unisim.backend.isaacgym.backend.IsaacGymBackend¶
- class unisim.backend.isaacgym.backend.IsaacGymBackend[source]¶
Bases:
MjcfSubprocessBackendNumPy-facing
SimBackendclient for the IsaacGym worker.Methods
__init__(scene, num_envs, sim_dt, *[, ...])apply_body_force(body_ids, force[, torque])Stage a world-frame wrench for the next mapped-scene step.
Apply a scheduled interval randomization plan.
bind_height_scanner(*, hfield_geom_id, ...)Create a reusable height-field scanner on the init/cold path.
bind_host_bridge_io(spec)Compile a persistent transfer plan for a declared host bridge.
bind_mocap_pose(body_name)Resolve a mocap body once; unavailable capabilities fail at binding.
bind_packed_reset(*[, device])Begin a packed transaction over the external CUDA IPC reset boundary.
bind_renderer([spacing, offset_mode, ...])Initialize the worker-side viewer and/or capture camera.
bind_sensor_data(names)Materialize a validated view over named tensor sensors.
Capture one RGB frame from the worker's camera sensor.
Release all backend-owned resources, including the worker process.
close()Shut down the worker and release shared memory.
compile_cuda_ipc_io([device])Position-target clamp per dof, from the MJCF
ctrlrangeattributes.Per-dof (kp, kd) from the MJCF
<position>actuators (pure XML).The shared position-control profile drives one actuator per DoF.
Return actuator names in control-vector order on the cold path.
get_body_id(name)Resolve one body/link name through the backend contract.
get_body_ids(names)Resolve body/link names to backend integer IDs.
get_body_ipos([env_ids])Return body center-of-mass offsets in each body's local frame, in meters.
Return the backend body-mass table.
get_body_subtree_ids(root_body_id)Return body ids in the subtree rooted at
root_body_id.get_capabilities(*[, profile])Query semantic declarations plus authoritative DR/play/variant support.
Return default joint positions in canonical non-root qpos order.
Return default geometry sizes, shape (ngeom, 3).
Return the backend/model default qpos through a stable contract.
Return the backend dof-armature table.
Return default joint damping, shape (nv,).
Return default joint friction loss, shape (nv,).
Advertise mapped-scene reset DR and interval wrenches.
get_entity_default_state(entity[, env_ids])Detached construction/keyframe defaults in selected environment order.
Return materialized physical entity names in the frozen public order.
get_entity_state(entity)Return detached root_pose/root_velocity/joint_positions/joint_velocities.
Return the owning body id for each geom.
Return per-geom contact type and affinity masks.
Return the backend geom-friction table.
get_geom_id(name)Resolve one geom name through the backend contract.
Return backend geom names in backend id order.
get_geom_size(name)Return one geom size vector in backend geom-name order.
Return default contact impedance parameters, shape (ngeom, 5).
Return default contact reference parameters, shape (ngeom, 2).
Return the backend gravity vector.
Return a detached construction/materialization configuration snapshot.
Return a zero-initialized qvel vector compatible with
set_state_tensor.get_joint_dof_indices(names)Resolve named joints to absolute qvel indices (root 6 columns first).
get_joint_dof_pos_indices(names)Resolve joint names to DoF indices in position space (qpos).
get_joint_dof_vel_indices(names)Resolve joint names to joint-section DoF indices in velocity space.
get_joint_range(*[, names])Per-joint
rangefrom the MJCF (pure XML, available pre-materialize).get_joint_state_qpos_indices(names)Resolve single-DoF joints to full
set_state_tensorqpos columns.get_joint_state_qvel_indices(names)Resolve single-DoF joints to full
set_state_tensorqvel columns.get_keyframe_qpos(name)Return the full qpos for a named keyframe, including the floating base.
get_motion_body_ids(names)Resolve body IDs used by motion datasets.
Assemble contract
[time, qpos, qvel, (mocap)?]rows in MuJoCo layout.Return the snapshot layout; unsupported scene shapes fail closed.
Return backend-native play/render capabilities.
get_playback_mocap_state([env_index])Return copied
(mocap_pos, mocap_quat)rows for detached playback.get_playback_model([env_index])Return the playback model source used by detached MuJoCo replay.
Return the synthetic raw-MJCF public tensor state widths.
get_reset_term_default(term)Return per-environment variant-assigned mapped reset defaults.
get_root_state_layout(root_body_name)Resolve one body's floating-root columns on the cold path.
Return the immutable materialized public addresses, never native handles.
Return the materialized scene path for diagnostics, when available.
Return the scene visual model file on the cold path, when available.
Return the complete public named-sensor inventory and widths.
Return the complete public named-sensor namespace.
get_sensor_view(name[, device])Return one named sensor view on the declared tensor lifecycle.
get_site_ids(names)Resolve site names to integer ID arrays.
get_site_jacobian_w(site_id, dof_indices)Compute world-frame Jacobians for one site and selected DoF columns.
get_state_views([fields, device])Return backend-owned state through the declared tensor lifecycle.
Return fail-closed tensor methods and negotiable state fields.
Declare the optional tensor lifecycle without discovering SDKs.
Return runtime-selected diagnostics for optional tensor optimizations.
Return backend-materialized terrain metadata on the cold path.
get_tracked_body_views([body_names, device])Return all tracked-body fields in one public backend read.
Spawn the worker, run the handshake, and bind shared-memory slots.
render()Draw one interactive viewer frame through the worker.
reset_entities(request)Validate the complete selected-entity request, then commit it once.
resolve_play_render_plan(*, ...)Resolve high-level playback mode into backend-owned render parameters.
run_playback(*, env, initialize, step, num_steps)Execute backend-owned playback for an env wrapper.
set_mocap_pose_tensor(body_name, ...)Write selected mocap poses through the declared tensor lifecycle.
set_physics_state(state)Restore a
get_physics_statesnapshot through the set_state path.Register an env-owned policy-control to physics-control converter.
set_state_tensor(env_indices, qpos, qvel[, ...])Set selected state through the adapter-declared tensor lifecycle.
set_state_tensor_mask(reset_mask, qpos, qvel)Commit full-width state through a backend-owned mask projection.
step_tensor(ctrl[, nsteps])Advance physics from a backend-declared accelerator control tensor.
Attributes
Coarse capability labels for clients that need a cheap feature check.
Return backend-owned model metadata; never a live physics object.
Number of actuators.
Number of joint velocity DoFs, excluding the floating base.
Number of vectorized environments.
- get_dr_capabilities()[source]¶
Advertise mapped-scene reset DR and interval wrenches.
The model-file raw-MJCF path declares only the selected-reset PD-gain bridge; mapped entity scenes declare the reset terms the worker writes and reads back natively. Per-env
gravity/dof_dampinghave no PhysX channel (sim-wide parameter, drive-only joint damping) and the multi-root scene has no singlebasetarget, so those terms stay unsupported. The host-plane sets covertorch.cpupayloads; the device plane (torch.cuda) carries the CUDA IPC PD-gain lane only.- Return type:
DomainRandomizationCapabilities
- get_reset_term_default(term)[source]¶
Return per-environment variant-assigned mapped reset defaults.
- apply_interval_randomization(plan)[source]¶
Apply a scheduled interval randomization plan.
Generic dispatch: each op yielded by
plan.iter_ops()is validated against the builtin term specs (custom terms pass through) and routed to the backend-owned handler table returned by_interval_term_handlers(). Op payloads are torch-first: Torch tensors orTensorIntervalPayloadvalues produced by the caller; host adapters convert tensors at their private boundary throughunisim.dr._host, and a missing producer-sampled payload fails closed. A term without a handler fails closed withNotImplementedErrornaming the backend class and the term. Backends that need per-plan prologue/epilogue semantics (for example clearing staged external forces before the ops accumulate) keep a thin override that calls this base implementation.- Parameters:
plan (
IntervalRandomizationPlan)- Return type:
- apply_body_force(body_ids, force, torque=None)[source]¶
Stage a world-frame wrench for the next mapped-scene step.
The force acts at each target body’s center of mass and the optional torque is about that center. Repeated submissions accumulate until the next successful step consumes them.
- get_playback_model(env_index=None)[source]¶
Return the playback model source used by detached MuJoCo replay.
Whole-MJCF (raw) scenes replay through their construction source and mapped entity scenes through the composed MJCF; fixed-variant scenes follow the Drake contract — an explicit
env_indexis required and the row’s assigned variant source is returned.
- get_play_capabilities()[source]¶
Return backend-native play/render capabilities.
- Return type:
PlayCapabilities
- get_physics_state_layout()[source]¶
Return the snapshot layout; unsupported scene shapes fail closed.
- Return type:
PhysicsStateLayout
- get_physics_state()[source]¶
Assemble contract
[time, qpos, qvel, (mocap)?]rows in MuJoCo layout.The worker owns the physics state; one
GET_PHYSICS_STATErequest returns the canonical[qpos, qvel, (mocap_pos, mocap_quat)?]block for every environment in a single reply frame (no out-of-band channel and no per-env round trips). The leading time column is the host-side per-env accumulator because the worker protocol carries no simulation clock.- Return type:
- get_playback_mocap_state(env_index=0)[source]¶
Return copied
(mocap_pos, mocap_quat)rows for detached playback.
- reset_entities(request)[source]¶
Validate the complete selected-entity request, then commit it once.
Validation failure leaves all state unchanged. A native partial commit failure must fault the backend unless the adapter can actually roll back. Unselected entities/environments and fixed identity remain unchanged.
- Parameters:
request (
SceneResetRequest)- Return type:
- get_tensor_execution()[source]¶
Declare the optional tensor lifecycle without discovering SDKs.
- Return type:
TensorExecution
- get_tensor_capabilities()[source]¶
Return fail-closed tensor methods and negotiable state fields.
- Return type:
TensorLifecycleCapabilities
- get_state_views(fields=None, device=None)[source]¶
Return backend-owned state through the declared tensor lifecycle.
Tensor views are Torch tensors. Returned values are logically read-only and mutation is undefined.
DEVICE_RESIDENTadapters return stable live views on the backend’s exact accelerator device;device=Noneselects that device and any other device is rejected.HOST_BRIDGEadapters return explicit copies from authoritative host state;device=Noneselects host CPU and callers pass an explicit accelerator device for H2D copies. Unlike the removed 1.x NumPy snapshot API, successful tensor adapters do not return NumPy arrays. Consume the declared tensor execution mode rather than probing the array implementation.
- get_public_state_widths()[source]¶
Return the synthetic raw-MJCF public tensor state widths.
- Return type:
PublicStateWidths
- get_sensor_view(name, device=None)[source]¶
Return one named sensor view on the declared tensor lifecycle.
- step_tensor(ctrl, nsteps=1)[source]¶
Advance physics from a backend-declared accelerator control tensor.
ctrlis a contiguous float32 Torch tensor with shape(num_envs, num_actuators), lives on the adapter-required device, and must be finite. The method consumes it before synchronizing and returning.
- set_state_tensor(env_indices, qpos, qvel, randomization=None)[source]¶
Set selected state through the adapter-declared tensor lifecycle.
env_indicesis a contiguous one-dimensional int64 Torch tensor with unique values in[0, num_envs);qposandqvelare contiguous float32 tensors with shapes(len(env_indices), nq)and(len(env_indices), nv). All three share one adapter-accepted device and must be finite. Adapters may use a bounded synchronization for fail-closed row validation.DEVICE_RESIDENTadapters otherwise avoid a host detour;HOST_BRIDGEadapters make their explicit accelerator-to-host boundary measurable before CPU state is updated. Inputs are consumed before return.randomizationis the unified torch-firstTensorResetRandomizationPayload: every populated field is a dense selected-row Torch tensor table. Tensors ontorch.cpuform the host plane, checked againstDomainRandomizationCapabilities.supported_reset_terms; tensors on any other device form the device plane, checked againstsupported_device_reset_terms(empty by default, so undeclared device support fails closed naming the term). Non-delta terms hold final absolute values applied as selected-row in-place scatters;base_mass_deltaandbase_com_offsethold deltas merged with the adapter baseline. Host adapters convert tensors at their private NumPy boundary throughunisim.dr._host.
- set_state_tensor_mask(reset_mask, qpos, qvel, randomization=None, *, full_refresh=False)[source]¶
Commit full-width state through a backend-owned mask projection.
- bind_packed_reset(*, device=None)[source]¶
Begin a packed transaction over the external CUDA IPC reset boundary.
- bind_height_scanner(*, hfield_geom_id, offsets, frame_body_id, alignment='yaw', output='height')¶
Create a reusable height-field scanner on the init/cold path.
Backends that support height-field terrain scan must override this method.
- bind_host_bridge_io(spec)¶
Compile a persistent transfer plan for a declared host bridge.
- Parameters:
spec (
TensorIOSpec)- Return type:
HostBridgeTransferPlan
- bind_mocap_pose(body_name)¶
Resolve a mocap body once; unavailable capabilities fail at binding.
- Parameters:
body_name (
str)- Return type:
MocapPoseBinding
- bind_renderer(spacing=1.0, *, offset_mode='grid', headless=False, capture=False, width=1280, height=720, camera_kwargs=None)¶
Initialize the worker-side viewer and/or capture camera.
spacing/offset_modeare accepted for contract parity and ignored: envs are already laid out on the worker sim’s grid.
- bind_sensor_data(names)¶
Materialize a validated view over named tensor sensors.
This cold-path binding records the flattened public view width and delegates execution to the backend-owned tensor sensor reader. It never falls back to a NumPy named-sensor getter.
- property capability_flags¶
Coarse capability labels for clients that need a cheap feature check.
The detailed contract is expressed by the methods on this class. The labels remain useful for benchmark/conformance metadata and are derived from the mandatory lifecycle methods rather than maintained separately by every adapter.
- cleanup_scene_assets()¶
Release all backend-owned resources, including the worker process.
NpEnv.close()deliberately depends on the basecleanup_scene_assetshook rather than a backend-specificclosemethod. A subprocess backend must therefore bridge that lifecycle hook explicitly; otherwise closing a manager environment would leave the Python 3.8/3.11 worker and its shared-memory segments alive until interpreter teardown.- Return type:
- get_actuator_ctrl_range()¶
Position-target clamp per dof, from the MJCF
ctrlrangeattributes.Pure XML metadata (available pre-materialize). Undeclared ctrlranges report
(0, 0), matching the MuJoCo backend which returns the rawactuator_ctrlrange(ctrllimited=false→0 0).- Return type:
- get_actuator_gains()¶
Per-dof (kp, kd) from the MJCF
<position>actuators (pure XML).Passive joints (no actuator) report zero gains. Returned in MJCF joint document order, which the INIT handshake pins to the worker’s dof order.
- get_actuator_joint_names()¶
The shared position-control profile drives one actuator per DoF.
- get_actuator_names()¶
Return actuator names in control-vector order on the cold path.
- get_body_id(name)¶
Resolve one body/link name through the backend contract.
- get_body_ids(names)¶
Resolve body/link names to backend integer IDs.
- Parameters:
- Return type:
- Returns:
int32array with shape(len(names),).- Raises:
ValueError – If any name is not found.
- get_body_ipos(env_ids=None)¶
Return body center-of-mass offsets in each body’s local frame, in meters.
body_ipos[b]is the position of bodyb’s center of mass in that body’s own local coordinate frame; it is neither an inertia tensor nor a whole-subtree COM.Without
env_idsthe canonical model default table is returned with shape(nbody, 3)in backend body-id order. It never changes with reset randomization; fixed-variant backends expose their per-environment default baselines throughget_reset_term_default()instead.With
env_idsthe current effective per-environment values are returned with shape(len(env_ids), nbody, 3), inenv_idsorder. The values reflect every reset randomization applied so far, including composition withbase_com_offset; an environment untouched by a partial reset keeps its previous values. Backends that do not track per-environment inertial offsets fail closed withNotImplementedErrorfor this form.
- get_body_subtree_ids(root_body_id)¶
Return body ids in the subtree rooted at
root_body_id.
- get_capabilities(*, profile='default')¶
Query semantic declarations plus authoritative DR/play/variant support.
This cold-path query does not discover SDKs or verify runtime behavior. Materialized configuration readback is exposed by
get_import_report.- Parameters:
profile (
str)- Return type:
CapabilityReport
- get_default_dof_pos()¶
Return default joint positions in canonical non-root qpos order.
The returned array is detached, one-dimensional, and excludes floating root coordinates. Backends whose DoF view is actuator-indexed must use that same actuator-target order here.
- Return type:
- get_default_qpos()¶
Return the backend/model default qpos through a stable contract.
- Return type:
- get_entity_default_state(entity, env_ids=None)¶
Detached construction/keyframe defaults in selected environment order.
Fields and frames match get_entity_state. Defaults follow immutable variant assignment and never reflect current reset-time randomization. This query does not reset, step or reparse the scene.
- get_entity_names()¶
Return materialized physical entity names in the frozen public order.
- get_entity_state(entity)¶
Return detached root_pose/root_velocity/joint_positions/joint_velocities.
Root fields follow EntityStatePatch’s link-origin/world-frame contract. Non-root joint fields use the frozen entity joint order and native generalized widths. Unavailable fields must fail, never return old data as if current. State freshness follows the adapter’s declared profile.
- get_geom_contact_masks()¶
Return per-geom contact type and affinity masks.
- get_geom_id(name)¶
Resolve one geom name through the backend contract.
- get_geom_size(name)¶
Return one geom size vector in backend geom-name order.
get_default_geom_sizesreturns the complete table of default sizes, while this selector resolves one geom by name.
- get_geom_solimp()¶
Return default contact impedance parameters, shape (ngeom, 5).
- Return type:
- get_geom_solref()¶
Return default contact reference parameters, shape (ngeom, 2).
- Return type:
- get_import_report()¶
Return a detached construction/materialization configuration snapshot.
This cached report never parses assets, starts workers, or reflects reset-time randomization. Use current-property queries for live values.
- Return type:
ImportReport
- get_init_qvel()¶
Return a zero-initialized qvel vector compatible with
set_state_tensor.- Return type:
- Returns:
Zero-filled qvel array.
- get_joint_dof_indices(names)¶
Resolve named joints to absolute qvel indices (root 6 columns first).
- get_joint_dof_pos_indices(names)¶
Resolve joint names to DoF indices in position space (qpos).
Only single-DoF joints are supported; free joints are excluded.
- get_joint_dof_vel_indices(names)¶
Resolve joint names to joint-section DoF indices in velocity space.
Unlike
get_joint_dof_indices(), the returned indices exclude any root/free-joint velocity columns. They address the same joint section used byget_joint_dof_pos_indices().
- get_joint_range(*, names=None)¶
Per-joint
rangefrom the MJCF (pure XML, available pre-materialize).The XML is the cross-runtime source of truth for this contract. Joints without a
rangeattribute report(-inf, inf).
- get_joint_state_qpos_indices(names)¶
Resolve single-DoF joints to full
set_state_tensorqpos columns.Unlike
get_joint_dof_pos_indices(), these indices address the complete qpos vector accepted byset_state_tensor(), including any root coordinates. Manager reset transactions resolve them on the cold path.
- get_joint_state_qvel_indices(names)¶
Resolve single-DoF joints to full
set_state_tensorqvel columns.
- get_keyframe_qpos(name)¶
Return the full qpos for a named keyframe, including the floating base.
- get_motion_body_ids(names)¶
Resolve body IDs used by motion datasets.
Motion datasets are generated from MuJoCo, so the returned ids follow the MJCF body order with
worldbodyas id 0, regardless of the backend-native indexing used byget_body_ids.
- get_root_state_layout(root_body_name)¶
Resolve one body’s floating-root columns on the cold path.
Backends must verify that
root_body_nameowns a free/floating joint; fixed bodies and runtimes without body-to-root metadata fail closed. Name/model lookup is forbidden on reset and step hot paths, so callers cache either the returned layout or the unsupported result during scene materialization.- Parameters:
root_body_name (
str)- Return type:
RootStateLayout
- get_scene_layout()¶
Return the immutable materialized public addresses, never native handles.
- Return type:
CompiledSceneLayout
- get_scene_model_file()¶
Return the materialized scene path for diagnostics, when available.
- get_scene_visual_model_file()¶
Return the scene visual model file on the cold path, when available.
Backends without a separate visual scene model return
None.
- get_sensor_inventory()¶
Return the complete public named-sensor inventory and widths.
- get_site_ids(names)¶
Resolve site names to integer ID arrays.
- get_site_jacobian_w(site_id, dof_indices)¶
Compute world-frame Jacobians for one site and selected DoF columns.
- get_tensor_runtime_diagnostics()¶
Return runtime-selected diagnostics for optional tensor optimizations.
Unlike capability negotiation, these values describe actual cold-path initialization results and may change when a backend falls back or closes. The default empty mapping means the backend declares no optional tensor-runtime optimization.
- get_terrain_spawn_data()¶
Return backend-materialized terrain metadata on the cold path.
Backends without generated terrain support return
None. Callers should resolve this once during env initialization and cache the returned height-sampling callable for reset/reward hot paths.- Return type:
TerrainSpawnData|None
- get_tracked_body_views(body_names=None, device=None)¶
Return all tracked-body fields in one public backend read.
body_namesselects and orders the returned body axis.Nonerequests every tracked body in backend insertion order. This aggregate contract avoids one Python projection boundary per body/field sensor.
- materialize()¶
Spawn the worker, run the handshake, and bind shared-memory slots.
Idempotent. Called lazily by the first state/metadata access, so env constructors that read shapes before the explicit lifecycle point work like they do on the MuJoCo backend. A closed backend cannot be materialized again.
- Return type:
- property model: SubprocessModelInfo¶
Return backend-owned model metadata; never a live physics object.
- resolve_play_render_plan(*, play_render_mode, play_steps, output_video)¶
Resolve high-level playback mode into backend-owned render parameters.
- run_playback(*, env, initialize, step, num_steps, output_video=None, render_spacing=None, render_offset_mode=None, headless=None, record_video=None, frame_state_getter=None, camera_kwargs=None, debug_overlay_getter=None, on_frame=None)¶
Execute backend-owned playback for an env wrapper.
camera_kwargsis normalized intoCameraCfgat this boundary; unknown mapping keys fail closed with an error naming them.debug_overlay_getteris an optional per-frame callback returning a sequence with one entry per environment (len == num_envs); each entry is that env’s sequence ofDebugPrimitive(Noneor empty marks an env without overlay) and returningNonedisables overlays for the frame. Primitive poses are env-local; the renderer applies grid offsets when composing multiple envs. Backends whoseget_play_capabilities().supports_debug_overlayis False fail closed withNotImplementedErrorwhen this is notNone. On the interactive rendering path only backends whosesupports_interactive_debug_overlayis True consume it; the others fail closed withNotImplementedError.on_frameis an optional per-frame video hook called by offline render pipelines before encoding: it receives(frame_index, frame)with the frame an(H, W, 3)uint8 array, and returns a replacement frame of the same shape/dtype orNoneto keep the original. Backends rendering through a native (non-offline) renderer fail closed withNotImplementedErrorwhen this is notNone.Known boundary:
envis the owning env wrapper, not a physics-layer concept. Current playback implementations read env-level configuration (e.g.cfg.scene,cfg.ctrl_dt,cfg.render_spacing) and env-owned playback helpers (get_playback_model,get_physics_state_snapshot) that have no backend-native equivalent yet. The parameter stays on this contract until playback asset/config resolution moves onto backend-owned metadata; backends must only use it on the cold playback path.
- set_mocap_pose_tensor(body_name, env_indices, poses)¶
Write selected mocap poses through the declared tensor lifecycle.
- set_pre_step_control(fn)¶
Register an env-owned policy-control to physics-control converter.
The callback receives
(backend, ctrl)so owner code can read the backend’s freshly-updated sensor contract before every physics substep. It must return either backend-native actuator control with the same shape, or aPreStepControlOutputcarrying that control plus an optional per-substep body wrench. A returned wrench is recomposed from scratch every substep and cleared when thestep()call finishes. Position-actuator envs leave this unset and keep the direct control path.
- backend_type: str¶