Unity 机器学习代理工具包 (ML-Agents) 是一个开源项目,它使游戏和模拟能够作为训练智能代理的环境。
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import struct
from mlagents_envs.side_channel.side_channel import SideChannel
from mlagents_envs.side_channel.float_properties_channel import FloatPropertiesChannel
from mlagents_envs.side_channel.raw_bytes_channel import RawBytesChannel
from mlagents_envs.environment import UnityEnvironment
class IntChannel(SideChannel):
def __init__(self):
self.list_int = []
super().__init__()
@property
def channel_type(self):
return -1
def on_message_received(self, data):
val = struct.unpack_from("<i", data, 0)[0]
self.list_int += [val]
def send_int(self, value):
data = bytearray()
data += struct.pack("<i", value)
super().queue_message_to_send(data)
def test_int_channel():
sender = IntChannel()
receiver = IntChannel()
sender.send_int(5)
sender.send_int(6)
data = UnityEnvironment._generate_side_channel_data({sender.channel_type: sender})
UnityEnvironment._parse_side_channel_message(
{receiver.channel_type: receiver}, data
)
assert receiver.list_int[0] == 5
assert receiver.list_int[1] == 6
def test_float_properties():
sender = FloatPropertiesChannel()
receiver = FloatPropertiesChannel()
sender.set_property("prop1", 1.0)
data = UnityEnvironment._generate_side_channel_data({sender.channel_type: sender})
UnityEnvironment._parse_side_channel_message(
{receiver.channel_type: receiver}, data
)
val = receiver.get_property("prop1")
assert val == 1.0
val = receiver.get_property("prop2")
assert val is None
sender.set_property("prop2", 2.0)
data = UnityEnvironment._generate_side_channel_data({sender.channel_type: sender})
UnityEnvironment._parse_side_channel_message(
{receiver.channel_type: receiver}, data
)
val = receiver.get_property("prop1")
assert val == 1.0
val = receiver.get_property("prop2")
assert val == 2.0
assert len(receiver.list_properties()) == 2
assert "prop1" in receiver.list_properties()
assert "prop2" in receiver.list_properties()
val = sender.get_property("prop1")
assert val == 1.0
assert receiver.get_property_dict_copy() == {"prop1": 1.0, "prop2": 2.0}
assert receiver.get_property_dict_copy() == sender.get_property_dict_copy()
def test_raw_bytes():
sender = RawBytesChannel()
receiver = RawBytesChannel()
sender.send_raw_data("foo".encode("ascii"))
sender.send_raw_data("bar".encode("ascii"))
data = UnityEnvironment._generate_side_channel_data({sender.channel_type: sender})
UnityEnvironment._parse_side_channel_message(
{receiver.channel_type: receiver}, data
)
messages = receiver.get_and_clear_received_messages()
assert len(messages) == 2
assert messages[0].decode("ascii") == "foo"
assert messages[1].decode("ascii") == "bar"
messages = receiver.get_and_clear_received_messages()
assert len(messages) == 0