Refactor Studio implot sample to use a new message passing and launch APIs
Deleted async examples since they add noise and are not particularly useful PiperOrigin-RevId: 941117641 Change-Id: I4f621801f652e0b410a7acf905cda58143dc3fb0
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@@ -1,207 +0,0 @@
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# Copyright 2026 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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# https://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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"""This script runs a simulation and viewer in separate processes communicating asynchronously.
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In this example, we will run the viewer in an independent process communicating
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via multiprocessing queues. A slider is provided to adjust the state send rate.
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You must provide a mjcf model file via the first command-line argument.
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"""
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import multiprocessing
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import os
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import sys
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import time
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from absl import app as absl_app
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from absl import flags as absl_flags
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import mujoco
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from mujoco.experimental.studio import native_viewer as _viewer
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from mujoco.experimental.studio import parser
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from mujoco.experimental.studio import sim as _sim
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from mujoco.experimental.studio import studio_app
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from mujoco.experimental.studio import ux
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from mujoco.experimental.studio import viewer_protocol as vp
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import numpy as np
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from mujoco.experimental.dear_imgui import dear_imgui as imgui
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_GFX = absl_flags.DEFINE_enum(
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'gfx', None, vp.GFX_MODES, 'Rendering graphics mode.'
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)
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_WIDTH = absl_flags.DEFINE_integer('width', 1200, 'Width of the output image.')
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_HEIGHT = absl_flags.DEFINE_integer('height', 800, 'Height of the output image')
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def view(
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sim_to_view: multiprocessing.Queue,
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view_to_sim: multiprocessing.Queue,
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) -> None:
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"""Entry-point for process that renders the simulation."""
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# Block until the first message (containing the model) arrives.
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first_msg = sim_to_view.get()
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assert (
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first_msg.model is not None
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), 'First message must contain the MuJoCo model.'
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title = os.path.basename(sys.argv[0])
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xfrc_sig = int(mujoco.mjtState.mjSTATE_XFRC_APPLIED)
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xfrc_size = mujoco.mj_stateSize(first_msg.model, xfrc_sig)
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xfrc_state = np.zeros(xfrc_size, np.float64)
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data = mujoco.MjData(first_msg.model)
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app = studio_app.StudioApp(first_msg.model, data)
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send_rate = 60.0
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config = vp.ViewerConfig(
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title=title,
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width=_WIDTH.value,
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height=_HEIGHT.value,
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gfx=_GFX.value,
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)
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viewer = _viewer.NativeViewer(config)
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while viewer.is_running() and app.is_running():
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# Drain the queue, keeping only the latest message.
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msg = None
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while not sim_to_view.empty():
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msg = sim_to_view.get()
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# Update the camera and compute the perturbation.
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app.handle_mouse_events(viewer.camera, viewer.vis_options, viewer.perturb)
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# Sync state from the backend if a new payload actually arrived.
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if msg is not None and msg.state is not None:
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mujoco.mj_setState(app.model, app.data, msg.state, msg.state_sig)
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mujoco.mj_forward(app.model, app.data)
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# Always apply the perturbation forces from the viewer.
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app.apply_perturb(viewer.perturb)
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# Transmit user interaction when we get a new state
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if msg is not None:
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mujoco.mj_getState(app.model, app.data, xfrc_state, xfrc_sig)
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view_to_sim.put(
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vp.ViewToSim(
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send_rate=send_rate, state=xfrc_state, state_sig=xfrc_sig
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)
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)
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# Build the UI.
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ux.setup_theme(app.theme)
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if imgui.Begin(
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'Settings',
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flags=int(imgui.WindowFlags.AlwaysAutoResize)
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| int(imgui.WindowFlags.NoTitleBar)
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| int(imgui.WindowFlags.NoCollapse),
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):
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imgui.PushItemWidth(200.0)
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updated, send_rate = imgui.SliderFloat(
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'Send Rate (Hz)', send_rate, 1.0, 120.0
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)
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if updated:
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view_to_sim.put(vp.ViewToSim(send_rate=send_rate))
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imgui.SetNextItemWidth(-1)
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if imgui.Button('Reset Simulation'):
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view_to_sim.put(vp.ViewToSim(reset=True, send_rate=send_rate))
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imgui.PopItemWidth()
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imgui.End()
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viewer.sync(app.model, app.data)
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# Prevent multiprocessing.Queue atexit handler from blocking on exit.
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sim_to_view.cancel_join_thread()
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view_to_sim.cancel_join_thread()
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def sim(
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data: mujoco.MjData,
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model: mujoco.MjModel,
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sim_to_view: multiprocessing.Queue,
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view_to_sim: multiprocessing.Queue,
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view_process: multiprocessing.Process,
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) -> None:
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"""Entry-point for process that runs the simulation."""
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sim_to_view.put(vp.SimToView(model=model))
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step_control = _sim.StepControl()
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integration_sig = int(mujoco.mjtState.mjSTATE_INTEGRATION)
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integration_size = mujoco.mj_stateSize(model, integration_sig)
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integration_state = np.empty(integration_size, np.float64)
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msg = vp.ViewToSim()
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last_send_time = time.time()
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while view_process.is_alive():
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while not view_to_sim.empty():
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msg = view_to_sim.get()
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if msg.reset:
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mujoco.mj_resetData(model, data)
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mujoco.mj_forward(model, data)
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msg.reset = False
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# Apply perturbation forces received from the viewer process.
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if msg.state is not None:
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mujoco.mj_setState(model, data, msg.state, msg.state_sig)
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# Advance the simulation keeping up with real-time.
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step_control.advance(model, data)
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# Send the simulation state paced by the requested send_rate.
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now = time.time()
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if now - last_send_time >= 1.0 / max(1.0, msg.send_rate):
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mujoco.mj_getState(model, data, integration_state, integration_sig)
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sim_to_view.put(
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vp.SimToView(
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state=integration_state,
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state_sig=integration_sig,
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)
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)
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last_send_time = now
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def main(argv: list[str]) -> None:
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if len(argv) < 2:
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print('Usage: async <model_path.xml>')
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sys.exit(1)
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data = parser.parse(argv[1])
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model = data.model
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# Queues for communication between the simulation and viewer processes.
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sim_to_view = multiprocessing.Queue()
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view_to_sim = multiprocessing.Queue()
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# Start the viewer process.
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view_process = multiprocessing.Process(
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target=view, args=(sim_to_view, view_to_sim)
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)
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view_process.start()
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# Start the simulation in the main process.
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sim(data, model, sim_to_view, view_to_sim, view_process)
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# Prevent multiprocessing.Queue atexit handler from blocking on exit.
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sim_to_view.cancel_join_thread()
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view_to_sim.cancel_join_thread()
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view_process.join(timeout=5.0)
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if __name__ == '__main__':
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absl_app.run(main)
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@@ -1,185 +0,0 @@
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# Copyright 2026 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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# https://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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"""This script runs a simulation and viewer in separate threads communicating asynchronously.
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In this example, we will run the viewer in an independent thread communicating
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via thread-safe queues.
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You must provide a mjcf model file via the first command-line argument.
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"""
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import copy
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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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from absl import app as absl_app
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from absl import flags as absl_flags
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import mujoco
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from mujoco.experimental.studio import native_viewer as _viewer
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from mujoco.experimental.studio import parser
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from mujoco.experimental.studio import sim as _sim
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from mujoco.experimental.studio import studio_app
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from mujoco.experimental.studio import ux
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from mujoco.experimental.studio import viewer_protocol as vp
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import numpy as np
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from mujoco.experimental.dear_imgui import dear_imgui as imgui
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_GFX = absl_flags.DEFINE_enum(
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'gfx', None, vp.GFX_MODES, 'Rendering graphics mode.'
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)
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_WIDTH = absl_flags.DEFINE_integer('width', 1200, 'Width of the output image.')
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_HEIGHT = absl_flags.DEFINE_integer('height', 800, 'Height of the output image')
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def view(
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sim_to_view: queue.Queue[vp.SimToView],
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view_to_sim: queue.Queue[vp.ViewToSim],
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) -> None:
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"""Entry-point for thread that renders the simulation."""
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# Block until the first message (containing the model) arrives.
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first_msg = sim_to_view.get()
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assert (
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first_msg.model is not None
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), 'First message must contain the MuJoCo model.'
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title = os.path.basename(sys.argv[0])
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xfrc_sig = int(mujoco.mjtState.mjSTATE_XFRC_APPLIED)
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xfrc_size = mujoco.mj_stateSize(first_msg.model, xfrc_sig)
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xfrc_state = np.zeros(xfrc_size, np.float64)
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data = mujoco.MjData(first_msg.model)
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app = studio_app.StudioApp(first_msg.model, data)
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config = vp.ViewerConfig(
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title=title,
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width=_WIDTH.value,
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height=_HEIGHT.value,
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gfx=_GFX.value,
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)
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viewer = _viewer.NativeViewer(config)
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while viewer.is_running() and app.is_running():
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# Drain the queue, keeping only the latest message.
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msg = None
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while not sim_to_view.empty():
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msg = sim_to_view.get()
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# Update the camera and compute the perturbation.
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app.handle_mouse_events(viewer.camera, viewer.vis_options, viewer.perturb)
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# Sync state from the backend if a new payload actually arrived.
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if msg is not None and msg.state is not None:
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mujoco.mj_setState(app.model, app.data, msg.state, msg.state_sig)
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mujoco.mj_forward(app.model, app.data)
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# Always apply the perturbation forces from the viewer.
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app.apply_perturb(viewer.perturb)
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# Transmit user interaction when we get a new state
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if msg is not None:
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mujoco.mj_getState(app.model, app.data, xfrc_state, xfrc_sig)
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view_to_sim.put(vp.ViewToSim(state=xfrc_state, state_sig=xfrc_sig))
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# Build the UI.
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ux.setup_theme(app.theme)
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if imgui.Begin(
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'Settings',
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flags=int(imgui.WindowFlags.AlwaysAutoResize)
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| int(imgui.WindowFlags.NoTitleBar)
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| int(imgui.WindowFlags.NoCollapse),
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):
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imgui.PushItemWidth(200.0)
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imgui.SetNextItemWidth(-1)
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if imgui.Button('Reset Simulation'):
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view_to_sim.put(vp.ViewToSim(reset=True))
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imgui.PopItemWidth()
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imgui.End()
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viewer.sync(app.model, app.data)
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def sim(
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data: mujoco.MjData,
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model: mujoco.MjModel,
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sim_to_view: queue.Queue[vp.SimToView],
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view_to_sim: queue.Queue[vp.ViewToSim],
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view_thread: threading.Thread,
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) -> None:
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"""Entry-point for thread that runs the simulation."""
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sim_to_view.put(vp.SimToView(model=copy.copy(model)))
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step_control = _sim.StepControl()
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integration_sig = int(mujoco.mjtState.mjSTATE_INTEGRATION)
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integration_size = mujoco.mj_stateSize(model, integration_sig)
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integration_state = np.empty(integration_size, np.float64)
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msg = vp.ViewToSim()
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while view_thread.is_alive():
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while not view_to_sim.empty():
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msg = view_to_sim.get()
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if msg.reset:
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mujoco.mj_resetData(model, data)
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mujoco.mj_forward(model, data)
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msg.reset = False
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# Apply perturbation forces received from the viewer thread.
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if msg.state is not None:
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mujoco.mj_setState(model, data, msg.state, msg.state_sig)
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# Advance the simulation keeping up with real-time.
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step_control.advance(model, data)
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# Send the simulation state every iteration. The in-process queue is
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# essentially free and the viewer drains to keep only the latest.
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mujoco.mj_getState(model, data, integration_state, integration_sig)
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sim_to_view.put(
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vp.SimToView(state=integration_state, state_sig=integration_sig)
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)
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def main(argv: list[str]) -> None:
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if len(argv) < 2:
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print('Usage: async_thread <model_path.xml>')
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sys.exit(1)
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data = parser.parse(argv[1])
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model = data.model
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# Queues for communication between the simulation and viewer threads.
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sim_to_view = queue.Queue()
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view_to_sim = queue.Queue()
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# Start the viewer thread.
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view_thread = threading.Thread(
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target=view, args=(sim_to_view, view_to_sim), name='Viewer'
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)
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view_thread.start()
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# Start the simulation in the main thread.
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sim(data, model, sim_to_view, view_to_sim, view_thread)
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# Wait for the viewer thread to fully exit.
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view_thread.join(timeout=5.0)
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if __name__ == '__main__':
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absl_app.run(main)
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@@ -24,22 +24,26 @@ import math
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import os
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import sys
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from absl import app as absl_app
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from absl import flags as absl_flags
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from absl import app as _app
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from absl import flags as _flags
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import mujoco
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from mujoco.experimental.studio import native_viewer as _viewer
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from mujoco.experimental.studio import studio_app
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from mujoco.experimental.studio import viewer_protocol
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from mujoco.experimental.studio import launch_passive
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from mujoco.experimental.studio import messages as msg
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from mujoco.experimental.studio import parser
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from mujoco.experimental.studio import sim
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from mujoco.experimental.studio import viewer_app as va
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from mujoco.experimental.studio import viewer_protocol as vp
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import numpy as np
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from mujoco.experimental.dear_imgui import dear_imgui as imgui
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from mujoco.experimental.implot import implot
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_GFX = absl_flags.DEFINE_enum(
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'gfx', None, viewer_protocol.GFX_MODES, 'Rendering graphics mode.'
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_GFX = _flags.DEFINE_enum('gfx', None, vp.GFX_MODES, 'Graphics mode.')
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_WIDTH = _flags.DEFINE_integer('width', 1200, 'Width of the output image.')
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_HEIGHT = _flags.DEFINE_integer('height', 800, 'Height of the output image')
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_VIEWER = _flags.DEFINE_enum_class(
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'viewer', vp.ViewerMode.NATIVE, vp.ViewerMode, 'Viewer mode.'
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)
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_WIDTH = absl_flags.DEFINE_integer('width', 1200, 'Width of the output image.')
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_HEIGHT = absl_flags.DEFINE_integer('height', 800, 'Height of the output image')
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_N_HISTORY = 100
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@@ -102,47 +106,39 @@ def _setup_angle_axis(plot_size: imgui.Vec2) -> None:
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)
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def main(argv: list[str]) -> None:
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app = studio_app.StudioApp.from_argv(argv)
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title = os.path.basename(sys.argv[0])
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class PlottingUi(va.ViewerGuiHook):
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"""Custom GUI component maintaining history buffers for ImPlot charts."""
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config = viewer_protocol.ViewerConfig(
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title=title,
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width=_WIDTH.value,
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height=_HEIGHT.value,
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gfx=_GFX.value,
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)
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viewer = _viewer.NativeViewer(config)
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# Variables for the custom UI.
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centroid = [np.zeros(3) for _ in range(_N_HISTORY)]
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euler = [np.zeros(3) for _ in range(_N_HISTORY)]
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body_id = -1
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# Main viewer loop.
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while viewer.is_running():
|
||||
if not app.update(viewer.camera, viewer.vis_options, viewer.perturb):
|
||||
break
|
||||
|
||||
# Build standard Studio UI.
|
||||
app.build_gui(viewer.camera, viewer.vis_options, viewer.render_flags)
|
||||
def __init__(self):
|
||||
self.centroid = [np.zeros(3) for _ in range(_N_HISTORY)]
|
||||
self.euler = [np.zeros(3) for _ in range(_N_HISTORY)]
|
||||
self.body_id = -1
|
||||
|
||||
def build_gui(self, app: va.ViewerApp) -> None:
|
||||
# Inspect the perturb.select body
|
||||
if viewer.perturb.select > 0:
|
||||
body_id = viewer.perturb.select
|
||||
if app.viewer.perturb.select > 0:
|
||||
self.body_id = app.viewer.perturb.select
|
||||
|
||||
# Display selected body information.
|
||||
if body_id > 0:
|
||||
if self.body_id > 0:
|
||||
body_name = mujoco.mj_id2name(
|
||||
app.model, int(mujoco.mjtObj.mjOBJ_BODY), body_id
|
||||
app.model, int(mujoco.mjtObj.mjOBJ_BODY), self.body_id
|
||||
)
|
||||
|
||||
io = imgui.GetIO()
|
||||
imgui.SetNextWindowPos(
|
||||
imgui.Vec2(io.DisplaySize.x * 0.5, io.DisplaySize.y * 0.5),
|
||||
imgui.Cond.FirstUseEver,
|
||||
imgui.Vec2(0.5, 0.5),
|
||||
)
|
||||
imgui.SetNextWindowSize(imgui.Vec2(1200, 600), imgui.Cond.FirstUseEver)
|
||||
|
||||
# Note: The window title uses the special "###" markup to ensure the imgui
|
||||
# ID for the window is constant for all body names. This is needed for
|
||||
# the window to retain its state for all bodies.
|
||||
window_title = f'Inspect Body {body_name or "(???)"!r} ({body_id})###Plot'
|
||||
window_title = (
|
||||
f'Inspect Body {body_name or "(???)"!r} ({self.body_id})###Plot'
|
||||
)
|
||||
if imgui.Begin(window_title):
|
||||
avail = imgui.GetContentRegionAvail()
|
||||
wide = avail.x > avail.y
|
||||
@@ -156,10 +152,10 @@ def main(argv: list[str]) -> None:
|
||||
plot_flags = _setup_plot_flags(plot_size)
|
||||
if implot.BeginPlot('Centroid vs Time', plot_size, flags=plot_flags):
|
||||
_setup_time_axis(plot_size)
|
||||
_setup_xpos_axis(centroid, plot_size)
|
||||
implot.PlotLine('x', range(_N_HISTORY), [c[0] for c in centroid])
|
||||
implot.PlotLine('y', range(_N_HISTORY), [c[1] for c in centroid])
|
||||
implot.PlotLine('z', range(_N_HISTORY), [c[2] for c in centroid])
|
||||
_setup_xpos_axis(self.centroid, plot_size)
|
||||
implot.PlotLine('x', range(_N_HISTORY), [c[0] for c in self.centroid])
|
||||
implot.PlotLine('y', range(_N_HISTORY), [c[1] for c in self.centroid])
|
||||
implot.PlotLine('z', range(_N_HISTORY), [c[2] for c in self.centroid])
|
||||
implot.EndPlot()
|
||||
|
||||
if wide:
|
||||
@@ -168,34 +164,63 @@ def main(argv: list[str]) -> None:
|
||||
if implot.BeginPlot('Euler Angle vs Time', plot_size, flags=plot_flags):
|
||||
_setup_time_axis(plot_size)
|
||||
_setup_angle_axis(plot_size)
|
||||
implot.PlotLine('roll', range(_N_HISTORY), [e[0] for e in euler])
|
||||
implot.PlotLine('pitch', range(_N_HISTORY), [e[1] for e in euler])
|
||||
implot.PlotLine('yaw', range(_N_HISTORY), [e[2] for e in euler])
|
||||
implot.PlotLine('roll', range(_N_HISTORY), [e[0] for e in self.euler])
|
||||
implot.PlotLine(
|
||||
'pitch', range(_N_HISTORY), [e[1] for e in self.euler]
|
||||
)
|
||||
implot.PlotLine('yaw', range(_N_HISTORY), [e[2] for e in self.euler])
|
||||
implot.EndPlot()
|
||||
imgui.End()
|
||||
|
||||
# Update plot data
|
||||
centroid.pop(0)
|
||||
euler.pop(0)
|
||||
if body_id > 0:
|
||||
centroid.append(app.data.xpos[body_id].copy())
|
||||
self.centroid.pop(0)
|
||||
self.euler.pop(0)
|
||||
if self.body_id > 0 and self.body_id < app.model.nbody:
|
||||
self.centroid.append(app.data.xpos[self.body_id].copy())
|
||||
# Convert quaternion to Euler angles via rotation matrix.
|
||||
quat = app.data.xquat[body_id]
|
||||
quat = app.data.xquat[self.body_id]
|
||||
mat = np.zeros(9)
|
||||
mujoco.mju_quat2Mat(mat, quat)
|
||||
# mat is row-major 3x3: R[i,j] = mat[3*i + j].
|
||||
roll = math.atan2(mat[7], mat[8])
|
||||
pitch = math.atan2(-mat[6], math.sqrt(mat[7] ** 2 + mat[8] ** 2))
|
||||
yaw = math.atan2(mat[3], mat[0])
|
||||
euler.append(np.degrees(np.array([roll, pitch, yaw])))
|
||||
self.euler.append(np.degrees(np.array([roll, pitch, yaw])))
|
||||
else:
|
||||
centroid.append(np.zeros(3))
|
||||
euler.append(np.zeros(3))
|
||||
self.centroid.append(np.zeros(3))
|
||||
self.euler.append(np.zeros(3))
|
||||
|
||||
viewer.sync(app.model, app.data)
|
||||
|
||||
viewer.stop()
|
||||
def main(argv: list[str]) -> None:
|
||||
if len(argv) < 2:
|
||||
print('Usage: implot <model_path.xml>')
|
||||
sys.exit(1)
|
||||
|
||||
data = parser.parse(argv[1])
|
||||
if data is None:
|
||||
print(f'Error loading model from {argv[1]!r}')
|
||||
sys.exit(1)
|
||||
model = data.model
|
||||
|
||||
title = os.path.basename(sys.argv[0])
|
||||
plot_ui = PlottingUi()
|
||||
|
||||
config = vp.ViewerConfig(
|
||||
title=title,
|
||||
width=_WIDTH.value,
|
||||
height=_HEIGHT.value,
|
||||
gfx=_GFX.value or '',
|
||||
viewer_mode=_VIEWER.value,
|
||||
)
|
||||
|
||||
with launch_passive.launch_passive(config, viewer_gui_hook=plot_ui) as handle:
|
||||
handle.send_to_viewer(msg.ModelEvent(model=model))
|
||||
|
||||
step_control = sim.StepControl()
|
||||
while handle.is_running():
|
||||
step_control.advance(model, data)
|
||||
model, data, step_control = handle.sync(model, data, step_control)
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
absl_app.run(main)
|
||||
_app.run(main)
|
||||
|
||||
Reference in New Issue
Block a user