diff options
Diffstat (limited to 'lib/sigmoid.c')
| -rw-r--r-- | lib/sigmoid.c | 63 |
1 files changed, 63 insertions, 0 deletions
diff --git a/lib/sigmoid.c b/lib/sigmoid.c new file mode 100644 index 0000000..05ea126 --- /dev/null +++ b/lib/sigmoid.c @@ -0,0 +1,63 @@ +// Sigmoid +// +// sigmoid - sig +// +// f(x) = ( L / ( 1 + e^( -( 4m * ( x - x_0 ) / L ) ) ) ) + b - ( L / 2 ) +// +// m = f'(0) +// b = f(0) +// ( b - ( L / 2 ) ) < y < ( b + ( L / 2 ) ) +// +// X_n - 1 +// Y_n - 1 +// C_n - 3 +// +// c[0] = m +// c[1] = L +// c[2] = b + + +#include <math.h> +#include "ts.h" + + +typedef struct { + fp_t m; + fp_t L; + fp_t b; +} ts_sigmoid_params_t; + +ts_parameter_t const ts_sigmoid_p = { .n_inputs = 1, .n_outputs = 1, .n_constants = 3, .params_size = sizeof(ts_sigmoid_params_t) }; + + +uint_t ts_sigmoid_offset( ts_constant_t const *c ) +{ + ( void )c; + return ( 0 ); +} + +int ts_sigmoid( + fp_t * const *y, uint_t y_n, + fp_t const * const *x, uint_t x_n, + uint_t n, ts_constant_t const *c +) +{ + TS_PROLOGUE( ts_sigmoid_p ); + if ( !c ) return -1; + fp_t m = ((ts_sigmoid_params_t *)c)->m; + fp_t L = ((ts_sigmoid_params_t *)c)->L; + fp_t b = ((ts_sigmoid_params_t *)c)->b; + + m = -( 4.0 * m ) / L; + b = b - ( 0.5 * L ); + + for( uint_t i = 0; i < n; ++i ) + { + fp_t xv = m * x[0][i]; + if( xv > 500.0 ) { y[0][i] = b; continue; } + if( xv < -500.0 ) { y[0][i] = L + b; continue; } + y[0][i] = ( L / ( 1.0 + exp( xv ) ) ) + b; + } + return 0; +} + |