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refine exp jitcode with all size

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test=develop
panyx0718-patch-1
tensor-tang 7 years ago
parent d3eae8f61b
commit ccb8963705
3 changed files with 153 additions and 203 deletions
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191
paddle/fluid/operators/math/jit_code.cc
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@ -13,8 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License. */
#include "paddle/fluid/operators/math/jit_code.h"
#include "paddle/fluid/operators/math/jit_kernel.h"
#include "paddle/fluid/platform/cpu_info.h"
#include "paddle/fluid/operators/math/jit_kernel.h" // TODO(TJ): remove me
namespace paddle {
namespace operators {
@ -111,41 +110,7 @@ void VXXJitCode::generate() {
ret();
}
#define ALIGN32 __attribute__((aligned(32)))
#define EXP_HIG 88.3762626647949f
#define EXP_LOW -88.3762626647949f
#define CEPHES_LOG2EF 1.44269504088896341
#define CEPHES_EXP_C1 0.693359375
#define CEPHES_EXP_C2 -2.12194440e-4
#define CEPHES_EXP_P0 1.9875691500E-4
#define CEPHES_EXP_P1 1.3981999507E-3
#define CEPHES_EXP_P2 8.3334519073E-3
#define CEPHES_EXP_P3 4.1665795894E-2
#define CEPHES_EXP_P4 1.6666665459E-1
#define CEPHES_EXP_P5 5.0000001201E-1
#define REPEAT_8TIMES(val) val, val, val, val, val, val, val, val
#define OFFSET_EXP_ONE 0 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_TWO 1 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_0P5 2 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_HIG 3 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_LOW 4 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_LOG2EF 5 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_C1 6 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_C2 7 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_P0 8 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_P1 9 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_P2 10 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_P3 11 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_P4 12 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_P5 13 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_MAX_INPUT 14 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_SIGMOID_MAX 15 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_SIGMOID_MIN 16 * YMM_FLOAT_BLOCK * sizeof(float)
static const float exp_float_consts[] ALIGN32 = {
REPEAT_8TIMES(1.f),
const float exp_float_consts[] ALIGN32 = {REPEAT_8TIMES(1.f),
REPEAT_8TIMES(2.f),
REPEAT_8TIMES(0.5f),
REPEAT_8TIMES(EXP_HIG),
@ -163,8 +128,8 @@ static const float exp_float_consts[] ALIGN32 = {
REPEAT_8TIMES(SIGMOID_THRESHOLD_MAX),
REPEAT_8TIMES(SIGMOID_THRESHOLD_MIN)};
static const int exp_int_0x7f[] ALIGN32 = {REPEAT_8TIMES(0x7f)};
static int g_tmp_mem[16] ALIGN32 = {0};
const int exp_int_0x7f[] ALIGN32 = {REPEAT_8TIMES(0x7f)};
int g_tmp_mem[16] ALIGN32 = {0};
bool VActJitCode::init(int d, operand_type type) {
bool ok = MayIUse(avx);
@ -177,146 +142,6 @@ bool VActJitCode::init(int d, operand_type type) {
}
}
void VActJitCode::exp_ymm(ymm_t& ymm_dst, ymm_t& ymm_src, int fx_idx,
int fy_idx, int mask_idx, int tmp_idx) {
assert(ymm_src.getIdx() != ymm_dst.getIdx()); // TODO(TJ): use enfore
// check all idx can not equal
ymm_t ymm_fx = ymm_t(fx_idx);
ymm_t ymm_fy = ymm_t(fy_idx);
ymm_t ymm_mask = ymm_t(mask_idx);
ymm_t ymm_tmp = ymm_t(tmp_idx);
reg64_t reg_ptr_global = rax;
push(reg_ptr_global);
mov(reg_ptr_global, reinterpret_cast<size_t>(exp_float_consts));
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_HIG]);
vminps(ymm_src, ymm_src, ymm_tmp);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_LOW]);
vmaxps(ymm_src, ymm_src, ymm_tmp);
// express exp(x) as exp(g + n*log(2))
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_LOG2EF]);
vmulps(ymm_fx, ymm_src, ymm_tmp);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_0P5]);
vaddps(ymm_fx, ymm_fx, ymm_tmp);
vroundps(ymm_fy, ymm_fx, 0x01);
// if greater, substract 1
vcmpgtps(ymm_mask, ymm_fy, ymm_fx);
vmovaps(ymm_tmp, ptr[reg_ptr_global]);
vandps(ymm_mask, ymm_mask, ymm_tmp);
vsubps(ymm_fx, ymm_fy, ymm_mask);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_C1]);
vmulps(ymm_fy, ymm_fx, ymm_tmp);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_C2]);
ymm_t ymm_z = ymm_t(ymm_mask.getIdx());
vmulps(ymm_z, ymm_fx, ymm_tmp);
vsubps(ymm_src, ymm_src, ymm_fy);
vsubps(ymm_src, ymm_src, ymm_z);
vmulps(ymm_z, ymm_src, ymm_src);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_P0]);
vmulps(ymm_dst, ymm_src, ymm_tmp);
for (size_t i = OFFSET_EXP_P1; i < OFFSET_EXP_P5;
i += (YMM_FLOAT_BLOCK * sizeof(float))) {
vmovaps(ymm_tmp, ptr[reg_ptr_global + i]); // P1~P4
vaddps(ymm_dst, ymm_dst, ymm_tmp);
vmulps(ymm_dst, ymm_dst, ymm_src);
}
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_P5]);
vaddps(ymm_dst, ymm_dst, ymm_tmp);
vmulps(ymm_dst, ymm_dst, ymm_z);
vaddps(ymm_dst, ymm_dst, ymm_src);
vmovaps(ymm_tmp, ptr[reg_ptr_global]);
vaddps(ymm_dst, ymm_dst, ymm_tmp);
// build 2^n
ymm_t ymm_int = ymm_fx;
vcvttps2dq(ymm_int, ymm_fx);
mov(reg_ptr_global, reinterpret_cast<size_t>(exp_int_0x7f));
vmovdqa(ymm_tmp, ptr[reg_ptr_global]);
if (MayIUse(avx2)) {
vpaddd(ymm_int, ymm_int, ymm_tmp);
vpslld(ymm_int, ymm_int, 23);
} else if (MayIUse(avx)) {
xmm_t xtmp1 = xmm_t(ymm_int.getIdx());
xmm_t xtmp2 = xmm_t(ymm_tmp.getIdx());
reg64_t reg_ptr_tmp = reg_ptr_global;
mov(reg_ptr_tmp, reinterpret_cast<size_t>(g_tmp_mem));
vmovdqa(ptr[reg_ptr_tmp], ymm_int);
vmovdqa(ptr[reg_ptr_tmp + YMM_FLOAT_BLOCK * sizeof(float)], ymm_tmp);
vpaddd(xtmp1, xtmp1, xtmp2);
vpslld(xtmp1, xtmp1, 23);
vmovdqa(ptr[reg_ptr_tmp], xtmp1);
// next 128bits
vmovdqa(xtmp1, ptr[reg_ptr_tmp + 4 /*xmm float block*/ * sizeof(float)]);
vmovdqa(xtmp2,
ptr[reg_ptr_tmp +
(YMM_FLOAT_BLOCK + 4 /*xmm float block*/) * sizeof(float)]);
vpaddd(xtmp1, xtmp1, xtmp2);
vpslld(xtmp1, xtmp1, 23);
vmovdqa(ptr[reg_ptr_tmp + 4 /*xmm float block*/ * sizeof(float)], xtmp1);
// load out
vmovdqa(ymm_int, ptr[reg_ptr_tmp]);
}
vmulps(ymm_dst, ymm_dst, ymm_int);
pop(reg_ptr_global);
}
void VActJitCode::exp_xmm(xmm_t& ymm_dst, xmm_t& ymm_src, int fx_idx,
int fy_idx, int mask_idx, int tmp_idx) {
assert(ymm_src.getIdx() != ymm_dst.getIdx()); // TODO(TJ): use enfore
// check all idx can not equal
xmm_t ymm_fx = xmm_t(fx_idx);
xmm_t ymm_fy = xmm_t(fy_idx);
xmm_t ymm_mask = xmm_t(mask_idx);
xmm_t ymm_tmp = xmm_t(tmp_idx);
reg64_t reg_ptr_global = rax;
push(reg_ptr_global);
mov(reg_ptr_global, reinterpret_cast<size_t>(exp_float_consts));
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_HIG]);
vminps(ymm_src, ymm_src, ymm_tmp);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_LOW]);
vmaxps(ymm_src, ymm_src, ymm_tmp);
// express exp(x) as exp(g + n*log(2))
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_LOG2EF]);
vmulps(ymm_fx, ymm_src, ymm_tmp);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_0P5]);
vaddps(ymm_fx, ymm_fx, ymm_tmp);
vroundps(ymm_fy, ymm_fx, 0x01);
// if greater, substract 1
vcmpgtps(ymm_mask, ymm_fy, ymm_fx);
vmovaps(ymm_tmp, ptr[reg_ptr_global]);
vandps(ymm_mask, ymm_mask, ymm_tmp);
vsubps(ymm_fx, ymm_fy, ymm_mask);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_C1]);
vmulps(ymm_fy, ymm_fx, ymm_tmp);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_C2]);
xmm_t ymm_z = xmm_t(ymm_mask.getIdx());
vmulps(ymm_z, ymm_fx, ymm_tmp);
vsubps(ymm_src, ymm_src, ymm_fy);
vsubps(ymm_src, ymm_src, ymm_z);
vmulps(ymm_z, ymm_src, ymm_src);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_P0]);
vmulps(ymm_dst, ymm_src, ymm_tmp);
for (size_t i = OFFSET_EXP_P1; i < OFFSET_EXP_P5;
i += (YMM_FLOAT_BLOCK * sizeof(float))) {
vmovaps(ymm_tmp, ptr[reg_ptr_global + i]); // P1~P4
vaddps(ymm_dst, ymm_dst, ymm_tmp);
vmulps(ymm_dst, ymm_dst, ymm_src);
}
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_P5]);
vaddps(ymm_dst, ymm_dst, ymm_tmp);
vmulps(ymm_dst, ymm_dst, ymm_z);
vaddps(ymm_dst, ymm_dst, ymm_src);
vmovaps(ymm_tmp, ptr[reg_ptr_global]);
vaddps(ymm_dst, ymm_dst, ymm_tmp);
// build 2^n
xmm_t ymm_int = ymm_fx;
vcvttps2dq(ymm_int, ymm_fx);
mov(reg_ptr_global, reinterpret_cast<size_t>(exp_int_0x7f));
vmovdqa(ymm_tmp, ptr[reg_ptr_global]);
vpaddd(ymm_int, ymm_int, ymm_tmp);
vpslld(ymm_int, ymm_int, 23);
vmulps(ymm_dst, ymm_dst, ymm_int);
pop(reg_ptr_global);
}
void VActJitCode::sigmoid_ymm(ymm_t& ymm_dst, ymm_t& ymm_src, int fx_idx,
int fy_idx, int mask_idx, int tmp_idx) {
// y = 1 / (1 + e^-x)
@ -330,7 +155,7 @@ void VActJitCode::sigmoid_ymm(ymm_t& ymm_dst, ymm_t& ymm_src, int fx_idx,
vmaxps(ymm_src, ymm_src, ymm_tmp);
vxorps(ymm_tmp, ymm_tmp, ymm_tmp);
vsubps(ymm_src, ymm_tmp, ymm_src);
exp_ymm(ymm_dst, ymm_src, fx_idx, fy_idx, mask_idx, tmp_idx);
exp_jmm<ymm_t>(ymm_dst, ymm_src, fx_idx, fy_idx, mask_idx, tmp_idx);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_ONE]);
vaddps(ymm_dst, ymm_dst, ymm_tmp);
vdivps(ymm_dst, ymm_tmp, ymm_dst);
@ -349,7 +174,7 @@ void VActJitCode::tanh_ymm(ymm_t& ymm_dst, ymm_t& ymm_src, int fx_idx,
vxorps(ymm_zero, ymm_zero, ymm_zero);
vsubps(ymm_tmp, ymm_zero, ymm_tmp);
vmulps(ymm_src, ymm_src, ymm_tmp);
exp_ymm(ymm_dst, ymm_src, fx_idx, fy_idx, mask_idx, tmp_idx);
exp_jmm<ymm_t>(ymm_dst, ymm_src, fx_idx, fy_idx, mask_idx, tmp_idx);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_ONE]);
vaddps(ymm_dst, ymm_dst, ymm_tmp);
vmovaps(ymm_tmp, ptr[reg_ptr_global + OFFSET_EXP_TWO]);
@ -373,7 +198,7 @@ void VActJitCode::generate() {
relu_jmm<ymm_t>(ymm_dst, ymm_src, ymm_zero);
break;
case operand_type::exp:
exp_ymm(ymm_dst, ymm_src, 2, 3, 4, 5);
exp_jmm<ymm_t>(ymm_dst, ymm_src, 2, 3, 4, 5);
break;
case operand_type::sigmoid:
sigmoid_ymm(ymm_dst, ymm_src, 2, 3, 4, 5);
@ -409,7 +234,7 @@ void VActJitCode::generate() {
relu_jmm<xmm_t>(xmm_dst, xmm_src, xmm_zero);
break;
case operand_type::exp:
exp_xmm(xmm_dst, xmm_src, 2, 3, 4, 5);
exp_jmm<xmm_t>(xmm_dst, xmm_src, 2, 3, 4, 5);
break;
default:
break;

132
paddle/fluid/operators/math/jit_code.h
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@ -16,6 +16,8 @@ limitations under the License. */
#include <string>
#include "paddle/fluid/operators/math/jit_gen.h"
#include "paddle/fluid/platform/cpu_info.h"
namespace paddle {
namespace operators {
namespace math {
@ -40,6 +42,51 @@ typedef enum {
identity
} operand_type;
extern const float exp_float_consts[];
extern const int exp_int_0x7f[];
extern int g_tmp_mem[];
// TODO(TJ): move these to some proper place
#define SIGMOID_THRESHOLD_MIN -40.0
#define SIGMOID_THRESHOLD_MAX 13.0
#define EXP_MAX_INPUT 40.0
#define XMM_FLOAT_BLOCK 4
#define YMM_FLOAT_BLOCK 8
#define ZMM_FLOAT_BLOCK 16
#define ALIGN32 __attribute__((aligned(32)))
#define EXP_HIG 88.3762626647949f
#define EXP_LOW -88.3762626647949f
#define CEPHES_LOG2EF 1.44269504088896341
#define CEPHES_EXP_C1 0.693359375
#define CEPHES_EXP_C2 -2.12194440e-4
#define CEPHES_EXP_P0 1.9875691500E-4
#define CEPHES_EXP_P1 1.3981999507E-3
#define CEPHES_EXP_P2 8.3334519073E-3
#define CEPHES_EXP_P3 4.1665795894E-2
#define CEPHES_EXP_P4 1.6666665459E-1
#define CEPHES_EXP_P5 5.0000001201E-1
#define REPEAT_8TIMES(val) val, val, val, val, val, val, val, val
#define OFFSET_EXP_ONE 0 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_TWO 1 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_0P5 2 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_HIG 3 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_LOW 4 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_LOG2EF 5 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_C1 6 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_C2 7 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_P0 8 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_P1 9 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_P2 10 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_P3 11 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_P4 12 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_P5 13 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_EXP_MAX_INPUT 14 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_SIGMOID_MAX 15 * YMM_FLOAT_BLOCK * sizeof(float)
#define OFFSET_SIGMOID_MIN 16 * YMM_FLOAT_BLOCK * sizeof(float)
// function: vec = Operand(vec(or scalar), vec(or scalar)) (maybe with relu)
class VXXJitCode : public JitCode {
public:
@ -134,10 +181,87 @@ class VActJitCode : public JitCode {
}
// compute exp with ymm, xmm
void exp_ymm(const Xbyak::Ymm& dst, const Xbyak::Ymm& src, int fx_idx = 2,
int fy_idx = 3, int mask_idx = 4, int tmp_idx = 5);
void exp_xmm(const Xbyak::Xmm& dst, const Xbyak::Xmm& src, int fx_idx = 2,
int fy_idx = 3, int mask_idx = 4, int tmp_idx = 5);
template <typename JMM>
void exp_jmm(JMM& dst, JMM& src, int fx_idx = 2, int fy_idx = 3, // NOLINT
int mask_idx = 4, int tmp_idx = 5) {
using namespace platform::jit; // NOLINT
assert(src.getIdx() != dst.getIdx()); // TODO(TJ): use enfore
// check all idx can not equal
JMM jmm_fx = JMM(fx_idx);
JMM jmm_fy = JMM(fy_idx);
JMM jmm_mask = JMM(mask_idx);
JMM jmm_tmp = JMM(tmp_idx);
reg64_t reg_ptr_global = rax;
push(reg_ptr_global);
mov(reg_ptr_global, reinterpret_cast<size_t>(exp_float_consts));
vmovaps(jmm_tmp, ptr[reg_ptr_global + OFFSET_EXP_HIG]);
vminps(src, src, jmm_tmp);
vmovaps(jmm_tmp, ptr[reg_ptr_global + OFFSET_EXP_LOW]);
vmaxps(src, src, jmm_tmp);
// express exp(x) as exp(g + n*log(2))
vmovaps(jmm_tmp, ptr[reg_ptr_global + OFFSET_EXP_LOG2EF]);
vmulps(jmm_fx, src, jmm_tmp);
vmovaps(jmm_tmp, ptr[reg_ptr_global + OFFSET_EXP_0P5]);
vaddps(jmm_fx, jmm_fx, jmm_tmp);
vroundps(jmm_fy, jmm_fx, 0x01);
// if greater, substract 1
vcmpgtps(jmm_mask, jmm_fy, jmm_fx);
vmovaps(jmm_tmp, ptr[reg_ptr_global]);
vandps(jmm_mask, jmm_mask, jmm_tmp);
vsubps(jmm_fx, jmm_fy, jmm_mask);
vmovaps(jmm_tmp, ptr[reg_ptr_global + OFFSET_EXP_C1]);
vmulps(jmm_fy, jmm_fx, jmm_tmp);
vmovaps(jmm_tmp, ptr[reg_ptr_global + OFFSET_EXP_C2]);
JMM ymm_z = JMM(jmm_mask.getIdx());
vmulps(ymm_z, jmm_fx, jmm_tmp);
vsubps(src, src, jmm_fy);
vsubps(src, src, ymm_z);
vmulps(ymm_z, src, src);
vmovaps(jmm_tmp, ptr[reg_ptr_global + OFFSET_EXP_P0]);
vmulps(dst, src, jmm_tmp);
for (size_t i = OFFSET_EXP_P1; i < OFFSET_EXP_P5;
i += (YMM_FLOAT_BLOCK * sizeof(float))) {
vmovaps(jmm_tmp, ptr[reg_ptr_global + i]); // P1~P4
vaddps(dst, dst, jmm_tmp);
vmulps(dst, dst, src);
}
vmovaps(jmm_tmp, ptr[reg_ptr_global + OFFSET_EXP_P5]);
vaddps(dst, dst, jmm_tmp);
vmulps(dst, dst, ymm_z);
vaddps(dst, dst, src);
vmovaps(jmm_tmp, ptr[reg_ptr_global]);
vaddps(dst, dst, jmm_tmp);
// build 2^n
JMM ymm_int = jmm_fx;
vcvttps2dq(ymm_int, jmm_fx);
mov(reg_ptr_global, reinterpret_cast<size_t>(exp_int_0x7f));
vmovdqa(jmm_tmp, ptr[reg_ptr_global]);
if (MayIUse(avx2) || std::is_same<JMM, xmm_t>::value) {
vpaddd(ymm_int, ymm_int, jmm_tmp);
vpslld(ymm_int, ymm_int, 23);
} else if (MayIUse(avx)) {
xmm_t xtmp1 = xmm_t(ymm_int.getIdx());
xmm_t xtmp2 = xmm_t(jmm_tmp.getIdx());
reg64_t reg_ptr_tmp = reg_ptr_global;
mov(reg_ptr_tmp, reinterpret_cast<size_t>(g_tmp_mem));
vmovdqa(ptr[reg_ptr_tmp], ymm_int);
vmovdqa(ptr[reg_ptr_tmp + YMM_FLOAT_BLOCK * sizeof(float)], jmm_tmp);
vpaddd(xtmp1, xtmp1, xtmp2);
vpslld(xtmp1, xtmp1, 23);
vmovdqa(ptr[reg_ptr_tmp], xtmp1);
// next 128bits
vmovdqa(xtmp1, ptr[reg_ptr_tmp + XMM_FLOAT_BLOCK * sizeof(float)]);
vmovdqa(xtmp2, ptr[reg_ptr_tmp +
(YMM_FLOAT_BLOCK + XMM_FLOAT_BLOCK) * sizeof(float)]);
vpaddd(xtmp1, xtmp1, xtmp2);
vpslld(xtmp1, xtmp1, 23);
vmovdqa(ptr[reg_ptr_tmp + XMM_FLOAT_BLOCK * sizeof(float)], xtmp1);
// load out
vmovdqa(ymm_int, ptr[reg_ptr_tmp]);
}
vmulps(dst, dst, ymm_int);
pop(reg_ptr_global);
}
// compute sigmoid with ymm
void sigmoid_ymm(const Xbyak::Ymm& dst, const Xbyak::Ymm& src, int fx_idx = 2,

1
paddle/fluid/operators/math/jit_kernel.h
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@ -26,6 +26,7 @@ namespace operators {
namespace math {
namespace jitkernel {
// TODO(TJ): move these to some proper place
#define SIGMOID_THRESHOLD_MIN -40.0
#define SIGMOID_THRESHOLD_MAX 13.0
#define EXP_MAX_INPUT 40.0

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