/* Copyright (c) 2018 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/embseqpool.h" #include // offsetof #include #include "paddle/fluid/operators/jit/gen/act.h" // for exp_float_consts ones #include "paddle/fluid/operators/jit/registry.h" #include "paddle/fluid/platform/cpu_info.h" namespace paddle { namespace operators { namespace jit { namespace gen { void EmbSeqPoolJitCode::genCode() { preCode(); constexpr int block = YMM_FLOAT_BLOCK; constexpr int max_num_regs = 8; const int num_block = tbl_w_ / block; const int num_groups = num_block / max_num_regs; const size_t block_size = sizeof(float) * block; std::vector groups(num_groups, max_num_regs); int rest_num_regs = num_block % max_num_regs; if (rest_num_regs > 0) { groups.push_back(rest_num_regs); } // protect param_dst mov(reg_ptr_param_dst, param_dst); mov(reg_idx_width_in_byte, qword[param_attr + offsetof(emb_seq_pool_attr_t, index_width)]); mov(reg_idx_height, qword[param_attr + offsetof(emb_seq_pool_attr_t, index_height)]); mov(rax, sizeof(int64_t)); mul(reg_idx_width_in_byte); mov(reg_idx_width_in_byte, rax); const size_t tbl_width_in_byte = sizeof(float) * tbl_w_; int acc_num_regs = 0; for (int num_regs : groups) { Label l_next_idx_w, l_next_idx_h, l_save_now; xor_(reg_idx_w_i_in_byte, reg_idx_w_i_in_byte); mov(reg_ptr_dst_i, reg_ptr_param_dst); add(reg_ptr_dst_i, acc_num_regs * block_size); L(l_next_idx_w); { // h == 0 mov(reg_ptr_idx_i, param_idx); add(reg_ptr_idx_i, reg_idx_w_i_in_byte); mov(reg_idx, qword[reg_ptr_idx_i]); mov(rax, tbl_width_in_byte); mul(reg_idx); mov(reg_ptr_tbl_i, rax); // reg is offset now add(reg_ptr_tbl_i, param_tbl); // reg is ptr_i now size_t w_offset = 0; for (int reg_i = 0; reg_i < num_regs; ++reg_i) { vmovups(ymm_t(reg_i + num_regs), ptr[reg_ptr_tbl_i + w_offset]); w_offset += block_size; } add(reg_ptr_idx_i, reg_idx_width_in_byte); // end condition of idx h mov(reg_idx_h_end, reg_idx_height); mov(rax, reg_idx_width_in_byte); mul(reg_idx_h_end); mov(reg_idx_h_end, rax); add(reg_idx_h_end, reg_idx_w_i_in_byte); add(reg_idx_h_end, param_idx); cmp(reg_ptr_idx_i, reg_idx_h_end); jge(l_save_now, T_NEAR); L(l_next_idx_h); { mov(reg_idx, qword[reg_ptr_idx_i]); mov(reg_ptr_tbl_i, reg_idx); mov(rax, tbl_width_in_byte); mul(reg_idx); mov(reg_ptr_tbl_i, rax); add(reg_ptr_tbl_i, param_tbl); size_t w_offset = 0; for (int reg_i = 0; reg_i < num_regs; ++reg_i) { vmovups(ymm_t(reg_i), ptr[reg_ptr_tbl_i + w_offset]); vaddps(ymm_t(reg_i + num_regs), ymm_t(reg_i + num_regs), ymm_t(reg_i)); w_offset += block_size; } add(reg_ptr_idx_i, reg_idx_width_in_byte); cmp(reg_ptr_idx_i, reg_idx_h_end); jl(l_next_idx_h, T_NEAR); } // end of idx h L(l_save_now); // avg or sqrt here, if needed w_offset = 0; for (int reg_i = 0; reg_i < num_regs; ++reg_i) { vmovups(ptr[reg_ptr_dst_i + w_offset], ymm_t(reg_i + num_regs)); w_offset += block_size; } add(reg_ptr_dst_i, tbl_width_in_byte); add(reg_idx_w_i_in_byte, sizeof(int64_t)); cmp(reg_idx_w_i_in_byte, reg_idx_width_in_byte); jl(l_next_idx_w, T_NEAR); } // end of idx w acc_num_regs += num_regs; add(param_tbl, num_regs * block_size); // do not use acc_num_regs } // end of groups postCode(); } class EmbSeqPoolCreator : public JitCodeCreator { public: bool CanBeUsed(const emb_seq_pool_attr_t& attr) const override { return platform::MayIUse(platform::avx) && attr.table_width % YMM_FLOAT_BLOCK == 0; } size_t CodeSize(const emb_seq_pool_attr_t& attr) const override { return 96 + (attr.table_width / YMM_FLOAT_BLOCK) * 96 * 8; } std::unique_ptr CreateJitCode( const emb_seq_pool_attr_t& attr) const override { PADDLE_ENFORCE_GT(attr.table_height, 0); PADDLE_ENFORCE_GT(attr.table_width, 0); PADDLE_ENFORCE_GT(attr.index_height, 0); PADDLE_ENFORCE_GT(attr.index_width, 0); PADDLE_ENFORCE_GT(attr.out_width, 0); return make_unique(attr, CodeSize(attr)); } }; } // namespace gen } // namespace jit } // namespace operators } // namespace paddle namespace gen = paddle::operators::jit::gen; REGISTER_JITKERNEL_GEN(kEmbSeqPool, gen::EmbSeqPoolCreator);