Numerics Numpy 10x faster than Python List JAX 8x faster than Numpy with JIT Data Classes CachedProperty Cache properties of classes Distributed computing Ray Distribut calculation over muliple cpus or machines faster-fifo multiprocessing.Queue (IPC FIFO queue). Up to 30x faster in some configurations. Interpreter Python 3.11 1.25x faster than Python 3.10 Benchmark current performance SnakeViz with Python Profiler Image Manipulation OpenCV Fast image manipulations Graph Calculations igraph Extreme fast graph implementation for e.g. A* calculation