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The DTLZ Problem Library

To facilitate testing and comparison with other methods, we provide built-in implementations of the DTLZ problems as ParMOO Simulations and Objectives (with gradients defined).

from parmoo.simulations import dtlz
from parmoo.objectives import dtlz

DTLZ Problems as Simulations

.. automodule:: simulations.dtlz

.. autoclass:: g1_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: g2_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: g3_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: g4_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: dtlz1_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: dtlz2_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: dtlz3_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: dtlz4_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: dtlz5_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: dtlz6_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: dtlz7_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: dtlz8_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: dtlz9_sim
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autofunction:: __check_optionals__

DTLZ Problems as Objectives

.. automodule:: objectives.dtlz

.. autoclass:: dtlz1_obj
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: dtlz2_obj
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: dtlz3_obj
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__


.. autoclass:: dtlz4_obj
   :member-order: bysource
   :members:

   .. automethod:: __init__
   .. automethod:: __call__