be compared to the baseline model simulation obtained from the parameter_estimation_example. As it can be appreciated the policy decides to almost completely turn off the space heater as it finds that the isolation in this specific model is good enough to keep the indoor temperature at around 20.5 degrees during all the simulation time.\n", + "\n", + "Since the occupancy levels are also not major, the policy decided to keep a CO2 setpoint at around 3000 ppm. While keeping the indoor CO2 concentration at around 430 ppm.\n", + "\n", + "These results are not completely realistic since the base model is a very simple one. However this also serves as a good example of the typical behavior of RL agents, they tend to exploit singularities of the model they're trained on. This highlights the importance of having a robust and realistic model when training RL agents with it.\n", + "\n" + ] } ], "metadata": { diff --git a/twin4build/examples/neural_policy_controller_example/neural_policy_example.py b/twin4build/examples/neural_policy_controller_example/neural_policy_example.py index 449eb87d..0e145a4c 100644 --- a/twin4build/examples/neural_policy_controller_example/neural_policy_example.py +++ b/twin4build/examples/neural_policy_controller_example/neural_policy_example.py @@ -267,9 +267,9 @@ def fcn(self): with open(utils.get_path(["neural_policy_controller_example", "policy_input_output.json"])) as f: input_output_dictionary = json.load(f) - policy_path = r"C:\Users\asces\OneDriveUni\Projects\Adrenalin_BOPTEST_Challenge\RL_control\t4b_example\best_policy.pth" + policy_path = utils.get_path(["neural_policy_controller_example", "best_policy.pth"]) - insert_neural_policy_in_fcn(self, input_output_dictionary, policy_path=None) + insert_neural_policy_in_fcn(self, input_output_dictionary, policy_path=policy_path) set_model_parameters(self)