b362cb4972
This change also requires user scripts to explicitly synchronize changes to physics state to the viewer. The Simulate class was reconfigured so that certain UI events are handled during this sync operation, outside of the render loop on the main thread. These correspond to operations that require access to the full mjModel/mjData. To support other, more interactive operations (e.g. camera movements), a new mjvSceneState struct is introduced which captures only the portion of the physics state required for scene re-rendering. The mjvSceneState is updated from mjModel/mjData during the viewer sync operation, and is significantly cheaper than a full mj_copyModel and mj_copyData. Fixes https://github.com/deepmind/mujoco/issues/796 PiperOrigin-RevId: 525723636 Change-Id: Id08d0210a2c067d5afe85e2bf104f276aeddd75e
407 lines
12 KiB
Python
407 lines
12 KiB
Python
# Copyright 2022 DeepMind Technologies Limited
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# ==============================================================================
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"""Interactive GUI viewer for MuJoCo."""
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import abc
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import atexit
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import contextlib
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import math
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import os
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import queue
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import sys
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import threading
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import time
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from typing import Callable, Optional, Tuple, Union
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import weakref
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import glfw
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import mujoco
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from mujoco import _simulate
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import numpy as np
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if not glfw._glfw: # pylint: disable=protected-access
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raise RuntimeError('GLFW dynamic library handle is not available')
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else:
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_simulate.set_glfw_dlhandle(glfw._glfw._handle) # pylint: disable=protected-access
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# Logarithmically spaced realtime slow-down coefficients (percent).
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PERCENT_REALTIME = (
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100, 80, 66, 50, 40, 33, 25, 20, 16, 13,
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10, 8, 6.6, 5, 4, 3.3, 2.5, 2, 1.6, 1.3,
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1, 0.8, 0.66, 0.5, 0.4, 0.33, 0.25, 0.2, 0.16, 0.13,
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0.1
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)
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# Maximum time mis-alignment before re-sync.
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MAX_SYNC_MISALIGN = 0.1
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# Fraction of refresh available for simulation.
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SIM_REFRESH_FRACTION = 0.7
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CallbackType = Callable[[mujoco.MjModel, mujoco.MjData], None]
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LoaderType = Callable[[], Tuple[mujoco.MjModel, mujoco.MjData]]
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# Loader function that also returns a file path for the GUI to display.
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_LoaderWithPathType = Callable[[], Tuple[mujoco.MjModel, mujoco.MjData, str]]
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_InternalLoaderType = Union[LoaderType, _LoaderWithPathType]
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_Simulate = _simulate.Simulate
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class Handle:
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"""A handle for interacting with a MuJoCo viewer."""
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def __init__(
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self,
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sim: _Simulate,
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scn: mujoco.MjvScene,
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cam: mujoco.MjvCamera,
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opt: mujoco.MjvOption,
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pert: mujoco.MjvPerturb,
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):
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self._sim = weakref.ref(sim)
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self._scn = scn
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self._cam = cam
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self._opt = opt
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self._pert = pert
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@property
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def scn(self):
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return self._scn
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@property
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def cam(self):
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return self._cam
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@property
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def opt(self):
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return self._opt
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@property
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def perturb(self):
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return self._pert
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def close(self):
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sim = self._sim()
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if sim is not None:
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sim.exitrequest = 1
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def is_running(self) -> bool:
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sim = self._sim()
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if sim is not None:
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return sim.exitrequest < 2
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return False
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def lock(self):
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sim = self._sim()
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if sim is not None:
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return sim.lock()
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return contextlib.nullcontext()
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def sync(self):
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sim = self._sim()
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if sim is not None:
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with sim.lock():
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sim.sync()
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def __enter__(self):
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return self
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def __exit__(self, exc_type, exc_val, exc_tb):
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self.close()
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# Abstract base dispatcher class for systems that require UI calls to be made
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# on a specific thread (e.g. macOS). This is subclassed by system-specific
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# Python launcher (mjpython) to implement the required dispatching mechanism.
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class _MjPythonBase(metaclass=abc.ABCMeta):
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def launch_on_ui_thread(self, model: mujoco.MjModel, data: mujoco.MjData):
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pass
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# When running under mjpython, the launcher initializes this object.
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_MJPYTHON: Optional[_MjPythonBase] = None
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def _file_loader(path: str) -> _LoaderWithPathType:
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"""Loads an MJCF model from file path."""
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def load(path=path) -> Tuple[mujoco.MjModel, mujoco.MjData, str]:
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m = mujoco.MjModel.from_xml_path(path)
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d = mujoco.MjData(m)
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return m, d, path
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return load
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def _reload(
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simulate: _Simulate, loader: _InternalLoaderType,
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notify_loaded: Optional[Callable[[], None]] = None
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) -> Optional[Tuple[mujoco.MjModel, mujoco.MjData]]:
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"""Internal function for reloading a model in the viewer."""
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try:
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load_tuple = loader()
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except Exception as e: # pylint: disable=broad-except
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simulate.load_error = str(e)
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else:
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m, d = load_tuple[:2]
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# If the loader does not raise an exception then we assume that it
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# successfully created mjModel and mjData. This is specified in the type
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# annotation, but we perform a runtime assertion here as well to prevent
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# possible segmentation faults.
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assert m is not None and d is not None
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path = load_tuple[2] if len(load_tuple) == 3 else ''
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simulate.load(m, d, path)
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if notify_loaded:
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notify_loaded()
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return m, d
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def _physics_loop(simulate: _Simulate, loader: Optional[_InternalLoaderType]):
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"""Physics loop for the GUI, to be run in a separate thread."""
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m: mujoco.MjModel = None
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d: mujoco.MjData = None
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ctrl_noise = np.array([])
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reload = True
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# CPU-sim synchronization point.
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synccpu = 0.0
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syncsim = 0.0
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# Run until asked to exit.
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while not simulate.exitrequest:
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if simulate.droploadrequest:
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simulate.droploadrequest = 0
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loader = _file_loader(simulate.dropfilename)
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reload = True
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if simulate.uiloadrequest:
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simulate.uiloadrequest_decrement()
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reload = True
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if reload and loader is not None:
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result = _reload(simulate, loader)
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if result is not None:
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m, d = result
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ctrl_noise = np.zeros((m.nu,))
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reload = False
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# Sleep for 1 ms or yield, to let main thread run.
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if simulate.run != 0 and simulate.busywait != 0:
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time.sleep(0)
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else:
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time.sleep(0.001)
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with simulate.lock():
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if m is not None:
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assert d is not None
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if simulate.run:
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# Record CPU time at start of iteration.
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startcpu = glfw.get_time()
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elapsedcpu = startcpu - synccpu
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elapsedsim = d.time - syncsim
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# Inject noise.
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if simulate.ctrl_noise_std != 0.0:
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# Convert rate and scale to discrete time (Ornstein–Uhlenbeck).
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rate = math.exp(-m.opt.timestep /
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max(simulate.ctrl_noise_rate, mujoco.mjMINVAL))
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scale = simulate.ctrl_noise_std * math.sqrt(1 - rate * rate)
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for i in range(m.nu):
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# Update noise.
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ctrl_noise[i] = (rate * ctrl_noise[i] +
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scale * mujoco.mju_standardNormal(None))
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# Apply noise.
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d.ctrl[i] = ctrl_noise[i]
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# Requested slow-down factor.
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slowdown = 100 / PERCENT_REALTIME[simulate.real_time_index]
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# Misalignment: distance from target sim time > MAX_SYNC_MISALIGN.
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misaligned = abs(elapsedcpu / slowdown -
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elapsedsim) > MAX_SYNC_MISALIGN
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# Out-of-sync (for any reason): reset sync times, step.
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if (elapsedsim < 0 or elapsedcpu < 0 or synccpu == 0 or misaligned or
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simulate.speed_changed):
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# Re-sync.
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synccpu = startcpu
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syncsim = d.time
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simulate.speed_changed = False
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# Run single step, let next iteration deal with timing.
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mujoco.mj_step(m, d)
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# In-sync: step until ahead of cpu.
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else:
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measured = False
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prevsim = d.time
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refreshtime = SIM_REFRESH_FRACTION / simulate.refresh_rate
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# Step while sim lags behind CPU and within refreshtime.
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while (((d.time - syncsim) * slowdown <
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(glfw.get_time() - synccpu)) and
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((glfw.get_time() - startcpu) < refreshtime)):
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# Measure slowdown before first step.
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if not measured and elapsedsim:
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simulate.measured_slowdown = elapsedcpu / elapsedsim
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measured = True
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# Call mj_step.
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mujoco.mj_step(m, d)
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# Break if reset.
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if d.time < prevsim:
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break
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else: # simulate.run is False: GUI is paused.
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# Run mj_forward, to update rendering and joint sliders.
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mujoco.mj_forward(m, d)
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def _launch_internal(
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model: Optional[mujoco.MjModel] = None,
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data: Optional[mujoco.MjData] = None,
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*,
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run_physics_thread: bool,
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loader: Optional[_InternalLoaderType] = None,
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handle_return: Optional['queue.Queue[Handle]'] = None,
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) -> None:
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"""Internal API, so that the public API has more readable type annotations."""
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if model is None and data is not None:
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raise ValueError('mjData is specified but mjModel is not')
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elif callable(model) and data is not None:
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raise ValueError(
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'mjData should not be specified when an mjModel loader is used')
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elif loader is not None and model is not None:
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raise ValueError('model and loader are both specified')
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elif run_physics_thread and handle_return is not None:
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raise ValueError('run_physics_thread and handle_return are both specified')
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if loader is None and model is not None:
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def _loader(m=model, d=data) -> Tuple[mujoco.MjModel, mujoco.MjData]:
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if d is None:
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d = mujoco.MjData(m)
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return m, d
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loader = _loader
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if model and not run_physics_thread:
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scn = mujoco.MjvScene(model, _Simulate.MAX_GEOM)
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else:
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scn = mujoco.MjvScene()
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cam = mujoco.MjvCamera()
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opt = mujoco.MjvOption()
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pert = mujoco.MjvPerturb()
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simulate = _Simulate(scn, cam, opt, pert, run_physics_thread)
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# Initialize GLFW if not using mjpython.
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if _MJPYTHON is None:
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if not glfw.init():
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raise mujoco.FatalError('could not initialize GLFW')
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atexit.register(glfw.terminate)
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notify_loaded = None
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if handle_return:
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notify_loaded = (
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lambda: handle_return.put_nowait(Handle(simulate, scn, cam, opt, pert)))
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side_thread = None
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if run_physics_thread:
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side_thread = threading.Thread(
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target=_physics_loop, args=(simulate, loader))
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else:
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side_thread = threading.Thread(
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target=_reload, args=(simulate, loader, notify_loaded))
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def make_exit_requester(simulate):
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def exit_requester():
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simulate.exitrequest = True
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return exit_requester
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exit_requester = make_exit_requester(simulate)
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atexit.register(exit_requester)
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side_thread.start()
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simulate.render_loop()
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atexit.unregister(exit_requester)
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side_thread.join()
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def launch(model: Optional[mujoco.MjModel] = None,
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data: Optional[mujoco.MjData] = None,
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*,
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loader: Optional[LoaderType] = None) -> None:
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"""Launches the Simulate GUI."""
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_launch_internal(
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model, data, run_physics_thread=True, loader=loader)
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def launch_from_path(path: str) -> None:
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"""Launches the Simulate GUI from file path."""
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_launch_internal(run_physics_thread=True, loader=_file_loader(path))
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def launch_passive(model: mujoco.MjModel, data: mujoco.MjData) -> None:
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"""Launches a passive Simulate GUI without blocking the running thread."""
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if not isinstance(model, mujoco.MjModel):
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raise ValueError(f'`model` is not a mujoco.MjModel: got {model!r}')
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if not isinstance(data, mujoco.MjData):
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raise ValueError(f'`data` is not a mujoco.MjData: got {data!r}')
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mujoco.mj_forward(model, data)
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handle_return = queue.Queue(1)
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if sys.platform != 'darwin':
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thread = threading.Thread(
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target=_launch_internal,
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args=(model, data),
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kwargs=dict(run_physics_thread=False, handle_return=handle_return),
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)
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thread.daemon = True
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thread.start()
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else:
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if not isinstance(_MJPYTHON, _MjPythonBase):
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raise RuntimeError(
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'`launch_passive` requires that the Python script be run under '
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'`mjpython` on macOS')
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_MJPYTHON.launch_on_ui_thread(model, data, handle_return)
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return handle_return.get()
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if __name__ == '__main__':
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from absl import app # pylint: disable=g-import-not-at-top
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from absl import flags # pylint: disable=g-import-not-at-top
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_MJCF_PATH = flags.DEFINE_string('mjcf', None, 'Path to MJCF file.')
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def main(argv) -> None:
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del argv
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if _MJCF_PATH.value is not None:
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launch_from_path(os.path.expanduser(_MJCF_PATH.value))
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else:
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launch()
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app.run(main)
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