add: edge template
This commit is contained in:
parent
173a61d117
commit
9a179e09e9
11
edge/Dockerfile
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11
edge/Dockerfile
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# Use the official Python image as the base image
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FROM python:3.9-slim
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# Set the working directory inside the container
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WORKDIR /app
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# Copy the requirements.txt file and install dependencies
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COPY requirements.txt .
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RUN pip install --no-cache-dir -r requirements.txt
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# Copy the entire application into the container
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COPY . .
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# Run the main.py script inside the container when it starts
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CMD ["python", "main.py"]
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76
edge/app/adapters/agent_mqtt_adapter.py
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76
edge/app/adapters/agent_mqtt_adapter.py
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import logging
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import paho.mqtt.client as mqtt
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from app.interfaces.agent_gateway import AgentGateway
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from app.entities.agent_data import AgentData, GpsData
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from app.usecases.data_processing import process_agent_data
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from app.interfaces.hub_gateway import HubGateway
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class AgentMQTTAdapter(AgentGateway):
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def __init__(
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self,
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broker_host,
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broker_port,
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topic,
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hub_gateway: HubGateway,
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batch_size=10,
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):
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self.batch_size = batch_size
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# MQTT
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self.broker_host = broker_host
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self.broker_port = broker_port
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self.topic = topic
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self.client = mqtt.Client()
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# Hub
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self.hub_gateway = hub_gateway
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def on_connect(self, client, userdata, flags, rc):
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if rc == 0:
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logging.info("Connected to MQTT broker")
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self.client.subscribe(self.topic)
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else:
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logging.info(f"Failed to connect to MQTT broker with code: {rc}")
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def on_message(self, client, userdata, msg):
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"""Processing agent data and sent it to hub gateway"""
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try:
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payload: str = msg.payload.decode("utf-8")
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# Create AgentData instance with the received data
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agent_data = AgentData.model_validate_json(payload, strict=True)
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# Process the received data (you can call a use case here if needed)
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processed_data = process_agent_data(agent_data)
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# Store the agent_data in the database (you can send it to the data processing module)
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if not self.hub_gateway.save_data(processed_data):
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logging.error("Hub is not available")
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except Exception as e:
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logging.info(f"Error processing MQTT message: {e}")
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def connect(self):
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self.client.on_connect = self.on_connect
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self.client.on_message = self.on_message
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self.client.connect(self.broker_host, self.broker_port, 60)
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def start(self):
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self.client.loop_start()
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def stop(self):
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self.client.loop_stop()
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# Usage example:
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if __name__ == "__main__":
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broker_host = "localhost"
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broker_port = 1883
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topic = "agent_data_topic"
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# Assuming you have implemented the StoreGateway and passed it to the adapter
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store_gateway = HubGateway()
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adapter = AgentMQTTAdapter(broker_host, broker_port, topic, store_gateway)
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adapter.connect()
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adapter.start()
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try:
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# Keep the adapter running in the background
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while True:
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pass
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except KeyboardInterrupt:
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adapter.stop()
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logging.info("Adapter stopped.")
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29
edge/app/adapters/hub_http_adapter.py
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29
edge/app/adapters/hub_http_adapter.py
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import logging
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import requests as requests
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from app.entities.processed_agent_data import ProcessedAgentData
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from app.interfaces.hub_gateway import HubGateway
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class HubHttpAdapter(HubGateway):
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def __init__(self, api_base_url):
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self.api_base_url = api_base_url
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def save_data(self, processed_data: ProcessedAgentData):
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"""
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Save the processed road data to the Hub.
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Parameters:
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processed_data (ProcessedAgentData): Processed road data to be saved.
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Returns:
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bool: True if the data is successfully saved, False otherwise.
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"""
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url = f"{self.api_base_url}/processed_agent_data/"
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response = requests.post(url, data=processed_data.model_dump_json())
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if response.status_code != 200:
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logging.info(
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f"Invalid Hub response\nData: {processed_data.model_dump_json()}\nResponse: {response}"
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)
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return False
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return True
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50
edge/app/adapters/hub_mqtt_adapter.py
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50
edge/app/adapters/hub_mqtt_adapter.py
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import logging
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import requests as requests
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from paho.mqtt import client as mqtt_client
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from app.entities.processed_agent_data import ProcessedAgentData
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from app.interfaces.hub_gateway import HubGateway
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class HubMqttAdapter(HubGateway):
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def __init__(self, broker, port, topic):
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self.broker = broker
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self.port = port
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self.topic = topic
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self.mqtt_client = self._connect_mqtt(broker, port)
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def save_data(self, processed_data: ProcessedAgentData):
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"""
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Save the processed road data to the Hub.
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Parameters:
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processed_data (ProcessedAgentData): Processed road data to be saved.
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Returns:
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bool: True if the data is successfully saved, False otherwise.
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"""
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msg = processed_data.model_dump_json()
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result = self.mqtt_client.publish(self.topic, msg)
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status = result[0]
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if status == 0:
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return True
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else:
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print(f"Failed to send message to topic {self.topic}")
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return False
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@staticmethod
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def _connect_mqtt(broker, port):
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"""Create MQTT client"""
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print(f"CONNECT TO {broker}:{port}")
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def on_connect(client, userdata, flags, rc):
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if rc == 0:
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print(f"Connected to MQTT Broker ({broker}:{port})!")
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else:
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print("Failed to connect {broker}:{port}, return code %d\n", rc)
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exit(rc) # Stop execution
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client = mqtt_client.Client()
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client.on_connect = on_connect
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client.connect(broker, port)
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client.loop_start()
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return client
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32
edge/app/entities/agent_data.py
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32
edge/app/entities/agent_data.py
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from datetime import datetime
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from pydantic import BaseModel, field_validator
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class AccelerometerData(BaseModel):
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x: float
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y: float
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z: float
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class GpsData(BaseModel):
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latitude: float
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longitude: float
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class AgentData(BaseModel):
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accelerometer: AccelerometerData
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gps: GpsData
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timestamp: datetime
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@classmethod
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@field_validator("timestamp", mode="before")
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def parse_timestamp(cls, value):
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# Convert the timestamp to a datetime object
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if isinstance(value, datetime):
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return value
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try:
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return datetime.fromisoformat(value)
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except (TypeError, ValueError):
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raise ValueError(
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"Invalid timestamp format. Expected ISO 8601 format (YYYY-MM-DDTHH:MM:SSZ)."
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)
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7
edge/app/entities/processed_agent_data.py
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7
edge/app/entities/processed_agent_data.py
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from pydantic import BaseModel
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from app.entities.agent_data import AgentData
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class ProcessedAgentData(BaseModel):
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road_state: str
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agent_data: AgentData
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40
edge/app/interfaces/agent_gateway.py
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40
edge/app/interfaces/agent_gateway.py
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from abc import ABC, abstractmethod
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class AgentGateway(ABC):
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"""
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Abstract class representing the Agent Gateway interface.
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All agent gateway adapters must implement these methods.
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"""
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@abstractmethod
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def on_message(self, client, userdata, msg):
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"""
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Method to handle incoming messages from the agent.
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Parameters:
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client: MQTT client instance.
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userdata: Any additional user data passed to the MQTT client.
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msg: The MQTT message received from the agent.
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"""
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pass
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@abstractmethod
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def connect(self):
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"""
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Method to establish a connection to the agent.
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"""
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pass
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@abstractmethod
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def start(self):
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"""
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Method to start listening for messages from the agent.
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"""
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pass
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@abstractmethod
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def stop(self):
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"""
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Method to stop the agent gateway and clean up resources.
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"""
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pass
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20
edge/app/interfaces/hub_gateway.py
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20
edge/app/interfaces/hub_gateway.py
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from abc import ABC, abstractmethod
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from app.entities.processed_agent_data import ProcessedAgentData
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class HubGateway(ABC):
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"""
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Abstract class representing the Store Gateway interface.
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All store gateway adapters must implement these methods.
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"""
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@abstractmethod
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def save_data(self, processed_data: ProcessedAgentData) -> bool:
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"""
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Method to save the processed agent data in the database.
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Parameters:
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processed_data (ProcessedAgentData): The processed agent data to be saved.
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Returns:
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bool: True if the data is successfully saved, False otherwise.
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"""
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pass
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15
edge/app/usecases/data_processing.py
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15
edge/app/usecases/data_processing.py
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from app.entities.agent_data import AgentData
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from app.entities.processed_agent_data import ProcessedAgentData
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def process_agent_data(
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agent_data: AgentData,
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) -> ProcessedAgentData:
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"""
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Process agent data and classify the state of the road surface.
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Parameters:
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agent_data (AgentData): Agent data that containing accelerometer, GPS, and timestamp.
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Returns:
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processed_data_batch (ProcessedAgentData): Processed data containing the classified state of the road surface and agent data.
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"""
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# Implement it
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24
edge/config.py
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24
edge/config.py
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import os
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def try_parse_int(value: str):
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try:
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return int(value)
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except Exception:
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return None
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# Configuration for agent MQTT
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MQTT_BROKER_HOST = os.environ.get("MQTT_BROKER_HOST") or "localhost"
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MQTT_BROKER_PORT = try_parse_int(os.environ.get("MQTT_BROKER_PORT")) or 1883
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MQTT_TOPIC = os.environ.get("MQTT_TOPIC") or "agent_data_topic"
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# Configuration for hub MQTT
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HUB_MQTT_BROKER_HOST = os.environ.get("HUB_MQTT_BROKER_HOST") or "localhost"
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HUB_MQTT_BROKER_PORT = try_parse_int(os.environ.get("HUB_MQTT_BROKER_PORT")) or 1883
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HUB_MQTT_TOPIC = os.environ.get("HUB_MQTT_TOPIC") or "processed_agent_data_topic"
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# Configuration for the Hub
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HUB_HOST = os.environ.get("HUB_HOST") or "localhost"
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HUB_PORT = try_parse_int(os.environ.get("HUB_PORT")) or 12000
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HUB_URL = f"http://{HUB_HOST}:{HUB_PORT}"
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51
edge/main.py
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51
edge/main.py
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import logging
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from app.adapters.agent_mqtt_adapter import AgentMQTTAdapter
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from app.adapters.hub_http_adapter import HubHttpAdapter
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from app.adapters.hub_mqtt_adapter import HubMqttAdapter
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from config import (
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MQTT_BROKER_HOST,
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MQTT_BROKER_PORT,
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MQTT_TOPIC,
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HUB_URL,
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HUB_MQTT_BROKER_HOST,
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HUB_MQTT_BROKER_PORT,
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HUB_MQTT_TOPIC,
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)
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if __name__ == "__main__":
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# Configure logging settings
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logging.basicConfig(
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level=logging.INFO, # Set the log level to INFO (you can use logging.DEBUG for more detailed logs)
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format="[%(asctime)s] [%(levelname)s] [%(module)s] %(message)s",
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handlers=[
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logging.StreamHandler(), # Output log messages to the console
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logging.FileHandler("app.log"), # Save log messages to a file
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],
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)
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# Create an instance of the StoreApiAdapter using the configuration
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hub_adapter = HubHttpAdapter(
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api_base_url=HUB_URL,
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)
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# hub_adapter = HubMqttAdapter(
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# broker=HUB_MQTT_BROKER_HOST,
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# port=HUB_MQTT_BROKER_PORT,
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# topic=HUB_MQTT_TOPIC,
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# )
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# Create an instance of the AgentMQTTAdapter using the configuration
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agent_adapter = AgentMQTTAdapter(
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broker_host=MQTT_BROKER_HOST,
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broker_port=MQTT_BROKER_PORT,
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topic=MQTT_TOPIC,
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hub_gateway=hub_adapter,
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)
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try:
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# Connect to the MQTT broker and start listening for messages
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agent_adapter.connect()
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agent_adapter.start()
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# Keep the system running indefinitely (you can add other logic as needed)
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while True:
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pass
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except KeyboardInterrupt:
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# Stop the MQTT adapter and exit gracefully if interrupted by the user
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agent_adapter.stop()
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logging.info("System stopped.")
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43
edge/requirements.txt
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43
edge/requirements.txt
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absl-py==2.0.0
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annotated-types==0.5.0
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astunparse==1.6.3
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cachetools==5.3.2
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certifi==2023.7.22
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charset-normalizer==3.2.0
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flatbuffers==23.5.26
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gast==0.5.4
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google-auth==2.25.2
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google-auth-oauthlib==1.2.0
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google-pasta==0.2.0
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grpcio==1.60.0
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h5py==3.10.0
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idna==3.4
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keras==2.15.0
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libclang==16.0.6
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Markdown==3.5.1
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MarkupSafe==2.1.3
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ml-dtypes==0.2.0
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numpy==1.26.2
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oauthlib==3.2.2
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opt-einsum==3.3.0
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packaging==23.2
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paho-mqtt==1.6.1
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protobuf==4.23.4
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pyasn1==0.5.1
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pyasn1-modules==0.3.0
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pydantic==2.3.0
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pydantic_core==2.6.3
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requests==2.31.0
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requests-oauthlib==1.3.1
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rsa==4.9
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six==1.16.0
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tensorboard==2.15.1
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tensorboard-data-server==0.7.2
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tensorflow==2.15.0.post1
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tensorflow-estimator==2.15.0
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tensorflow-io-gcs-filesystem==0.34.0
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termcolor==2.4.0
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typing_extensions==4.7.1
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urllib3==2.0.4
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Werkzeug==3.0.1
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wrapt==1.14.1
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