The amon blackbox optimization benchmarking problem.

Made by Léon Biner.

The use of a virtual environment is recommended. Navigate to where amon is to be used. Then create the virtual environment and activate it.

python -m venv $VENV_NAME

source $VENV_NAME/bin/activate

The prompt should now start with ($VENV_NAME).

For more details on virtual environments, such as commands for Windows systems, see https://docs.python.org/3/library/venv.html

To install:

pip install amon-bb

To verify the installation:

amon check

The program can be run from anywhere using the amon command (if added to PATH).

To view all available commands:

amon -h

To view the help menu for a specific command (run for example) :

amon run -h

The environment variable AMON_HOME can be used to navigate the internal package file structure.
For example, to provide the starting point file x1.txt:

AMON_HOME/starting_pts/x1.txt

The instance-info command is used to display details about an instance, such as the number of turbines, the available models, etc.

The first and only argument is the id of the instance.

--debug : Show full error messages

The run command is the central one, as it launches the blackbox.

The full list of arguments and flags can be viewed using the help menu:

amon run -h

The first argument is either:

• A path to a parameter file, or
• An instance number, which refers to a pre-defined parameter file located in the amon/instances/ folder.

Note: Details about writing parameter files are available in amon/blueprint.py.

The second argument is the point file to evaluate.
This file contains a single line of space-separated values, each corresponding to a specific optimization variable.

Let n be the number of wind turbines and v the number of optimization variables for one turbine*. The point file must contain exactly v times n values. The order is defined in the parameter file, use the instance-info command and look for the OPT_VARIABLES line to see the order for a particular instance.

* Example: if each turbine has its position and height controlled by an optimization variable, v would be 2.

The different of the point file are written as follows, with each index corresponding to a wind turbine:

1. 2n values for turbine coordinates:

   x_1 y_1 x_2 y_2 ... x_n y_n
   

2. n values for turbine types :

   t_1 t_2 ... t_n
   

   Note: Types are indexed starting from 0, and relative to those available in the parameter file Look for the WIND_TURBINES line of the instance-info command to see an instance's available models. If turbines 1, 3, and 5 are available, their respective types would be 0, 1, 2.

3. n values for hub heights:

   h_1 h_2 ... h_n
   

4. n values for yaw angles:

   yaw_1 yaw_2 ... yaw_n
   

Example: Consider a farm with 4 turbines and and 2 available turbine models. The instance-info command or the parameter file shows this line: OPT_VARIABLES COORDS, HEIGHT, TYPE. The point file would be:

x_1 y_1 x_2 y_2 x_3 y_3 x_4 y_4 h_1 h_2 h_3 h_4 t_1 t_2 t_3 t_4 

-s SEED     : Set the random seed (random by default if not specified)
-r          : Send request to the local server instead of running directly (see the serve command)
-f FIDELITY : Set the fidelity (integer between 0 and 5)
--port PORT : Specify the port for the local server
--debug     : Show full error tracebacks for debugging

The output is set by the BLACKBOX_OUTPUT field of the parameter file. It can be seen for each instance with the instance-infocommand.

Example: The parameter file has the line BLACKBOX_OUTPUT OBJ, SPACING, HEIGHT and the blackbox outputted 100 5 -40 -> The objective function's value is 100, the spacing constraint's is 5, and the height constraint's is -40.

amon run 1 AMON_HOME/starting_pts/x1.txt -s 3 -f 3

The show-windrose command is used to display a specific wind data (from 1 to 4) in the form of a windrose.

The first and only argument is the id of the wind data.

--save  : Save image (png) to specified path
--debug : Show full error messages

amon show-windrose 1 --save $FILEPATH/$file.png

The show-zone command is used to display a specific zone (from 1 to 5).

The first and only argument is the id of the zone.

--point*       : Display turbine locations of specified point on top of zone
--save         : Save image (png) to specified path
--no-grid      : Turn off the grid
--scale-factor : Scale the size of the zone by a certain factor
--debug        : Show full error messages

* The --point flag takes in 2 arguments: the path to the point file, and then number of turbines (in this order). The point file must start with the coordinates.

amon show-zone 1 --save path/to/file.png --point AMON_HOME/starting_pts/x1.txt 30 --scale-factor 0.2

The show-turbine command displays the power/ct curve of a specific turbine (from 1 to 6), as well as its default height and its diameter.

The first and only argument is the id of the turbine.

--save  : Save image (png) to specified path
--debug : Show full error messages

amon show-turbine 1 --save path/to/file.png

The  show-elevation command is used to display the 3D elevation function (currently only 1 available).

The first and only argument is the id of the function.

--limits : Set the domain over which to plot the function (4 arguments, x_low, y_low, x_high, y_high)
--save   : Save image (png) to specified path
--debug  : Show full error messages

amon show-elevation 1 --save path/to/file.png --limits -100 -100 100 100

The serve command is used to launch a local server that hosts a Python session.

Once the server is running, requests can be sent to it using the -r flag with the amon run command.
This allows the client to repeatedly call the blackbox without reloading libraries or reinitializing objects, since the server's session remains active between calls.

To use the server, start it in a separate terminal:

amon serve

Then, call the blackbox with the r flag to send requests to the server:

amon run -r ...

Note: HTTP POST requests will be logged in the server terminal.

--port  PORT  : Set the port number (default: 8765)
--debug       : Show full error tracebacks

amon serve --port 1234

Then with run:

amon run 1 AMON_HOME/starting_pts/x1.txt -r --port 1234

The shutdown command is used to shut the server down. This can also be done by killing the server's process. A confirmation or error message is sent to indicate if the server has been properly shut down or not.

--port  : Set a port number (default: 8765), matching the server's port
--debug : Show full error messages

amon shutdown --port 1234

The check command is only used to verify if the output is consistent with other machines.

The file structure is as follows:

amon/
├── src/
│   └── *.py
├── instances/
│   └── instance_n/
│       └── param_file.txt
├── data/
│   ├── elevation_functions/
│   │   └── elevation_function_n.py
│   ├── wind_data/
│   │   └── wind_data_n/
│   │       ├── wind_direction.csv
│   │       └── wind_speed.csv
│   ├── wind_turbines/
│   │   └── wind_turbine_n/
│   │       ├── properties.csv (name, diameter, hub_height)
│   │       └── powerct_curve.csv (windspeeds, power_values, ct_values)
│   └── zones/
│       └── zone_n/
│           ├── boundary_zone.shp
│           └── exclusion_zone.shp
├── starting_pts/
│   └── xn.txt
├── blueprint.py

README.md, .gitignore, and other files are at top level

More details are available in amon/blueprint.py