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GenerateKernelU8S8S32ACC32Avx512VNNI.cc
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GenerateKernelU8S8S32ACC32Avx512VNNI.cc
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/*
* Copyright (c) Meta Platforms, Inc. and affiliates.
* All rights reserved.
* This source code is licensed under the BSD-style license found in the
* LICENSE file in the root directory of this source tree.
*/
#include <iostream>
#include "./GenerateKernel.h"
namespace fbgemm {
namespace x86 = asmjit::x86;
/**
* Generate AVX512 instructions for computing block in the rank-k update of
* 32-bit Accmulation kernel.
*/
template <>
template <inst_set_t instSet>
void CodeGenBase<uint8_t, int8_t, int32_t, int32_t>::genComputeBlock(
x86::Emitter* a,
x86::Gp buffer_A,
x86::Gp buffer_B,
x86::Gp /*B_pf*/,
int rowRegs,
int colRegs,
int lda) {
assert(colRegs * (rowRegs + 1) <= 31);
using VecRegT = typename simd_info<instSet>::vec_reg_t;
static constexpr int vectorLen = simd_info<instSet>::WIDTH_BYTES;
// used for matrix A
VecRegT AReg(31);
for (int j = 0; j < colRegs; ++j) {
a->vmovdqa32(
VecRegT(30 - j),
x86::dword_ptr(buffer_B, j * vectorLen * sizeof(int8_t)));
}
for (int i = 0; i < rowRegs; i++) {
a->vpbroadcastd(
AReg, x86::dword_ptr(buffer_A, (i * lda) * sizeof(uint8_t)));
for (int j = 0; j < colRegs; ++j) {
a->vpdpbusd(VecRegT(i * colRegs + j), AReg, VecRegT(30 - j));
}
}
}
/**
* Get or Create the AVX512 instructions for 32-bit Accumulation macro-kernel.
*
*/
template <>
template <inst_set_t instSet>
CodeGenBase<uint8_t, int8_t, int32_t, int32_t>::jit_micro_kernel_fp
CodeGenBase<uint8_t, int8_t, int32_t, int32_t>::getOrCreate(
bool accum,
int32_t mc,
int32_t nc,
int32_t kc) {
(void)kc; // Suppress unused variable warning
static constexpr int vectorLen = simd_info<instSet>::WIDTH_BYTES;
static constexpr inst_set_t storeInstType =
simd_info<instSet>::WIDTH_BITS == 512 ? inst_set_t::avx512
: inst_set_t::avx512_ymm;
std::tuple<bool, int, int, int, int, int, int> kernelSig;
int kBlock;
int nBlock;
int mRegBlockSize;
int nRegBlockSize;
int nRegBlockSizeMin;
int row_interleave;
if (blocking_params) {
kBlock = blocking_params->KCB;
nBlock = blocking_params->NCB;
mRegBlockSize = blocking_params->MR;
nRegBlockSize = blocking_params->NR;
nRegBlockSizeMin = blocking_params->NR_MIN;
row_interleave = blocking_params->ROW_INTERLEAVE;
} else {
kBlock = PackingTraits<uint8_t, int32_t, instSet>::KCB;
nBlock = PackingTraits<uint8_t, int32_t, instSet>::NCB;
mRegBlockSize = PackingTraits<uint8_t, int32_t, instSet>::MR;
nRegBlockSize = PackingTraits<uint8_t, int32_t, instSet>::NR;
nRegBlockSizeMin = PackingTraits<uint8_t, int32_t, instSet>::NR_MIN;
row_interleave = PackingTraits<uint8_t, int32_t, instSet>::ROW_INTERLEAVE;
}
(void)nRegBlockSizeMin; // Suppress unused variable warning
kernelSig = std::make_tuple(
accum, mc, nc, nBlock, kBlock, mRegBlockSize, nRegBlockSize);
return codeCache_.getOrCreate(kernelSig, [&]() -> jit_micro_kernel_fp {
asmjit::CodeHolder code;
code.init(runtime().environment());
x86::Assembler assembler(&code);
x86::Emitter* a = assembler.as<x86::Emitter>();
#if defined(FBGEMM_LOG_CODE)
// generated code logging
FILE* codeLogfile = fopen(
getCodeLoggingFile<instSet>(
accum, mc, nc, nBlock, kBlock, mRegBlockSize, nRegBlockSize)
.c_str(),
"w");
asmjit::FileLogger* codeLogger = new asmjit::FileLogger(codeLogfile);
if (codeLogger) {
code.setLogger(codeLogger);
}
#endif
assert(
kc % row_interleave == 0 && "kc must be a multiple of row_interleave");
assert(nc % nRegBlockSizeMin == 0 && "nc must be a multiple of NR_MIN");
const int maxMRegs = mRegBlockSize;
const int maxNRegs = nRegBlockSize * row_interleave / vectorLen;
(void)maxMRegs; // Suppress unused variable warning
assert(
maxMRegs * maxNRegs <= 30 &&
"MR*(NR*ROW_INTERLEAVE*8/512) \
must be <= 30(available registers constraint)");
int mRegBlocks = mc / mRegBlockSize;
int mRegBlocksRem = mc % mRegBlockSize;
// arguments to the function created
x86::Gp buffer_A = a->zdi();
x86::Gp buffer_B = a->zsi();
x86::Gp B_pf = a->zdx();
x86::Gp CBase = a->zcx();
x86::Gp kSize = a->gpz(8);
x86::Gp ldcReg = a->gpz(9);
asmjit::FuncDetail func;
func.init(
asmjit::FuncSignatureT<
void,
uint8_t*,
int8_t*,
int8_t*,
int32_t*,
int,
int>(asmjit::CallConvId::kHost),
a->environment());
asmjit::FuncFrame frame;
frame.init(func);
frame.setDirtyRegs(
asmjit::RegGroup::kVec,
asmjit::Support::bitMask(0, 1, 2, 3, 4, 5, 6, 7) |
asmjit::Support::bitMask(8, 9, 10, 11, 12, 13, 14, 15) |
asmjit::Support::bitMask(16, 17, 18, 19, 20, 21, 22, 23) |
asmjit::Support::bitMask(24, 25, 26, 27, 28, 29, 30, 31));
frame.setDirtyRegs(
asmjit::RegGroup::kGp,
asmjit::Support::bitMask(8, 9, 10, 11, 12, 13, 14, 15));
asmjit::FuncArgsAssignment args(&func);
args.assignAll(buffer_A, buffer_B, B_pf, CBase, kSize, ldcReg);
args.updateFuncFrame(frame);
frame.finalize();
a->emitProlog(frame);
a->emitArgsAssignment(frame, args);
asmjit::Label LoopMBlocks = a->newLabel();
asmjit::Label LoopNBlocks = a->newLabel();
asmjit::Label Loopk = a->newLabel();
x86::Gp buffer_B_saved = a->gpz(10);
x86::Gp C_Offset = a->gpz(11);
x86::Gp B_pf_saved = a->gpz(12);
x86::Gp iIdx = a->gpz(13);
x86::Gp jIdx = a->gpz(14);
x86::Gp kIdx = a->gpz(15);
// x86::Gp B_pf = a->gpz(8);
x86::Zmm oneReg = x86::zmm29;
// create 16-bit 1s
// i.e., oneReg[0:15] contains 0x0001, oneReg[16:31] contains 0x0001
// and so on
// a->vpcmpeqw(oneReg, oneReg, oneReg);
a->vpternlogd(oneReg, oneReg, oneReg, 0xff);
a->vpsrlw(oneReg, oneReg, 15);
a->imul(ldcReg, ldcReg, static_cast<asmjit::Imm>(sizeof(int32_t)));
// save B_buffer address
a->mov(buffer_B_saved, buffer_B);
a->mov(B_pf_saved, B_pf);
int currColRegs = nc * row_interleave / vectorLen;
int colRegs = std::min(currColRegs, maxNRegs);
if (mRegBlocks > 0) {
// move 0 to iteration variables
a->xor_(iIdx.r32(), iIdx.r32());
a->bind(LoopMBlocks);
a->inc(iIdx);
a->xor_(jIdx.r32(), jIdx.r32());
a->bind(LoopNBlocks);
a->inc(jIdx);
int rowRegs = mRegBlockSize;
// init C registers
initCRegs(a, rowRegs, colRegs);
// init k loop index
a->xor_(kIdx.r32(), kIdx.r32());
a->bind(Loopk);
// k is incremented by row_interleave
a->add(kIdx, static_cast<asmjit::Imm>(row_interleave));
genComputeBlock<instSet>(
a, buffer_A, buffer_B, B_pf, rowRegs, colRegs, kBlock);
// update buffer_A address for next k iteration
a->add(
buffer_A, static_cast<asmjit::Imm>(row_interleave * sizeof(uint8_t)));
// update buffer_B address for next k iteration
a->add(
buffer_B,
static_cast<asmjit::Imm>(nBlock * row_interleave * sizeof(int8_t)));
a->add(
B_pf,
static_cast<asmjit::Imm>(nBlock * row_interleave * sizeof(int8_t)));
// a->add(B_pf, static_cast<asmjit::Imm>(32*sizeof(float)));
a->cmp(kIdx, kSize);
a->jl(Loopk);
// store C matrix
storeCRegs<storeInstType>(a, rowRegs, colRegs, C_Offset, ldcReg, accum);
// reset A
a->sub(buffer_A, kSize);
// B for next block
a->mov(buffer_B, buffer_B_saved);
// using C_Offset as temp reg
a->imul(
C_Offset,
jIdx,
static_cast<asmjit::Imm>(
nRegBlockSize * row_interleave * sizeof(int8_t)));
a->add(buffer_B, C_Offset);
a->mov(B_pf, B_pf_saved);
a->add(B_pf, C_Offset);
// increment C for next B block
a->add(CBase, static_cast<asmjit::Imm>(nRegBlockSize * sizeof(int32_t)));
int jLoopTrips = currColRegs / maxNRegs;
// jLoopTrips should be at least 1
jLoopTrips = jLoopTrips ? jLoopTrips : 1;
a->cmp(jIdx, jLoopTrips);
a->jl(LoopNBlocks);
// increment A for next block
a->add(
buffer_A,
static_cast<asmjit::Imm>((rowRegs)*kBlock * sizeof(uint8_t)));
// increment C for next A block
a->sub(
CBase,
static_cast<asmjit::Imm>(
jLoopTrips * nRegBlockSize * sizeof(int32_t)));
a->imul(C_Offset, ldcReg, static_cast<asmjit::Imm>(rowRegs));
a->add(CBase, C_Offset);
// reset B
a->mov(buffer_B, buffer_B_saved);
a->mov(B_pf, B_pf_saved);
a->cmp(iIdx, mRegBlocks);
a->jl(LoopMBlocks);
}
// generate code for remainder
if (mRegBlocksRem > 0) {
asmjit::Label LoopNRem = a->newLabel();
asmjit::Label LoopkRem = a->newLabel();
int rowRegs = mRegBlocksRem;
a->xor_(jIdx.r32(), jIdx.r32());
a->bind(LoopNRem);
a->inc(jIdx);
// init C registers
initCRegs(a, rowRegs, colRegs);
// init k loop index
a->xor_(kIdx.r32(), kIdx.r32());
a->bind(LoopkRem);
// k is incremented by row_interleave
a->add(kIdx, static_cast<asmjit::Imm>(row_interleave));
genComputeBlock<instSet>(
a, buffer_A, buffer_B, B_pf, rowRegs, colRegs, kBlock);
// update buffer_A address for next k iteration
a->add(
buffer_A, static_cast<asmjit::Imm>(row_interleave * sizeof(uint8_t)));
// update buffer_B address for next k iteration
a->add(
buffer_B,
static_cast<asmjit::Imm>(nBlock * row_interleave * sizeof(int8_t)));
a->add(
B_pf,
static_cast<asmjit::Imm>(nBlock * row_interleave * sizeof(int8_t)));
a->cmp(kIdx, kSize);
a->jl(LoopkRem);
// reset A
a->sub(buffer_A, kSize);
// B for next block
// using C_Offset as temp reg
a->imul(
C_Offset,
jIdx,
static_cast<asmjit::Imm>(
nRegBlockSize * row_interleave * sizeof(int8_t)));
a->mov(buffer_B, buffer_B_saved);
a->add(buffer_B, C_Offset);
a->mov(B_pf, B_pf_saved);
a->add(B_pf, C_Offset);
// store C matrix
storeCRegs<storeInstType>(a, rowRegs, colRegs, C_Offset, ldcReg, accum);
// increment C for next B block
a->add(CBase, static_cast<asmjit::Imm>(nRegBlockSize * sizeof(int32_t)));
int jLoopTrips = currColRegs / maxNRegs;
// jLoopTrips should be at least 1
jLoopTrips = jLoopTrips ? jLoopTrips : 1;
a->cmp(jIdx, jLoopTrips);
a->jl(LoopNRem);
}
a->emitEpilog(frame);
jit_micro_kernel_fp fn;
asmjit::Error err;
{
std::unique_lock<std::mutex> lock(rtMutex_);
err = runtime().add(&fn, &code);
}
if (err) {
std::cout << "Error: in fn add" << std::endl;
return nullptr;
}
#if defined(FBGEMM_LOG_CODE)
fclose(codeLogfile);
delete codeLogger;
#endif
return fn;
});
}
/**
* Instatiate the AVX512_VNNI instructions for 32-bit Accumulation macro-kernel.
*
*/
template CodeGenBase<uint8_t, int8_t, int32_t, int32_t>::jit_micro_kernel_fp
CodeGenBase<uint8_t, int8_t, int32_t, int32_t>::getOrCreate<
inst_set_t::avx512_vnni>(bool accum, int32_t mc, int32_t nc, int32_t kc);
/**
* Instatiate the AVX512_VNNI_256 instructions for 32-bit Accumulation
* macro-kernel.
*
*/
template CodeGenBase<uint8_t, int8_t, int32_t, int32_t>::jit_micro_kernel_fp
CodeGenBase<uint8_t, int8_t, int32_t, int32_t>::getOrCreate<
inst_set_t::avx512_vnni_ymm>(
bool accum,
int32_t mc,
int32_t nc,
int32_t kc);
} // namespace fbgemm