For more information on Energy and carbon emissions / Where the energy comes from in ITU ?
I invite you to take a look at Energy Tracker Presentation
pip install codecarbon
pip install -r requirements.txtThe requirements.txt file contain : -arrow -pandas -pynvml -requests -psutil -py-cpuinfo -click -rapidfuzz -prometheus_client
from codecarbon import EmissionsTrackertracker = EmissionsTracker() # or EmissionsTracker(project_name="...")
tracker.start()
#
# Compute intensive code goes here
#
tracker.stop()This will create a csv file (emissions.csv) with the following data :
| Field | Description |
|---|---|
| timestamp | Time of the experiment in %Y-%m-%dT%H:%M:%S format |
| project_name | Name of the project, defaults to codecarbon |
| run-id | id of the run |
| duration | Duration of the compute, in seconds |
| emissions | Emissions as CO₂-equivalents [CO₂eq], in kg |
| emissions_rate | Emissions divided per duration, in Kg/s |
| cpu_power | CPU power (W) |
| gpu_power | GPU power (W) |
| ram_power | RAM power (W) |
| cpu_energy | Energy used per CPU (kWh) |
| gpu_energy | Energy used per GPU (kWh) |
| ram_energy | Energy used per RAM (kWh) |
| energy_consumed | Sum of cpu_energy, gpu_energy and ram_energy (kWh) |
| country_name | Name of the country where the infrastructure is hosted |
| country_iso_code | 3-letter alphabet ISO Code of the respective country |
| region | Province/State/City where the compute infrastructure is hosted |
| on_cloud | Y if the infrastructure is on cloud, N in case of private infrastructure |
| cloud_provider | One of the 3 major cloud providers, aws/azure/gcp |
| cloud_region | Geographical Region for respective cloud provider, examples us-east-2 for aws, brazilsouth for azure, asia-east1 for gcp |
| os | OS on the device, example Windows-10-10.0.19044-SP0 |
| python_version | Example 3.8.10 |
| cpu_count | Number of CPU |
| cpu_model | Example Intel(R) Core(TM) i7-1065G7 CPU @ 1.30GHz |
| gpu_count | Number of GPU |
| gpu_model | Example 1 x NVIDIA GeForce GTX 1080 Ti |
| longitude | Longitude, with reduced precision to a range of 11.1 km / 123 km². This is done for privacy protection. |
| latitude | Latitude, with reduced precision to a range of 11.1 km / 123 km². This is done for privacy protection. |
| ram_total_size | Total RAM available (Go) |
| Tracking_mode | machine or process (default to machine) |
Run this line :
carbonboard --filepath="emissions.csv" --port=3333You will then obtain :
Find the [codecarbon repository]'https://github.com/mlco2/codecarbon.git)
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent