onnx-opcounter
onnx-opcounter copied to clipboard
Count number of parameters / MACs / FLOPS for ONNX models.
ONNX Operations Counter [WIP]
Counts number of parameters / MACs for ONNX models.
Installation
pip install onnx_opcounter
Basic Usage
Using CLI (calculate number of parameters)
onnx_opcounter {path_to_onnx_model}
Using CLI (calculate number of parameters and MACs)
onnx_opcounter --calculate-macs {path_to_onnx_model}
Using API
from onnx_opcounter import calculate_params
import onnx
model = onnx.load_model('./path/to/onnx/model')
params = calculate_params(model)
print('Number of params:', params)
License
The software is covered by Apache License 2.0.