| 1 | /******************************************************************************* |
| 2 | * Copyright 2016-2018 Intel Corporation |
| 3 | * |
| 4 | * Licensed under the Apache License, Version 2.0 (the "License"); |
| 5 | * you may not use this file except in compliance with the License. |
| 6 | * You may obtain a copy of the License at |
| 7 | * |
| 8 | * http://www.apache.org/licenses/LICENSE-2.0 |
| 9 | * |
| 10 | * Unless required by applicable law or agreed to in writing, software |
| 11 | * distributed under the License is distributed on an "AS IS" BASIS, |
| 12 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 13 | * See the License for the specific language governing permissions and |
| 14 | * limitations under the License. |
| 15 | *******************************************************************************/ |
| 16 | |
| 17 | #ifndef POOLING_PD_HPP |
| 18 | #define POOLING_PD_HPP |
| 19 | |
| 20 | #include "mkldnn.h" |
| 21 | |
| 22 | #include "c_types_map.hpp" |
| 23 | #include "primitive_desc.hpp" |
| 24 | #include "type_helpers.hpp" |
| 25 | |
| 26 | namespace mkldnn { |
| 27 | namespace impl { |
| 28 | |
| 29 | struct pooling_fwd_pd_t; |
| 30 | |
| 31 | struct pooling_pd_t: public primitive_desc_t { |
| 32 | static constexpr auto base_pkind = primitive_kind::pooling; |
| 33 | |
| 34 | pooling_pd_t(engine_t *engine, |
| 35 | const pooling_desc_t *adesc, |
| 36 | const primitive_attr_t *attr, |
| 37 | const pooling_fwd_pd_t *hint_fwd_pd) |
| 38 | : primitive_desc_t(engine, attr, base_pkind) |
| 39 | , desc_(*adesc) |
| 40 | , hint_fwd_pd_(hint_fwd_pd) |
| 41 | , ws_md_() |
| 42 | {} |
| 43 | |
| 44 | const pooling_desc_t *desc() const { return &desc_; } |
| 45 | virtual const op_desc_t *op_desc() const override |
| 46 | { return reinterpret_cast<const op_desc_t *>(this->desc()); } |
| 47 | virtual void init_info() override { impl::init_info(this, this->info_); } |
| 48 | |
| 49 | virtual status_t query(query_t what, int idx, void *result) const override { |
| 50 | switch (what) { |
| 51 | case query::pooling_d: |
| 52 | *(const pooling_desc_t**)result = desc(); break; |
| 53 | default: return primitive_desc_t::query(what, idx, result); |
| 54 | } |
| 55 | return status::success; |
| 56 | } |
| 57 | |
| 58 | /* common pooling aux functions */ |
| 59 | |
| 60 | dim_t MB() const { return src_desc().dims[0]; } |
| 61 | dim_t C() const { return src_desc().dims[1]; } |
| 62 | |
| 63 | dim_t ID() const { return ndims() >= 5 ? src_desc().dims[ndims() - 3] : 1; } |
| 64 | dim_t IH() const { return ndims() >= 4 ? src_desc().dims[ndims() - 2] : 1; } |
| 65 | dim_t IW() const { return src_desc().dims[ndims() - 1]; } |
| 66 | |
| 67 | dim_t OD() const { return ndims() >= 5 ? dst_desc().dims[ndims() - 3] : 1; } |
| 68 | dim_t OH() const { return ndims() >= 4 ? dst_desc().dims[ndims() - 2] : 1; } |
| 69 | dim_t OW() const { return dst_desc().dims[ndims() - 1]; } |
| 70 | |
| 71 | dim_t KD() const { return ndims() >= 5 ? desc_.kernel[ndims() - 5] : 1; } |
| 72 | dim_t KH() const { return ndims() >= 4 ? desc_.kernel[ndims() - 4] : 1; } |
| 73 | dim_t KW() const { return desc_.kernel[ndims() - 3]; } |
| 74 | |
| 75 | dim_t KSD() const { return ndims() >= 5 ? desc_.strides[ndims() - 5] : 1; } |
| 76 | dim_t KSH() const { return ndims() >= 4 ? desc_.strides[ndims() - 4] : 1; } |
| 77 | dim_t KSW() const { return desc_.strides[ndims() - 3]; } |
| 78 | |
| 79 | dim_t padFront() const |
| 80 | { return ndims() >= 5 ? desc_.padding[0][ndims() - 5] : 0; } |
| 81 | dim_t padBack() const |
| 82 | { return ndims() >= 5 ? desc_.padding[1][ndims() - 5] : 0; } |
| 83 | dim_t padT() const |
| 84 | { return ndims() >= 4 ? desc_.padding[0][ndims() - 4] : 0; } |
| 85 | dim_t padB() const |
| 86 | { return ndims() >= 4 ? desc_.padding[1][ndims() - 4] : 0; } |
| 87 | dim_t padL() const { return desc_.padding[0][ndims() - 3]; } |
| 88 | dim_t padR() const { return desc_.padding[1][ndims() - 3]; } |
| 89 | |
| 90 | int ndims() const { return src_desc().ndims; } |
| 91 | bool is_3d() const { return ndims() == 5; } |
| 92 | |
| 93 | bool has_zero_dim_memory() const |
| 94 | { return memory_desc_wrapper(src_desc()).has_zero_dim(); } |
| 95 | |
| 96 | bool is_fwd() const { |
| 97 | return utils::one_of(desc_.prop_kind, prop_kind::forward_training, |
| 98 | prop_kind::forward_inference); |
| 99 | } |
| 100 | |
| 101 | protected: |
| 102 | pooling_desc_t desc_; |
| 103 | const pooling_fwd_pd_t *hint_fwd_pd_; |
| 104 | |
| 105 | memory_desc_t ws_md_; |
| 106 | |
| 107 | void init_default_ws() { |
| 108 | ws_md_ = is_fwd() ? *dst_md() : *diff_dst_md(); |
| 109 | ws_md_.data_type = indices_data_type(); |
| 110 | } |
| 111 | |
| 112 | data_type_t indices_data_type() const { |
| 113 | /* the simplest way to express 256... */ |
| 114 | const int u8_max = nstl::numeric_limits< |
| 115 | typename prec_traits<data_type::u8>::type>::max(); |
| 116 | return utils::array_product(desc()->kernel, ndims()) <= u8_max |
| 117 | ? data_type::u8 : data_type::s32; |
| 118 | } |
| 119 | |
| 120 | private: |
| 121 | const memory_desc_t &src_desc() const |
| 122 | { return is_fwd() ? desc_.src_desc : desc_.diff_src_desc; } |
| 123 | const memory_desc_t &dst_desc() const |
| 124 | { return is_fwd() ? desc_.dst_desc : desc_.diff_dst_desc; } |
| 125 | }; |
| 126 | |
| 127 | struct pooling_fwd_pd_t: public pooling_pd_t { |
| 128 | typedef pooling_fwd_pd_t base_class; |
| 129 | typedef pooling_fwd_pd_t hint_class; |
| 130 | |
| 131 | pooling_fwd_pd_t(engine_t *engine, |
| 132 | const pooling_desc_t *adesc, |
| 133 | const primitive_attr_t *attr, |
| 134 | const pooling_fwd_pd_t *hint_fwd_pd) |
| 135 | : pooling_pd_t(engine, adesc, attr, hint_fwd_pd) |
| 136 | , src_md_(desc_.src_desc) |
| 137 | , dst_md_(desc_.dst_desc) |
| 138 | {} |
| 139 | |
| 140 | virtual arg_usage_t arg_usage(primitive_arg_index_t arg) const override { |
| 141 | if (arg == MKLDNN_ARG_SRC) |
| 142 | return arg_usage_t::input; |
| 143 | |
| 144 | if (arg == MKLDNN_ARG_DST) |
| 145 | return arg_usage_t::output; |
| 146 | |
| 147 | if (arg == MKLDNN_ARG_WORKSPACE && (workspace_md() != nullptr)) |
| 148 | return arg_usage_t::output; |
| 149 | |
| 150 | return primitive_desc_t::arg_usage(arg); |
| 151 | } |
| 152 | |
| 153 | virtual const memory_desc_t *src_md(int index = 0) const override |
| 154 | { return index == 0 ? &src_md_ : nullptr; } |
| 155 | virtual const memory_desc_t *dst_md(int index = 0) const override |
| 156 | { return index == 0 ? &dst_md_ : nullptr; } |
| 157 | virtual const memory_desc_t *workspace_md(int index = 0) const override |
| 158 | { return index == 0 && !types::is_zero_md(&ws_md_) ? &ws_md_ : nullptr; } |
| 159 | |
| 160 | virtual int n_inputs() const override { return 1; } |
| 161 | virtual int n_outputs() const override |
| 162 | { return 1 + (workspace_md() != nullptr); } |
| 163 | |
| 164 | protected: |
| 165 | memory_desc_t src_md_; |
| 166 | memory_desc_t dst_md_; |
| 167 | |
| 168 | virtual status_t set_default_params() { |
| 169 | if (dst_md()->format_kind != format_kind::any) |
| 170 | return status::success; |
| 171 | |
| 172 | if (src_md()->format_kind != format_kind::blocked) |
| 173 | return status::unimplemented; |
| 174 | |
| 175 | return memory_desc_init_by_blocking_desc(dst_md_, |
| 176 | src_md_.format_desc.blocking); |
| 177 | } |
| 178 | }; |
| 179 | |
| 180 | struct pooling_bwd_pd_t: public pooling_pd_t { |
| 181 | typedef pooling_bwd_pd_t base_class; |
| 182 | typedef pooling_fwd_pd_t hint_class; |
| 183 | |
| 184 | pooling_bwd_pd_t(engine_t *engine, |
| 185 | const pooling_desc_t *adesc, |
| 186 | const primitive_attr_t *attr, |
| 187 | const pooling_fwd_pd_t *hint_fwd_pd) |
| 188 | : pooling_pd_t(engine, adesc, attr, hint_fwd_pd) |
| 189 | , diff_src_md_(desc_.diff_src_desc) |
| 190 | , diff_dst_md_(desc_.diff_dst_desc) |
| 191 | {} |
| 192 | |
| 193 | virtual arg_usage_t arg_usage(primitive_arg_index_t arg) const override { |
| 194 | if (arg == MKLDNN_ARG_DIFF_DST) |
| 195 | return arg_usage_t::input; |
| 196 | |
| 197 | if (arg == MKLDNN_ARG_DIFF_SRC) |
| 198 | return arg_usage_t::output; |
| 199 | |
| 200 | if (arg == MKLDNN_ARG_WORKSPACE && (workspace_md() != nullptr)) |
| 201 | return arg_usage_t::input; |
| 202 | |
| 203 | return primitive_desc_t::arg_usage(arg); |
| 204 | } |
| 205 | |
| 206 | virtual const memory_desc_t *diff_src_md(int index = 0) const override |
| 207 | { return index == 0 ? &diff_src_md_ : nullptr; } |
| 208 | virtual const memory_desc_t *diff_dst_md(int index = 0) const override |
| 209 | { return index == 0 ? &diff_dst_md_ : nullptr; } |
| 210 | virtual const memory_desc_t *workspace_md(int index = 0) const override |
| 211 | { return index == 0 && !types::is_zero_md(&ws_md_) ? &ws_md_ : nullptr; } |
| 212 | |
| 213 | virtual int n_inputs() const override |
| 214 | { return 1 + (workspace_md() != nullptr); } |
| 215 | virtual int n_outputs() const override { return 1; } |
| 216 | |
| 217 | protected: |
| 218 | memory_desc_t diff_src_md_; |
| 219 | memory_desc_t diff_dst_md_; |
| 220 | |
| 221 | virtual status_t set_default_params() { |
| 222 | if (diff_src_md()->format_kind != format_kind::any) |
| 223 | return status::success; |
| 224 | |
| 225 | if (diff_dst_md()->format_kind != format_kind::blocked) |
| 226 | return status::unimplemented; |
| 227 | |
| 228 | return memory_desc_init_by_blocking_desc(diff_src_md_, |
| 229 | diff_dst_md_.format_desc.blocking); |
| 230 | } |
| 231 | }; |
| 232 | |
| 233 | } |
| 234 | } |
| 235 | |
| 236 | #endif |
| 237 | |
| 238 | // vim: et ts=4 sw=4 cindent cino^=l0,\:0,N-s |
| 239 | |