/* Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #include "paddle/fluid/operators/jit/gen/adam.h" #include // offsetof #include "paddle/fluid/operators/jit/registry.h" #include "paddle/fluid/platform/cpu_info.h" namespace paddle { namespace operators { namespace jit { namespace gen { void AdamJitCode::loadArgs() { static constexpr int32_t one_as_float = 0x3f800000; static constexpr int32_t mask_all_ones = 0xFFFFFFFF; static constexpr int64_t mask_8_divisible = 0xFFFFFFFFFFFFFFF8; static constexpr int64_t abi_pushes_offset = num_g_abi_regs * 8; mov(reg_mom2_out_ptr, ptr[rsp + (abi_pushes_offset + 8)]); mov(reg_param_out_ptr, ptr[rsp + (abi_pushes_offset + 16)]); mov(eax, one_as_float); movd(xmm_one, eax); vbroadcastss(ymm_one, xmm_one); // 1 vbroadcastss(ymm_beta1, xmm_beta1); // beta1 vbroadcastss(ymm_beta2, xmm_beta2); // beta2 vbroadcastss(ymm_lr, xmm_lr); // -lr vbroadcastss(ymm_eps, xmm_eps); // eps vsubps(ymm_one_sub_beta1, ymm_one, ymm_beta1); // 1 - beta1 vsubps(ymm_one_sub_beta2, ymm_one, ymm_beta2); // 1 - beta2 mov(reg_numel_without_tail, reg_numel); and_(reg_numel_without_tail, mask_8_divisible); // make it 8-divisible shl(reg_numel_without_tail, 2); // * 4 to treat it as float offset shl(reg_numel, 2); mov(eax, mask_all_ones); kmovw(k1, eax); xor_(reg_offset, reg_offset); } void AdamJitCode::setTailOpmask() { mov(r13, rcx); mov(rcx, reg_numel); sub(rcx, reg_offset); // get tail numel as float size shr(rcx, 2); // as elements mov(r14, 1); shl(r14, cl); // 2 ^ elements dec(r14); // 2 ^ elements - 1, so numel first bits are set to 1 kmovw(k1, r14d); mov(rcx, r13); } void AdamJitCode::mainCode() { // load grad vmovups(ymm7 | k1, ptr[reg_grad_ptr + reg_offset]); // beta1 * mom1 + (1 - beta1) * g vmulps(ymm8 | k1, ymm_one_sub_beta1, ymm7); vfmadd231ps(ymm8 | k1, ymm_beta1, ptr[reg_mom1_ptr + reg_offset]); // beta2 * mom2 + (1 - beta2) * g * g vmulps(ymm7 | k1, ymm7, ymm7); vmulps(ymm7 | k1, ymm_one_sub_beta2, ymm7); vfmadd231ps(ymm7 | k1, ymm1, ptr[reg_mom2_ptr + reg_offset]); // store mom1 and mom2 vmovups(ptr[reg_mom1_out_ptr + reg_offset] | k1, ymm8); vmovups(ptr[reg_mom2_out_ptr + reg_offset] | k1, ymm7); // sqrt(mom2) + eps vsqrtps(ymm7 | k1, ymm7); vaddps(ymm7 | k1, ymm7, ymm3); // p + (-lr) * (mom1 / sqrt(mom2) + eps) vdivps(ymm7 | k1, ymm8, ymm7); vfmadd213ps(ymm7 | k1, ymm2, ptr[reg_param_ptr + reg_offset]); // store p vmovups(ptr[reg_param_out_ptr + reg_offset] | k1, ymm7); } void AdamJitCode::genCode() { static constexpr int64_t main_loop_elems_size = 8 * sizeof(float); // 8 floats in YMM static constexpr int64_t offset_increment = main_loop_elems_size; preCode(); loadArgs(); cmp(reg_numel, main_loop_elems_size); jl("process_tail"); L("main_loop"); { mainCode(); add(reg_offset, offset_increment); cmp(reg_numel_without_tail, reg_offset); jg("main_loop"); } cmp(reg_numel, reg_offset); je("end"); L("process_tail"); { setTailOpmask(); mainCode(); } L("end"); postCode(); } class AdamCreator : public JitCodeCreator { public: bool CanBeUsed(const adam_attr_t& attr) const override { return platform::MayIUse(platform::avx512f); } size_t CodeSize(const adam_attr_t& attr) const override { return 96 + 32 * 8; } std::unique_ptr CreateJitCode( const adam_attr_t& attr) const override { return make_unique(attr, CodeSize(attr)); } }; } // namespace gen } // namespace jit } // namespace operators } // namespace paddle namespace gen = paddle::operators::jit::gen; REGISTER_JITKERNEL_GEN(kAdam, gen::AdamCreator);