Model Profiling Python Packages

ultralytics-thop

PyTorch model profiler for computing MACs and parameter counts to measure deep learning model complexity.

memoraith

Memoraith: A lightweight, versatile model profiler for deep learning frameworks. Optimize your neural networks with detailed insights on memory usage, computation time, and performance bottlenecks.

green-ai-profiler

Open-source PyTorch AI model profiler for latency, memory, energy (NVML/RAPL), and layer-wise bottlenecks. Measure green AI / ML efficiency no fabricated joules.