jacobian.py#

Define the base Jacobian class.

class openmdao.jacobians.jacobian.Jacobian(system)[source]

Bases: object

Base Jacobian class.

This class provides a dictionary interface for sub-Jacobians and performs matrix-vector products when apply_linear is called.

Parameters:
systemSystem

Parent system to this jacobian.

Attributes:
_system<System>

Pointer to the system that is currently operating on this Jacobian.

_subjacs_infodict

Dictionary of the sub-Jacobian metadata keyed by absolute names.

_under_complex_stepbool

When True, this Jacobian is under complex step, using a complex jacobian.

_abs_keysdict

A cache dict for key to absolute key.

_col_var_offsetdict

Maps column name to offset into the result array.

_col_varnameslist

List of column var names.

_col2name_indndarray

Array that maps jac col index to index of column name.

__contains__(key)[source]

Return whether there is a subjac for the given promoted or relative name pair.

Parameters:
key(str, str)

Promoted or relative name pair of sub-Jacobian.

Returns:
bool

return whether sub-Jacobian has been defined.

__getitem__(key)[source]

Get sub-Jacobian.

Parameters:
key(str, str)

Promoted or relative name pair of sub-Jacobian.

Returns:
ndarray or spmatrix or list[3]

sub-Jacobian as an array, sparse mtx, or AIJ/IJ list or tuple.

__init__(system)[source]

Initialize all attributes.

__iter__()[source]

Yield next name pair of sub-Jacobian.

Yields:
str
__setitem__(key, subjac)[source]

Set sub-Jacobian.

Parameters:
key(str, str)

Promoted or relative name pair of sub-Jacobian.

subjacint or float or ndarray or sparse matrix

sub-Jacobian as a scalar, vector, array, or AIJ list or tuple.

get_metadata(key)[source]

Get metadata for the given key.

Parameters:
key(str, str)

Promoted or relative name pair of sub-Jacobian.

Returns:
dict

Metadata dict for the given key.

items()[source]

Yield name pair and value of sub-Jacobian.

Yields:
str
keys()[source]

Yield next name pair of sub-Jacobian.

Yields:
str
property msginfo

Return info to prepend to messages.

Returns:
str

Info to prepend to messages.

set_col(system, icol, column)[source]

Set a column of the jacobian.

The column is assumed to be the same size as a column of the jacobian.

This also assumes that the column does not attempt to set any nonzero values that are outside of specified sparsity patterns for any of the subjacs.

Parameters:
systemSystem

The system that owns this jacobian.

icolint

Column index.

columnndarray

Column value.

set_complex_step_mode(active)[source]

Turn on or off complex stepping mode.

When turned on, the value in each subjac is cast as complex, and when turned off, they are returned to real values.

Parameters:
activebool

Complex mode flag; set to True prior to commencing complex step.

set_dense_jac(system, jac)[source]

Assign a dense jacobian to this jacobian.

This assumes that any column does not attempt to set any nonzero values that are outside of specified sparsity patterns for any of the subjacs.

Parameters:
systemSystem

The system that owns this jacobian.

jacndarray

Dense jacobian.