| 1 | /******************************************************************************* |
| 2 | * Copyright 2019 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 CONCAT_PD_HPP |
| 18 | #define CONCAT_PD_HPP |
| 19 | |
| 20 | #include <assert.h> |
| 21 | |
| 22 | #include "c_types_map.hpp" |
| 23 | #include "nstl.hpp" |
| 24 | #include "primitive_desc.hpp" |
| 25 | #include "type_helpers.hpp" |
| 26 | #include "utils.hpp" |
| 27 | |
| 28 | namespace mkldnn { |
| 29 | namespace impl { |
| 30 | |
| 31 | struct concat_pd_t: public primitive_desc_t { |
| 32 | concat_pd_t(engine_t *engine, const primitive_attr_t *attr, |
| 33 | const memory_desc_t *dst_md, int n, int concat_dim, |
| 34 | const memory_desc_t *src_mds) |
| 35 | : primitive_desc_t(engine, attr, primitive_kind::concat) |
| 36 | , n_(n), concat_dim_(concat_dim), dst_md_(*dst_md) |
| 37 | { |
| 38 | src_mds_.reserve(n_); |
| 39 | for (int i = 0; i < n_; ++i) src_mds_.push_back(src_mds[i]); |
| 40 | } |
| 41 | |
| 42 | concat_pd_t(const concat_pd_t &rhs) = default; |
| 43 | |
| 44 | virtual void init_info() override { impl::init_info(this, this->info_); } |
| 45 | |
| 46 | virtual arg_usage_t arg_usage(primitive_arg_index_t arg) const override { |
| 47 | if (arg >= MKLDNN_ARG_MULTIPLE_SRC |
| 48 | && arg < MKLDNN_ARG_MULTIPLE_SRC + n_inputs()) |
| 49 | return arg_usage_t::input; |
| 50 | |
| 51 | if (arg == MKLDNN_ARG_DST) |
| 52 | return arg_usage_t::output; |
| 53 | |
| 54 | return primitive_desc_t::arg_usage(arg); |
| 55 | } |
| 56 | |
| 57 | virtual const memory_desc_t *src_md(int index = 0) const override |
| 58 | { return index < n_inputs() ? &src_mds_[index] : nullptr; } |
| 59 | virtual const memory_desc_t *dst_md(int index = 0) const override |
| 60 | { return index == 0 ? &dst_md_ : nullptr; } |
| 61 | |
| 62 | virtual int n_inputs() const override { return n_; } |
| 63 | virtual int n_outputs() const override { return 1; } |
| 64 | |
| 65 | int concat_dim() const { return concat_dim_; } |
| 66 | |
| 67 | const memory_desc_t *src_image_md(int index = 0) const |
| 68 | { return index < n_inputs() ? &src_image_mds_[index] : nullptr; } |
| 69 | |
| 70 | protected: |
| 71 | int n_, concat_dim_; |
| 72 | memory_desc_t dst_md_; |
| 73 | nstl::vector<memory_desc_t> src_mds_; |
| 74 | |
| 75 | /* contains images of srcs in the dst memory (if possible) |
| 76 | * Lives here to simplify some implementations. An implementation might |
| 77 | * use this auxiliary array iff init() returned success */ |
| 78 | nstl::vector<memory_desc_t> src_image_mds_; |
| 79 | |
| 80 | protected: |
| 81 | /* inits src_image_mds_ and dst_md_ in simple cases. The call may fail */ |
| 82 | status_t init() { |
| 83 | bool ok = true |
| 84 | && set_default_params() == status::success |
| 85 | && attr()->has_default_values(); |
| 86 | if (!ok) return status::unimplemented; |
| 87 | |
| 88 | for (int i = 0; i < n_; ++i) { |
| 89 | const memory_desc_wrapper i_d(&src_mds_[i]); |
| 90 | if (!i_d.is_blocking_desc() || i_d.is_additional_buffer()) |
| 91 | return status::unimplemented; |
| 92 | } |
| 93 | |
| 94 | const int ndims = dst_md_.ndims; |
| 95 | int current_concat_dim_offset = 0; |
| 96 | for (int i = 0; i < n_; ++i) { |
| 97 | const int dim = src_mds_[i].dims[concat_dim_]; |
| 98 | dims_t dims, offsets = {}; |
| 99 | utils::array_copy(dims, dst_md_.dims, ndims); |
| 100 | dims[concat_dim_] = dim; |
| 101 | offsets[concat_dim_] = current_concat_dim_offset; |
| 102 | |
| 103 | memory_desc_t src_img_d; |
| 104 | status_t status = mkldnn_memory_desc_init_submemory(&src_img_d, |
| 105 | &dst_md_, dims, offsets); |
| 106 | if (status != status::success) return status; |
| 107 | src_image_mds_.push_back(src_img_d); |
| 108 | current_concat_dim_offset += dim; |
| 109 | } |
| 110 | |
| 111 | return status::success; |
| 112 | } |
| 113 | |
| 114 | status_t set_default_params() { |
| 115 | if (dst_md_.format_kind != format_kind::any) |
| 116 | return status::success; |
| 117 | |
| 118 | const int ndims = dst_md_.ndims; |
| 119 | |
| 120 | /* The stupidest ever heuristics (but not the same as we had before): |
| 121 | * - Pick the first non-plain format; |
| 122 | * - If all formats are plain or it is not possible to create a |
| 123 | * blocked format for the output, pick the format of the plain input |
| 124 | * - If this fails as well, use plain layout (abcd...) |
| 125 | */ |
| 126 | status_t status = status::unimplemented; |
| 127 | for (int i = 0; i < n_; ++i) { |
| 128 | const memory_desc_wrapper src_d(src_mds_[i]); |
| 129 | if (src_d.is_blocking_desc() && !src_d.is_plain()) { |
| 130 | status = memory_desc_init_by_blocking_desc(dst_md_, |
| 131 | src_d.blocking_desc()); |
| 132 | if (status == status::success) break; |
| 133 | } |
| 134 | } |
| 135 | |
| 136 | if (status == status::success) { |
| 137 | /* check if we can create a sub-memory for the dst */ |
| 138 | bool desired_format_ok = true; |
| 139 | int current_concat_dim_offset = 0; |
| 140 | for (int i = 0; i < n_; ++i) { |
| 141 | const int dim = src_mds_[i].dims[concat_dim_]; |
| 142 | dims_t dims, offsets = {}; |
| 143 | utils::array_copy(dims, dst_md_.dims, ndims); |
| 144 | dims[concat_dim_] = dim; |
| 145 | offsets[concat_dim_] = current_concat_dim_offset; |
| 146 | |
| 147 | memory_desc_t src_img_d; |
| 148 | status_t status = mkldnn_memory_desc_init_submemory(&src_img_d, |
| 149 | &dst_md_, dims, offsets); |
| 150 | if (status != status::success) { |
| 151 | desired_format_ok = false; |
| 152 | break; |
| 153 | } |
| 154 | current_concat_dim_offset += dim; |
| 155 | } |
| 156 | |
| 157 | if (!desired_format_ok) |
| 158 | status = status::unimplemented; |
| 159 | } |
| 160 | |
| 161 | /* if no success so far, try using the format of the first plain input */ |
| 162 | if (status != status::success) { |
| 163 | for (int i = 0; i < n_; ++i) { |
| 164 | const memory_desc_wrapper src_d(src_mds_[i]); |
| 165 | if (src_d.is_blocking_desc() && src_d.is_plain()) { |
| 166 | status = memory_desc_init_by_blocking_desc(dst_md_, |
| 167 | memory_desc_wrapper(src_mds_[0]).blocking_desc()); |
| 168 | if (status == status::success) return status; |
| 169 | } |
| 170 | } |
| 171 | } |
| 172 | |
| 173 | /* the last line of defense: use plain abcd... format */ |
| 174 | if (status != status::success) |
| 175 | status = memory_desc_init_by_strides(dst_md_, nullptr); |
| 176 | |
| 177 | return status; |
| 178 | } |
| 179 | }; |
| 180 | |
| 181 | #define DECLARE_CONCAT_PD_t(impl_name, ...) \ |
| 182 | static status_t create(concat_pd_t **concat_pd, \ |
| 183 | engine_t *engine, const primitive_attr_t *attr, \ |
| 184 | const memory_desc_t *dst_md, int n, int concat_dim, \ |
| 185 | const memory_desc_t *src_mds) { \ |
| 186 | using namespace status; \ |
| 187 | auto _pd = new pd_t(engine, attr, dst_md, n, concat_dim, src_mds); \ |
| 188 | if (_pd == nullptr) return out_of_memory; \ |
| 189 | if (_pd->init() != success) { delete _pd; return unimplemented; } \ |
| 190 | return safe_ptr_assign<concat_pd_t>(*concat_pd, _pd); \ |
| 191 | } \ |
| 192 | virtual status_t create_primitive(primitive_t **p) const override { \ |
| 193 | double ms = get_msec(); \ |
| 194 | auto ret = safe_ptr_assign<primitive_t>(*p, new (__VA_ARGS__)(this)); \ |
| 195 | ms = get_msec() - ms; \ |
| 196 | if (mkldnn_verbose()->level >= 2) { \ |
| 197 | printf("mkldnn_verbose,create,%s,%g\n", this->info(), ms); \ |
| 198 | fflush(0); \ |
| 199 | } \ |
| 200 | return ret; \ |
| 201 | } \ |
| 202 | virtual pd_t *clone() const override { return new pd_t(*this); } \ |
| 203 | virtual const char *name() const override { return impl_name; } \ |
| 204 | |
| 205 | #define DECLARE_CONCAT_PD_T(impl_name, ...) \ |
| 206 | DECLARE_CONCAT_PD_t(impl_name, __VA_ARGS__) |
| 207 | |
| 208 | } |
| 209 | } |
| 210 | |
| 211 | #endif |
| 212 | |