mujoco / data /doc /programming /modeledit.rst
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Model Editing
-------------
.. admonition:: New API
:class: note
The API described below is new but feature complete. It is recommended for general use, but latent bugs are still
possible. Please report any issues on GitHub.
As of MuJoCo 3.2.0, it is possible to create and modify models using the :ref:`mjSpec` struct and related API.
This datastructure is in one-to-one correspondence with MJCF and indeed, MuJoCo's own XML parsers (both MJCF and URDF)
use this API when loading a model.
.. _meOverview:
Overview
~~~~~~~~
The new API augments the traditional workflow of creating and editing models using XML files, breaking up the *parse* and
*compile* steps. As summarized in the :ref:`Overview chapter<Instance>`, the traditional workflow is:
1. Create an XML model description file (MJCF or URDF) and associated assets. |br|
2. Call :ref:`mj_loadXML`, obtain an mjModel instance.
The new workflow using :ref:`mjSpec` is:
1. :ref:`Create<mj_makeSpec>` an empty mjSpec or :ref:`parse<mj_parseXML>` an existing XML file.
2. Programmatically edit the mjSpec datastructure by adding, modifying and removing elements.
3. :ref:`Compile<mj_compile>` the mjSpec to an mjModel instance.
After compilation, the mjSpec remains editable, so steps 2 and 3 are interchangeable.
.. _meUsage:
Usage
~~~~~
Here we describe the C API for procedural model editing, but it is also exposed in the :ref:`Python
bindings<PyModelEdit>`. Advanced users can refer to `user_api_test.cc
<https://github.com/google-deepmind/mujoco/blob/main/test/user/user_api_test.cc>`__ and the MJCF parser in
`xml_native_reader.cc <https://github.com/google-deepmind/mujoco/blob/main/src/xml/xml_native_reader.cc>`__ for more
usage examples. After creating a new :ref:`mjSpec` or parsing an existing XML file to an :ref:`mjSpec`, procedural
editing corresponds to setting attributes. For example, in order to change the timestep, one can do:
.. code-block:: C
mjSpec* spec = mj_makeSpec();
spec->opt.timestep = 0.01;
...
mjModel* model = mj_compile(spec, NULL);
Attributes which have variable length are C++ vectors and strings, :ref:`exposed to C as opaque types<ArrayHandles>`.
In C one uses the provided :ref:`getters<AttributeGetters>` and :ref:`setters<AttributeSetters>`:
.. code-block:: C
mjs_setString(model->modelname, "my_model");
In C++, one can use vectors and strings directly:
.. code-block:: C++
std::string modelname = "my_model";
*spec->modelname = modelname;
Loading a spec from XML can be done as follows:
.. code-block:: C
std::array<char, 1000> error;
mjSpec* s = mj_parseXML(filename, vfs, error.data(), error.size());
.. _meMjsElements:
Model elements
^^^^^^^^^^^^^^
Model elements corresponding to MJCF are exposed to the user as C structs with the ``mjs`` prefix, the definitions are
listed under the :ref:`Model Editing<tySpecStructure>` section of the struct reference. For example, an MJCF
:ref:`geom<body-geom>` corresponds to an :ref:`mjsGeom`.
Global defaults for all elements are set by :ref:`initializers<ElementInitialization>` like :ref:`mjs_defaultGeom`.
These functions are defined in `user_init.c
<https://github.com/google-deepmind/mujoco/blob/main/src/user/user_init.c>`__ and are the source of truth for all
default values.
Elements cannot be created directly; they are returned to the user by the corresponding constructor function, e.g.
:ref:`mjs_addGeom`. For example, to add a box geom to the world body, one would do
.. code-block:: C
mjSpec* spec = mj_makeSpec(); // make an empty spec
mjsBody* world = mjs_findBody(spec, "world"); // find the world body
mjsGeom* my_geom = mjs_addGeom(world, NULL); // add a geom to the world
my_geom->type = mjGEOM_BOX; // set geom type
my_geom->size[0] = my_geom->size[1] = my_geom->size[2] = 0.5; // set box size
mjModel* model = mj_compile(spec, NULL); // compile to mjModel
...
mj_deleteModel(model); // free model
mj_deleteSpec(spec); // free spec
The ``NULL`` second argument to :ref:`mjs_addGeom` is the optional default class pointer. When using defaults
procedurally, default classes are passed in explicitly to element constructors. The global defaults of all elements
(used when no default class is passed in) can be inspected in
`user_init.c <https://github.com/google-deepmind/mujoco/blob/main/src/user/user_init.c>`__.
.. _meMemory:
Memory management
^^^^^^^^^^^^^^^^^
As seen in the examples above, model elements are never allocated by the user directly, but rather returned by a
constructor. The library takes ownership of all elements and frees them when the parent :ref:`mjSpec` is deleted using
:ref:`mj_deleteSpec`. The user is only responsible for freeing :ref:`mjSpec` structs.
.. _meAttachment:
Attachment
^^^^^^^^^^
This framework introduces a powerful new feature: attaching and deleting model subtrees. This feature is already used to
power the :ref:`attach<body-attach>` an :ref:`replicate<replicate>` meta-elements in MJCF. Attachment allows the user to
move or copy a subtree from one model into another, while also copying or moving related referenced assets and
referencing elements from outside the kinematic tree (e.g., actuators and sensors). Similarly, deleting a subtree will
remove all associated elements from the model. The default behavior ("shallow copy") is to move the child into the
parent while attaching, so subsequent changes to the child will also change the parent. Alternatively, the user can
choose to make an entirely new copy during attach using :ref:`mjs_setDeepCopy`. This flag is temporarily set to true
while parsing XMLs. It is possible to :ref:`attach a body to a frame<mjs_attach>`:
.. code-block:: C
mjSpec* parent = mj_makeSpec();
mjSpec* child = mj_makeSpec();
parent->compiler.degree = 0;
child->compiler.degree = 1;
mjsElement* frame = mjs_addFrame(mjs_findBody(parent, "world"), NULL)->element;
mjsElement* body = mjs_addBody(mjs_findBody(child, "world"), NULL)->element;
mjsBody* attached_body_1 = mjs_asBody(mjs_attach(frame, body, "attached-", "-1"));
or :ref:`attach a body to a site<mjs_attach>`:
.. code-block:: C
mjSpec* parent = mj_makeSpec();
mjSpec* child = mj_makeSpec();
mjsElement* site = mjs_addSite(mjs_findBody(parent, "world"), NULL)->element;
mjsElement* body = mjs_addBody(mjs_findBody(child, "world"), NULL)->element;
mjsBody* attached_body_2 = mjs_asBody(mjs_attach(site, body, "attached-", "-2"));
or :ref:`attach a frame to a body<mjs_attach>`:
.. code-block:: C
mjSpec* parent = mj_makeSpec();
mjSpec* child = mj_makeSpec();
mjsElement* body = mjs_addBody(mjs_findBody(parent, "world"), NULL)->element;
mjsElement* frame = mjs_addFrame(mjs_findBody(child, "world"), NULL)->element;
mjsFrame* attached_frame = mjs_asFrame(mjs_attach(body, frame, "attached-", "-1"));
Note that in the above examples, the parent and child models have different values for ``compiler.degree``,
corresponding to the :ref:`compiler/angle<compiler-angle>` attribute, specifying the units in which angles are
interperted. Compiler flags are carried over during attachment, so the child model will be compiled using the child
flags, while the parent will be compiled using the parent flags.
Note also that once a child is attached by reference to a parent, the child cannot be compiled on its own.
.. _meDefault:
Default classes
^^^^^^^^^^^^^^^
Default classes are fully supported in the new API, however using them requires an understanding of how defaults
are implemented. As explained in the :ref:`Default settings <CDefault>` section, default classes are first loaded as a
tree of dummy elements, which are then used to initialize elements which reference them. When editing models with
defaults, this initialization is explicit:
.. code-block:: C
mjSpec* spec = mj_makeSpec();
mjsDefault* main = mjs_getSpecDefault(spec);
main->geom.type = mjGEOM_BOX;
mjsGeom* geom = mjs_addGeom(mjs_findBody(spec, "world"), main);
Importantly, changing a default class after it has been used to initialize elements will not change the properties of
already initialized elements.
.. admonition:: Possible future change
:class: note
The behaviour described above, where defaults are only applied at initialization, is a remnant of the old, XML-only
loading pipeline. A future API change could allow defaults to be changed and applied after initialization. If you
think this feature is important to you, please let us know on GitHub.
.. _meSaving:
XML saving
^^^^^^^^^^
Specs can be saved to an XML file or string using :ref:`mj_saveXML` or :ref:`mj_saveXMLString`, respectively.
Saving requires that the spec first be compiled.
Importantly, the saved XML will take into account any defined defaults. This is useful when a model has many repeated
values, for example if loaded from URDF, which does not support defaults. In such a case one can add default classes,
set the class of the relevant elements, and save; the resulting XML will use the defaults and be more human-readable.
.. _meRecompilation:
In-place recompilation
^^^^^^^^^^^^^^^^^^^^^^
Compilation with :ref:`mj_compile` can be called at any point to obtain a new mjModel instance. In contrast,
:ref:`mj_recompile` updates an existing mjModel and mjData pair in-place, while preserving the simulation state. This
allows model editing to occur **during simulation**, for example adding or removing bodies.