1.7. About Performance

CPU
Central Processing Unit

A central processing unit (CPU), also called a central processor, main processor or just processor, is the electronic circuitry within a computer that executes instructions that make up a computer program. [1]

GPU
Graphics Processing Unit

A graphics processing unit (GPU) is a specialized electronic circuit designed to rapidly manipulate and alter memory to accelerate the creation of images in a frame buffer intended for output to a display device. [2]

ALU
Arithmetic Logic Unit

An arithmetic logic unit (ALU) is a combinational digital electronic circuit that performs arithmetic and bitwise operations on integer binary numbers. [3]

FPU
Floating-Point Unit

A floating-point unit (FPU, colloquially a math coprocessor) is a part of a computer system specially designed to carry out operations on floating-point numbers. [4]

TPU
Tensor Processing Unit

A tensor processing unit (TPU) is an AI accelerator application-specific integrated circuit (ASIC) developed by Google specifically for neural network machine learning, particularly using Google's own TensorFlow software. [5]

1.7.1. CPU

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../../_images/numpy-performance-cpu-memsize.png

1.7.2. Motherboard

../../_images/numpy-performance-motherboard.png

1.7.3. CPU vs GPU Architecture

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../../_images/numpy-performance-architecture-cpu.png
../../_images/numpy-performance-architecture-cpu-vs-gpu-1.png
../../_images/numpy-performance-architecture-cpu-vs-gpu-2.png
../../_images/numpy-performance-architecture-gpu.png

1.7.4. Latency

../../_images/numpy-performance-latency-1.png
../../_images/numpy-performance-latency-2.png

1.7.5. References