mlx/mlx/backend/metal/kernels/expm1f.h
Awni Hannun 42afe27e12
std and expm1 (#973)
* std and expm1

* actually add expm1

* fix linux

* fix vjp

* relax tol for linux test

* Add it to the compilable primitives

---------

Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2024-04-08 14:26:01 -07:00

90 lines
3.2 KiB
C

// Copyright © 2023 Apple Inc.
#pragma once
#include <metal_math>
// Original license copied below:
// Copyright (c) 2015-2023 Norbert Juffa
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/* Compute exponential base e minus 1. Maximum ulp error = 0.997458
i = rint(a/log(2)), f = a-i*log(2). Then expm1(a) = 2**i * (expm1(f)+1) - 1.
Compute r = expm1(f). Then expm1(a)= 2 * (0.5 * 2**i * r + 0.5 * 2**i - 0.5).
With t = 0.5*2**i, expm1(a) = 2*(r * t + t-0.5). However, for best accuracy,
when i == 1, expm1(a)= 2*(r + 0.5), and when i == 0, expm1(a) = r.
NOTE: Scale factor b is only applied if i < 0 or i > 1 (should be power of 2)
*/
float expm1f_scaled_unchecked(float a, float b) {
float f, j, r, s, t, u, v, x, y;
int i;
// exp(a) = 2**i * exp(f); i = rintf (a / log(2))
j = fma(1.442695f, a, 12582912.f); // 0x1.715476p0, 0x1.8p23
j = j - 12582912.0f; // 0x1.8p23
i = (int)j;
f = fma(j, -6.93145752e-1f, a);
// approximate r = exp(f)-1 on interval [-log(2)/2, +log(2)/2]
s = f * f;
if (a == 0.0f)
s = a; // ensure -0 is passed through
// err = 0.997458 ulp1 = 11081805
r = 1.97350979e-4f; // 0x1.9de000p-13
r = fma(r, f, 1.39309070e-3f); // 0x1.6d30bcp-10
r = fma(r, f, 8.33343994e-3f); // 0x1.1111f6p-7
r = fma(r, f, 4.16668020e-2f); // 0x1.55559ep-5
r = fma(r, f, 1.66666716e-1f); // 0x1.55555cp-3
r = fma(r, f, 4.99999970e-1f); // 0x1.fffffep-2
u = (j == 1) ? (f + 0.5f) : f;
v = fma(r, s, u);
s = 0.5f * b;
t = ldexp(s, i);
y = t - s;
x = (t - y) - s; // double-float canonicalization of difference
r = fma(v, t, x) + y;
r = r + r;
if (j == 0)
r = v;
if (j == 1)
r = v + v;
return r;
}
/* Compute exponential base e minus 1. max ulp err = 0.99746 */
float expm1f(float a) {
float r;
r = expm1f_scaled_unchecked(a, 1.0f);
/* handle severe overflow and underflow */
if (abs(a - 1.0f) > 88.0f) {
r = fma(r, r, -1.0f);
}
return r;
}