diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..6a36b61 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,2 @@ +risctool_open-source_v0.1.tar filter=lfs diff=lfs merge=lfs -text +risctool_docker.tar filter=lfs diff=lfs merge=lfs -text diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..4c49bd7 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +.env diff --git a/Climate_RiSc_Tool_Software Manual_Open-Source.pdf b/Climate_RiSc_Tool_Software Manual_Open-Source.pdf new file mode 100644 index 0000000..3caa364 Binary files /dev/null and b/Climate_RiSc_Tool_Software Manual_Open-Source.pdf differ diff --git a/LICENSE.txt b/LICENSE.txt new file mode 100644 index 0000000..12beba5 --- /dev/null +++ b/LICENSE.txt @@ -0,0 +1,29 @@ +BSD 3-Clause License + +Copyright (c) 2024, EPRI +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +2. Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +3. Neither the name of the [ORGANIZATION] nor the names of its contributors may be + used to endorse or promote products derived from this software without + specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. diff --git a/README.md b/README.md new file mode 100644 index 0000000..2510a52 --- /dev/null +++ b/README.md @@ -0,0 +1,100 @@ +# Climate RiSc-Tool + +Climate RiSc Tool provides a free, publicly accessible, open-source platform for calculating, understanding, and indentiying climate impacts in power systems. While power system tools struggle to integrate large climate datasets, RiSc provides a fast and approximate method for identifying time periods and events of potential high risk of energy shortfalls across many Global Climate Models (GCMs), Shared Socioeconomic Pathways (SSPs) and with granular time and geospatial resoltions. High-Impact Low Frequency events can be used to facilitate climate-informed integrated system planning and guide resilience and adaptation strategies when properly integrating them in capacity expansion, resource adequacy and production cost models. RiSc also facilitates the understanding of structural system vulnerabilities of plausible future capacity buildout scenarios. It allows to assess how climate change will impact the power system under different horizons and scenarios. + +Climate RiSc was developed as part of the EPRI Resource Adequacy Iniatiave and Climate READi. EPRI plans to support continuing updates and enhancements. + +## Getting Started + +These instruction will help you to deploy RiSc on a remote/enterpise server and run a demo case. See the Software Manual for more detailed information including screenshots. + +### Installation + +1. #### Clone/download this repository onto your server. + + Get Git installed on your server. + + Navigate to a folder on your server where you want to place the tool. + + Enter the following command from a terminal/prompt to 'clone' the repo and download it to your computer: + ``` + git clone https://github.com/epri-dev/Climate-RiSc-Tool.git + ``` + When cloning a repo with 'git clone', if you do not specify a new directory as the last argument (as shown above), + it will be named `Climate-RiSc-Tool`. Alternatively, you can specify this and name it as you please. + + Note: You can also clone your repo on your local computer and transfer it to the server through a mount or SFTP. + +2. #### Pull and load the docker image + + Get docker installed on your server. + + When risctool docker image is provided as .tar file in this repo. run the command: `docker load -i risctool_docker.tar`. + + If the docker image is provided through a public registry run docker `docker pull risctool:1.0`. If no tag is specified, Docker will pull the latest tag by default. + + Finally verity that the image is loaded `docker images`. + + Note: You might you need must have privileges (e.g., sudo in bash) to run docker commands including pulling and running docker images. + +3. #### Run the application + + Make sure the .env file is available in the application directory. The.env file should contain two variables: DJANGO_KEY and DB_PASSWORD + + Docker compose file `deft.yml` contain all the required configuration settings to run the containers. However, to run the tool from your local laptop (otherwise comment this line using #) you will have to modify and specify the mount path in the docker compose backend volumes `/input:/code/share` to your own path. + + Finally, execute `./up.sh` to run the containers and `./down.sh` to stop and remove them. Note: you might need priviledges to perform this (e.g., `sudo`) + + + +### Running Your First Case: DEMO + +This version comes with a demo datset to test the application. The public input data is specific of the Texas power system. + +1. #### Configuration settings + Navigate to the `demo` folder. There are two files `config.yml` and `sysconfig.yml`. Both are ready to be used when running the tool locally (on your server) + + If you want to run the tool remotely (on your local laptop) in the `config.yml` you need to change `sync_type` from 'local' to 'remote_share'. In addition, in `sysconfig.yml` you need to change the `hostname`. + + Note: Username and password should not be changed. + +2. #### Running the tool locally (on your server) + + You need to access the docker container running this command `docker exec -it deft-backend-1 bash`. + + Make sure that the input data has been correctly transferred to the `cd backend/demo/input` folder inside the container. Run `docker cp /home/Climate-RiSc-Tool/demo/input/ deft-backend-1:/code/backend/demo/ ` + + Finally, run the case executing `python demo.py` in the demo folder within the container. + + Solution will appear in the container `backend/demo/output` folder. You can export this running `docker cp deft-backend-1:/code/backend/demo/output /home/Climate-RiSc-Tool/demo/` + +3. #### Running the tool remotely (on your local computer) + + After changing configuration settings accordingly as decribed in step 1 and configure the mount (heavy files are transferred through this channel). + + Then, run the python demo.py script on your local machine: `python demo.py` + + Note: remember to set-up the mount path as volume in the deft.yml file (docker-compose file) + +## Deployment + +The application is designed to run on enterprise environments where deployment is secure and not publicly exposed to the internet. A docker-proxy set-up to encript http requests through https is recommended. + +## Versioning + +This is version 0.1 (1/1/2025) + +## Authors + +* **Amir Cicak** +* **Juan Carlos Martin** +* **Eamonn Lannoye** + +## Contributing +Pull requests are welcome. For major changes, please contact the team to discuss what you would like to change. + +Please make sure to update tests as appropriate. + +## License + +This project is licensed under the BSD (3-clause) License - see [LICENSE.txt](./LICENSE.txt). diff --git a/db/Dockerfile b/db/Dockerfile new file mode 100644 index 0000000..7ff4c89 --- /dev/null +++ b/db/Dockerfile @@ -0,0 +1 @@ +FROM postgres:14.11 diff --git a/db/clear_data.sql b/db/clear_data.sql new file mode 100644 index 0000000..8969f07 --- /dev/null +++ b/db/clear_data.sql @@ -0,0 +1,34 @@ +delete from files_users; +delete from weather_data_variables; +delete from power_systems; +delete from event_tags; +delete from weather_data; +delete from stations; +delete from station_locations; +delete from risk_models; +delete from locations; +delete from raw_weather_data; +delete from files; +delete from projects; +ALTER SEQUENCE files_users_id_seq RESTART WITH 1; +UPDATE files_users SET id=nextval('files_users_id_seq'); +ALTER SEQUENCE weather_data_variables_id_seq RESTART WITH 1; +UPDATE weather_data_variables SET id=nextval('weather_data_variables_id_seq'); +ALTER SEQUENCE power_systems_id_seq RESTART WITH 1; +UPDATE power_systems SET id=nextval('power_systems_id_seq'); +ALTER SEQUENCE stations_id_seq RESTART WITH 1; +UPDATE stations SET id=nextval('stations_id_seq'); +ALTER SEQUENCE station_locations_id_seq RESTART WITH 1; +UPDATE station_locations SET id=nextval('station_locations_id_seq'); +ALTER SEQUENCE event_tags_id_seq RESTART WITH 1; +UPDATE event_tags SET id=nextval('event_tags_id_seq'); +ALTER SEQUENCE risk_models_id_seq RESTART WITH 1; +UPDATE risk_models SET id=nextval('risk_models_id_seq'); +ALTER SEQUENCE weather_data_id_seq RESTART WITH 1; +UPDATE weather_data SET id=nextval('weather_data_id_seq'); +ALTER SEQUENCE locations_id_seq RESTART WITH 1; +UPDATE locations SET id=nextval('locations_id_seq'); +ALTER SEQUENCE raw_weather_data_id_seq RESTART WITH 1; +UPDATE raw_weather_data SET id=nextval('raw_weather_data_id_seq'); +ALTER SEQUENCE files_id_seq RESTART WITH 1; +UPDATE files SET id=nextval('files_id_seq'); diff --git a/db_scripts/drop_db.sh b/db_scripts/drop_db.sh new file mode 100644 index 0000000..c15d552 --- /dev/null +++ b/db_scripts/drop_db.sh @@ -0,0 +1,3 @@ +./empty_db.sh +docker exec -it deft_db_1 bash -c 'psql -U deft deft -c "delete from auth_user;"' +docker exec -it deft_db_1 bash -c 'psql -U deft deft -c "drop table auth_group_permissions;drop table auth_user_groups;drop table auth_group;drop table auth_user_user_permissions;drop table auth_permission;drop table django_admin_log;drop table django_content_type;drop table django_migrations;drop table django_session;drop table event_tags;drop table files_users;drop table locations;drop table power_systems;drop table raw_weather_data;drop table resources;drop table risk_models;drop table projects;drop table auth_user;drop table technologies;drop table weather_data_variables;drop table variables;drop table weather_data;drop table files;drop table stations;drop table station_locations;drop table statuses;drop table weather_models;drop table weather_scenarios;drop table weather_years;"' \ No newline at end of file diff --git a/db_scripts/empty_db.sh b/db_scripts/empty_db.sh new file mode 100644 index 0000000..2a67181 --- /dev/null +++ b/db_scripts/empty_db.sh @@ -0,0 +1 @@ +docker exec -it deft_db_1 bash -c 'psql -U deft deft -c "delete from weather_data_variables;delete from weather_data;delete from event_tags;delete from weather_models;delete from weather_years;delete from weather_scenarios;delete from power_systems;delete from stations;delete from station_locations;delete from files_users;delete from files;delete from statuses;delete from risk_models;delete from technologies;delete from projects;delete from variables;delete from resources;delete from raw_weather_data;"' \ No newline at end of file diff --git a/db_scripts/export_db.sh b/db_scripts/export_db.sh new file mode 100644 index 0000000..553ef80 --- /dev/null +++ b/db_scripts/export_db.sh @@ -0,0 +1,8 @@ +#!/bin/bash + +dump_name=dump-"$(date +"%d-%m-%Y").sql" +docker exec -it deft_db_1 bash -c "pg_dump -U deft deft > dumps/$dump_name" + +if [[ -d $1 ]]; then + cp "docker_dev/db/dumps/$dump_name" "$1" +fi \ No newline at end of file diff --git a/db_scripts/import_clean_db.sh b/db_scripts/import_clean_db.sh new file mode 100644 index 0000000..3f89dc6 --- /dev/null +++ b/db_scripts/import_clean_db.sh @@ -0,0 +1,3 @@ +#!/bin/bash + +docker exec -it deft_db_1 bash -c "psql -U deft deft < /dumps/clean-2024.sql" diff --git a/db_scripts/import_db.sh b/db_scripts/import_db.sh new file mode 100644 index 0000000..84e26df --- /dev/null +++ b/db_scripts/import_db.sh @@ -0,0 +1,9 @@ +#!/bin/bash + +if [[ ! -f $1 ]]; then + echo 'Error: Please provide the full path to the dump you want to import' + exit 1 +fi + +cp "$1" docker_dev/db/dumps +docker exec -it deft_db_1 bash -c "psql -U deft deft < dumps/$(basename "$1")" \ No newline at end of file diff --git a/deft.yml b/deft.yml new file mode 100644 index 0000000..8794ef1 --- /dev/null +++ b/deft.yml @@ -0,0 +1,54 @@ +version: "3.8" + +networks: + deft-network: + +volumes: + db-data: + +services: + db: + image: postgres:14.11 + tty: true + container_name: deft_db_1 + volumes: + - db-data:/var/lib/postgresql/data + - ./db/dumps:/dumps + networks: + - deft-network + env_file: + - ./.env + ports: + - "54322:5432" + environment: + - POSTGRES_DATABASE=deft + - POSTGRES_USER= deft + - POSTGRES_PASSWORD=${DB_PASSWORD} + - TZ=Etc/Greenwich + - PGTZ=Etc/Greenwich + healthcheck: + test: ["CMD", "pg_isready", "-U", "deft", "-d", "deft"] + interval: 30s + timeout: 10s + retries: 3 + + backend: + image: risctool.azurecr.io/risctool:2.0 + tty: true + networks: + - deft-network + env_file: + - ./.env + volumes: + - ./settings:/code/backend/backend + - ./logs/backend.log:/code/backend/deft_error.log + - ./nc_files/:/code/nc_files + - ./risk_models/:/code/risk_models + - ./power_systems/:/code/power_systems + - ./power_system_csv_files/:/code/power_system_csv_files + - ./load_profiles/:/code/load_profiles + - ./risk_models_xlsx_files/:/code/risk_models_xlsx_files + - ./risk_result_reports/:/code/risk_result_reports + #- /mnt/deft_imports/input:/code/share + ports: + - "8000:8000" diff --git a/demo/config.yml b/demo/config.yml new file mode 100644 index 0000000..84066fa --- /dev/null +++ b/demo/config.yml @@ -0,0 +1,62 @@ +# reset_all - "yes" or "no" +# if set to yes it will +# - clean the database +# - split weather data +# - import weather data +# - import stations and locations +# if set to "no" none of the above operations will be executed +# if set to "sys" individual flags are taken from sysconfig +reset_all: "yes" + +# project configuration +delete_project_first: "yes" # "yes" or "no", delete project before creating it + +# project region will be used as prefix for procent names +project_region: "TEXAS" + +# scenarios and models +scenarios: + - "demo" +models: + - "ERA5" + +# weather data, stations, locations, weather data splitting +start_year: 2021 +end_year: 2022 +weather_stations_in_screening: 26 + +target_year: 2021 +power_systems_file: "input/power_systems/generatorData_ACEP_REF_2021.csv" +risk_model_file: "input/risk_models/risk_models_texas.csv" +aggregate_capacity_file: "output/aggregated_capacity_2021.csv" +event_day_interval: 7 +event_day_overlap: 7 +top_events_percentage: 5 +threshold_MW: 0 + +# Settings related to importing weather data + +# yes - sync files, no - do not sync regardless of sync type, use if files already synced +sync_files_enabled: "yes" + +# files syncing has two types +# local - assumes demo is run on the same machine as the backend +# and the files will be copied by the demo itself from source +# local directory to the target local directory (app/backend root) +# remote_share - assumes demo is run from remote machine and +# server backend will perform copy operations from remote share +# to the remote backend directory target +sync_type: "local" # local, remote_share + +# these are source files and you should only change file names +# and not paths to them as paths are static for both local and +# remote_share sync type. For remote share the folder structure must +# be the same as the demo/inputs folder structure +src_predictive: "Texas_Data_2020_2021_Projected_2021.nc" # must be in folder nc_files/ +src_historical: "Texas_Data_2020_2021_Historical.nc" # must be in folder nc_files/ +weather_station_file: "station_location_texas.csv" # must be in folder locations/ +load_folder_name: "2021_TEXAS" # must be in folder load_profiles/ + +# additional settings related to sync_type: "local" are available in sysconfig.yml file + +# System settings including username and password for the api are available in sysconfig.yml file \ No newline at end of file diff --git a/demo/demo.py b/demo/demo.py new file mode 100644 index 0000000..37ede5d --- /dev/null +++ b/demo/demo.py @@ -0,0 +1,52 @@ +import modules.auth as auth +from modules.project import process_projects +from modules.helpers import ( + load_config, + update_config, + load_json, +) +from modules.db import empty_db +from modules.transform import ( + create_aggregate_capacity_file, + convert_power_systems, + convert_risk_models +) +from modules.logging import configure_logger +from modules.transform_nc import split_nc_files +from modules.weather_files_import import import_weather_files +from modules.file_sync import sync_files + +def main(): + logger = configure_logger() + config = load_config("config.yml") + sysconfig = load_config("sysconfig.yml") + config = update_config(config, sysconfig) + auth.setup_auth(config) + + empty_db(config) + + df_final, df_weather_station = create_aggregate_capacity_file(config) + power_systems_json = convert_power_systems(df_final, df_weather_station) + risk_models_json = convert_risk_models(config) + + logger.info("Loading power systems and risk models") + power_systems_input = load_json(power_systems_json) + risk_models = load_json(risk_models_json) + logger.info("Power systems and risk models loaded.") + + sync_files(config) + + historical_names, projected_names = split_nc_files(config) + + import_weather_files(config, historical_names, projected_names) + + logger.info(f"Exported NC files: {historical_names}, {projected_names}") + weather_files_list = [list(pair) for pair in zip(historical_names, projected_names)] + logger.info(f"Weather files list: {weather_files_list}") + power_systems = [power_systems_input[:] for _ in range(len(weather_files_list))] + + process_projects(config, weather_files_list, power_systems, risk_models) + + +if __name__ == "__main__": + main() diff --git a/demo/input/load_profiles/2021_TEXAS/ERA5_demo_2021.csv b/demo/input/load_profiles/2021_TEXAS/ERA5_demo_2021.csv new file mode 100644 index 0000000..0c0f315 --- /dev/null +++ b/demo/input/load_profiles/2021_TEXAS/ERA5_demo_2021.csv @@ -0,0 +1,8761 @@ +Time,total_load +01/01/2021 00:00,40520.48623 +01/01/2021 01:00,41495.44748 +01/01/2021 02:00,41406.88117 +01/01/2021 03:00,42667.94449 +01/01/2021 04:00,42339.93424 +01/01/2021 05:00,41893.0961 +01/01/2021 06:00,41958.64977 +01/01/2021 07:00,41749.05869 +01/01/2021 08:00,40635.03586 +01/01/2021 09:00,40604.65316 +01/01/2021 10:00,41448.91492 +01/01/2021 11:00,41610.61767 +01/01/2021 12:00,41927.29952 +01/01/2021 13:00,42725.51041 +01/01/2021 14:00,43864.17702 +01/01/2021 15:00,40403.18769 +01/01/2021 16:00,40333.41757 +01/01/2021 17:00,37965.36858 +01/01/2021 18:00,36971.01436 +01/01/2021 19:00,36076.05723 +01/01/2021 20:00,35089.91252 +01/01/2021 21:00,34626.76446 +01/01/2021 22:00,34421.92775 +01/01/2021 23:00,34901.99242 +01/02/2021 00:00,36360.95385 +01/02/2021 01:00,37387.89569 +01/02/2021 02:00,38495.15639 +01/02/2021 03:00,40567.20652 +01/02/2021 04:00,39704.97985 +01/02/2021 05:00,39725.92311 +01/02/2021 06:00,44601.10474 +01/02/2021 07:00,42972.38101 +01/02/2021 08:00,41602.07114 +01/02/2021 09:00,42776.40064 +01/02/2021 10:00,45255.32104 +01/02/2021 11:00,45888.86854 +01/02/2021 12:00,47034.79127 +01/02/2021 13:00,50712.31439 +01/02/2021 14:00,53387.304 +01/02/2021 15:00,51066.73982 +01/02/2021 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b/demo/input/power_systems/generatorData_ACEP_REF_2021.csv @@ -0,0 +1,732 @@ +Asset ID,Generator Shortname,Operational Date,Retirement Date,Unit Type,FuelType,AreaCode,Zone,State,Latitude,Longitude,Nameplate (MW) +1,1_828_p3460,01/01/1970,01/01/2025,ST,NG,7,Coast,TX,29.7501,-94.9256,746 +2,2_828_p3460,01/01/1972,01/01/2025,ST,NG,7,Coast,TX,29.7501,-94.9256,749 +3,3_829_p3464,01/01/1976,01/01/2024,GT,NG,7,Coast,TX,29.8222,-95.2194,54 +4,4_829_p3464,01/01/1976,01/01/2024,GT,NG,7,Coast,TX,29.8222,-95.2194,54 +5,5_829_p3464,01/01/1976,01/01/2024,GT,NG,7,Coast,TX,29.8222,-95.2194,54 +6,6_829_p3464,01/01/1976,01/01/2024,GT,NG,7,Coast,TX,29.8222,-95.2194,50 +7,7_829_p3464,01/01/1976,01/01/2024,GT,NG,7,Coast,TX,29.8222,-95.2194,64 +8,8_829_p3464,01/01/1976,01/01/2024,GT,NG,7,Coast,TX,29.8222,-95.2194,54 +9,9_830_p3469,01/01/1974,01/01/2030,CC,NG,7,Coast,TX,29.9418,-95.5306,104 +10,10_830_p3469,01/01/1974,01/01/2030,CC,NG,7,Coast,TX,29.9418,-95.5306,104 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b/demo/input/risk_models/risk_models_texas.csv @@ -0,0 +1,96 @@ +tech,variable1,operator1,threshold1,variable2,operator2,threshold2,derating,risk +PV,temperature,<=,32,precipitation,>=,0.001,90,Icing +PV,temperature,<=,32,snow height,>=,1,100,Snow +PV,temperature,<=,-29,,,,20,Extreme cold equipment damage +PV,wind speed at 10m,>=,60,,,,40,Hurricane/tornado force wind damage +PV,temperature,>,14,temperature,<=,41,4,Minimal temperature derating +PV,temperature,>,41,temperature,<=,68,10,Mid-low temperature derating +PV,temperature,>,68,temperature,<=,95,16,Mid temperature derating +PV,temperature,>,95,temperature,<=,122,22,Mid-high temperature derating +PV,temperature,>,122,temperature,<=,149,28,High temperature derating +PV,temperature,>,149,temperature,<=,165,34,Extreme high temperature derating +PV,temperature,>,165,,,,100,High Temperature Rating Limit +PV,solar irradiance,<,800,solar irradiance,>=,600,20,Sub-max sun +PV,solar irradiance,<,600,solar irradiance,>=,400,40,Mid-high sun +PV,solar irradiance,<,400,solar irradiance,>=,200,60,Mid-low sun +PV,solar irradiance,<,200,solar irradiance,>=,50,80,Low sun +PV,solar irradiance,<,50,,,,100,No sun +PV,precipitation,>=,0.25,precipitation,<,0.7,5,Possible Flood Risk +PV,precipitation,>=,0.7,,,,10,Major Flood Risk +WT_ON,wind speed at 100m,<,4,,,,100,Low wind output +WT_ON,wind speed at 100m,>=,4,wind speed at 100m,<,6,88,Low windspeed +WT_ON,wind speed at 100m,>=,6,wind speed at 100m,<,8,68,Mid-low windspeed +WT_ON,wind speed at 100m,>=,8,wind speed at 100m,<,10,32,Mid-high windspeed +WT_ON,wind speed at 100m,>=,10,wind speed at 100m,<,12,12,Suboptimal windspeed +WT_ON,wind speed at 100m,>=,18,wind speed at 100m,<,23,12,High windspeed furl +WT_ON,wind speed at 100m,>,23,,,,100,High speed cutout +WT_ON,temperature,<,32,precipitation,>=,0.001,20,Blade icing +WT_ON,temperature,<,-12,,,,100,Low Temperature Rating Limit (1) +WT_ON,temperature,<,6,temperature,>=,-12,20,Low Temperature Rating Limit (2) +WT_ON,temperature,>,96,temperature,<=,123,20,High Temperature Derating +WT_ON,temperature,>,123,,,,100,High Temperature Rating Limit +WT_OFF,wind speed at 100m,<,4,,,,100,Low wind output +WT_OFF,wind speed at 100m,>=,4,wind speed at 100m,<,6,88,Low windspeed +WT_OFF,wind speed at 100m,>=,6,wind speed at 100m,<,8,68,Mid-low windspeed +WT_OFF,wind speed at 100m,>=,8,wind speed at 100m,<,10,32,Mid-high windspeed +WT_OFF,wind speed at 100m,>=,10,wind speed at 100m,<,12,12,Suboptimal windspeed +WT_OFF,wind speed at 100m,>=,25,wind speed at 100m,<,30,12,High windspeed furl +WT_OFF,wind speed at 100m,>,30,,,,100,High speed cutout +WT_OFF,temperature,<,32,precipitation,>=,2,20,Blade icing +WT_OFF,temperature,<,14,,,,100,Low Temperature Rating Limit +WT_OFF,temperature,>,77,temperature,<=,113,20,High Temperature Derating +WT_OFF,temperature,>,113,,,,100,High Temperature Rating Limit +NUC,wind speed at 10m,>=,26,precipitation,>,0.2,10,Tropical Storm +NUC,wind speed at 10m,>=,30,,,,100,High wind limit +NUC,temperature,>,131,temperature,<=,160,30,High Temperature Derate +NUC,temperature,>,185,,,,100,High Temperature Limit +NUC,temperature,<,-20,,,,100,Low Temperature Limit +NUC,precipitation,>=,0.25,precipitation,<,0.7,5,Possible Flood Risk +NUC,precipitation,>=,0.7,,,,10,Major Flood Risk +GT,wind speed at 10m,>=,26,precipitation,>,0.2,10,Tropical Storm +GT,temperature,>,51,temperature,<=,87,4,Minimal temperature derating +GT,temperature,>,87,temperature,<=,105,11,Mid-low temperature derating +GT,temperature,>,105,temperature,<=,123,18,Mid temperature derating +GT,temperature,>,123,temperature,<=,131,25,Mid-high temperature derating +GT,temperature,>,131,temperature,<=,185,40,High Temperature Derate +GT,temperature,>,185,,,,100,High Temperature Limit +GT,temperature,>=,30,temperature,<,40,9,Low temperature derating (1) +GT,temperature,>=,20,temperature,<,30,18,Low temperature derating (2) +GT,temperature,>=,10,temperature,<,20,27,Low temperature derating (3) +GT,temperature,>=,0,temperature,<,10,33,Low temperature derating (4) +GT,temperature,>=,-20,temperature,<,0,43,Low temperature derating (5) +GT,temperature,<,-20,,,,100,Low Temperature Limit +GT,precipitation,>=,0.25,precipitation,<,0.7,5,Possible Flood Risk +GT,precipitation,>=,0.7,,,,10,Major Flood Risk +CC,wind speed at 10m,>=,26,precipitation,>,2,10,Tropical Storm +CC,temperature,>,51,temperature,<=,87,4,Minimal temperature derating +CC,temperature,>,87,temperature,<=,105,11,Mid-low temperature derating +CC,temperature,>,105,temperature,<=,123,18,Mid temperature derating +CC,temperature,>,123,temperature,<=,131,25,Mid-high temperature derating +CC,temperature,>,131,temperature,<=,185,40,High Temperature Derate +CC,temperature,>=,30,temperature,<,40,9,Low temperature derating (1) +CC,temperature,>=,20,temperature,<,30,18,Low temperature derating (2) +CC,temperature,>=,10,temperature,<,20,27,Low temperature derating (3) +CC,temperature,>=,0,temperature,<,10,33,Low temperature derating (4) +CC,temperature,>=,-20,temperature,<,0,43,Low temperature derating (5) +CC,temperature,<,-20,,,,100,Low Temperature Limit +CC,precipitation,>=,0.25,precipitation,<,0.7,5,Possible Flood Risk +CC,precipitation,>=,0.7,,,,10,Major Flood Risk +ST,wind speed at 10m,>=,26,precipitation,>,0.2,10,Tropical Storm +ST,temperature,>,10,temperature,<=,15,30,Low minimal temperature derating +ST,temperature,>=,0,temperature,<,10,41,Low temperature derating (3) +ST,temperature,>=,-10,temperature,<,0,53,Low temperature derating (4) +ST,temperature,>=,-20,temperature,<,-10,91,Low temperature derating (5) +ST,temperature,>,-50,temperature,<,-20,100,Low Temperature Limit +ST,temperature,>,86,,,,20,High Temperature Derate +ST,precipitation,>=,0.25,precipitation,<,0.7,5,Possible Flood Risk +ST,precipitation,>=,0.7,,,,10,Major Flood Risk +ES,wind speed at 10m,>=,26,precipitation,>,0.2,10,Tropical Storm +ES,temperature,<=,6,,,,100,Low Temperature Limit +ES,temperature,>,6,temperature,<=,42,20,Low Temperature Derate +ES,temperature,>,96,temperature,<=,123,20,High Temperature Derate +ES,temperature,>,123,,,,100,High Temperature Limit +ES,precipitation,>=,0.25,precipitation,<,0.7,5,Possible Flood Risk +ES,precipitation,>=,0.7,,,,10,Major Flood Risk +load,load_base,>=,1,temperature,>,65,100,High (summer) load +load,load_base,>=,1,temperature,<,65,100,High (winter) load diff --git a/demo/modules/__init__.py b/demo/modules/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/demo/modules/aggcapacity_tojson.py b/demo/modules/aggcapacity_tojson.py new file mode 100644 index 0000000..482e845 --- /dev/null +++ b/demo/modules/aggcapacity_tojson.py @@ -0,0 +1,116 @@ +# -*- coding: utf-8 -*- +""" +Created on Wed May 25 14:06:38 2022 + +@author: pjma024 +""" + +import pandas as pd +import geopandas +import json +import sys + +with open("config.json", "r") as file: + config = json.load(file) +# weather_stations = int(sys.argv[1]) +weather_stations = config["weather_stations_in_screening"] +# power_system = pd.read_excel(r"PowerSystemData.xlsx", sheet_name= '1_Gen') +power_system_file = sys.argv[1] +power_system = pd.read_csv(power_system_file) +pwr_sys = power_system[ + [ + "Asset ID", + "Generator Shortname", + "Operational Date", + "Retirement Date", + "Unit Type", + "State", + "Latitude", + "Longitude", + "Nameplate (MW)", + ] +] +pwr_sys.groupby(["Unit Type"]) +weather_station_file = sys.argv[2] +df_weather_station_all = pd.read_csv(weather_station_file) +df_weather_station = df_weather_station_all.iloc[0:weather_stations,] +all_weather_stations = geopandas.GeoDataFrame( + df_weather_station.StationName, + geometry=geopandas.points_from_xy(df_weather_station.lat, df_weather_station.lon), +) +lat = list(df_weather_station.lat) +lon = list(df_weather_station.lon) +df_weather_station.insert( + 4, "station", "Station" + df_weather_station.index.astype(str) +) + +num_allstations = len(df_weather_station.lat) + +all_stations = [ + "Station_{id_sol}".format(id_sol=i) for i in range(1, num_allstations + 1) +] + +all_units = geopandas.GeoDataFrame( + pwr_sys[ + [ + "Asset ID", + "Operational Date", + "Retirement Date", + "Unit Type", + "Nameplate (MW)", + ] + ], + geometry=geopandas.points_from_xy(pwr_sys["Latitude"], pwr_sys["Longitude"]), +) +# Do the geodata for all units and find the closest weather station + +all_units["station"] = all_units["geometry"].apply( + lambda x: [ + "Station" + str(i) + for i, j in enumerate(all_weather_stations["geometry"].distance(x)) + if j == min(all_weather_stations["geometry"].distance(x)) + ] +) +df_all_units = pd.DataFrame(all_units.drop(columns="geometry")) +df_all_units["station"] = df_all_units["station"].apply(lambda x: x[0]) + +df = df_all_units +# Retire units before 2027 +# df = df[df['Retirement Date'].isna()].reset_index(drop =True) + +df_final = df.groupby(["Unit Type", "station"])["Nameplate (MW)"].sum().reset_index() + +df_final.to_csv(r"output/aggregated_capacity.csv", index=False) + +df_location = pd.merge(df_final, df_weather_station, on="station", how="left") +new_column_names = {"lat": "latitude", "lon": "longitude"} +df_location.rename(columns=new_column_names, inplace=True) +df_location["description"] = str(None) + +df_location_json = pd.DataFrame() +df_location_json.insert(0, "description", df_location["description"]) +df_location_json.insert( + 1, + "coordinates", + df_location[["latitude", "longitude"]].astype(str).to_dict(orient="records"), +) +df_location_json.insert( + 2, "identifiyer", df_location.station.apply(lambda x: x.split("tation")[1]) +) + +df_json = pd.DataFrame() +df_json.insert(0, "short_name", df_final["Unit Type"] + "_" + df_final["station"]) +df_json.insert(1, "long_name", df_final["Unit Type"] + "_" + df_final["station"]) +df_json.insert(2, "station", df_final["station"]) +df_json.insert(3, "location", df_location_json.to_dict(orient="records")) +df_json.insert(4, "unit_id", df_final.index.astype(str)) +df_json.insert(5, "capacity", df_final["Nameplate (MW)"].astype(str)) +df_json.insert(6, "resource_type", "") +df_json.insert(7, "technology", df_final["Unit Type"]) + +data_json = df_json.to_dict(orient="records") +line_to_add = "power_system = " +with open("output/power_system.py", "w") as file: + file.write(line_to_add) +with open("output/power_system.py", "a") as json_file: + json.dump(data_json, json_file, indent=4) diff --git a/demo/modules/api.py b/demo/modules/api.py new file mode 100644 index 0000000..11cbefd --- /dev/null +++ b/demo/modules/api.py @@ -0,0 +1,47 @@ +import requests +from . import auth +import json +from .logging import configure_logger +from .helpers import output_endpoint_error + +class EndpointException(Exception): + pass + + +def call_endpoint_base(method, name, payload=None): + if payload is None: + payload = {} + response = requests.request( + method, + "{}://{}:{}/api/{}/".format(auth.protocol, auth.host, auth.port, name), + headers={ + "Authorization": "Bearer {}".format(auth.access_token), + "Content-Type": "application/json", + }, + data=json.dumps(payload), + proxies=auth.proxies, + ) + return response + + +def call_endpoint_silent(method, name, payload=None): + response = call_endpoint_base(method, name, payload) + if not response.ok: + raise EndpointException(response.text) + return response + + +def call_endpoint(method, name, payload=None): + response = call_endpoint_base(method, name, payload) + if not response.ok: + output_endpoint_error(response.text) + raise EndpointException("Critical endpoint exception, see the html file") + return response + + +def get_access_token(username, password): + response = call_endpoint( + "POST", "token", {"username": username, "password": password} + ) + access_token = json.loads(response.text)["access"] + return access_token diff --git a/demo/modules/auth.py b/demo/modules/auth.py new file mode 100644 index 0000000..f1f7263 --- /dev/null +++ b/demo/modules/auth.py @@ -0,0 +1,26 @@ +from modules.logging import configure_logger + +access_token = "" +protocol = "" +host = "" +port = "" +# protocol = 'https' +# host = 'deft.ikimio.com' +# port = '443' +proxies = { + # 'http': 'proxy.sig.umbrella.com:80', + # 'https': 'proxy.sig.umbrella.com:443', +} + +def setup_auth(config): + global access_token, protocol, host, port + protocol = config.get("protocol", "http") + host = config.get("host", "localhost") + port = config.get("port", "8000") + + from .api import get_access_token + + logger = configure_logger() + logger.info("Getting access token") + access_token = get_access_token(config.get("username"), config.get("password")) + logger.info(f"Access token: {access_token}") diff --git a/demo/modules/db.py b/demo/modules/db.py new file mode 100644 index 0000000..9f6beaa --- /dev/null +++ b/demo/modules/db.py @@ -0,0 +1,21 @@ +import subprocess +from .logging import configure_logger +from .api import call_endpoint + + +def empty_db(config, remote=True): + logger = configure_logger() + if config.get("clean_database") == "yes": + + logger.info("Deleting all data, please wait...") + if remote: + response = call_endpoint("GET", "empty_database", None) + else: + subprocess.run(["./scripts/empty_db.sh"]) + logger.info("Database cleaned.") + logger.info(response.text) + + else: + logger.info( + "The clean_database value is not set to 'yes', database not cleaned." + ) diff --git a/demo/modules/file_sync.py b/demo/modules/file_sync.py new file mode 100644 index 0000000..9a872ae --- /dev/null +++ b/demo/modules/file_sync.py @@ -0,0 +1,74 @@ +import shutil +from .logging import configure_logger +from .api import call_endpoint + + +def copy_file(src_file, dst_file): + shutil.copy(src_file, dst_file) + + +def copy_dir(src_dir, dst_dir): + shutil.copytree(src_dir, dst_dir, dirs_exist_ok=True) + + +def sync_files(config): + logger = configure_logger() + if config["sync_files_enabled"] == "yes": + logger.info( + f"Syncing files enabled, type set to {config['sync_type']}, starting sync..." + ) + if config["sync_type"] == "local": + sync_files_local(config) + else: + sync_files_remote(config) + else: + logger.info("Syncing files disabled, skipping...") + + +def sync_files_remote(config): + logger = configure_logger() + logger.info("Asking backend to sync the files from remote share...") + call_endpoint( + "POST", + "sync_files", + { + "src_historical": config["src_historical"], + "src_predictive": config["src_predictive"], + "weather_station_file": config["weather_station_file"], + "load_folder_name": config["load_folder_name"], + }, + ) + logger.info("Done syncing remote share files...") + + +def sync_files_local(config): + logger = configure_logger() + base_path = "input" + + source = f"{base_path}/nc_files/{config['src_historical']}" + logger.info( + f"Copying historical nc file {source} to backend target: {config['src_historical_target']}" + ) + copy_file(source, config["src_historical_target"]) + logger.info("Historical file transferred.") + + source = f"{base_path}/nc_files/{config['src_predictive']}" + logger.info( + f"Copying predictive nc file {source} to backend target: {config['src_predictive_target']}" + ) + copy_file(source, config["src_predictive_target"]) + logger.info("Predictive file transferred.") + + source = f"{base_path}/locations/{config['weather_station_file']}" + logger.info( + f"Copying stations and locations file {source} to backend target: {config['weather_station_file_target']}" + ) + copy_file(source, config["weather_station_file_target"]) + logger.info("Stations and locations file transferred.") + + source = f"{base_path}/load_profiles/{config['load_folder_name']}" + logger.info( + f"Copying load profiles from {source} to backend target: {config['load_folder_name_target']}" + ) + copy_dir(source, config["load_folder_name_target"]) + logger.info("Load profiles transferred.") diff --git a/demo/modules/helpers.py b/demo/modules/helpers.py new file mode 100644 index 0000000..00fba11 --- /dev/null +++ b/demo/modules/helpers.py @@ -0,0 +1,121 @@ +from datetime import datetime +import os +import yaml +import json +import uuid +from .logging import configure_logger + + +def remove_whitespaces(s): + return "".join(s.split()) + + +def get_output_file_name(project_name, endpoint_name, extension): + output_folder_path = os.path.join( + os.path.dirname(os.path.abspath(__file__)), + f"../output/{remove_whitespaces(project_name)}", + ) + os.makedirs(output_folder_path, exist_ok=True) + current_dt = datetime.now().strftime("%m_%d_%Y_%H_%M_%S") + output_file_name = remove_whitespaces(endpoint_name) + "_" + current_dt + extension + + # Construct the full file path + full_file_path = os.path.join(output_folder_path, output_file_name) + + return full_file_path + + +def load_config(config_file): + with open(config_file, "r") as file: + config = yaml.safe_load(file) + return config + + +# update config so it is backwards compatible with existing code +# also it merges config settings from system config to config object +def update_config(config, sysconfig): + props = [ + "clean_database", + "split_weather_data_enabled", + "import_weather_files_enabled", + "import_station_locations", + "import_load_profiles", + "generate_events" + ] + for prop in props: + if config["reset_all"] == "yes": + config[prop] = "yes" + elif config["reset_all"] == "sys": + config[prop] = sysconfig[prop] + else: + config[prop] = "no" + + # local sync and system auth + props = [ + "src_predictive_target", + "src_historical_target", + "weather_station_file_target", + "load_folder_name_target", + "username", + "password", + "generate_events", + "host", + "port", + "protocol" + ] + for prop in props: + config[prop] = sysconfig[prop] + + return config + + +def load_json(file_name): + with open(file_name, "r") as file: + data = json.load(file) + return data + + +def load_file(file_name): + with open(file_name, "r") as file: + file_content = file.read() + return file_content + + +def output_endpoint_error(json_string): + logger = configure_logger() + if is_valid_json(json_string): + logger.info(json_string) + else: + print_invalid_json(json_string) + + +def print_invalid_json(response): + logger = configure_logger() + filename = uuid.uuid4().hex + logger.error( + f"Response from backend is not json, please check the value in file output/{filename}.html" + ) + write_to_file(f"output/{filename}.html", response) + + +def is_valid_json(my_str): + try: + json.loads(my_str) + except ValueError: + return False + return True + + +def write_to_file(filename: str, content: str): + with open(filename, "w+") as text_file: + text_file.write(content) + + +def format_time(time): + return datetime.fromtimestamp(time).strftime("%Y-%m-%d %H:%M:%S") + + +def get_timestamp(): + current_time = datetime.now() + formatted_time = current_time.strftime("%Y-%m-%d-%H:%M:%S") + return formatted_time diff --git a/demo/modules/logging.py b/demo/modules/logging.py new file mode 100644 index 0000000..e402aaa --- /dev/null +++ b/demo/modules/logging.py @@ -0,0 +1,31 @@ +import logging +from datetime import datetime + +logger = None + + +def configure_logger(): + global logger + if logger is None: + # Create a logger + logger = logging.getLogger(__name__) + logger.setLevel(logging.DEBUG) + + # Create a formatter + formatter = logging.Formatter("%(asctime)s - %(levelname)s - %(message)s") + + # Create a handler for console logging + console_handler = logging.StreamHandler() + console_handler.setFormatter(formatter) + + # Create a handler for file logging + current_datetime = datetime.now().strftime("%Y%m%d_%H%M%S") + log_file_path = f"log_{current_datetime}.log" + file_handler = logging.FileHandler(log_file_path) + file_handler.setFormatter(formatter) + + # Add the handlers to the logger + logger.addHandler(console_handler) + logger.addHandler(file_handler) + + return logger diff --git a/demo/modules/project.py b/demo/modules/project.py new file mode 100644 index 0000000..eda3943 --- /dev/null +++ b/demo/modules/project.py @@ -0,0 +1,161 @@ +from .reports_export import save_report +from .api import call_endpoint, call_endpoint_silent, EndpointException +from .logging import configure_logger +import time +import traceback +from .reports import create_report +from datetime import datetime +from .helpers import get_timestamp + + +def create_and_prepare_project(project_name, ps, rm): + logger = configure_logger() + logger.info(f"Adding project: {project_name}") + save_report("add_project", project_name, "POST", {"name": project_name}) + ps_count = len(ps) + logger.info( + f"Importing power systems ({ps_count} power systems) for project: {project_name}" + ) + save_report( + "import_power_systems", + project_name, + "POST", + {"project_name": project_name, "power_systems": ps}, + ) + rm_count = len(rm) + logger.info( + f"Importing risk models ({rm_count} risk models) for project: {project_name}" + ) + save_report( + "import_risk_models", + project_name, + "POST", + {"project_name": project_name, "risk_models": rm}, + ) + + +def delete_project(project_name): + call_endpoint_silent("POST", "delete_project", {"project_name": project_name}) + + +def apply_risk_models(project_name, weather_files, year, start_date, end_date): + save_report( + "apply_risk_models", + project_name, + "POST", + { + "files": weather_files, + "project_name": project_name, + "year": year, + "start_date": start_date, + "end_date": end_date, + }, + ) + + +def import_load_data(file_name, folder_name): + call_endpoint( + "POST", "import_load_data", {"file_name": file_name, "folder_name": folder_name} + ) + + +def generate_project_names(config): + scenarios = config["scenarios"] + models = config["models"] + file_year = list(range(config["start_year"], config["end_year"] + 1)) + target_year = config["target_year"] + project_names = [] + for scenario in scenarios: + for model in models: + project_names.append( + generate_project_name( + config["project_region"], model, scenario, file_year, target_year + ) + ) + return project_names + + +def generate_project_name(region_name, model, scenario, file_year, target_year): + timestamp = get_timestamp() + return f"{region_name}_{target_year}_{model}_{scenario}_{file_year[0]}_{file_year[len(file_year) - 1]}_{timestamp}".replace( + ":", "-" + ) + + +def generate_date_strings(start_year, end_year, repeat_times): + start_date = datetime(start_year, 1, 1) + end_date = datetime(end_year - 1, 12, 31, 23) + + start_string = start_date.strftime("%m/%d/%Y %H:%M") + end_string = end_date.strftime("%m/%d/%Y %H:%M") + + start_list = [start_string] * repeat_times + end_list = [end_string] * repeat_times + return start_list, end_list + + +def process_projects(config, weather_files_list, power_systems, risk_models): + logger = configure_logger() + project_names = generate_project_names(config) + start_dates, end_dates = generate_date_strings( + config["start_year"], config["end_year"], len(project_names) + ) + delete_project_first = config["delete_project_first"] + year = str(config["target_year"]) + event_interval = config["event_day_interval"] + event_gap = config["event_day_overlap"] + event_perc = config["top_events_percentage"] + event_thres = config["threshold_MW"] + try: + for project_name, weather_files, start_date, end_date, power_system in zip( + project_names, weather_files_list, start_dates, end_dates, power_systems + ): + logger.info(f"Processing project: {project_name}") + if delete_project_first == "yes": + logger.info(f"Deleting previous instance of project: {project_name}") + try: + delete_project(project_name) + except EndpointException as e: + error_text = str(e) + if "There is no project with the given name!" in error_text: + logger.info("Project wasn't in database, skipping deleting!") + else: + raise e + logger.info(f"Creating project: {project_name}") + create_and_prepare_project(project_name, power_system, risk_models) + + if config["generate_events"] == "yes": + logger.info(f"Generating events for project: {project_name}") + start_time = time.time() + apply_risk_models( + project_name, weather_files, year, start_date, end_date + ) + end_time = time.time() - start_time + print("Processing events took: " + str(end_time)) + else: + logger.info(f"Skipped generating events for project: {project_name}") + + logger.info(f"Creating reports for project: {project_name}") + start_time = time.time() + create_report( + project_name, + weather_files, + year, + event_interval, + event_gap, + event_perc, + event_thres, + start_date, + end_date, + ) + end_time = time.time() - start_time + logger.info("Creating reports took: " + str(end_time)) + + logger.info(f"Done processing project: {project_name}") + logger.info("-" * 90) + except EndpointException as e: + print(str(e)) + except Exception as e: + logger.error(traceback.format_exc()) + print(str(e)) + raise e diff --git a/demo/modules/reports.py b/demo/modules/reports.py new file mode 100644 index 0000000..c7c7917 --- /dev/null +++ b/demo/modules/reports.py @@ -0,0 +1,203 @@ +import json +from .api import call_endpoint +from .reports_export import save_csv, save_report, save_split_results +import time +from .logging import configure_logger +from .helpers import get_output_file_name + +def create_report( + project_name, + weather_files, + year, + e_interval, + e_gap, + e_perc, + e_thres, + start_date, + end_date, +): + logger = configure_logger() + logger.info(f"Calculating average risk split report for project: {project_name}") + start_time = time.time() + logger.info( + f"Report is created for weather files ({weather_files}), " + f"year ({year}), interval ({e_interval}), gap ({e_gap}), " + f"top percent ({e_perc}), threshold ({e_thres}), " + f"start date ({start_date}), end date ({end_date})." + ) + calculate_avg_risk_split( + project_name, + weather_files, + year, + e_gap, + e_perc, + e_interval, + e_thres, + start_date, + end_date, + ) + end_time = time.time() - start_time + print("Calculating average risk report took: " + str(end_time)) + + logger.info(f"Creating average risk split report for project: {project_name}") + report_name = get_split_risk_report( + project_name, weather_files, year, e_gap, e_perc, e_interval, e_thres, start_date, end_date + ) + end_time = time.time() - start_time + print("Creating average risk report took: " + str(end_time)) + + logger.info(f"Downloading risk split report for project: {project_name}") + download_risk_report(report_name) + logger.info(f"Risk split report for project {project_name} downloaded successfuly.") + + +def calculate_avg_risk(project_name, weather_files, year, gap, interval_l, top_perc): + response = call_endpoint( + "POST", + "calculate_average_risk", + { + "project_name": project_name, + "files": weather_files, + "weather_year": year, + "day_gap": gap, + "day_increment": interval_l, + "threshold": 0, + "percentage": top_perc, + }, + ) + save_csv(project_name, "calculate_average_risk", response.text) + + +def calculate_avg_risk_split( + project_name, + weather_files, + year, + gap, + top_perc, + interval_l, + threshold_mw, + start_date, + end_date, +): + response = call_endpoint( + "POST", + "calculate_average_risk_split", + { + "project_name": project_name, + "files": weather_files, + "weather_year": year, + "day_gap": gap, + "day_increment": interval_l, + "threshold": threshold_mw, + "percentage": top_perc, + "start_date": start_date, + "end_date": end_date, + }, + ) + save_split_results(project_name, "calculate_average_risk_split", response.text) + + +def get_split_risk_report( + project_name, + weather_files, + year, + gap, + top_perc, + interval_l, + threshold_mw, + start_date, + end_date, +): + response = call_endpoint( + "POST", + "export_average_risk_result_split", + { + "project_name": project_name, + "files": weather_files, + "weather_year": year, + "day_gap": gap, + "day_increment": interval_l, + "threshold": threshold_mw, + "percentage": top_perc, + "start_date": start_date, + "end_date": end_date, + }, + ) + return json.loads(response.text)["data"]["file_name"] + + +def reports_project(project_name): + save_report("get_projects", project_name, "GET") + save_report( + "get_project_details", project_name, "POST", {"project_name": project_name} + ) + + +def reports_summary(project_name): + save_report( + "get_event_summary_for_stations", + project_name, + "POST", + {"project_name": project_name}, + ) + save_report( + "get_event_summary_for_technologies", + project_name, + "POST", + {"project_name": project_name}, + ) + save_report( + "get_event_summary_for_risk_models", + project_name, + "POST", + {"project_name": project_name}, + ) + + +def reports_event_tags( + project_name, risk_model_name, station_name, tech_name, start_date, end_date +): + save_report( + "get_event_tags_for_station", + project_name, + "POST", + {"project_name": project_name, "station_name": station_name}, + ) + save_report( + "get_event_tags_for_technology", + project_name, + "POST", + {"project_name": project_name, "technology_name": tech_name}, + ) + save_report( + "get_event_tags_by_date", + project_name, + "POST", + {"project_name": project_name, "start_date": start_date, "end_date": end_date}, + ) + save_report( + "get_event_tags_for_risk_model", + project_name, + "POST", + { + "project_name": project_name, + "event": risk_model_name, + "technology": tech_name, + }, + ) + + +def reports_weather_data(project_name, station_name, start_date, end_date): + save_report( + "get_weather_data", + project_name, + "POST", + {"station_name": station_name, "start_date": start_date, "end_date": end_date}, + ) + + +def download_risk_report(report_name): + response = call_endpoint("GET", "download_xlsx_report/" + report_name) + report_name = get_output_file_name(report_name[:-(24+37)], "download_risk_report", ".xlsx") + with open(report_name, "wb") as f: + f.write(response.content) diff --git a/demo/modules/reports_export.py b/demo/modules/reports_export.py new file mode 100644 index 0000000..ef38f1f --- /dev/null +++ b/demo/modules/reports_export.py @@ -0,0 +1,58 @@ +import json +import csv +from .helpers import get_output_file_name, remove_whitespaces +from .api import call_endpoint + + +def save_split_results(project_name, endpoint_name, data): + tmp = json.loads(data) + data = tmp["data"]["data"] + year = tmp["data"]["year"] + fixed_data = [] + for elem in data: + for result in elem["results"]: + fixed_data.append( + { + "start": result["start"], + "end": result["end"], + "average": result["average"], + "model": elem["model"], + "scenario": elem["scenario"], + "year": year, + "report": result["report"] + } + ) + file_name = get_output_file_name( + remove_whitespaces(project_name), endpoint_name, ".csv" + ) + output_file = open(file_name, "w+") + keys = fixed_data[0].keys() + dict_writer = csv.DictWriter(output_file, keys) + dict_writer.writeheader() + dict_writer.writerows(fixed_data) + + +def save_report(endpoint_name, project_name, method, payload=None): + response = call_endpoint(method, endpoint_name, payload) + save_json(response.text, endpoint_name, project_name) + + +def save_json(data, endpoint_name, project_name): + data_json = json.loads(data) + file_name = get_output_file_name(project_name, endpoint_name, ".json") + with open(file_name, "w+") as outfile: + outfile.write(json.dumps(data_json, indent=4, sort_keys=True)) + outfile.close() + return + + +def save_csv(project_name, endpoint_name, data): + data = json.loads(data)["data"]["result"] + file_name = get_output_file_name( + remove_whitespaces(project_name), endpoint_name, ".csv" + ) + output_file = open(file_name, "w+") + keys = data[0].keys() + dict_writer = csv.DictWriter(output_file, keys) + dict_writer.writeheader() + dict_writer.writerows(data) diff --git a/demo/modules/riskstable_tojson.py b/demo/modules/riskstable_tojson.py new file mode 100644 index 0000000..f3b8baa --- /dev/null +++ b/demo/modules/riskstable_tojson.py @@ -0,0 +1,34 @@ +# -*- coding: utf-8 -*- +""" +Created on Wed May 25 14:06:38 2022 + +@author: pjma024 +""" + +import pandas as pd +import json +import math + +risks_df = pd.read_csv(r"risk_model_table.csv") + +df_json = pd.DataFrame() +df_json.insert(0, 'variable1_type',risks_df['variable1'] ) +df_json.insert(1, 'operator1',risks_df['operator1']) +df_json.insert(2, 'threshold1', risks_df['threshold1']) +df_json.insert(3, 'variable2_type', [i if not isinstance(i, float) else None for i in risks_df["variable2"] ]) +df_json.insert(4, 'operator2', [i if not isinstance(i, float) else None for i in risks_df["operator2"] ] ) +df_json.insert(5, 'threshold2',[str(i) if not math.isnan(i) else None for i in risks_df['threshold2'] ]) +df_json.insert(6, 'technology',risks_df["tech"]) +df_json.insert(7, 'period',0) +df_json.insert(8, 'event',risks_df['risk']) +df_json.insert(9, 'derating',risks_df['derating'].astype(str)) + + +data_json = {"risk_model":df_json.to_dict(orient='records')} +# line_to_add = "risk_model = " +# with open('output/risk_model.py', 'w') as file: +# file.write(line_to_add + "\n") +with open('output/risk_model.json', 'w') as json_file: + json.dump(data_json, json_file, indent=1) + +# df_final.to_csv(r'output/aggregated_capacity.csv', index = False) diff --git a/demo/modules/transform.py b/demo/modules/transform.py new file mode 100644 index 0000000..cb0db98 --- /dev/null +++ b/demo/modules/transform.py @@ -0,0 +1,166 @@ +""" +Created on Wed May 25 14:06:38 2022 + +@author: pjma024 +""" + +import pandas as pd +import geopandas +import json +import math +from .logging import configure_logger + + +def power_system_df2json(df_final, df_weather_station, output): + df_location = pd.merge(df_final, df_weather_station, on="station", how="left") + new_column_names = {"lat": "latitude", "lon": "longitude"} + df_location.rename(columns=new_column_names, inplace=True) + df_location["description"] = None + + df_location_json = pd.DataFrame() + df_location_json.insert(0, "description", df_location["description"]) + df_location_json.insert( + 1, + "coordinates", + df_location[["latitude", "longitude"]].astype(str).to_dict(orient="records"), + ) + df_location_json.insert( + 2, "identifier", df_location.station.apply(lambda x: x.split("tation")[1]) + ) + + df_json = pd.DataFrame() + df_json.insert(0, "short_name", df_final["Unit Type"] + "_" + df_final["station"]) + df_json.insert(1, "long_name", df_final["Unit Type"] + "_" + df_final["station"]) + df_json.insert(2, "station", df_final["station"]) + df_json.insert(3, "location", df_location_json.to_dict(orient="records")) + df_json.insert(4, "unit_id", df_final.index.astype(str)) + df_json.insert(5, "capacity", df_final["Nameplate (MW)"].astype(str)) + df_json.insert(6, "resource_type", "") + df_json.insert(7, "technology", df_final["Unit Type"]) + + data_json = df_json.to_dict(orient="records") + with open(output, "w") as json_file: + json.dump(data_json, json_file, indent=4) + + +def aggregate_capacity(power_system_file, weather_station_file, number_of_stations): + power_system = pd.read_csv(power_system_file) + pwr_sys = power_system[ + [ + "Asset ID", + "Generator Shortname", + "Operational Date", + "Retirement Date", + "Unit Type", + "State", + "Latitude", + "Longitude", + "Nameplate (MW)", + ] + ] + pwr_sys.groupby(["Unit Type"]) + df_weather_station_all = pd.read_csv(weather_station_file) + df_weather_station = df_weather_station_all.iloc[0:number_of_stations,] + all_weather_stations = geopandas.GeoDataFrame( + df_weather_station.StationName, + geometry=geopandas.points_from_xy( + df_weather_station.lat, df_weather_station.lon + ), + ) + df_weather_station.insert( + 4, "station", "Station" + df_weather_station.index.astype(str) + ) + all_units = geopandas.GeoDataFrame( + pwr_sys[ + [ + "Asset ID", + "Operational Date", + "Retirement Date", + "Unit Type", + "Nameplate (MW)", + ] + ], + geometry=geopandas.points_from_xy(pwr_sys["Latitude"], pwr_sys["Longitude"]), + ) + + # Do the geodata for all units and find the closest weather station + all_units["station"] = all_units["geometry"].apply( + lambda x: [ + "Station" + str(i) + for i, j in enumerate(all_weather_stations["geometry"].distance(x)) + if j == min(all_weather_stations["geometry"].distance(x)) + ] + ) + df_all_units = pd.DataFrame(all_units.drop(columns="geometry")) + df_all_units["station"] = df_all_units["station"].apply(lambda x: x[0]) + df = df_all_units + df_final = ( + df.groupby(["Unit Type", "station"])["Nameplate (MW)"].sum().reset_index() + ) + return df_final, df_weather_station + + +def risk_model_csv2json(input, output): + risks_df = pd.read_csv(input) + + df_json = pd.DataFrame() + df_json.insert(0, "variable1_type", risks_df["variable1"]) + df_json.insert(1, "operator1", risks_df["operator1"]) + df_json.insert(2, "threshold1", risks_df["threshold1"]) + df_json.insert( + 3, + "variable2_type", + [i if not isinstance(i, float) else None for i in risks_df["variable2"]], + ) + df_json.insert( + 4, + "operator2", + [i if not isinstance(i, float) else None for i in risks_df["operator2"]], + ) + df_json.insert( + 5, + "threshold2", + [str(i) if not math.isnan(i) else None for i in risks_df["threshold2"]], + ) + df_json.insert(6, "technology", risks_df["tech"]) + df_json.insert(7, "period", 0) + df_json.insert(8, "event", risks_df["risk"]) + df_json.insert(9, "derating", risks_df["derating"].astype(str)) + + data_json = df_json.to_dict(orient="records") + with open(output, "w") as json_file: + json.dump(data_json, json_file, indent=1) + + +def create_aggregate_capacity_file(config): + base_path = "input" + logger = configure_logger() + logger.info("Creating aggregate capacity file.") + df_final, df_weather_station = aggregate_capacity( + f"{config['power_systems_file']}", + f"{base_path}/locations/{config['weather_station_file']}", + config["weather_stations_in_screening"], + ) + df_final.to_csv(config["aggregate_capacity_file"], index=False) + logger.info( + f"Aggregate capacity file saved to: {config['aggregate_capacity_file']}" + ) + return df_final, df_weather_station + + +def convert_power_systems(df_final, df_weather_station): + logger = configure_logger() + power_systems_json = "input/power_systems/ps-demo-input.json" + logger.info("Converting power systems to json") + power_system_df2json(df_final, df_weather_station, power_systems_json) + logger.info(f"Power systems json file saved to: {power_systems_json}") + return power_systems_json + + +def convert_risk_models(config): + logger = configure_logger() + risk_models_json = "input/risk_models/rm-demo-input.json" + logger.info("Converting risk models to json") + risk_model_csv2json(config["risk_model_file"], risk_models_json) + logger.info(f"Risk model json file saved to: {risk_models_json}") + return risk_models_json diff --git a/demo/modules/transform_nc.py b/demo/modules/transform_nc.py new file mode 100644 index 0000000..86d4cb6 --- /dev/null +++ b/demo/modules/transform_nc.py @@ -0,0 +1,97 @@ +import time +from .logging import configure_logger +from .helpers import output_endpoint_error +import os +from .api import call_endpoint, EndpointException + + +def split_nc_files(config): + logger = configure_logger() + if config["split_weather_data_enabled"] == "yes": + try: + logger.info("Splitting NC files.") + historical_names, projected_names = split_nc_files_helper( + config["project_region"], + os.path.basename(config["src_predictive"]), + os.path.basename(config["src_historical"]), + config["scenarios"], + config["models"], + config["weather_stations_in_screening"], + list(range(config["start_year"], config["end_year"])), + config["target_year"] + ) + logger.info("Done splitting NC files.") + except Exception as e: + output_endpoint_error(str(e)) + raise e + else: + logger.info("Splitting NC files skipped. Generating split file names...") + historical_names, projected_names = generate_file_names(config) + return historical_names, projected_names + +def split_nc_files_helper( + region_name, src_predictive, src_historical, scenarios, models, stations_number, file_year, target_year +): + logger = configure_logger() + stations = list(range(stations_number)) + historical_names = [] + projected_names = [] + try: + for scenario in scenarios: + for model in models: + start = time.time() + export_hist, export_proj = generate_file_name(region_name, model, scenario, file_year, target_year) + historical_names.append(export_hist) + projected_names.append(export_proj) + logger.info( + f"Creating split nc files: {export_hist}, {export_proj}" + ) + call_endpoint( + "POST", + "export_nc_files", + { + "historical_file_name": src_historical, + "historical_exported_file_name": export_hist, + "projected_file_name": src_predictive, + "projected_exported_file_name": export_proj, + "models": [model], + "scenarios": [scenario], + "stations": stations, + "years": file_year, + }, + ) + logger.info( + export_hist + + " | " + + export_proj + + " took " + + str(time.time() - start) + + " seconds" + ) + except EndpointException as e: + output_endpoint_error(str(e)) + raise e + except Exception as e: + output_endpoint_error(str(e)) + raise e + return historical_names, projected_names + + +def generate_file_names(config): + target_year = config["target_year"] + scenarios = config["scenarios"] + models = config["models"] + file_year = list(range(config["start_year"], config["end_year"])) + historical_names = [] + projected_names = [] + for scenario in scenarios: + for model in models: + export_hist, export_proj = generate_file_name(config["project_region"], model, scenario, file_year, target_year) + historical_names.append(export_hist) + projected_names.append(export_proj) + return historical_names, projected_names + +def generate_file_name(region_name, model, scenario, file_year, target_year): + historical = f"{region_name}_{file_year[0]}_{file_year[len(file_year) - 1]+1}_historical.nc" + projected = f"{region_name}_{model}_{scenario}_{file_year[0]}_{file_year[len(file_year) - 1]+1}_projected_{target_year}.nc" + return historical, projected \ No newline at end of file diff --git a/demo/modules/weather_files_import.py b/demo/modules/weather_files_import.py new file mode 100644 index 0000000..08350b4 --- /dev/null +++ b/demo/modules/weather_files_import.py @@ -0,0 +1,95 @@ +from .api import call_endpoint, EndpointException +from .logging import configure_logger +from .helpers import output_endpoint_error +import os + + +def import_station_locations(config): + logger = configure_logger() + + if config["import_station_locations"] == "yes": + try: + logger.info("Importing stations and station locations.") + call_endpoint( + "POST", + "import_station_locations", + {"file_name": os.path.basename(config["weather_station_file"])}, + ) + logger.info("Stations and station locations imported.") + except EndpointException as e: + output_endpoint_error(str(e)) + print("Importing station and locations failed, exiting the app...") + exit(1) + except Exception as e: + print(str(e)) + raise e + else: + logger.info("Importing stations and locations skipped...") + + +def import_weather_files(config, historical_names, projected_names): + import_station_locations(config) + + logger = configure_logger() + if config["import_weather_files_enabled"] == "yes": + logger.info("Importing weather data.") + try: + logger.info("Importing historical files.") + unique_historical_names = historical_names.copy() + unique_historical_names = list(set(unique_historical_names)) + for historical_file_name in unique_historical_names: + logger.info(f"Importing historical file {historical_file_name}.") + import_historical_file(historical_file_name) + logger.info("Historical files imported.") + + unique_projected_names = projected_names.copy() + unique_projected_names = list(set(unique_projected_names)) + logger.info("Importing projected files and load profiles.") + for projected_file_name in unique_projected_names: + logger.info(f"Importing projected file {projected_file_name}.") + import_projected_file(projected_file_name) + import_load_profiles( + config, + projected_file_name, + os.path.basename(config["load_folder_name"]), + ) + logger.info("Projected files imported.") + except EndpointException as e: + output_endpoint_error(str(e)) + print("Importing weather data failed, exiting the app...") + exit(1) + except Exception as e: + print(str(e)) + raise e + else: + logger.info("Importing weather data skipped...") + + +def import_historical_file(file_name): + logger = configure_logger() + call_endpoint("POST", "register_file", {"file_name": file_name}) + logger.info("Registered " + file_name) + call_endpoint("POST", "import_historical", {"file_name": file_name}) + logger.info("Imported " + file_name) + + +def import_projected_file(file_name): + logger = configure_logger() + call_endpoint("POST", "register_file", {"file_name": file_name}) + logger.info("Registered " + file_name) + call_endpoint("POST", "import_projected", {"file_name": file_name}) + logger.info("Imported " + file_name) + + +def import_load_profiles(config, file_name, load_folder_name): + logger = configure_logger() + if config["import_load_profiles"] == "yes": + logger.info("Importing load profiles from " + load_folder_name) + call_endpoint( + "POST", + "import_load_data", + {"file_name": file_name, "folder_name": load_folder_name}, + ) + print("Load profiles imported " + file_name) + else: + print("Load profiles importing skipped...") diff --git a/demo/requirements.txt b/demo/requirements.txt new file mode 100644 index 0000000..26d2365 --- /dev/null +++ b/demo/requirements.txt @@ -0,0 +1,54 @@ +attrs==21.4.0 +certifi==2024.8.30 +cftime==1.6.4 +charset-normalizer==2.0.12 +click==8.1.7 +click-plugins==1.1.1 +cligj==0.7.2 +cloudpickle==3.0.0 +dask==2024.10.0 +debugpy==1.8.0 +django==4.2.16 +django-cors-headers==3.12.0 +djangorestframework==3.15.2 +djangorestframework-simplejwt==5.3.1 +drf-yasg==1.21.8 +et-xmlfile==1.1.0 +fiona==1.10.1 +fsspec==2022.5.0 +geographiclib==1.52 +geopandas==0.14.2 +geopy==2.2.0 +idna==3.10 +inflection==0.5.1 +iniconfig==1.1.1 +locket==1.0.0 +netCDF4==1.7.0 +numpy==1.26.0 +openpyxl==3.1.2 +packaging==23.1 +pandas==2.1.1 +partd==1.4.0 +Pint==0.19.1 +pluggy==1.0.0 +psycopg2-binary==2.9.9 +ptvsd==4.3.2 +PyJWT==2.4.0 +pyparsing==3.0.9 +pyproj==3.6.1 +python-dateutil==2.8.2 +pytz==2022.1 +PyYAML==6.0.1 +requests==2.32.2 +scipy==1.13 +shapely==2.0.2 +simple-file-checksum==1.1.0 +six==1.16.0 +sqlparse==0.5.1 +tablib==3.6.1 +tomli==2.0.1 +toolz==0.12.1 +uritemplate==4.1.1 +urllib3==2.2.3 +xarray==2024.9.0 +XlsxWriter==3.0.3 diff --git a/demo/scripts/empty_db.sh b/demo/scripts/empty_db.sh new file mode 100644 index 0000000..656e7f0 --- /dev/null +++ b/demo/scripts/empty_db.sh @@ -0,0 +1,19 @@ +#!/bin/bash + +docker exec -it deft_db_1 bash -c ' +psql -U deft deft <