#![allow(clippy::excessive_precision)]
use crate::frame::element_wise::ElementWiseKer;
use tract_data::internal::*;
pub fn ssigmoid(x: f32) -> f32 {
const LOW: f32 = -18.6;
const HIGH: f32 = -LOW;
const ALPHA_13: f32 = -4.433153405e-18;
const ALPHA_11: f32 = 1.169974371e-14;
const ALPHA_9: f32 = -1.875289645e-11;
const ALPHA_7: f32 = 4.257889523e-8;
const ALPHA_5: f32 = 0.00004811817576;
const ALPHA_3: f32 = 0.008163842030;
const ALPHA_1: f32 = 0.2499999971;
const BETA_6: f32 = 3.922935744e-6;
const BETA_4: f32 = 0.001524872358;
const BETA_2: f32 = 0.1159886749;
const BETA_0: f32 = 1.0;
let x = x.clamp(LOW, HIGH);
let x2 = x * x;
let p = ALPHA_13;
let p = x2 * p + ALPHA_11;
let p = x2 * p + ALPHA_9;
let p = x2 * p + ALPHA_7;
let p = x2 * p + ALPHA_5;
let p = x2 * p + ALPHA_3;
let p = x2 * p + ALPHA_1;
let p = p * x;
let q = BETA_6;
let q = x2 * q + BETA_4;
let q = x2 * q + BETA_2;
let q = x2 * q + BETA_0;
p / q + 0.5
}
pub fn hsigmoid(x: f16) -> f16 {
const LOW: f16 = f16::from_f32_const(-6.92);
const HIGH: f16 = f16::from_f32_const(6.92);
const ALPHA_5: f16 = f16::from_f32_const(-0.0000124702);
const ALPHA_3: f16 = f16::from_f32_const(0.00400222);
const ALPHA_1: f16 = f16::from_f32_const(0.249895);
const BETA_2: f16 = f16::from_f32_const(0.098734);
const BETA_0: f16 = f16::from_f32_const(1.0);
let x = x.clamp(LOW, HIGH);
let x2 = x * x;
let p = ALPHA_5;
let p = x2 * p + ALPHA_3;
let p = x2 * p + ALPHA_1;
let p = p * x;
let q = BETA_2;
let q = x2 * q + BETA_0;
p / q + f16::from_f32_const(0.5)
}
#[derive(Clone, Debug)]
pub struct SSigmoid4;
impl ElementWiseKer<f32> for SSigmoid4 {
fn name() -> &'static str {
"generic"
}
fn alignment_bytes() -> usize {
16
}
fn alignment_items() -> usize {
4
}
fn nr() -> usize {
4
}
fn run(x: &mut [f32], _: ()) {
debug_assert!(x.len() % Self::nr() == 0);
debug_assert!(x.as_ptr() as usize % Self::alignment_bytes() == 0);
x.iter_mut().for_each(|px| *px = ssigmoid(*px))
}
}
#[derive(Clone, Debug)]
pub struct HSigmoid8;
impl ElementWiseKer<f16> for HSigmoid8 {
fn name() -> &'static str {
"generic"
}
fn alignment_bytes() -> usize {
16
}
fn alignment_items() -> usize {
4
}
fn nr() -> usize {
8
}
fn run(x: &mut [f16], _: ()) {
debug_assert!(x.len() % Self::nr() == 0);
debug_assert!(x.as_ptr() as usize % Self::alignment_bytes() == 0);
x.iter_mut().for_each(|px| *px = hsigmoid(*px))
}
}
#[cfg(test)]
#[macro_use]
pub mod s {
sigmoid_frame_tests!(true, f32, crate::generic::sigmoid::SSigmoid4);
}
#[cfg(test)]
#[macro_use]
pub mod h {
sigmoid_frame_tests!(true, tract_data::internal::f16, crate::generic::sigmoid::HSigmoid8);
}