👓
Lens AI
  • 👋Welcome to Lens AI
  • Overview
    • 💡Why Lens AI
    • ✨Features
    • 📖API Documentation Edge Observability
    • MedicalAI Observability Library API Reference
  • Product Guides
    • 📪Understanding the Metrics
    • 📎Sampling Metrics
    • 📎Image Metrics
    • 📎Model Metrics
  • Fundamentals
    • 🛠️Getting started
      • 🗒️Step 1: Integrating Lens AI Python Profiler
      • 📝Step 2: Integrating Lens AI Cpp Profiler on Edge
      • 🧑Step 3: Monitoring the Metrics on the Lens AI Server.
  • Use Cases
    • 🖥️Object Detection
  • Usage
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On this page
  • Lens AI monitoring server Components
  • Lens AI Usage
  • Lens AI server Configuration
  • Lens AI sensor data handler
  • Lens AI Dashboard:
  1. Fundamentals
  2. Getting started

Step 3: Monitoring the Metrics on the Lens AI Server.

Lens AI server is used for monitoring the data and model drift and access the sampled data.

PreviousStep 2: Integrating Lens AI Cpp Profiler on EdgeNextObject Detection

Last updated 7 months ago

Lens AI monitoring server Components

The Lens AI Server comprises five major components:

  1. Lens AI Sensor Data Handler: Manages sensor HTTP requests and stores incoming sensor data.

  2. Lens AI Workers: Aggregates, transforms, and extracts metric data from sensor inputs for analysis.

  3. Lens AI GraphQL Server: Provides a GraphQL endpoint to fetch the aggregated metrics, enabling flexible and efficient data retrieval.

  4. Lens AI Monitoring Server: Uses Grafana to build interactive dashboards for monitoring key metrics.

  5. Lens AI Database: Utilizes MongoDB to store sensor data and metrics for persistent and scalable storage.

Lens AI Usage

git clone https://github.com/lens-ai/lensai_server

Server Configuration

nano config.ini

Build the docker containers

docker-compose up --build -d

Lens AI server Configuration

Adjust the config file based on the proejct requirements mainly . Please don't change the DB collection names.

  • [DEFAULT]

  • PROJECT_ID = your project id

  • SLEEP_INTERVAL = 10 (Sleep interv of the workers)

  • NUM_WORKERS = 1 (Number of worker threads)

  • [paths]

  • BASE_PATH = /tmp (Base path is the path under which the data is mounted on the container)

Lens AI sensor data handler

Lens AI Dashboard:

Screenshots of the Dashboard

The sensor data handler runs on port 8000 and can be accessed at on the host machine. To change the host port, modify the docker-compose.yml file to your preferred port.

The Lens AI Dashboard is accessible on port 3000 on the host machine. Access it via .

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http://localhost:8000
http://localhost:3000