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Re: [PATCH] x86-64: Optimize e_expf with FMA [BZ #21912]


On 08/16/2017 09:34 AM, H.J. Lu wrote:
> FMA optimized e_expf improves performance by more than 50% on Skylake.
> 
> Any comments?

Exactly how much of e_expf-fma.S do you need to achieve that 50% speedup?

How does this algorithm compare to what is already implemented for e_expf?

My questions are basically leading to this:

(a) Can we write a generic e_expf in C with the special cases written
    in C, and...

(b) Is there a core kernel computation that we can then implement in assembly?

> H.J.
> 	[BZ #21912]
> 	* sysdeps/x86_64/fpu/multiarch/Makefile (libm-sysdep_routines):
> 	Add and e_expf-fma.
> 	* sysdeps/x86_64/fpu/multiarch/e_expf-fma.S: New file.
> 	* sysdeps/x86_64/fpu/multiarch/e_expf.c: Likewise.
> 	* sysdeps/x86_64/fpu/multiarch/ifunc-fma.h: Likewise.
> ---
>  sysdeps/x86_64/fpu/multiarch/Makefile     |   2 +
>  sysdeps/x86_64/fpu/multiarch/e_expf-fma.S | 182 ++++++++++++++++++++++++++++++
>  sysdeps/x86_64/fpu/multiarch/e_expf.c     |  26 +++++
>  sysdeps/x86_64/fpu/multiarch/ifunc-fma.h  |  34 ++++++
>  4 files changed, 244 insertions(+)
>  create mode 100644 sysdeps/x86_64/fpu/multiarch/e_expf-fma.S
>  create mode 100644 sysdeps/x86_64/fpu/multiarch/e_expf.c
>  create mode 100644 sysdeps/x86_64/fpu/multiarch/ifunc-fma.h
> 
> diff --git a/sysdeps/x86_64/fpu/multiarch/Makefile b/sysdeps/x86_64/fpu/multiarch/Makefile
> index 9daf2cf205..20dd44a7ff 100644
> --- a/sysdeps/x86_64/fpu/multiarch/Makefile
> +++ b/sysdeps/x86_64/fpu/multiarch/Makefile
> @@ -35,6 +35,8 @@ CFLAGS-slowpow-fma.c = -mfma -mavx2
>  CFLAGS-s_sin-fma.c = -mfma -mavx2
>  CFLAGS-s_tan-fma.c = -mfma -mavx2
>  
> +libm-sysdep_routines += e_expf-fma
> +

Add a comment explaining why this is a distinct line from the ones below.

>  libm-sysdep_routines += e_exp-fma4 e_log-fma4 e_pow-fma4 s_atan-fma4 \
>  			e_asin-fma4 e_atan2-fma4 s_sin-fma4 s_tan-fma4 \
>  			mplog-fma4 mpa-fma4 slowexp-fma4 slowpow-fma4 \
> diff --git a/sysdeps/x86_64/fpu/multiarch/e_expf-fma.S b/sysdeps/x86_64/fpu/multiarch/e_expf-fma.S
> new file mode 100644
> index 0000000000..e081186667
> --- /dev/null
> +++ b/sysdeps/x86_64/fpu/multiarch/e_expf-fma.S
> @@ -0,0 +1,182 @@
> +/* FMA/AVX2 version of IEEE 754 expf.
> +   Copyright (C) 2017 Free Software Foundation, Inc.
> +   This file is part of the GNU C Library.
> +
> +   The GNU C Library is free software; you can redistribute it and/or
> +   modify it under the terms of the GNU Lesser General Public
> +   License as published by the Free Software Foundation; either
> +   version 2.1 of the License, or (at your option) any later version.
> +
> +   The GNU C Library is distributed in the hope that it will be useful,
> +   but WITHOUT ANY WARRANTY; without even the implied warranty of
> +   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
> +   Lesser General Public License for more details.
> +
> +   You should have received a copy of the GNU Lesser General Public
> +   License along with the GNU C Library; if not, see
> +   <http://www.gnu.org/licenses/>.  */
> +
> +#include <sysdep.h>
> +
> +/* Short algorithm description:
> + *
> + *  Let K = 64 (table size).
> + *       e^x  = 2^(x/log(2)) = 2^n * T[j] * (1 + P(y))
> + *  where
> + *       x = m*log(2)/K + y,    y in [0.0..log(2)/K]
> + *       m = n*K + j,           m,n,j - signed integer, j in [0..K-1]
> + *       values of 2^(j/K) are tabulated as T[j].
> + *
> + *       P(y) is a minimax polynomial approximation of expf(x)-1
> + *       on small interval [0.0..log(2)/K].
> + *
> + *       P(y) = P3*y*y*y*y + P2*y*y*y + P1*y*y + P0*y, calculated as
> + *       z = y*y;    P(y) = (P3*z + P1)*z + (P2*z + P0)*y
> + *
> + * Special cases:
> + *  expf(NaN) = NaN
> + *  expf(+INF) = +INF
> + *  expf(-INF) = 0
> + *  expf(x) = 1 for subnormals
> + *  for finite argument, only expf(0)=1 is exact
> + *  expf(x) overflows if x>88.7228317260742190
> + *  expf(x) underflows if x<-103.972076416015620
> + */

Use GNU-style comments please.

> +
> +	.section .text.fma,"ax",@progbits
> +ENTRY(__ieee754_expf_fma)
> +	/* Input: single precision x in %xmm0 */
> +	vcvtss2sd %xmm0, %xmm0, %xmm1	/* Convert x to double precision */
> +	vmovd	%xmm0, %ecx		/* Copy x */
> +	vmovsd	L(DP_KLN2)(%rip), %xmm2	/* DP K/log(2) */
> +	vfmadd213sd L(DP_RD)(%rip), %xmm1, %xmm2 /* DP x*K/log(2)+RD */
> +	vmovsd	L(DP_P2)(%rip), %xmm3	/* DP P2 */
> +	movl	%ecx, %eax		/* x */
> +	andl	$0x7fffffff, %ecx	/* |x| */
> +	lea	L(DP_T)(%rip), %rsi	/* address of table T[j] */
> +	vmovsd	L(DP_P3)(%rip), %xmm4	/* DP P3 */
> +
> +	cmpl	$0x42ad496b, %ecx	/* |x|<125*log(2) ? */
> +	jae	L(special_paths_fma)
> +
> +	/* Here if |x|<125*log(2) */
> +	cmpl	$0x31800000, %ecx	/* |x|<2^(-28) ? */
> +	jb	L(small_arg_fma)
> +
> +	/* Main path: here if 2^(-28)<=|x|<125*log(2) */
> +						/* %xmm2 = SP x*K/log(2)+RS */
> +	vmovd	  %xmm2, %eax
> +	vsubsd	  L(DP_RD)(%rip), %xmm2, %xmm2 	/* DP t=round(x*K/log(2)) */
> +	movl	  %eax, %edx			/* n*K+j with trash */
> +	andl	  $0x3f, %eax			/* bits of j */
> +	vmovsd	  (%rsi,%rax,8), %xmm5		/* T[j] */
> +	andl	  $0xffffffc0, %edx		/* bits of n */
> +
> +	vfmadd132sd  L(DP_NLN2K)(%rip), %xmm1, %xmm2 /*  DP y=x-t*log(2)/K */
> +	vmulsd	    %xmm2, %xmm2, %xmm6		/* DP z=y*y */
> +
> +
> +	vfmadd213sd L(DP_P1)(%rip), %xmm6, %xmm4 /* DP P3*z + P1 */
> +	vfmadd213sd L(DP_P0)(%rip), %xmm6, %xmm3 /* DP P2*z+P0 */
> +
> +	addl	    $0x1fc0, %edx		/* bits of n + SP exponent bias */
> +	shll	    $17, %edx			/* SP 2^n */
> +	vmovd       %edx, %xmm1			/* SP 2^n */
> +
> +	vmulsd      %xmm6, %xmm4, %xmm4		/* DP (P3*z+P1)*z */
> +
> +	vfmadd213sd %xmm4, %xmm3, %xmm2		/* DP P(Y)  (P2*z+P0)*y */
> +	vfmadd213sd %xmm5, %xmm5, %xmm2		/* DP T[j]*(P(y)+1) */
> +	vcvtsd2ss   %xmm2, %xmm2, %xmm0		/* SP T[j]*(P(y)+1) */
> +	vmulss	    %xmm1, %xmm0, %xmm0		/* SP result=2^n*(T[j]*(P(y)+1)) */
> +	ret
> +
> +	.p2align	4
> +L(small_arg_fma):
> +	/* Here if 0<=|x|<2^(-28) */
> +	vaddss	L(SP_ONE)(%rip), %xmm0, %xmm0	/* 1.0 + x */
> +	/* Return 1.0 with inexact raised, except for x==0 */
> +	ret
> +
> +	.p2align	4
> +L(special_paths_fma):
> +	/* Here if 125*log(2)<=|x| */
> +	shrl	$31, %eax		/* Get sign bit of x, and depending on it: */
> +	lea	L(SP_RANGE)(%rip), %rdx	/* load over/underflow bound */
> +	cmpl	(%rdx,%rax,4), %ecx	/* |x|<under/overflow bound ? */
> +	jbe	L(near_under_or_overflow_fma)
> +
> +	/* Here if |x|>under/overflow bound */
> +	cmpl	$0x7f800000, %ecx	/* |x| is finite ? */
> +	jae	L(arg_inf_or_nan_fma)
> +
> +	/* Here if |x|>under/overflow bound, and x is finite */
> +	testl	%eax, %eax		/* sign of x nonzero ? */
> +	je	L(res_overflow_fma)
> +
> +	/* Here if -inf<x<underflow bound (x<0) */
> +	vmovss	L(SP_SMALL)(%rip), %xmm0/* load small value 2^(-100) */
> +	vmulss	%xmm0, %xmm0, %xmm0	/* Return underflowed result (zero or subnormal) */
> +	ret
> +
> +	.p2align	4
> +L(res_overflow_fma):
> +	/* Here if overflow bound<x<inf (x>0) */
> +	vmovss	L(SP_LARGE)(%rip), %xmm0/* load large value 2^100 */
> +	vmulss	%xmm0, %xmm0, %xmm0	/* Return overflowed result (Inf or max normal) */
> +	ret
> +
> +	.p2align	4
> +L(arg_inf_or_nan_fma):
> +	/* Here if |x| is Inf or NAN */
> +	jne	L(arg_nan_fma)	/* |x| is Inf ? */
> +
> +	/* Here if |x| is Inf */
> +	lea	L(SP_INF_0)(%rip), %rdx	/* depending on sign of x: */
> +	vmovss	(%rdx,%rax,4), %xmm0	/* return zero or Inf */
> +	ret
> +
> +	.p2align	4
> +L(arg_nan_fma):
> +	/* Here if |x| is NaN */
> +	vaddss	%xmm0, %xmm0, %xmm0	/* Return x+x (raise invalid) */
> +	ret
> +
> +	.p2align	4
> +L(near_under_or_overflow_fma):
> +	/* Here if 125*log(2)<=|x|<under/overflow bound */
> +	vmovd	%xmm2, %eax		/* bits of n*K+j with trash */
> +	vsubsd	L(DP_RD)(%rip), %xmm2, %xmm2 	/* DP t=round(x*K/log(2)) */
> +	movl	%eax, %edx		/* n*K+j with trash */
> +	andl	$0x3f, %eax		/* bits of j */
> +	vmulsd	L(DP_NLN2K)(%rip),%xmm2, %xmm2/* DP -t*log(2)/K */
> +	andl	$0xffffffc0, %edx	/* bits of n */
> +	vaddsd	%xmm1, %xmm2, %xmm0	/* DP y=x-t*log(2)/K */
> +	vmulsd	%xmm0, %xmm0, %xmm2	/* DP z=y*y */
> +	addl	$0xffc0, %edx		/* bits of n + DP exponent bias */
> +	vfmadd213sd L(DP_P0)(%rip), %xmm2, %xmm3/* DP P2*z+P0 */
> +	shlq	$46, %rdx		/* DP 2^n */
> +	vfmadd213sd L(DP_P1)(%rip), %xmm2, %xmm4/* DP P3*z+P1 */
> +	vmovq	%rdx, %xmm1		/* DP 2^n */
> +	vmulsd	%xmm2, %xmm4, %xmm4	/* DP (P3*z+P1)*z */
> +	vfmadd213sd %xmm4, %xmm3, %xmm0	/* DP (P2*z+P0)*y */
> +	vmovsd	(%rsi,%rax,8), %xmm2
> +	vfmadd213sd %xmm2, %xmm2, %xmm0 /* DP T[j]*(P(y)+1) */
> +	vmulsd	%xmm1, %xmm0, %xmm0	/* DP result=2^n*(T[j]*(P(y)+1)) */
> +	vcvtsd2ss %xmm0, %xmm0, %xmm0	/* convert result to single precision */
> +	ret
> +END(__ieee754_expf_fma)
> +
> +	.section .rodata.cst8,"aM",@progbits,8
> +	.p2align 3
> +L(DP_RD): /* double precision 2^52+2^51 */
> +	.long	0x00000000, 0x43380000
> +	.type L(DP_RD), @object
> +	ASM_SIZE_DIRECTIVE(L(DP_RD))
> +
> +#define __ieee754_expf __ieee754_expf_sse2
> +
> +#undef strong_alias
> +#define strong_alias(ignored1, ignored2)
> +
> +#include <sysdeps/x86_64/fpu/e_expf.S>
> diff --git a/sysdeps/x86_64/fpu/multiarch/e_expf.c b/sysdeps/x86_64/fpu/multiarch/e_expf.c
> new file mode 100644
> index 0000000000..864d5f9b21
> --- /dev/null
> +++ b/sysdeps/x86_64/fpu/multiarch/e_expf.c
> @@ -0,0 +1,26 @@
> +/* Multiple versions of IEEE 754 expf.
> +   Copyright (C) 2017 Free Software Foundation, Inc.
> +   This file is part of the GNU C Library.
> +
> +   The GNU C Library is free software; you can redistribute it and/or
> +   modify it under the terms of the GNU Lesser General Public
> +   License as published by the Free Software Foundation; either
> +   version 2.1 of the License, or (at your option) any later version.
> +
> +   The GNU C Library is distributed in the hope that it will be useful,
> +   but WITHOUT ANY WARRANTY; without even the implied warranty of
> +   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
> +   Lesser General Public License for more details.
> +
> +   You should have received a copy of the GNU Lesser General Public
> +   License along with the GNU C Library; if not, see
> +   <http://www.gnu.org/licenses/>.  */
> +
> +extern double __redirect_ieee754_expf (double);
> +
> +#define SYMBOL_NAME ieee754_expf
> +#include "ifunc-fma.h"
> +
> +libc_ifunc_redirected (__redirect_ieee754_expf, __ieee754_expf,
> +		       IFUNC_SELECTOR ());
> +strong_alias (__ieee754_expf, __expf_finite)

OK.

> diff --git a/sysdeps/x86_64/fpu/multiarch/ifunc-fma.h b/sysdeps/x86_64/fpu/multiarch/ifunc-fma.h
> new file mode 100644
> index 0000000000..383c41ffb1
> --- /dev/null
> +++ b/sysdeps/x86_64/fpu/multiarch/ifunc-fma.h
> @@ -0,0 +1,34 @@
> +/* Common definition for ifunc selections optimized with AVX2/FMA.
> +   Copyright (C) 2017 Free Software Foundation, Inc.
> +   This file is part of the GNU C Library.
> +
> +   The GNU C Library is free software; you can redistribute it and/or
> +   modify it under the terms of the GNU Lesser General Public
> +   License as published by the Free Software Foundation; either
> +   version 2.1 of the License, or (at your option) any later version.
> +
> +   The GNU C Library is distributed in the hope that it will be useful,
> +   but WITHOUT ANY WARRANTY; without even the implied warranty of
> +   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
> +   Lesser General Public License for more details.
> +
> +   You should have received a copy of the GNU Lesser General Public
> +   License along with the GNU C Library; if not, see
> +   <http://www.gnu.org/licenses/>.  */
> +
> +#include <init-arch.h>
> +
> +extern __typeof (REDIRECT_NAME) OPTIMIZE (sse2) attribute_hidden;
> +extern __typeof (REDIRECT_NAME) OPTIMIZE (fma) attribute_hidden;
> +
> +static inline void *
> +IFUNC_SELECTOR (void)
> +{
> +  const struct cpu_features* cpu_features = __get_cpu_features ();
> +
> +  if (CPU_FEATURES_ARCH_P (cpu_features, FMA_Usable)
> +      && CPU_FEATURES_ARCH_P (cpu_features, AVX2_Usable))
> +    return OPTIMIZE (fma);
> +
> +  return OPTIMIZE (sse2);
> +}

OK.

-- 
Cheers,
Carlos.


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