| 1 | /******************************************************************************* |
| 2 | * Copyright 2017-2018 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 CPU_JIT_UNI_POOLING_HPP |
| 18 | #define CPU_JIT_UNI_POOLING_HPP |
| 19 | |
| 20 | #include <assert.h> |
| 21 | |
| 22 | #include "c_types_map.hpp" |
| 23 | #include "type_helpers.hpp" |
| 24 | #include "utils.hpp" |
| 25 | |
| 26 | #include "cpu_pooling_pd.hpp" |
| 27 | #include "cpu_primitive.hpp" |
| 28 | |
| 29 | #include "jit_uni_pool_kernel_f32.hpp" |
| 30 | |
| 31 | namespace mkldnn { |
| 32 | namespace impl { |
| 33 | namespace cpu { |
| 34 | |
| 35 | template <cpu_isa_t isa> |
| 36 | struct jit_uni_pooling_fwd_t: public cpu_primitive_t { |
| 37 | struct pd_t: public cpu_pooling_fwd_pd_t { |
| 38 | using cpu_pooling_fwd_pd_t::cpu_pooling_fwd_pd_t; |
| 39 | |
| 40 | DECLARE_COMMON_PD_T( |
| 41 | JIT_IMPL_NAME_HELPER("jit:" , isa, "" ), |
| 42 | jit_uni_pooling_fwd_t<isa>); |
| 43 | |
| 44 | status_t init() { |
| 45 | using namespace utils; |
| 46 | |
| 47 | bool ok = true |
| 48 | && set_default_params() == status::success |
| 49 | && is_fwd() |
| 50 | && !has_zero_dim_memory() |
| 51 | && everyone_is(data_type::f32, |
| 52 | src_md()->data_type, |
| 53 | dst_md()->data_type) |
| 54 | && attr()->has_default_values() |
| 55 | && memory_desc_matches_tag(*src_md(), desired_fmt_tag()) |
| 56 | && memory_desc_matches_tag(*dst_md(), desired_fmt_tag()); |
| 57 | if (!ok) return status::unimplemented; |
| 58 | |
| 59 | bool is_training = desc_.prop_kind == prop_kind::forward_training; |
| 60 | if (desc()->alg_kind == alg_kind::pooling_max && is_training) |
| 61 | init_default_ws(); |
| 62 | |
| 63 | return jit_uni_pool_kernel_f32<isa>::init_conf(jpp_, this); |
| 64 | } |
| 65 | |
| 66 | format_tag_t desired_fmt_tag() { |
| 67 | using namespace format_tag; |
| 68 | return ndims() == 4 |
| 69 | ? isa == avx512_common ? nChw16c : nChw8c |
| 70 | : isa == avx512_common ? nCdhw16c : nCdhw8c; |
| 71 | } |
| 72 | |
| 73 | jit_pool_conf_t jpp_; |
| 74 | }; |
| 75 | |
| 76 | jit_uni_pooling_fwd_t(const pd_t *apd): cpu_primitive_t(apd) |
| 77 | { kernel_ = new jit_uni_pool_kernel_f32<isa>(pd()->jpp_); } |
| 78 | |
| 79 | ~jit_uni_pooling_fwd_t() { delete kernel_; } |
| 80 | |
| 81 | typedef typename prec_traits<data_type::f32>::type data_t; |
| 82 | |
| 83 | virtual status_t execute(const exec_ctx_t &ctx) const override { |
| 84 | auto src = CTX_IN_MEM(const data_t *, MKLDNN_ARG_SRC); |
| 85 | auto dst = CTX_OUT_MEM(data_t *, MKLDNN_ARG_DST); |
| 86 | auto ws = CTX_OUT_MEM(char *, MKLDNN_ARG_WORKSPACE); |
| 87 | |
| 88 | if (pd()->ndims() == 5) |
| 89 | execute_forward_3d(src, dst, ws); |
| 90 | else |
| 91 | execute_forward(src, dst, ws); |
| 92 | |
| 93 | return status::success; |
| 94 | } |
| 95 | |
| 96 | private: |
| 97 | void execute_forward(const data_t *src, data_t *dst, char *indices) const; |
| 98 | void execute_forward_3d(const data_t *src, data_t *dst, |
| 99 | char *indices) const; |
| 100 | const pd_t *pd() const { return (const pd_t *)primitive_t::pd(); } |
| 101 | jit_uni_pool_kernel_f32<isa> *kernel_; |
| 102 | }; |
| 103 | |
| 104 | template <cpu_isa_t isa> |
| 105 | struct jit_uni_pooling_bwd_t: public cpu_primitive_t { |
| 106 | struct pd_t: public cpu_pooling_bwd_pd_t { |
| 107 | using cpu_pooling_bwd_pd_t::cpu_pooling_bwd_pd_t; |
| 108 | |
| 109 | DECLARE_COMMON_PD_T( |
| 110 | JIT_IMPL_NAME_HELPER("jit:" , isa, "" ), |
| 111 | jit_uni_pooling_bwd_t<isa>); |
| 112 | |
| 113 | status_t init() { |
| 114 | using namespace utils; |
| 115 | |
| 116 | bool ok = true |
| 117 | && set_default_params() == status::success |
| 118 | && !is_fwd() |
| 119 | && !has_zero_dim_memory() |
| 120 | && everyone_is(data_type::f32, |
| 121 | diff_src_md()->data_type, |
| 122 | diff_dst_md()->data_type) |
| 123 | && attr()->has_default_values() |
| 124 | && memory_desc_matches_tag(*diff_dst_md(), desired_fmt_tag()) |
| 125 | && memory_desc_matches_tag(*diff_src_md(), desired_fmt_tag()); |
| 126 | if (!ok) return status::unimplemented; |
| 127 | |
| 128 | if (desc()->alg_kind == alg_kind::pooling_max) { |
| 129 | init_default_ws(); |
| 130 | if (!compare_ws(hint_fwd_pd_)) |
| 131 | return status::unimplemented; |
| 132 | } |
| 133 | |
| 134 | return jit_uni_pool_kernel_f32<isa>::init_conf(jpp_, this); |
| 135 | } |
| 136 | |
| 137 | format_tag_t desired_fmt_tag() { |
| 138 | using namespace format_tag; |
| 139 | return ndims() |
| 140 | ? isa == avx512_common ? nChw16c : nChw8c |
| 141 | : isa == avx512_common ? nCdhw16c : nCdhw8c; |
| 142 | } |
| 143 | |
| 144 | jit_pool_conf_t jpp_; |
| 145 | }; |
| 146 | |
| 147 | jit_uni_pooling_bwd_t(const pd_t *apd): cpu_primitive_t(apd) |
| 148 | { kernel_ = new jit_uni_pool_kernel_f32<isa>(pd()->jpp_); } |
| 149 | |
| 150 | ~jit_uni_pooling_bwd_t() { delete kernel_; } |
| 151 | |
| 152 | typedef typename prec_traits<data_type::f32>::type data_t; |
| 153 | |
| 154 | virtual status_t execute(const exec_ctx_t &ctx) const override { |
| 155 | auto diff_dst = CTX_IN_MEM(const data_t *, MKLDNN_ARG_DIFF_DST); |
| 156 | auto ws = CTX_IN_MEM(const char *, MKLDNN_ARG_WORKSPACE); |
| 157 | auto diff_src = CTX_OUT_MEM(data_t *, MKLDNN_ARG_DIFF_SRC); |
| 158 | |
| 159 | if (pd()->ndims() == 5) |
| 160 | execute_backward_3d(diff_dst, ws, diff_src); |
| 161 | else |
| 162 | execute_backward(diff_dst, ws, diff_src); |
| 163 | |
| 164 | return status::success; |
| 165 | } |
| 166 | |
| 167 | private: |
| 168 | void execute_backward(const data_t *diff_dst, const char *indices, |
| 169 | data_t *diff_src) const; |
| 170 | void execute_backward_3d(const data_t *diff_dst, const char *indices, |
| 171 | data_t *diff_src) const; |
| 172 | const pd_t *pd() const { return (const pd_t *)primitive_t::pd(); } |
| 173 | jit_uni_pool_kernel_f32<isa> *kernel_; |
| 174 | }; |
| 175 | |
| 176 | } |
| 177 | } |
| 178 | } |
| 179 | |
| 180 | #endif |
| 181 | |
| 182 | // vim: et ts=4 sw=4 cindent cino^=l0,\:0,N-s |
| 183 | |