/* Copyright (c) 2019 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/sgd.h" #include // offsetof #include #include #include "paddle/fluid/operators/jit/registry.h" #include "paddle/fluid/platform/cpu_info.h" namespace paddle { namespace operators { namespace jit { namespace gen { void SgdJitCode::mainCode(int num_regs) { constexpr size_t block_size = sizeof(float) * YMM_FLOAT_BLOCK; // load grad for (int reg_i = 0; reg_i < num_regs; ++reg_i) { vmovups(ymm_t(reg_i), ptr[reg_ptr_grad_i]); add(reg_ptr_grad_i, block_size); } // load param for (int reg_i = 0; reg_i < num_regs; ++reg_i) { vmovups(ymm_t(reg_i + num_regs), ptr[reg_ptr_param_i]); add(reg_ptr_param_i, block_size); } // compute out for (int reg_i = 0; reg_i < num_regs; ++reg_i) { vmulps(ymm_t(reg_i), ymm_t(reg_i), ymm_lr); vsubps(ymm_t(reg_i + num_regs), ymm_t(reg_i + num_regs), ymm_t(reg_i)); } // save out for (int reg_i = 0; reg_i < num_regs; ++reg_i) { vmovups(ptr[reg_ptr_out_i], ymm_t(reg_i + num_regs)); add(reg_ptr_out_i, block_size); } } void SgdJitCode::genCode() { preCode(); constexpr int block = YMM_FLOAT_BLOCK; constexpr int max_num_regs = 7; const int num_block = w_ / block; const int num_groups = num_block / max_num_regs; int rest_num_regs = num_block % max_num_regs; const size_t width_size = w_ * sizeof(float); vbroadcastss(ymm_lr, ptr[param_lr]); mov(reg_ptr_grad_i, param_grad); mov(reg_ptr_rows_i, param_rows); mov(reg_rows_size_in_byte, qword[param_attr + offsetof(sgd_attr_t, selected_rows_size)]); mov(rax, sizeof(int64_t)); mul(reg_rows_size_in_byte); mov(reg_rows_size_in_byte, rax); add(reg_rows_size_in_byte, reg_ptr_rows_i); Label l_next_row; L(l_next_row); { mov(reg_row, qword[reg_ptr_rows_i]); mov(rax, width_size); mul(reg_row); mov(reg_row, rax); mov(reg_ptr_param_i, param_param); mov(reg_ptr_out_i, param_out); add(reg_ptr_param_i, reg_row); add(reg_ptr_out_i, reg_row); Label inner_loop; Label escape_loop; mov(rax, 0); L(inner_loop); { cmp(rax, num_groups); jnb(escape_loop, T_NEAR); mainCode(max_num_regs); inc(rax); jmp(inner_loop, T_NEAR); } L(escape_loop); mainCode(rest_num_regs); add(reg_ptr_rows_i, sizeof(int64_t)); cmp(reg_ptr_rows_i, reg_rows_size_in_byte); jl(l_next_row, T_NEAR); } postCode(); } class SgdCreator : public JitCodeCreator { public: bool CanBeUsed(const sgd_attr_t& attr) const override { return platform::MayIUse(platform::avx) && attr.grad_width % YMM_FLOAT_BLOCK == 0; } size_t CodeSize(const sgd_attr_t& attr) const override { return 96 + 32 * 8; } std::unique_ptr CreateJitCode( const sgd_attr_t& attr) const override { PADDLE_ENFORCE_EQ(attr.param_width, attr.grad_width); PADDLE_ENFORCE_LE(attr.selected_rows_size, attr.grad_height); PADDLE_ENFORCE_GE(attr.selected_rows_size, 0); return make_unique(attr, CodeSize(attr)); } }; } // namespace gen } // namespace jit } // namespace operators } // namespace paddle namespace gen = paddle::operators::jit::gen; REGISTER_JITKERNEL_GEN(kSgd, gen::SgdCreator);