design_space module¶
Design space¶
A design space is used to represent the optimization’s unknowns,
a.k.a. design variables. A DesignSpace
describes
this design space at a given state, in terms of names, sizes, types, bounds
and current values of the design variables. Variables can easily be added to
the DesignSpace
using the DesignSpace.add_variable()
method
or removed using the DesignSpace.remove_variable()
method. We can also
filter the design variables using the DesignSpace.filter()
method.
Getters and setters are also available to get or set the value of a given
variable property. Lastly, an instance of DesignSpace
can be stored
in a txt or HDF file.
Classes:
|
Class that describes the design space at a given state: |
- class gemseo.algos.design_space.DesignSpace(hdf_file=None)[source]¶
Bases:
object
Class that describes the design space at a given state:
the names/sizes/types/bounds of the variables and the initial solution of the optimization problem
Constructor.
Attributes:
Methods:
add_variable
(name[, size, var_type, l_b, …])Add a variable to the design space.
array_to_dict
(x_array)Split the current point into a dictionary with variables names.
check
()Check the state of the design space.
check_membership
(x_vect[, variables_names])Checks whether the input variables satisfy the design space requirements.
dict_to_array
(x_dict[, all_vars, all_var_list])Aggregate a point as dictionary into array.
export_hdf
(file_path[, append])Export to hdf file.
export_to_txt
(output_file[, fields, header_char])Exports the design space to a text file.
extend
(other)Extend the design space with another design space.
filter
(keep_variables[, copy])Filter the design space to keep a sublist of variables.
filter_dim
(variable, keep_dimensions)Filters the design space to keep a sublist of dimensions for a given variable.
get_active_bounds
([x_vec, tol])Determine which bound constraints of the current point are active.
get_current_x
([variables_names])Gets the current point in the design space.
Get the current point in the design space.
Returns the current point normalized.
get_indexed_var_name
(variable_name)Return a list of the variables names with their indices such as.
Return a list of the variables names with their indices such as.
get_lower_bound
(name)Gets the lower bound of a variable.
get_lower_bounds
([variables_names])Generates an array of the variables’ lower bounds.
get_pretty_table
([fields])Builds a PrettyTable object from the design space data.
get_size
(name)Get the size of a variable Return None if the variable is not known.
get_type
(name)Get the type of a variable Return None if the variable is not known.
get_upper_bound
(name)Gets the upper bound of a variable.
get_upper_bounds
([variables_names])Generates an array of the variables’ upper bounds.
get_variables_indexes
(variables_names)Return the indexes of a design array corresponding to the variables names.
Tests if current_x is defined.
import_hdf
(file_path)Imports design space from hdf file.
normalize_vect
(x_vect[, minus_lb])Normalizes a vector of the design space.
project_into_bounds
(x_c[, normalized])Projects x_c onto the bounds, using a simple coordinate wise approach.
read_from_txt
(input_file[, header])Parses a csv file to read the DesignSpace.
remove_variable
(name)Remove a variable (and bounds and types) from the design space.
round_vect
(x_vect)Rounds the vector where variables are of integer type.
set_current_variable
(name, current_value)Set the current value of a single variable.
set_current_x
(current_x)Set the current point.
set_lower_bound
(name, lower_bound)Set a new lower bound for variable name.
set_upper_bound
(name, upper_bound)Set a new upper bound for variable name.
Casts the current value to complex.
unnormalize_vect
(x_vect[, minus_lb, no_check])Unnormalizes a normalized vector of the design space.
- AVAILABLE_TYPES = ['float', 'integer']¶
- DESIGN_SPACE_GROUP = 'design_space'¶
- FLOAT = 'float'¶
- INTEGER = 'integer'¶
- LB_GROUP = 'l_b'¶
- MINIMAL_FIELDS = ['name', 'lower_bound', 'upper_bound']¶
- NAMES_GROUP = 'names'¶
- NAME_GROUP = 'name'¶
- SEP = '!'¶
- SIZE_GROUP = 'size'¶
- TABLE_NAMES = ['name', 'lower_bound', 'value', 'upper_bound', 'type']¶
- TYPE_GROUP = 'type'¶
- UB_GROUP = 'u_b'¶
- VALUE_GROUP = 'value'¶
- VAR_TYPE_GROUP = 'var_type'¶
- add_variable(name, size=1, var_type='float', l_b=None, u_b=None, value=None)[source]¶
Add a variable to the design space.
- Parameters
name – param size: (Default value = 1)
var_type – Default value = FLOAT)
l_b – Default value = None)
u_b – Default value = None)
value – Default value = None)
size – (Default value = 1)
- array_to_dict(x_array)[source]¶
Split the current point into a dictionary with variables names.
- Parameters
x_array – x array to be converted to a dict of array
- check_membership(x_vect, variables_names=None)[source]¶
Checks whether the input variables satisfy the design space requirements.
- Parameters
x_vect (dict or array) – design variables
variables_names – names of the variables to be checked
- dict_to_array(x_dict, all_vars=True, all_var_list=None)[source]¶
Aggregate a point as dictionary into array.
- Parameters
x_dict – point as dictionary
all_vars – if True, all variables shall be in x_dict
all_var_list – list of whole set of variables, if None, use self.variables_names
- export_hdf(file_path, append=False)[source]¶
Export to hdf file.
- Parameters
file_path – path to file to write
append – if True, appends the data in the file
- export_to_txt(output_file, fields=None, header_char='', **table_options)[source]¶
Exports the design space to a text file.
- Parameters
output_file – output file path
fields – list of fields to export, by default all
- extend(other)[source]¶
Extend the design space with another design space.
- Parameters
other (DesignSpace) – design space to be appended
- filter(keep_variables, copy=False)[source]¶
Filter the design space to keep a sublist of variables.
- Parameters
keep_variables (str of list(str)) – the list of variables to keep
copy (bool) – if True then a copy of the design space is filtered, otherwise the design space itself is filtered
- Returns
the filtered design space (or a copy)
- Return type
- filter_dim(variable, keep_dimensions)[source]¶
Filters the design space to keep a sublist of dimensions for a given variable.
- Parameters
variable – the variable
keep_dimensions – the list of dimension to keep
- get_active_bounds(x_vec=None, tol=1e-08)[source]¶
Determine which bound constraints of the current point are active.
- Parameters
x_vec – the point at which we check the bounds
tol – tolerance of comparison of a scalar with a bound (Default value = 1e-8)
- get_current_x(variables_names=None)[source]¶
Gets the current point in the design space.
- Parameters
variables_names (list(str)) – names of the required variables, optional
- Returns
the x vector as array
- Return type
ndarray
- get_current_x_dict()[source]¶
Get the current point in the design space.
- Returns
the x vector as a dict, keys are the variable names values are the variable vales as np array
- get_current_x_normalized()[source]¶
Returns the current point normalized.
- Returns
the x vector as array normalized by the bounds
- get_indexed_var_name(variable_name)[source]¶
Return a list of the variables names with their indices such as.
[x!0,x!1,y,z!0,z!1]
- Parameters
variable_name (str) – name of the variable
- Returns
names of the variable components
- Return type
list(str)
- get_indexed_variables_names()[source]¶
Return a list of the variables names with their indices such as.
[x!0,x!1,y,z!0,z!1]
- Returns
names of all the variables components
- Return type
list(str)
- get_lower_bound(name)[source]¶
Gets the lower bound of a variable.
- Parameters
name – variable name
- Returns
variable lower bound (possibly infinite)
- get_lower_bounds(variables_names=None)[source]¶
Generates an array of the variables’ lower bounds.
- Parameters
variables_names – names of the variables of which the lower bounds are required
- get_pretty_table(fields=None)[source]¶
Builds a PrettyTable object from the design space data.
- Parameters
fields – list of fields to export, by default all
- Returns
the pretty table object
- get_size(name)[source]¶
Get the size of a variable Return None if the variable is not known.
- Parameters
name – name of the variable
- get_type(name)[source]¶
Get the type of a variable Return None if the variable is not known.
- Parameters
name – name of the variable
- get_upper_bound(name)[source]¶
Gets the upper bound of a variable.
- Parameters
name – variable name
- Returns
variable upper bound (possibly infinite)
- get_upper_bounds(variables_names=None)[source]¶
Generates an array of the variables’ upper bounds.
- Parameters
variables_names – names of the variables of which the upper bounds are required
- get_variables_indexes(variables_names)[source]¶
Return the indexes of a design array corresponding to the variables names.
- Parameters
variables_names (list(str)) – names of the variables
- Returns
indexes of a design array corresponding to the variables names
- Return type
ndarray
- normalize_vect(x_vect, minus_lb=True)[source]¶
Normalizes a vector of the design space. Unbounded variables are not normalized.
- Parameters
x_vect (ndarray) – design variables
minus_lb – if True, remove lower bounds at normalization
- Returns
normalized vector
- project_into_bounds(x_c, normalized=False)[source]¶
Projects x_c onto the bounds, using a simple coordinate wise approach.
- Parameters
normalized (bool) – if True then the vector is assumed to be normalized
x_c – x vector (np array)
- Returns
projected x_c
- static read_from_txt(input_file, header=None)[source]¶
Parses a csv file to read the DesignSpace.
- Parameters
input_file – returns: s: the design space
header – fields list, or by default, read in the file
- Returns
the design space
- remove_variable(name)[source]¶
Remove a variable (and bounds and types) from the design space.
- Parameters
name – name of the variable to remove
- round_vect(x_vect)[source]¶
Rounds the vector where variables are of integer type.
- Parameters
x_vect – design variables to round
- set_current_variable(name, current_value)[source]¶
Set the current value of a single variable.
- Parameters
name – name of the variable
current_value – current value of the variable
- set_current_x(current_x)[source]¶
Set the current point.
- Parameters
current_x – the current design vector
- set_lower_bound(name, lower_bound)[source]¶
Set a new lower bound for variable name.
- Parameters
name – name of the variable
lower_bound – lower bound
- set_upper_bound(name, upper_bound)[source]¶
Set a new upper bound for variable name.
- Parameters
name – name of the variable
upper_bound – upper bound
- unnormalize_vect(x_vect, minus_lb=True, no_check=False)[source]¶
Unnormalizes a normalized vector of the design space.
- Parameters
x_vect (ndarray) – design variables
minus_lb – if True, remove lower bounds at normalization
no_check – if True, don’t check that values are in [0,1]
- Returns
normalized vector