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physics_positioning

README.md

Physics positioning

This example places some spheres randomly across a bumpy plane without any intersections between objects. This is done via a physics simulation where the spheres are first placed randomly above the plane and then are influenced by gravity such that they fall down upon the plane until they find a new resting positon.

Usage

Execute in the BlenderProc main directory:

python run.py examples/physics_positioning/config.yaml examples/physics_positioning/active.obj examples/physics_positioning/passive.obj examples/physics_positioning/output
  • examples/physics_positioning/config.yaml: path to the configuration file with pipeline configuration.
  • examples/physics_positioning/active.obj: path to the object file with active objects, i. e. objects which we want to participate in physics simulation.
  • examples/physics_positioning/passive.obj: path to the object file with passive objects, i. e. objects which we do not want to participate in physics simulation, e.g. plane.
  • examples/physics_positioning/output: path to the output directory.

Visualization

Visualize the generated data:

python scripts/visHdf5Files.py examples/physics_positioning/output/0.hdf5

Steps

  • Loads active.obj (6 spheres) with "physics" = True: loader.ObjectLoader module.
  • Loads passive.obj (one bumpy plane) with "physics" = False: loader.ObjectLoader module.
  • Randomly places them: object.ObjectPoseSampler module.
  • Adds a camera and a light: camera.CameraLoader and lighting.LightLoader module.
  • Runs the physics simulation: object.PhysicsPositioning module.
  • Renders rgb and distance: renderer.RgbRenderer module.

Config File

Load active and passive objects

{
  "module": "loader.ObjectLoader",
  "config": {
    "path": "<args:0>",
    "add_properties": {
      "cp_physics": True 
      }
    }
},
{
  "module": "loader.ObjectLoader",
  "config": {
    "path": "<args:1>",
    "add_properties": {
      "cp_physics": False 
      }
    }
  }
},

First some spheres are loaded from the file active.obj (0th placeholder <args:0>) and their physics attribute is set to True, so that they will later be influenced by gravity. Then the plane is loaded from the file passive.obj (1th placeholder <args:1>). The physics attribute will hereby set to False.

Random positioning

{
  "module": "object.ObjectPoseSampler",
  "config": {
    "objects_to_sample": {
      "provider": "getter.Entity",
      "conditions": {
        "cp_physics": True,
        "type": "MESH"
      }
    },
    "pos_sampler": {
      "provider": "sampler.Uniform3d",
      "max": [5, 5, 8],
      "min": [-5, -5, 12]
    },
    "rot_sampler": {
      "provider": "sampler.Uniform3d",
      "max": [0, 0, 0],
      "min": [6.28, 6.28, 6.28]
  }
},

The ObjectPoseSampler is used to place active objects randomly above the plane. selector call a Provider getter.Entity which allows us to select objects with True physics property. Pose sampling can be done by calling any two appropriate Providers (Samplers). In our case we called sampler.Uniform3d twice: once for pos_sampler and once for rot_sampler.

Run simulation

{
  "module": "object.PhysicsPositioning",
  "config": {
    "min_simulation_time": 4,
    "max_simulation_time": 20,
    "check_object_interval": 1
  }
},

This module now internally does a physics simulation. All objects with physics set to True will be influenced by gravity, while all False objects will remain steady. In this way the spheres will fall down until they hit the bumpy plane.

When running the physics simulation the module checks in intervals of 1 second, if there are still objects moving. If this is not the case, the simulation is stopped. Nevertheless the simulation is run at least for 4 seconds and at most for 20 seconds.

At the end of the simulation the position of all spheres is made fixed again. In this way we can easily sample random positions of the spheres on top of the bumpy plane.

More examples