Moving car example by combining Speos files#
This tutorial demonstrates how to run moving car workflow use case. ## Prerequisites
Perform imports#
[1]:
import os
from pathlib import Path
from ansys.speos.core import Part, Speos
from ansys.speos.core.sensor import SensorCamera
from ansys.speos.core.simulation import SimulationInverse
from ansys.speos.core.source import SourceLuminaire
from ansys.speos.core.workflow.combine_speos import SpeosFileInstance, combine_speos
Define constants#
Constants help ensure consistency and avoid repetition throughout the example.
[2]:
HOSTNAME = "localhost"
GRPC_PORT = 50098 # Be sure the Speos GRPC Server has been started on this port.
CAR_NAMES = ["BlueCar", "RedCar"]
ENVIRONMENT_NAME = "Env_Simplified"
USE_DOCKER = True # Set to False if you're running this example locally as a Notebook.
USE_GPU = False
Coordinate systems#
Define the global coordinate systems for each of the assets.
[3]:
GLOBAL_CS = [
0, # Origin x
0, # Origin y
0, # Origin z
1, # x-direction x
0, # x-direction y
0, # x-direction z
0, # y-direction x
1, # y-direction y
0, # y-direction z
0, # z-direction x
0, # z-direction y
1, # z-direction z
]
CAR_CS = {
"red": [-4000, 0, 48000, 1.0, 0.0, 0.0, 0.0, 0.0, -1.0, 0.0, 1.0, 0.0],
"blue": [2000, 0, 35000, 0.0, 0.0, -1.0, -1.0, 0.0, 0.0, 0.0, 1.0, 0.0],
}
Load assets#
Assets used to run this example are available in the PySpeos repository on GitHub.
Note: Make sure you have downloaded simulation assets and set
assets_data_pathto point to the assets folder.
[4]:
if USE_DOCKER: # Running on the remote server.
assets_data_path = Path("/app") / "assets"
else:
assets_data_path = Path("/path/to/your/download/assets/directory")
Create connection with speos rpc server#
[5]:
speos = Speos(host=HOSTNAME, port=GRPC_PORT)
Combine several speos files into one project#
Here we are building a project with:
An environment which is a road
A blue car
A red car
[6]:
full_env_path = assets_data_path / f"{ENVIRONMENT_NAME}.speos" / f"{ENVIRONMENT_NAME}.speos"
car_paths = [assets_data_path / f"{car}.speos" / f"{car}.speos" for car in CAR_NAMES]
assets = [
SpeosFileInstance(
speos_file=str(full_env_path),
axis_system=GLOBAL_CS,
),
SpeosFileInstance(
speos_file=str(car_paths[0]),
axis_system=CAR_CS["red"],
),
SpeosFileInstance(
speos_file=str(car_paths[1]),
axis_system=CAR_CS["blue"],
),
]
p = combine_speos(
speos=speos,
speos_to_combine=assets,
)
[7]:
print(p)
{
"part_guid": "2d3dd760-7f94-4283-8041-eba4e5166455",
"materials": [
{
"name": "Env_Simplified.Material.1",
"metadata": {
"UniqueId": "5de3bbed-ce93-46ba-81eb-666473431ef2"
},
"vop_guid": "f4cd042c-eaf7-4fbd-87b7-8ec6a08e85f4",
"sop_guids": [
"706c99b3-348f-4b7c-99f4-de90e0fb3c82"
],
"geometries": {
"geo_paths": [
"Env_Simplified/Solid:1195288205"
]
},
"description": "",
"vop": {
"opaque": {},
"name": "",
"description": "",
"metadata": {}
},
"sops": [
{
"library": {
"sop_file_uri": "/app/assets/Env_Simplified.speos/RL_Road_107_6c27-753a-e5eb-38d0..anisotropicbsdf"
},
"name": "",
"description": "",
"metadata": {}
}
]
},
{
"name": "Env_Simplified.Material.2",
"metadata": {
"UniqueId": "f1c0eead-c8aa-4cc1-9b01-9c838649f654"
},
"vop_guid": "f4cd042c-eaf7-4fbd-87b7-8ec6a08e85f4",
"sop_guids": [
"b1cedb93-15df-40ff-89ab-b4fd6c2033cd"
],
"geometries": {
"geo_paths": [
"Env_Simplified/Sidewalk:530980414"
]
},
"description": "",
"vop": {
"opaque": {},
"name": "",
"description": "",
"metadata": {}
},
"sops": [
{
"library": {
"sop_file_uri": "/app/assets/Env_Simplified.speos/Side Walk_33b4-3fff-6c8d-7671..scattering"
},
"name": "",
"description": "",
"metadata": {}
}
]
},
{
"name": "Env_Simplified.Material.3",
"metadata": {
"UniqueId": "b1c68c63-70b2-4d8e-934a-9662ea869318"
},
"vop_guid": "f4cd042c-eaf7-4fbd-87b7-8ec6a08e85f4",
"sop_guids": [
"b1cedb93-15df-40ff-89ab-b4fd6c2033cd"
],
"geometries": {
"geo_paths": [
"Env_Simplified/Sidewalk:895709635"
]
},
"description": "",
"vop": {
"opaque": {},
"name": "",
"description": "",
"metadata": {}
},
"sops": [
{
"library": {
"sop_file_uri": "/app/assets/Env_Simplified.speos/Side Walk_33b4-3fff-6c8d-7671..scattering"
},
"name": "",
"description": "",
"metadata": {}
}
]
},
{
"name": "Env_Simplified.Material.4",
"metadata": {
"UniqueId": "837c0caf-590b-470c-ac85-a86092a4e2be"
},
"sop_guids": [
"83aa0742-20ab-46c9-80d1-38cc35e46172"
],
"geometries": {
"geo_paths": [
"Env_Simplified/Sidewalk:895709635/face.1:316406917",
"Env_Simplified/Sidewalk:895709635/face.1:1112941297"
]
},
"description": "",
"sops": [
{
"library": {
"sop_file_uri": "/app/assets/Env_Simplified.speos/Grey Diffuse Paint_3635-3935-3d63-16d6..scattering"
},
"name": "",
"description": "",
"metadata": {}
}
]
},
{
"name": "Env_Simplified.Material.5",
"metadata": {
"UniqueId": "4dd052a0-5105-4b19-ae2a-c721860b248c"
},
"vop_guid": "f4cd042c-eaf7-4fbd-87b7-8ec6a08e85f4",
"sop_guids": [
"b1cedb93-15df-40ff-89ab-b4fd6c2033cd"
],
"geometries": {
"geo_paths": [
"Env_Simplified/Sidewalk:4000640054"
]
},
"description": "",
"vop": {
"opaque": {},
"name": "",
"description": "",
"metadata": {}
},
"sops": [
{
"library": {
"sop_file_uri": "/app/assets/Env_Simplified.speos/Side Walk_33b4-3fff-6c8d-7671..scattering"
},
"name": "",
"description": "",
"metadata": {}
}
]
},
{
"name": "Env_Simplified.Material.6",
"metadata": {
"UniqueId": "c1c18daf-b66e-4c3c-aeaa-0fa57489911e"
},
"sop_guids": [
"83aa0742-20ab-46c9-80d1-38cc35e46172"
],
"geometries": {
"geo_paths": [
"Env_Simplified/Sidewalk:4000640054/face.1:4194215934",
"Env_Simplified/Sidewalk:4000640054/face.1:1230904683"
]
},
"description": "",
"sops": [
{
"library": {
"sop_file_uri": "/app/assets/Env_Simplified.speos/Grey Diffuse Paint_3635-3935-3d63-16d6..scattering"
},
"name": "",
"description": "",
"metadata": {}
}
]
},
{
"name": "BlueCar.Material.1",
"metadata": {
"UniqueId": "01b07ff5-e432-4635-902e-fcac614912cb"
},
"sop_guids": [
"0382c67e-bc99-4e64-bf8c-ed0f7f9ddd49"
],
"geometries": {
"geo_paths": [
"BlueCar/Solid:3252217597/face.1:1645799713",
"BlueCar/Solid:3252217597/face.1:3709259256",
"BlueCar/Solid:3252217597/face.1:3245061952",
"BlueCar/Solid:3252217597/face.1:1740077551",
"BlueCar/Solid:516754967/face.1:1903508963",
"BlueCar/Solid:516754967/face.1:3464173882",
"BlueCar/Solid:516754967/face.1:3523634050",
"BlueCar/Solid:516754967/face.1:1960488237",
"BlueCar/Solid:2263335813/face.1:4106343688",
"BlueCar/Solid:2263335813/face.1:1271919057",
"BlueCar/Solid:2263335813/face.1:1471318889",
"BlueCar/Solid:2263335813/face.1:4050535878",
"BlueCar/Solid:1920065013/face.1:2151688549",
"BlueCar/Solid:1920065013/face.1:1062079932",
"BlueCar/Solid:1920065013/face.1:590575364",
"BlueCar/Solid:1920065013/face.1:2247080363"
]
},
"description": "",
"sops": [
{
"library": {
"sop_file_uri": "/app/assets/BlueCar.speos/TireDiffusor_06ab-e65b-b541-c3ab..simplescattering"
},
"name": "",
"description": "",
"metadata": {}
}
]
},
{
"name": "BlueCar.Material.2",
"metadata": {
"UniqueId": "a5cb44b9-85d6-4c22-870e-531709159874"
},
"sop_guids": [
"9442feaa-5878-444a-acbb-d40344edc641"
],
"geometries": {
"geo_paths": [
"BlueCar/Solid1:1003010499/face.1:3959360578",
"BlueCar/Solid1:1003010499/face.1:198338723",
"BlueCar/Solid1:1003010499/face.1:58624004",
"BlueCar/Solid1:1003010499/face.1:494376775",
"BlueCar/Solid1:1003010499/face.1:80289655",
"BlueCar/Solid1:1003010499/face.1:2640544264",
"BlueCar/Solid1:1003010499/face.1:979555788",
"BlueCar/Solid1:1003010499/face.1:1422834106",
"BlueCar/Solid1:1003010499/face.1:1333055594",
"BlueCar/Solid1:1003010499/face.1:3576083206",
"BlueCar/Solid1:1003010499/face.1:71526350",
"BlueCar/Solid1:1003010499/face.1:2202450522",
"BlueCar/Solid1:1003010499/face.1:2799526280",
"BlueCar/Solid1:1003010499/face.1:1190135145",
"BlueCar/Solid1:1003010499/face.1:3553322030",
"BlueCar/Solid1:1003010499/face.1:870711503",
"BlueCar/Solid1:1003010499/face.1:377346845",
"BlueCar/Solid1:1003010499/face.1:2109332205",
"BlueCar/Solid1:1003010499/face.1:3890985345",
"BlueCar/Solid1:1003010499/face.1:915303753",
"BlueCar/Solid1:1003010499/face.1:2466102311",
"BlueCar/Solid1:1003010499/face.1:3076941813",
"BlueCar/Solid1:1003010499/face.1:1464533780",
"BlueCar/Solid1:1003010499/face.1:2588835825",
"BlueCar/Solid1:1003010499/face.1:2053315344",
"BlueCar/Solid:2710379468/face.1:1829196173",
"BlueCar/Solid:2710379468/face.1:3160573253",
"BlueCar/Solid:2710379468/face.1:996628689",
"BlueCar/Solid:2710379468/face.1:577740154",
"BlueCar/Solid:2710379468/face.1:3259169179",
"BlueCar/Solid:2710379468/face.1:3889766985",
"BlueCar/Solid:2710379468/face.1:2306166335",
"BlueCar/Solid:2710379468/face.1:2463049711",
"BlueCar/Solid:2710379468/face.1:144524419",
"BlueCar/Solid:2710379468/face.1:3656945739",
"BlueCar/Solid:2169288061/face.1:3296663008",
"BlueCar/Solid:2169288061/face.1:354074920",
"BlueCar/Solid:2169288061/face.1:2451512508",
"BlueCar/Solid:2169288061/face.1:2333595927",
"BlueCar/Solid:2169288061/face.1:1799011830",
"BlueCar/Solid:2169288061/face.1:1319200292",
"BlueCar/Solid:2169288061/face.1:537725522",
"BlueCar/Solid:2169288061/face.1:1001874306",
"BlueCar/Solid:2169288061/face.1:2716139758",
"BlueCar/Solid:2169288061/face.1:1887491110"
]
},
"description": "",
"sops": [
{
"library": {
"sop_file_uri": "/app/assets/BlueCar.speos/Grey Diffuse Paint_5d78-9f5b-6612-4c7a..scattering"
},
"name": "",
"description": "",
"metadata": {}
}
]
},
{
"name": "BlueCar.Material.3",
"metadata": {
"UniqueId": "0e099d19-69bc-4547-b328-5bc4b96f902a"
},
"sop_guids": [
"f2f9c8d0-fd2b-4927-9b79-16c1934272bd"
],
"geometries": {
"geo_paths": [
"BlueCar/Solid:401601473/face.1:864256700",
"BlueCar/Solid:401601473/face.1:674884460",
"BlueCar/Solid:401601473/face.1:3652159984",
"BlueCar/Solid:401601473/face.1:4231287330",
"BlueCar/Solid:401601473/face.1:471414467",
"BlueCar/Solid:401601473/face.1:2300729220",
"BlueCar/Solid:401601473/face.1:574129345",
"BlueCar/Solid:401601473/face.1:452256235",
"BlueCar/Solid:401601473/face.1:302409131",
"BlueCar/Solid:401601473/face.1:2287208135",
"BlueCar/Solid:401601473/face.1:1496437263",
"BlueCar/Solid:401601473/face.1:1811732616",
"BlueCar/Solid:401601473/face.1:3482257894",
"BlueCar/Solid:401601473/face.1:3927233076",
"BlueCar/Solid:401601473/face.1:171554517",
"BlueCar/Solid:401601473/face.1:3342649904",
"BlueCar/Solid:401601473/face.1:1923399684",
"BlueCar/Solid:401601473/face.1:965965728",
"BlueCar/Solid:401601473/face.1:498577886",
"BlueCar/Solid:401601473/face.1:2290929817",
"BlueCar/Solid:401601473/face.1:1755427960",
"BlueCar/Solid:401601473/face.1:597033948",
"BlueCar/Solid:401601473/face.1:2378553484",
"BlueCar/Solid:401601473/face.1:395820000",
"BlueCar/Solid:401601473/face.1:3337776936",
"BlueCar/Solid:401601473/face.1:3915963223",
"BlueCar/Solid:401601473/face.1:2277816097",
"BlueCar/Solid:401601473/face.1:2625560305",
"BlueCar/Solid:401601473/face.1:103595421",
"BlueCar/Solid:401601473/face.1:3611912533",
"BlueCar/Solid:401601473/face.1:1347204289",
"BlueCar/Solid:401601473/face.1:2931020918",
"BlueCar/Solid:401601473/face.1:887207706",
"BlueCar/Solid:401601473/face.1:3850658770",
"BlueCar/Solid:401601473/face.1:4157302709",
"BlueCar/Solid:401601473/face.1:2618254917",
"BlueCar/Solid:401601473/face.1:2855086790",
"BlueCar/Solid:401601473/face.1:2772707565",
"BlueCar/Solid:401601473/face.1:2304452156",
"BlueCar/Solid:401601473/face.1:2745827269",
"BlueCar/Solid:401601473/face.1:2987588024",
"BlueCar/Solid:401601473/face.1:45237037",
"BlueCar/Solid:401601473/face.1:1887340406",
"BlueCar/Solid:401601473/face.1:994652370",
"BlueCar/Solid:401601473/face.1:552818946",
"BlueCar/Solid:401601473/face.1:1808068262",
"BlueCar/Solid:401601473/face.1:3774898119",
"BlueCar/Solid:401601473/face.1:3421668926",
"BlueCar/Solid:401601473/face.1:3662250051",
"BlueCar/Solid:401601473/face.1:3575677544",
"BlueCar/Solid:401601473/face.1:4181691577"
]
},
"description": "",
"sops": [
{
"library": {
"sop_file_uri": "/app/assets/BlueCar.speos/Car_Paint_Material_Blue_365b-9ed1-1e57-eedd..brdf"
},
"name": "",
"description": "",
"metadata": {}
}
]
},
{
"name": "RedCar.Material.1",
"metadata": {
"UniqueId": "cf1b168a-e08a-4a42-9b99-afa694494a98"
},
"sop_guids": [
"ca119f7e-8d60-475a-b037-30aa342078ac"
],
"geometries": {
"geo_paths": [
"RedCar/Solid:39455731/face.1:1896962477",
"RedCar/Solid:39455731/face.1:3993234924",
"RedCar/Solid:39455731/face.1:669232533",
"RedCar/Solid:39455731/face.1:1809034615",
"RedCar/Solid:39455731/face.1:3571969486",
"RedCar/Solid:39455731/face.1:1185658288",
"RedCar/Solid:39455731/face.1:3291192008",
"RedCar/Solid:39455731/face.1:1891688472",
"RedCar/Solid:39455731/face.1:3563865060",
"RedCar/Solid:39455731/face.1:205034232",
"RedCar/Solid:39455731/face.1:1630115629"
]
},
"description": "",
"sops": [
{
"library": {
"sop_file_uri": "/app/assets/RedCar.speos/Red Diffuse Paint_c594-8c92-c39c-e0b0..scattering"
},
"name": "",
"description": "",
"metadata": {}
}
]
},
{
"name": "RedCar.Material.2",
"metadata": {
"UniqueId": "28512c60-a70f-4085-b110-89e4d08480a6"
},
"sop_guids": [
"edf1a64e-2439-4f14-b50b-66f567d3d46b"
],
"geometries": {
"geo_paths": [
"RedCar/Solid:3635120264/face.1:1613122768",
"RedCar/Solid:3635120264/face.1:3094519244",
"RedCar/Solid:3635120264/face.1:3580074009",
"RedCar/Solid:3635120264/face.1:927409569",
"RedCar/Solid:2051257771/face.1:210648018",
"RedCar/Solid:2051257771/face.1:1637826055",
"RedCar/Solid:2051257771/face.1:66842235",
"RedCar/Solid:2051257771/face.1:2878201919",
"RedCar/Solid:739836401/face.1:3889611434",
"RedCar/Solid:739836401/face.1:1581167125",
"RedCar/Solid:739836401/face.1:4131961937",
"RedCar/Solid:739836401/face.1:3950733020",
"RedCar/Solid:635282113/face.1:3094435495",
"RedCar/Solid:635282113/face.1:268916963",
"RedCar/Solid:635282113/face.1:221545070",
"RedCar/Solid:635282113/face.1:3346128909"
]
},
"description": "",
"sops": [
{
"library": {
"sop_file_uri": "/app/assets/RedCar.speos/TireDiffusor_a5c2-fa68-db22-4ccb..simplescattering"
},
"name": "",
"description": "",
"metadata": {}
}
]
}
],
"name": "",
"description": "",
"metadata": {},
"sources": [],
"sensors": [],
"simulations": [],
"scenes": []
}
Preview the project#
User can review the created/loaded project using preview method.
[8]:
p.preview()
Complete the project with sensor/source/simulation#
We are adding a camera sensor to have output results, a luminaire to have a light source.
And, we gather the source and the sensor into a simulation (we will compute it just after).
Create a sensor#
[9]:
ssr = p.create_sensor(name="Camera.1", feature_type=SensorCamera)
ssr.set_distortion_file_uri(
uri=str(assets_data_path / "CameraInputFiles" / "CameraDistortion_190deg.OPTDistortion")
).set_mode_photometric().set_transmittance_file_uri(
uri=str(assets_data_path / "CameraInputFiles" / "CameraTransmittance.spectrum")
).set_mode_color().set_red_spectrum_file_uri(
uri=str(assets_data_path / "CameraInputFiles" / "CameraSensitivityRed.spectrum")
).set_blue_spectrum_file_uri(
uri=str(assets_data_path / "CameraInputFiles" / "CameraSensitivityBlue.spectrum")
).set_green_spectrum_file_uri(
uri=str(assets_data_path / "CameraInputFiles" / "CameraSensitivityGreen.spectrum")
)
ssr.set_axis_system([-2000, 1500, 11000, -1, 0, 0, 0, 1, 0, 0, 0, -1])
ssr.commit()
[9]:
<ansys.speos.core.sensor.SensorCamera at 0x7facb44143d0>
Create a source#
In this example, a luminaire source is created with an IES file.
More details on creating/editing source examples can be found in core examples.
[10]:
src = p.create_source(name="Luminaire.1", feature_type=SourceLuminaire)
src.set_intensity_file_uri(
uri=str(assets_data_path / "IES_C_DETECTOR.ies")
).set_spectrum().set_daylightfluorescent()
src.set_axis_system([0, 10000, 50000, 1, 0, 0, 0, 1, 0, 0, 0, 1])
src.commit()
[10]:
<ansys.speos.core.source.SourceLuminaire at 0x7facb4415930>
Create a simulation#
More details on creating/editing simulation examples can be found in core examples.
[11]:
sim = p.create_simulation(name="Inverse.1", feature_type=SimulationInverse)
sim.set_sensor_paths(["Camera.1"]).set_source_paths(["Luminaire.1"])
sim.commit()
[11]:
<ansys.speos.core.simulation.SimulationInverse at 0x7facb4415e10>
Run the simulation#
Simulation can be run using CPU via compute_CPU method or using GPU via compute_GPU method.
[12]:
run_sim = sim.compute_GPU if USE_GPU else sim.compute_CPU
run_sim() # Run the simulation
[12]:
[upload_response {
info {
uri: "4399d343-f1fc-458f-8de9-831446aaea4f"
file_name: "Camera.1.Irradiance.xmp"
file_size: 10638005
}
upload_duration {
nanos: 16436162
}
}
, upload_response {
info {
uri: "941ac76f-4005-4190-bda8-1ab44bf903c6"
file_name: "Camera.1.hdr"
file_size: 518781
}
upload_duration {
nanos: 867150
}
}
, upload_response {
info {
uri: "f976e55c-9468-4233-b366-487e1bc19138"
file_name: "Camera.1.xmp"
file_size: 1800995
}
upload_duration {
nanos: 2173747
}
}
, upload_response {
info {
uri: "b333d4d6-2390-40bc-bd1b-f3721a5bd9df"
file_name: "Camera.1.png"
file_size: 741719
}
upload_duration {
nanos: 1092309
}
}
, upload_response {
info {
uri: "90921e44-71d7-4df7-83d4-7e109b373c3a"
file_name: "Inverse.1.html"
file_size: 998051
}
upload_duration {
nanos: 1332595
}
}
]
Check and review result#
Open result (only windows)
[13]:
if os.name == "nt":
from ansys.speos.core.workflow.open_result import open_result_image
open_result_image(simulation_feature=sim, result_name="Camera.1.png")
Modify part#
Move the part via changing the axis_system of a part.
axis_system is a list of 12 float values: x, y, z, x_vect_x, x_vect_y, x_vect_z, y_vect_x, y_vect_y, y_vect_z, z_vect_x, z_vect_y, z_vect_z.
[14]:
blue_car_sub_part = p.find(name="BlueCar", feature_type=Part.SubPart)[0]
blue_car_sub_part.set_axis_system([2000, 0.0, 20000, 0.0, 0.0, -1.0, -1.0, 0.0, 0.0, 0.0, 1.0, 0.0])
blue_car_sub_part.commit()
[14]:
<ansys.speos.core.part.Part.SubPart at 0x7facbe59a950>
Re-run simulation with the modified part position#
[15]:
run_sim()
[15]:
[upload_response {
info {
uri: "a0f9978b-a707-49cb-95ef-e254c1c83af2"
file_name: "Camera.1.Irradiance.xmp"
file_size: 10379015
}
upload_duration {
nanos: 9933300
}
}
, upload_response {
info {
uri: "b40c50f9-609e-48f1-bb9b-4958803e4498"
file_name: "Camera.1.hdr"
file_size: 519890
}
upload_duration {
nanos: 740355
}
}
, upload_response {
info {
uri: "88b998c4-cf25-47cf-8d4c-25d796a057e0"
file_name: "Camera.1.xmp"
file_size: 1654221
}
upload_duration {
nanos: 1932910
}
}
, upload_response {
info {
uri: "dd674783-8f60-4da8-b469-861babf79df5"
file_name: "Camera.1.png"
file_size: 728425
}
upload_duration {
nanos: 890474
}
}
, upload_response {
info {
uri: "890a89f7-780b-46e5-9353-7c3f932780a1"
file_name: "Inverse.1.html"
file_size: 981317
}
upload_duration {
nanos: 1202844
}
}
]
Review result:
[16]:
if os.name == "nt":
open_result_image(simulation_feature=sim, result_name="Camera.1.png")
Modify camera property#
Modify the camera, e.g. focal length to 10
[17]:
cam1 = p.find(name="Camera.1", feature_type=SensorCamera)[0]
cam1.set_focal_length(value=10)
cam1.commit()
[17]:
<ansys.speos.core.sensor.SensorCamera at 0x7facb44143d0>
Re-run the simulation and review result
[18]:
run_sim()
if os.name == "nt":
open_result_image(simulation_feature=sim, result_name="Camera.1.png")