ModelMeter

Unrestricted class structure compatibility and focused throughput assessment for your model's performance evaluation

Requirements

Python 3.8+

Installation

pip install model-meter

---> 100%

Example

Create it

• Create a file main.py with:

from model_meter import ModelMeter
from ultralytics import YOLO

# Load the model
model = YOLO()

# Create the meter
meter = ModelMeter(model)

# Run the meter
throughput, avg_time_per_call = meter.measure(
    params=('./contents/dog.jpg',), 
    method_name="__call__",
)

print(f'Throughput: {throughput} images/second')
print(f'Avg time per call: {avg_time_per_call} seconds')

Run it

Run the script with:

$ python main.py

...

Throughput: 14.794271662158552 images/second
Avg time per call: 0.0675937297107937 seconds

License

This project is licensed under the terms of the MIT license.