voice_audio_multi/external/ggml/examples/simple

Simple

This example simply performs a matrix multiplication, solely for the purpose of demonstrating a basic usage of ggml and backend handling. The code is commented to help understand what each part does.

Traditional matrix multiplication goes like this (multiply row-by-column):

A \times B = C

\begin{bmatrix} 2 & 8 \ 5 & 1 \ 4 & 2 \ 8 & 6 \ \end{bmatrix} \times \begin{bmatrix} 10 & 9 & 5 \ 5 & 9 & 4 \ \end{bmatrix} = \begin{bmatrix} 60 & 90 & 42 \ 55 & 54 & 29 \ 50 & 54 & 28 \ 110 & 126 & 64 \ \end{bmatrix}

In ggml, we pass the matrix B in transposed form and multiply row-by-row. The result C is also transposed:

ggml\_mul\_mat(A, B^T) = C^T

ggml\_mul\_mat( \begin{bmatrix} 2 & 8 \ 5 & 1 \ 4 & 2 \ 8 & 6 \ \end{bmatrix} , \begin{bmatrix} 10 & 5 \ 9 & 9 \ 5 & 4 \ \end{bmatrix} ) = \begin{bmatrix} 60 & 55 & 50 & 110 \ 90 & 54 & 54 & 126 \ 42 & 29 & 28 & 64 \ \end{bmatrix}

The simple-ctx doesn't support gpu acceleration. simple-backend demonstrates how to use other backends like CUDA and Metal.