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AEAs vs agents

AEAs are more than just agents.

AEA vs Agent vs Multiplexer

In this guide we show some of the differences in terms of code.

The Build an AEA programmatically guide shows how to programmatically build an AEA. We can build an agent of the Agent class programmatically as well.

First, use an empty agent to get the stub connection and default protocol.

mkdir packages  # packages folder will contain the local package repository
aea create my_aea  # create an agent
cd my_aea
aea add connection fetchai/stub:0.21.0:bafybeibybboiwgklfiqpkkcw6rwj65s5jalzfzf6mh6fstxdlt6habzwvy --remote  # get a connection from the remote registry
aea push connection fetchai/stub --local  # push to local registry
aea add protocol fetchai/default:1.0.0:bafybeihdvtmnz7fzy7kwi3wlo6rfl27f6q3g5entplgvq7y23i3v5uoz24 --remote
aea push protocol fetchai/default --local
cd ..
aea delete my_aea  # delete the agent

Then, in your script, import the python and application specific libraries.

import os
import time
from threading import Thread
from typing import List

from aea.agent import Agent
from aea.configurations.base import ConnectionConfig
from aea.connections.base import Connection
from aea.helpers.file_io import write_with_lock
from aea.identity.base import Identity
from aea.mail.base import Envelope

from packages.fetchai.connections.stub.connection import StubConnection
from packages.fetchai.protocols.default.message import DefaultMessage

Unlike an AEA, an Agent does not require a Wallet, LedgerApis or Resources module.

However, we need to implement 4 abstract methods: - setup() - act() - handle_envelope() - teardown()

When we run an agent, start() calls setup() and then the main agent loop. The main agent loop calls act(), react() and update() on each tick. When the agent is stopped via stop() then teardown() is called.

Such a lightweight agent can be used to implement simple logic.

Code an Agent

We define our Agent which simply receives envelopes, prints the sender address and protocol_id and returns it unopened.

INPUT_FILE = "input_file"
OUTPUT_FILE = "output_file"


class MyAgent(Agent):
    """A simple agent."""

    def __init__(self, identity: Identity, connections: List[Connection]):
        """Initialise the agent."""
        super().__init__(identity, connections)

    def setup(self):
        """Setup the agent."""

    def act(self):
        """Act implementation."""
        print("Act called for tick {}".format(self.tick))

    def handle_envelope(self, envelope: Envelope) -> None:
        """
        Handle envelope.

        :param envelope: the envelope received
        :return: None
        """
        print("React called for tick {}".format(self.tick))
        if (
            envelope is not None
            and envelope.protocol_specification_id
            == DefaultMessage.protocol_specification_id
        ):
            sender = envelope.sender
            receiver = envelope.to
            envelope.to = sender
            envelope.sender = receiver
            envelope.message = DefaultMessage.serializer.decode(envelope.message_bytes)
            envelope.message.sender = receiver
            envelope.message.to = sender
            print(
                "Received envelope from {} with protocol_specification_id={}".format(
                    sender, envelope.protocol_specification_id
                )
            )
            self.outbox.put(envelope)

    def teardown(self):
        """Teardown the agent."""

Instantiate an Agent

    # Ensure the input and output files do not exist initially
    if os.path.isfile(INPUT_FILE):
        os.remove(INPUT_FILE)
    if os.path.isfile(OUTPUT_FILE):
        os.remove(OUTPUT_FILE)

    # Create an addresses identity:
    identity = Identity(
        name="my_agent", address="some_address", public_key="public_key"
    )

    # Set up the stub connection
    configuration = ConnectionConfig(
        input_file_path=INPUT_FILE,
        output_file_path=OUTPUT_FILE,
        connection_id=StubConnection.connection_id,
    )
    stub_connection = StubConnection(
        configuration=configuration, data_dir=".", identity=identity
    )

    # Create our Agent
    my_agent = MyAgent(identity, [stub_connection])

Start the agent

We run the agent from a different thread so that we can still use the main thread to pass it messages.

    # Set the agent running in a different thread
    try:
        t = Thread(target=my_agent.start)
        t.start()

        # Wait for everything to start up
        time.sleep(3)

Send and receive an envelope

We use the input and output text files to send an envelope to our agent and receive a response

        # Create a message inside an envelope and get the stub connection to pass it into the agent
        message_text = b"my_agent,other_agent,fetchai/default:1.0.0,\x12\r\x08\x01*\t*\x07\n\x05hello,"

        with open(INPUT_FILE, "wb") as f:
            write_with_lock(f, message_text)

        # Wait for the envelope to get processed
        time.sleep(2)

        # Read the output envelope generated by the agent
        with open(OUTPUT_FILE, "rb") as f:
            print("output message: " + f.readline().decode("utf-8"))

Shutdown

Finally stop our agent and wait for it to finish

    finally:
        # Shut down the agent
        my_agent.stop()
        t.join()

Your turn

Now it is your turn to develop a simple agent with the Agent class.

Entire code listing

If you just want to copy and paste the entire script in you can find it here:

Click here to see full listing

import os
import time
from threading import Thread
from typing import List

from aea.agent import Agent
from aea.configurations.base import ConnectionConfig
from aea.connections.base import Connection
from aea.helpers.file_io import write_with_lock
from aea.identity.base import Identity
from aea.mail.base import Envelope

from packages.fetchai.connections.stub.connection import StubConnection
from packages.fetchai.protocols.default.message import DefaultMessage


INPUT_FILE = "input_file"
OUTPUT_FILE = "output_file"


class MyAgent(Agent):
    """A simple agent."""

    def __init__(self, identity: Identity, connections: List[Connection]):
        """Initialise the agent."""
        super().__init__(identity, connections)

    def setup(self):
        """Setup the agent."""

    def act(self):
        """Act implementation."""
        print("Act called for tick {}".format(self.tick))

    def handle_envelope(self, envelope: Envelope) -> None:
        """
        Handle envelope.

        :param envelope: the envelope received
        :return: None
        """
        print("React called for tick {}".format(self.tick))
        if (
            envelope is not None
            and envelope.protocol_specification_id
            == DefaultMessage.protocol_specification_id
        ):
            sender = envelope.sender
            receiver = envelope.to
            envelope.to = sender
            envelope.sender = receiver
            envelope.message = DefaultMessage.serializer.decode(envelope.message_bytes)
            envelope.message.sender = receiver
            envelope.message.to = sender
            print(
                "Received envelope from {} with protocol_specification_id={}".format(
                    sender, envelope.protocol_specification_id
                )
            )
            self.outbox.put(envelope)

    def teardown(self):
        """Teardown the agent."""


def run():
    """Run demo."""

    # Ensure the input and output files do not exist initially
    if os.path.isfile(INPUT_FILE):
        os.remove(INPUT_FILE)
    if os.path.isfile(OUTPUT_FILE):
        os.remove(OUTPUT_FILE)

    # Create an addresses identity:
    identity = Identity(
        name="my_agent", address="some_address", public_key="public_key"
    )

    # Set up the stub connection
    configuration = ConnectionConfig(
        input_file_path=INPUT_FILE,
        output_file_path=OUTPUT_FILE,
        connection_id=StubConnection.connection_id,
    )
    stub_connection = StubConnection(
        configuration=configuration, data_dir=".", identity=identity
    )

    # Create our Agent
    my_agent = MyAgent(identity, [stub_connection])

    # Set the agent running in a different thread
    try:
        t = Thread(target=my_agent.start)
        t.start()

        # Wait for everything to start up
        time.sleep(3)

        # Create a message inside an envelope and get the stub connection to pass it into the agent
        message_text = b"my_agent,other_agent,fetchai/default:1.0.0,\x12\r\x08\x01*\t*\x07\n\x05hello,"

        with open(INPUT_FILE, "wb") as f:
            write_with_lock(f, message_text)

        # Wait for the envelope to get processed
        time.sleep(2)

        # Read the output envelope generated by the agent
        with open(OUTPUT_FILE, "rb") as f:
            print("output message: " + f.readline().decode("utf-8"))
    finally:
        # Shut down the agent
        my_agent.stop()
        t.join()


if __name__ == "__main__":
    run()