算法艺术创作
algorithmic-art
通过代码和可调参数创作生成艺术与交互式视觉效果。
simulation【设计与创意】Route the historical V-REP/CoppeliaSim simulation workflows for Visual Pushing and Grasping: external scene/API setup, safe preset validation, demo, training, testing, and custom test-case authoring.
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Use this skill when a task needs the simulator-backed path of Visual Pushing and Grasping (VPG): an operator-supplied V-REP/CoppeliaSim scene, a legacy remote API service, approved mesh assets, a preset case, and an operator- supplied application loop.
<APP_ROOT>/main.py templates in workflows.md.
Keep model/training internals and metrics in their respective skills.The runtime graph supplies no simulation main loop, scene, native remote API client, mesh assets, test presets, or model weights. V-REP/CoppeliaSim, its scene and child script, the platform-compatible native API, approved meshes, case files, snapshots, and a separately reviewed application root are external operator prerequisites. The graph cannot make the historical application portable by pointing it at source-relative paths.
Let <skill-root> mean the directory containing the root SKILL.md. The only
directly runnable simulation helper is:
python <skill-root>/sub-skills/simulation/scripts/validate_test_case.py \
<CASE> --expected-object-count <COUNT> --mesh-dir <MESH_DIR>
<CASE> and <MESH_DIR> are operator-supplied paths. This static gate checks
the ten-field case schema and optional mesh containment; it does not connect to
or start a simulator, load a native API, import an object, or test physics.
After manually starting and inspecting an approved external scene, an operator may separately review a guarded application invocation. Every placeholder is required and external:
python <APP_ROOT>/main.py --is_sim \
--obj_mesh_dir <MESH_DIR> --num_obj <COUNT> \
--is_testing --max_test_trials 1 --test_preset_cases \
--test_preset_file <CASE> --load_snapshot \
--snapshot_file <SNAPSHOT> --logging_directory <LOG_DIR>
<APP_ROOT>/main.py is not bundled here. <APP_ROOT> must be a separately
reviewed application copy; <MESH_DIR>, <CASE>, <SNAPSHOT>, and <LOG_DIR>
must be operator-approved external paths. This template is a gated launch,
not a verification command. Confirm the scene, remote API, handles, mesh
provenance, snapshot provenance, stop plan, and one-trial abort procedure
before allowing action execution. The training route owns the configuration
validator and model flags.
The historical adapter connects to 127.0.0.1:19997 using the legacy remote
API. Configure an approved external scene's child script to expose that port,
with the remoteApiCommandServer object and importShape callback. The scene
must provide compatible UR5_target, UR5_tip, RG2_openCloseJoint, and
Vision_sensor_persp handles, camera/depth behavior, and dynamics. A historical
comment mentions 19999, but the implemented client endpoint is 19997; do not
change ports by guesswork.
The source artifact's simulation/vrep.py, simulation/vrepConst.py,
simulation/remoteApi.so, simulation/simulation.ttt, objects/blocks, and
simulation/test-cases/ are construction evidence labels only. They are not
bundled runtime inputs and no user instruction should require the original
checkout. Supply approved external copies instead.
The historical simulation adapter exposes virtual RGB-D observations and push and grasp primitives. Restart, object import, scene dynamics, handle lookup, and camera behavior remain external integration responsibilities. Stop on missing handles, API errors, unexpected motion, unstable resets, or malformed frames; do not interpret a successful static validation as policy or physics evidence.
The published pretrained simulation snapshot has historical PyTorch 0.3 provenance. A current stack may reject its serialization or operators; verify a snapshot only in an explicitly approved application environment and preserve the original. Current-Python helper checks do not establish full-loop compatibility.
Do not invoke the historical source create.py for verification. It is a
source artifact with interactive simulator and robot side effects, not a
bundled helper. To author a case, create or edit a copy in an operator-owned
workspace, preserve the documented ten-field schema, and run the bundled
validator above. Never write generated cases or logs into this runtime skill.
Do not route model architecture, optimization, snapshots as training internals, metrics, plots, UR5 TCP/real-time control, or RealSense operation here. Route those requests to the training, evaluation, or real-robot skills.