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// Copyright 2020 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <cassert>
#include <cstddef>
#include <limits>
#include <xnnpack.h>
#include <xnnpack/aarch64-assembler.h>
#include <xnnpack/gemm.h>
#include <xnnpack/log.h>
#include <xnnpack/memory.h>
#include <xnnpack/microparams.h>
#include <xnnpack/post-operation.h>
namespace xnnpack {
namespace aarch64 {
namespace {
class Generator : public MacroAssembler {
using MacroAssembler::MacroAssembler;
public:
void generate(size_t max_mr, size_t nc_mod_nr, size_t kc, const jit_gemm_params* jit_gemm_params);
void perform_post_operations(size_t max_mr, size_t num_post_operations, const xnn_post_operation* post_operations);
};
// void xnn_f16_gemm_minmax_ukernel_1x16__asm_aarch64_neonfp16arith_ld64(
// size_t mr, (x0) - unused. mr = 1
// size_t nc, x1
// size_t kc, x2 / x0
// const void* restrict a, x3
// size_t a_stride, (x4) - unused
// const void* restrict w, x5
// void* restrict c, x6
// size_t cm_stride, (x7) - unused
// size_t cn_stride, [sp] -> x14
// const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) [sp + 8] -> (x8)
// d8-d15, x19-x30 need to be preserved if used. x18 is reserved by the OS.
// Register usage
// A0 x8 v0
// B x5 v24 v25 v26 v27 v28 v29 v30 v31
// C0 x6 v16 v17 v18 v19 v20 v21 v22 v23
// clamp v4, v5
// Converted from: src/f16-gemm/gen/f16-gemm-1x16-minmax-asm-aarch64-neonfp16arith-ld64.S
void Generator::generate(size_t max_mr, size_t nc_mod_nr, size_t kc, const jit_gemm_params* jit_gemm_params)
{
assert(max_mr <= 1);
assert(nc_mod_nr < 16);
assert(kc != 0);
assert(kc % sizeof(uint16_t) == 0);
Label l0, l1, l2, l3, l4, l5, l6, l7, l8, l9;
const size_t num_post_operations = jit_gemm_params->num_post_operations;
const xnn_post_operation* post_operations = jit_gemm_params->post_operations;
const uint16_t min = jit_gemm_params->f16_minmax.min;
const uint16_t max = jit_gemm_params->f16_minmax.max;
const bool clamp_min = min != UINT16_C(0xFC00); // -Inf.
const bool clamp_max = max != UINT16_C(0x7C00); // Inf.
assert(num_post_operations == 0 || (!clamp_min && !clamp_max));
// Load cn_stride, params pointer
ldp(x14, x8, mem[sp]);
// Load params values
if (clamp_min || clamp_max) {
ld2r({v4.v8h(), v5.v8h()}, mem[x8]);
}
bind(l0);
// Load initial bias from w into accumulators
ldp(q16, q17, mem[x5], 32);
movi(v18.v8h(), 0); // 4 sets of C for pipelining FMLA
movi(v19.v8h(), 0);
movi(v20.v8h(), 0);
movi(v21.v8h(), 0);
movi(v22.v8h(), 0);
movi(v23.v8h(), 0);
// Is there at least 4 halffloats (8 bytes)
subs(x0, x2, 8); // k = kc - 8
b_lo(l3);
align(8);
// Main loop - 4 halffloats of A (8 bytes)
bind(l1);
ldr(d0, mem[x3], 8);
ldr(q24, mem[x5, 0]);
ldr(q25, mem[x5, 16]);
ldr(q26, mem[x5, 32]);
ldr(q27, mem[x5, 48]);
ldr(q28, mem[x5, 64]);
ldr(q29, mem[x5, 80]);
ldr(q30, mem[x5, 96]);
ldr(q31, mem[x5, 112]);
subs(x0, x0, 8);
fmla(v16.v8h(), v24.v8h(), v0.h()[0]);
fmla(v17.v8h(), v25.v8h(), v0.h()[0]);
fmla(v18.v8h(), v26.v8h(), v0.h()[1]);
fmla(v19.v8h(), v27.v8h(), v0.h()[1]);
fmla(v20.v8h(), v28.v8h(), v0.h()[2]);
fmla(v21.v8h(), v29.v8h(), v0.h()[2]);
fmla(v22.v8h(), v30.v8h(), v0.h()[3]);
fmla(v23.v8h(), v31.v8h(), v0.h()[3]);
add(x5, x5, 128);
b_hs(l1);
// Is there a remainder- 1 to 3 halffloats of A (2 to 6 bytes)
ands(x0, x0, 7);
b_ne(l3);
bind(l2);
fadd(v16.v8h(), v16.v8h(), v18.v8h());
fadd(v17.v8h(), v17.v8h(), v19.v8h());
fadd(v20.v8h(), v20.v8h(), v22.v8h());
fadd(v21.v8h(), v21.v8h(), v23.v8h());
fadd(v16.v8h(), v16.v8h(), v20.v8h());
fadd(v17.v8h(), v17.v8h(), v21.v8h());
subs(x1, x1, 16);
// Clamp
if (clamp_min) {
fmax(v16.v8h(), v16.v8h(), v4.v8h());
fmax(v17.v8h(), v17.v8h(), v4.v8h());
}
if (clamp_max) {
fmin(v16.v8h(), v16.v8h(), v5.v8h());
fmin(v17.v8h(), v17.v8h(), v5.v8h());
}
perform_post_operations(max_mr, num_post_operations, post_operations);
// Store full 1 x 16
b_lo(l5);
stp(q16, q17, mem[x6]);
add(x6, x6, x14);
sub(x3, x3, x2); // a0 -= kc
b_hi(l0);
ret();
// Remainder- 1 to 3 halffloats of A (2 to 6 bytes)
bind(l3);
tbz(x0, 2, l4);
ldr(s0, mem[x3], 4);
ldr(q24, mem[x5, 0]);
ldr(q25, mem[x5, 16]);
ldr(q26, mem[x5, 32]);
ldr(q27, mem[x5, 48]);
fmla(v16.v8h(), v24.v8h(), v0.h()[0]);
fmla(v17.v8h(), v25.v8h(), v0.h()[0]);
fmla(v18.v8h(), v26.v8h(), v0.h()[1]);
fmla(v19.v8h(), v27.v8h(), v0.h()[1]);
add(x5, x5, 64);
tbz(x0, 1, l2);
bind(l4);
ldr(h0, mem[x3], 2);
ldr(q24, mem[x5, 0]);
ldr(q25, mem[x5, 16]);
fmla(v16.v8h(), v24.v8h(), v0.h()[0]);
fmla(v17.v8h(), v25.v8h(), v0.h()[0]);
add(x5, x5, 32);
b(l2);
// Store odd channels
bind(l5);
tbz(x1, 3, l6);
str(q16, mem[x6], 16);
mov(v16.v16b(), v17.v16b());
bind(l6);
tbz(x1, 2, l7);
str(d16, mem[x6], 8);
dup(d16, v16.d()[1]);
bind(l7);
tbz(x1, 1, l8);
str(s16, mem[x6], 4);
dup(s16, v16.s()[1]);
bind(l8);
tbz(x1, 0, l9);
str(h16, mem[x6]);
bind(l9);
ret();
align(16, AlignInstruction::kHlt);
}
void Generator::perform_post_operations(
size_t max_mr,
size_t num_post_operations,
const xnn_post_operation* post_operations)
{
if (num_post_operations == 0) {
return;
}
for (size_t i = 0; i < num_post_operations; i++) {
switch (post_operations[i].op_type) {
case xnn_post_operation_type_hardswish: {
// Reuse A pointers (don't use v8-v15 as they are callee saved).
const auto sixth = v0.v4s();
const auto three = v1.v4s();
const auto six = v2.v4s();
const auto zero = v3.v4s();
// v4, v5, v6, v7 available for temporaries.
ld3r({sixth, three, six}, mem[x8]++);
movi(zero, 0);
const VRegister accs[] = {
v16.v4s(), v17.v4s(),
};
const VRegister tmps[] = {v4.v4s(), v5.v4s()};
f32_hardswish(sixth, three, six, zero, &accs[0], XNN_COUNT_OF(accs), &tmps[0], XNN_COUNT_OF(tmps));
break;
}
default:
XNN_LOG_UNREACHABLE("unsupported post operation: %u", post_operations[i].op_type);
}
}
}
} // namespace
} // namespace aarch64
} // namespace xnnpack
xnn_status_t xnn_generate_f16_gemm_ukernel_1x16__aarch64_neonfp16arith_ld64(xnn_code_buffer* code, size_t max_mr, size_t nc_mod_nr, size_t kc, const void* params) {
using namespace xnnpack::aarch64;
Generator g(code);
assert(params != nullptr);
g.generate(max_mr, nc_mod_nr, kc, static_cast<const jit_gemm_params*>(params));
g.finalize();
if (g.error() != xnnpack::Error::kNoError) {
return xnn_status_invalid_state;
}
return xnn_status_success;
}
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