Track and visualize GPU energy consumption using PyNVML, with MongoDB integration.
Project description
EnergyMonitor
Overview
EnergyMonitor is a Python-based tool that tracks GPU power consumption using NVIDIA Management Library (NVML) and stores energy usage data in a MongoDB database. It allows users to log in, track energy consumption per project, and store run-specific energy data.
Features
- User Authentication: Secure login using bcrypt.
- Energy Monitoring: Tracks GPU power usage using NVML.
- Project-Based Tracking: Associates energy consumption data with different projects.
- Database Storage: Saves energy consumption history in MongoDB.
- Automatic Timing: Energy tracking automatically starts and stops when monitoring begins and ends.
Installation Requirements
Just install the library. That's all your going to need
pip install energyCnV==1.0.26
Usage
1. Import and Initialize
from energy_monitor import EnergyMonitor
monitor = EnergyMonitor()
2. Login
Before tracking energy consumption, log in with:
monitor.login("username", "password")
3. Start Monitoring
Start tracking energy consumption for a specific project:
monitor.start("ProjectName")
- If the project does not exist, it prompts the user to create one.
- The timer automatically starts when monitoring begins.
4. Stop Monitoring
To stop tracking and save energy data:
monitor.stop()
- This automatically calculates the total energy used and duration.
- Data is stored in the database.
Functions
login(username, password)
Inputs:
username(str): The username of the user.password(str): The corresponding password.
Functionality:
- Authenticates the user with a hashed password.
- Stores the user ID after successful login.
start(project_name)
Inputs:
project_name(str): Name of the project to track energy usage.
Functionality:
- Initializes GPU energy monitoring.
- Checks if the project exists; if not, prompts user to create one.
- Automatically starts the timer when monitoring begins.
stop()
Functionality:
- Automatically stops the timer and calculates energy consumption.
- Stores run details like duration, timestamp, and energy used.
- Saves data in MongoDB.
Database Structure
Each user document in MongoDB follows this structure:
{
"_id": ObjectId("..."),
"username": "user123",
"password": "hashed_password",
"projects": {
"ProjectName": {
"run1": {
"timestamp": "2025-03-08T12:00:00Z",
"duration": 3600,
"energy": 500000,
"energy_kwh": 0.138
}
}
}
}
Notes
- Make sure you log in before starting monitoring.
- Ensure your GPU supports NVML.
- Timing is handled automatically; no need for manual tracking.
License
This project is open-source. Feel free to modify and extend it!
Project details
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