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neural-network-cuda's Introduction

neural-network-CUDA

Una red neuronal implementada en CUDA y C; con el objetivo de comparar el "speed up" que se puede alcanzar utilizando la GPU para entrenar en paralelo.

Para información detallada, le invito a leer el Reporte de este proyecto.

Generalidades

Fue implementado y probado en Ubuntu 16.06 con CUDA 8.0; ejecutado en una GPU NVidia Geforce GTX 960m.

Dependencias

  • Tener tarjeta de video (GPU) NVidia.
  • Tener instalado CUDA Toolkit 8.0.
  • Tener compilador nvcc (/usr/local/cuda-8.0/bin/nvcc).

Configurar makefile

Si hay problemas de compilación puede necesitarse configurar la ubicación del compilador nvcc en el makefile.

Compilación

$ make

Limpiar con:

$ make clean

Ejecución

Ejecutar un entrenamiento de la compuerta logica OR secuencialmente y luego en GPU.

$ ./main

Se muestran estadísticas de la cantidad de neuronas evaluadas por segundo al terminar cada entrenamiento o al precionar CTRL+C.

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