/******************************************************************************* * Copyright 2017-2018 Intel Corporation * * 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 "c_types_map.hpp" #include "nstl.hpp" #include "type_helpers.hpp" #include "cpu_memory.hpp" #include "jit_sse42_conv_kernel_f32.hpp" #define GET_OFF(field) offsetof(jit_conv_call_s, field) namespace mkldnn { namespace impl { namespace cpu { using namespace mkldnn::impl::format_tag; using namespace mkldnn::impl::prop_kind; using namespace mkldnn::impl::utils; using namespace Xbyak; void jit_sse42_conv_fwd_kernel_f32::oh_step_unroll_kw(int ur_w, int pad_l, int pad_r, int oc_blocks) { int iw = jcp.iw; int ih = jcp.ih; int kw = jcp.kw; int kh = jcp.kh; int nb_ic = jcp.nb_ic; int stride_w = jcp.stride_w; int dilate_w = jcp.dilate_w + 1; int ic_blk = jcp.ic_block; int oc_blk = jcp.oc_block; for (int ki = 0; ki < kw; ki++) { int jj_start = nstl::max(0, div_up(pad_l - ki * dilate_w, stride_w)); int jj_end = ur_w - nstl::max(0, div_up(ki*dilate_w + pad_r - (kw-1)*dilate_w, stride_w)); for (int ifm2 = 0; ifm2 < ic_blk; ifm2++) { for (int jj = jj_start; jj < jj_end; jj++) { int inp_off; if (one_of(jcp.src_tag, ncw, nchw)) inp_off = ifm2*ih*iw + (ki*dilate_w + jj*stride_w - pad_l); else inp_off = (ki*dilate_w + jj*stride_w - pad_l)*ic_blk + ifm2; movss(Xmm(oc_blocks * ur_w + jj + 1), ptr[aux_reg_input + sizeof(float) * inp_off]); shufps(Xmm(oc_blocks * ur_w + jj + 1), Xmm(oc_blocks * ur_w + jj + 1), 0x0); } for (int ii = 0; ii < oc_blocks; ii++) { int ker_off = ii * nb_ic * kh * kw * ic_blk * oc_blk + ki * ic_blk * oc_blk + ifm2 * oc_blk; for (int jj = jj_start; jj < jj_end; jj++) { movups(xmm0, ptr[aux_reg_kernel + sizeof(float) * ker_off]); mulps(xmm0, Xmm(oc_blocks * ur_w + jj + 1)); addps(Xmm(ur_w * ii + jj + 1), xmm0); } } } } } void jit_sse42_conv_fwd_kernel_f32::oh_step_nopad(int ur_w, int pad_l, int pad_r, int oc_blocks) { Label kw_loop; int iw = jcp.iw; int ih = jcp.ih; int kw = jcp.kw; int kh = jcp.kh; int nb_ic = jcp.nb_ic; int stride_w = jcp.stride_w; int dilate_w = jcp.dilate_w + 1; int ic_blk = jcp.ic_block; int oc_blk = jcp.oc_block; xor_(ki_iter, ki_iter); L(kw_loop); { int jj_start = 0; int jj_end = ur_w; for (int ifm2 = 0; ifm2 < ic_blk; ifm2++) { for (int jj = jj_start; jj < jj_end; jj++) { int inp_off; if (one_of(jcp.src_tag, ncw, nchw)) inp_off = ifm2 * ih * iw + (jj * stride_w - pad_l); else inp_off = (jj * stride_w - pad_l) * ic_blk + ifm2; movss(Xmm(oc_blocks * ur_w + jj + 1), ptr[aux_reg_input + sizeof(float) * inp_off]); shufps(Xmm(oc_blocks * ur_w + jj + 1), Xmm(oc_blocks * ur_w + jj + 1), 0x0); } for (int ii = 0; ii < oc_blocks; ii++) { int aux_kernel_offset = ii * nb_ic * kh * kw * ic_blk * oc_blk + ifm2 * oc_blk; for (int jj = jj_start; jj < jj_end; jj++) { movups(xmm0, ptr[aux_reg_kernel + sizeof(float) * aux_kernel_offset]); mulps(xmm0, Xmm(oc_blocks * ur_w + jj + 1)); addps(Xmm(ur_w * ii + jj + 1), xmm0); } } } add(aux_reg_kernel, sizeof(float) * oc_blk * ic_blk); add(aux_reg_input, sizeof(float) * (one_of(jcp.src_tag, ncw, nchw) ? dilate_w : ic_blk * dilate_w)); inc(ki_iter); cmp(ki_iter, kw); jl(kw_loop, T_NEAR); } } void jit_sse42_conv_fwd_kernel_f32::width_blk_step(int ur_w, int pad_l, int pad_r, int oc_blocks) { int iw = jcp.iw; int kw = jcp.kw; int ow = jcp.ow; int oh = jcp.oh; int dilate_h = jcp.dilate_h + 1; int dilate_w = jcp.dilate_w + 1; int ic_blk = jcp.ic_block; int oc_blk = jcp.oc_block; const int inp_mult = one_of(jcp.src_tag, ncw, nchw) ? dilate_h : ic_blk * dilate_h; const int inp_off = one_of(jcp.src_tag, ncw, nchw) ? dilate_w : ic_blk * dilate_w; xor_(simd_iter, simd_iter); mov(aux_reg_input, reg_input); mov(aux_reg_kernel, reg_kernel); Label init_simd_iter_loop; Label init_done; Label init_first; L(init_simd_iter_loop); if (!jcp.with_sum) { test(reg_ci_flag, FLAG_IC_FIRST); jne(init_first, T_NEAR); } for (int ii = 0; ii < oc_blocks; ii++) for (int jj = 0; jj < ur_w; jj++) movups(Xmm(ur_w * ii + jj + 1), xword[reg_output + sizeof(float) * (ii * oh * ow + jj) * oc_blk]); if (jcp.with_sum && jcp.with_bias) { test(reg_ci_flag, FLAG_IC_FIRST); je(init_done, T_NEAR); for (int ii = 0; ii < oc_blocks; ii++) for (int jj = 0; jj < ur_w; jj++) addps(Xmm(ur_w * ii + jj + 1), xword[reg_bias + sizeof(float) * ii * oc_blk]); } jmp(init_done); L(init_first); if (this->jcp.with_bias) { for (int ii = 0; ii < oc_blocks; ii++) for (int jj = 0; jj < ur_w; jj++) movups(Xmm(ur_w * ii + jj + 1), xword[reg_bias + sizeof(float) * ii * oc_blk]); } else { for (int ii = 0; ii < oc_blocks; ii++) for (int jj = 0; jj < ur_w; jj++) pxor(Xmm(ur_w * ii + jj + 1), Xmm(ur_w * ii + jj + 1)); } L(init_done); Label skip_kh_loop; mov(kj, reg_kh); if ((jcp.dilate_h >= jcp.ih) || (jcp.kh - 1) * (jcp.dilate_h + 1) < nstl::max(jcp.t_pad, jcp.b_pad)) { cmp(kj, 0); je(skip_kh_loop, T_NEAR); } Label kh_loop; L(kh_loop); { if (jcp.kw >= 5 && pad_l == 0 && pad_r == 0) { oh_step_nopad(ur_w, pad_l, pad_r, oc_blocks); sub(aux_reg_input, sizeof(float) * kw * inp_off); add(aux_reg_input, sizeof(float) * iw * inp_mult); } else { oh_step_unroll_kw(ur_w, pad_l, pad_r, oc_blocks); add(aux_reg_kernel, sizeof(float) * kw * oc_blk * ic_blk); add(aux_reg_input, sizeof(float) * iw * inp_mult); } dec(kj); cmp(kj, 0); jg(kh_loop, T_NEAR); } L(skip_kh_loop); if (jcp.with_eltwise) { Label regular_store; test(reg_ci_flag, FLAG_IC_LAST); je(regular_store, T_NEAR); eltwise_injector_->compute_vector_range(1, oc_blocks * ur_w + 1); L(regular_store); } for (int ii = 0; ii < oc_blocks; ii++) { for (int jj = 0; jj < ur_w; jj++) { const size_t o_off = (ii * oh * ow + jj) * oc_blk; Xmm reg_out = Xmm(ur_w * ii + jj + 1); movups(xword[reg_output + sizeof(float) * o_off], reg_out); } } mov(aux_reg_kernel, reg_kernel); mov(aux_reg_input, reg_input); add(aux_reg_kernel, sizeof(float) * 4); add(reg_output, sizeof(float) * 4); add(reg_bias, sizeof(float) * 4); inc(simd_iter); cmp(simd_iter, 2); jl(init_simd_iter_loop, T_NEAR); sub(reg_output, sizeof(float) * 8); sub(reg_bias, sizeof(float) * 8); } inline void jit_sse42_conv_fwd_kernel_f32::solve_common(int oc_blocks) { int ur_w = jcp.ur_w; int ur_w_tail = jcp.ur_w_tail; int n_oi = jcp.ow / ur_w; int iw = jcp.iw; int kw = jcp.kw; int ic_blk = jcp.ic_block; int oc_blk = jcp.oc_block; int dilate_w = jcp.dilate_w + 1; int str_w = jcp.stride_w; const int inp_mult = one_of(jcp.src_tag, ncw, nchw) ? 1 : ic_blk; int l_pad = jcp.l_pad; int r_pad = nstl::max(0, (int(jcp.ow) - 1) * str_w + (kw - 1) * dilate_w - (iw + l_pad - 1)); int r_pad1 = (ur_w * n_oi - 1) * str_w + (kw - 1) * dilate_w - (iw + l_pad - 1); if (r_pad1 > 0) n_oi--; if (l_pad > 0) { n_oi--; if (n_oi < 0 && r_pad1 > 0) width_blk_step(ur_w, l_pad, r_pad1, oc_blocks); // "lrpad" else width_blk_step(ur_w, l_pad, 0, oc_blocks); // "lpad" add(reg_input, sizeof(float) * (ur_w * str_w - l_pad) * inp_mult); add(reg_output, sizeof(float) * ur_w * oc_blk); } Label ow_loop; xor_(oi_iter, oi_iter); if (n_oi > 0) { L(ow_loop); width_blk_step(ur_w, 0, 0, oc_blocks); // "middle" add(reg_input, sizeof(float) * ur_w * str_w * inp_mult); add(reg_output, sizeof(float) * ur_w * oc_blk); inc(oi_iter); cmp(oi_iter, n_oi); jl(ow_loop, T_NEAR); } if (r_pad1 > 0 && n_oi >=0) { width_blk_step(ur_w, 0, r_pad1, oc_blocks); // "rpad" add(reg_input, sizeof(float) * ur_w * str_w * inp_mult); add(reg_output, sizeof(float) * ur_w * oc_blk); } if (ur_w_tail != 0) width_blk_step(ur_w_tail, 0, r_pad, oc_blocks); // "tail" } void jit_sse42_conv_fwd_kernel_f32::generate() { this->preamble(); mov(reg_input, ptr[this->param1 + GET_OFF(src)]); mov(reg_output, ptr[this->param1 + GET_OFF(dst)]); mov(reg_kernel, ptr[this->param1 + GET_OFF(filt)]); if (jcp.with_bias) mov(reg_bias, ptr[this->param1 + GET_OFF(bias)]); mov(reg_kh, ptr[this->param1 + GET_OFF(kh_padding)]); mov(reg_ci_flag, ptr[this->param1 + GET_OFF(flags)]); mov(reg_oc_blocks, ptr[this->param1 + GET_OFF(oc_blocks)]); int nb_oc_tail = jcp.nb_oc % jcp.nb_oc_blocking; Label tail, exit; cmp(reg_oc_blocks, jcp.nb_oc_blocking); jne(nb_oc_tail ? tail : exit, T_NEAR); solve_common(jcp.nb_oc_blocking); jmp(exit, T_NEAR); if (nb_oc_tail) { L(tail); cmp(reg_oc_blocks, nb_oc_tail); jne(exit, T_NEAR); solve_common(nb_oc_tail); } L(exit); this->postamble(); if (jcp.with_eltwise) eltwise_injector_->prepare_table(); } bool jit_sse42_conv_fwd_kernel_f32::post_ops_ok( jit_conv_conf_t &jcp, const primitive_attr_t &attr) { const auto &p = attr.post_ops_; auto is_eltwise = [&](int idx) { return p.entry_[idx].is_eltwise(); }; auto is_sum = [&](int idx) { return p.entry_[idx].is_sum(); }; switch (p.len_) { case 0: return true; // no post_ops case 1: return is_eltwise(0) || is_sum(0); // sum OR eltwise case 2: return is_sum(0) && is_eltwise(1); // sum -> eltwise default: return false; } return false; } status_t jit_sse42_conv_fwd_kernel_f32::init_conf(jit_conv_conf_t &jcp, const convolution_desc_t &cd, const memory_desc_wrapper &src_d, const memory_desc_wrapper &weights_d, const memory_desc_wrapper &dst_d, const primitive_attr_t &attr) { if (!mayiuse(sse42)) return status::unimplemented; jcp.prop_kind = cd.prop_kind; const bool with_groups = weights_d.ndims() == src_d.ndims() + 1; const int ndims = src_d.ndims(); jcp.ndims = ndims; jcp.ngroups = with_groups ? weights_d.dims()[0] : 1; jcp.mb = src_d.dims()[0]; jcp.oc = dst_d.dims()[1] / jcp.ngroups; jcp.ic = src_d.dims()[1] / jcp.ngroups; jcp.ih = (ndims == 3) ? 1 : src_d.dims()[2]; jcp.iw = src_d.dims()[ndims - 1]; jcp.oh = (ndims == 3) ? 1 : dst_d.dims()[2]; jcp.ow = dst_d.dims()[ndims - 1]; jcp.kh = (ndims == 3) ? 1 : weights_d.dims()[with_groups + 2]; jcp.kw = weights_d.dims()[with_groups + ndims - 1]; jcp.t_pad = (ndims == 3) ? 0 : cd.padding[0][0]; jcp.l_pad = cd.padding[0][ndims - 3]; jcp.stride_h = (ndims == 3) ? 1 : cd.strides[0]; jcp.stride_w = cd.strides[ndims - 3]; jcp.dilate_h = (ndims == 3) ? 0 : cd.dilates[0]; jcp.dilate_w = cd.dilates[ndims - 3]; jcp.b_pad = (jcp.oh - 1) * jcp.stride_h + (jcp.kh - 1) * (jcp.dilate_h + 1) - (jcp.ih + jcp.t_pad - 1); if (ndims == 3) { jcp.src_tag = src_d.matches_one_of_tag(ncw, nwc, nCw8c); jcp.wei_tag = weights_d.matches_one_of_tag( Owi8o, gOwi8o, OIw8i8o, gOIw8i8o); jcp.dst_tag = dst_d.matches_one_of_tag(nCw8c); } else if (ndims == 4) { jcp.src_tag = src_d.matches_one_of_tag(nchw, nhwc, nChw8c); jcp.wei_tag = weights_d.matches_one_of_tag( Ohwi8o, gOhwi8o, OIhw8i8o, gOIhw8i8o); jcp.dst_tag = dst_d.matches_one_of_tag(nChw8c); } jcp.with_bias = cd.bias_desc.format_kind != format_kind::undef; if (!post_ops_ok(jcp, attr)) return status::unimplemented; const auto &p = attr.post_ops_; jcp.with_sum = p.find(primitive_kind::sum) != -1; const int eltwise_ind = p.find(primitive_kind::eltwise); jcp.with_eltwise = eltwise_ind != -1; if (jcp.with_eltwise) jcp.eltwise = p.entry_[eltwise_ind].eltwise; const bool flat = jcp.ic == 3; const bool mimo = !flat; bool args_ok = true && IMPLICATION(flat, one_of(jcp.src_tag, ncw, nwc, nchw, nhwc) && one_of(jcp.wei_tag, Owi8o, gOwi8o, Ohwi8o, gOhwi8o)) && IMPLICATION(mimo, one_of(jcp.src_tag, nCw8c, nChw8c) && one_of(jcp.wei_tag, OIw8i8o, gOIw8i8o, OIhw8i8o, gOIhw8i8o)) && one_of(jcp.dst_tag, nCw8c, nChw8c); if (!args_ok) return status::unimplemented; const int simd_w = 8; // 2 SSE vectors processing at once jcp.ur_h = 1; /* no code-unrolling by h so far */ jcp.ur_w = 3; if (jcp.ow < jcp.ur_w) jcp.ur_w = jcp.ow; jcp.ur_w_tail = jcp.ow % jcp.ur_w; jcp.nb_oc_blocking = 4; /* the optimal value for the kernel */ args_ok = true && jcp.oc % simd_w == 0 && jcp.l_pad <= jcp.ur_w && IMPLICATION(jcp.kw > 7, (jcp.t_pad == 0 && jcp.l_pad == 0) || (jcp.stride_w == 1 && jcp.stride_h == 1)) && IMPLICATION(mimo, jcp.ic % simd_w == 0); if (!args_ok) return status::unimplemented; int r_pad_no_tail = nstl::max(0, (jcp.ow - jcp.ur_w_tail - 1) * jcp.stride_w + (jcp.kw - 1) * (jcp.dilate_w + 1) - (jcp.iw + jcp.l_pad - 1)); // kernel needs 1 temporary YMM register const int num_avail_regs = 15; if (r_pad_no_tail > jcp.ur_w * jcp.stride_w && jcp.ow / jcp.ur_w > 1) { /* recalculate ur_w, nb_oc_blocking and ur_w_tail */ jcp.ur_w = nstl::min(r_pad_no_tail / jcp.stride_w + jcp.ur_w_tail, nstl::min(jcp.ow, num_avail_regs / 2)); jcp.nb_oc_blocking = (num_avail_regs - jcp.ur_w) / jcp.ur_w; jcp.ur_w_tail = jcp.ow % jcp.ur_w; /* check again ... */ r_pad_no_tail = nstl::max(0, (jcp.ow - jcp.ur_w_tail - 1) * jcp.stride_w + (jcp.kw - 1) * (jcp.dilate_w + 1) - (jcp.iw + jcp.l_pad - 1)); if (jcp.ur_w < nstl::max(jcp.l_pad, r_pad_no_tail)) return status::unimplemented; } assert(jcp.nb_oc_blocking > 0); assert(jcp.ur_w * (jcp.nb_oc_blocking + 1) <= num_avail_regs); jcp.ic_block = (jcp.ic % simd_w != 0) ? jcp.ic : simd_w; jcp.nb_ic = jcp.ic / jcp.ic_block; jcp.oc_block = simd_w; jcp.nb_oc = jcp.oc / jcp.oc_block; if (one_of(jcp.prop_kind, forward_training, forward_inference)) { jcp.nb_ic_blocking = 12; jcp.nb_ic_blocking_max = 16; } else { jcp.nb_ic_blocking = 1; jcp.nb_ic_blocking_max = jcp.nb_ic_blocking; } return status::success; } } } }