/******************************************************************************* * Copyright 2016-2018 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. *******************************************************************************/ #ifndef POOLING_PD_HPP #define POOLING_PD_HPP #include "mkldnn.h" #include "c_types_map.hpp" #include "primitive_desc.hpp" #include "type_helpers.hpp" namespace mkldnn { namespace impl { struct pooling_fwd_pd_t; struct pooling_pd_t: public primitive_desc_t { static constexpr auto base_pkind = primitive_kind::pooling; pooling_pd_t(engine_t *engine, const pooling_desc_t *adesc, const primitive_attr_t *attr, const pooling_fwd_pd_t *hint_fwd_pd) : primitive_desc_t(engine, attr, base_pkind) , desc_(*adesc) , hint_fwd_pd_(hint_fwd_pd) , ws_md_() {} const pooling_desc_t *desc() const { return &desc_; } virtual const op_desc_t *op_desc() const override { return reinterpret_cast(this->desc()); } virtual void init_info() override { impl::init_info(this, this->info_); } virtual status_t query(query_t what, int idx, void *result) const override { switch (what) { case query::pooling_d: *(const pooling_desc_t**)result = desc(); break; default: return primitive_desc_t::query(what, idx, result); } return status::success; } /* common pooling aux functions */ dim_t MB() const { return src_desc().dims[0]; } dim_t C() const { return src_desc().dims[1]; } dim_t ID() const { return ndims() >= 5 ? src_desc().dims[ndims() - 3] : 1; } dim_t IH() const { return ndims() >= 4 ? src_desc().dims[ndims() - 2] : 1; } dim_t IW() const { return src_desc().dims[ndims() - 1]; } dim_t OD() const { return ndims() >= 5 ? dst_desc().dims[ndims() - 3] : 1; } dim_t OH() const { return ndims() >= 4 ? dst_desc().dims[ndims() - 2] : 1; } dim_t OW() const { return dst_desc().dims[ndims() - 1]; } dim_t KD() const { return ndims() >= 5 ? desc_.kernel[ndims() - 5] : 1; } dim_t KH() const { return ndims() >= 4 ? desc_.kernel[ndims() - 4] : 1; } dim_t KW() const { return desc_.kernel[ndims() - 3]; } dim_t KSD() const { return ndims() >= 5 ? desc_.strides[ndims() - 5] : 1; } dim_t KSH() const { return ndims() >= 4 ? desc_.strides[ndims() - 4] : 1; } dim_t KSW() const { return desc_.strides[ndims() - 3]; } dim_t padFront() const { return ndims() >= 5 ? desc_.padding[0][ndims() - 5] : 0; } dim_t padBack() const { return ndims() >= 5 ? desc_.padding[1][ndims() - 5] : 0; } dim_t padT() const { return ndims() >= 4 ? desc_.padding[0][ndims() - 4] : 0; } dim_t padB() const { return ndims() >= 4 ? desc_.padding[1][ndims() - 4] : 0; } dim_t padL() const { return desc_.padding[0][ndims() - 3]; } dim_t padR() const { return desc_.padding[1][ndims() - 3]; } int ndims() const { return src_desc().ndims; } bool is_3d() const { return ndims() == 5; } bool has_zero_dim_memory() const { return memory_desc_wrapper(src_desc()).has_zero_dim(); } bool is_fwd() const { return utils::one_of(desc_.prop_kind, prop_kind::forward_training, prop_kind::forward_inference); } protected: pooling_desc_t desc_; const pooling_fwd_pd_t *hint_fwd_pd_; memory_desc_t ws_md_; void init_default_ws() { ws_md_ = is_fwd() ? *dst_md() : *diff_dst_md(); ws_md_.data_type = indices_data_type(); } data_type_t indices_data_type() const { /* the simplest way to express 256... */ const int u8_max = nstl::numeric_limits< typename prec_traits::type>::max(); return utils::array_product(desc()->kernel, ndims()) <= u8_max ? data_type::u8 : data_type::s32; } private: const memory_desc_t &src_desc() const { return is_fwd() ? desc_.src_desc : desc_.diff_src_desc; } const memory_desc_t &dst_desc() const { return is_fwd() ? desc_.dst_desc : desc_.diff_dst_desc; } }; struct pooling_fwd_pd_t: public pooling_pd_t { typedef pooling_fwd_pd_t base_class; typedef pooling_fwd_pd_t hint_class; pooling_fwd_pd_t(engine_t *engine, const pooling_desc_t *adesc, const primitive_attr_t *attr, const pooling_fwd_pd_t *hint_fwd_pd) : pooling_pd_t(engine, adesc, attr, hint_fwd_pd) , src_md_(desc_.src_desc) , dst_md_(desc_.dst_desc) {} virtual arg_usage_t arg_usage(primitive_arg_index_t arg) const override { if (arg == MKLDNN_ARG_SRC) return arg_usage_t::input; if (arg == MKLDNN_ARG_DST) return arg_usage_t::output; if (arg == MKLDNN_ARG_WORKSPACE && (workspace_md() != nullptr)) return arg_usage_t::output; return primitive_desc_t::arg_usage(arg); } virtual const memory_desc_t *src_md(int index = 0) const override { return index == 0 ? &src_md_ : nullptr; } virtual const memory_desc_t *dst_md(int index = 0) const override { return index == 0 ? &dst_md_ : nullptr; } virtual const memory_desc_t *workspace_md(int index = 0) const override { return index == 0 && !types::is_zero_md(&ws_md_) ? &ws_md_ : nullptr; } virtual int n_inputs() const override { return 1; } virtual int n_outputs() const override { return 1 + (workspace_md() != nullptr); } protected: memory_desc_t src_md_; memory_desc_t dst_md_; virtual status_t set_default_params() { if (dst_md()->format_kind != format_kind::any) return status::success; if (src_md()->format_kind != format_kind::blocked) return status::unimplemented; return memory_desc_init_by_blocking_desc(dst_md_, src_md_.format_desc.blocking); } }; struct pooling_bwd_pd_t: public pooling_pd_t { typedef pooling_bwd_pd_t base_class; typedef pooling_fwd_pd_t hint_class; pooling_bwd_pd_t(engine_t *engine, const pooling_desc_t *adesc, const primitive_attr_t *attr, const pooling_fwd_pd_t *hint_fwd_pd) : pooling_pd_t(engine, adesc, attr, hint_fwd_pd) , diff_src_md_(desc_.diff_src_desc) , diff_dst_md_(desc_.diff_dst_desc) {} virtual arg_usage_t arg_usage(primitive_arg_index_t arg) const override { if (arg == MKLDNN_ARG_DIFF_DST) return arg_usage_t::input; if (arg == MKLDNN_ARG_DIFF_SRC) return arg_usage_t::output; if (arg == MKLDNN_ARG_WORKSPACE && (workspace_md() != nullptr)) return arg_usage_t::input; return primitive_desc_t::arg_usage(arg); } virtual const memory_desc_t *diff_src_md(int index = 0) const override { return index == 0 ? &diff_src_md_ : nullptr; } virtual const memory_desc_t *diff_dst_md(int index = 0) const override { return index == 0 ? &diff_dst_md_ : nullptr; } virtual const memory_desc_t *workspace_md(int index = 0) const override { return index == 0 && !types::is_zero_md(&ws_md_) ? &ws_md_ : nullptr; } virtual int n_inputs() const override { return 1 + (workspace_md() != nullptr); } virtual int n_outputs() const override { return 1; } protected: memory_desc_t diff_src_md_; memory_desc_t diff_dst_md_; virtual status_t set_default_params() { if (diff_src_md()->format_kind != format_kind::any) return status::success; if (diff_dst_md()->format_kind != format_kind::blocked) return status::unimplemented; return memory_desc_init_by_blocking_desc(diff_src_md_, diff_dst_md_.format_desc.blocking); } }; } } #endif // vim: et ts=4 sw=4 cindent cino^=l0,\:0,N-s