/******************************************************************************* * 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 CPU_CONVOLUTION_FWD_PD_HPP #define CPU_CONVOLUTION_FWD_PD_HPP #include #include "c_types_map.hpp" #include "convolution_pd.hpp" #include "cpu_engine.hpp" #include "cpu_memory.hpp" #include "cpu_primitive.hpp" #include "type_helpers.hpp" #include "utils.hpp" namespace mkldnn { namespace impl { namespace cpu { struct cpu_convolution_fwd_pd_t: public convolution_fwd_pd_t { using cpu_memory_pd_t = cpu_memory_t::pd_t; cpu_convolution_fwd_pd_t(engine_t *engine, const convolution_desc_t *adesc, const primitive_attr_t *attr, const typename cpu_convolution_fwd_pd_t::base_class *hint_fwd_pd) : convolution_fwd_pd_t(engine, adesc, attr, hint_fwd_pd) , src_pd_(this->engine_, &this->desc()->src_desc) , dst_pd_(this->engine_, &this->desc()->dst_desc) , weights_pd_(this->engine_, &this->desc()->weights_desc) , bias_pd_(this->engine_, &this->desc()->bias_desc) {} virtual ~cpu_convolution_fwd_pd_t() {} virtual const cpu_memory_pd_t *src_pd(int index = 0) const override { return index == 0 ? &src_pd_ : nullptr; } virtual const cpu_memory_pd_t *dst_pd(int index = 0) const override { return index == 0 ? &dst_pd_ : nullptr; } virtual const cpu_memory_pd_t *weights_pd(int index = 0) const override { if (index == 0) return &weights_pd_; if (index == 1 && this->with_bias()) return &bias_pd_; return nullptr; } bool has_padded_dst() const { memory_desc_wrapper dst_d(&dst_pd_); if (!dst_d.is_blocking_desc()) return false; return this->OC() != dst_d.blocking_desc().padding_dims[1]; } bool wants_padded_bias() const { if (!this->with_bias()) return false; return has_padded_dst(); } bool wants_zero_pad_dst(bool jit_impl = true) const { if (!has_padded_dst()) return false; const auto &po = this->attr()->post_ops_; int idx; if ((idx = po.find(primitive_kind::eltwise)) == -1) return false; return !math::eltwise_fwd_preserves_zero(po.entry_[idx].eltwise.alg, jit_impl); } protected: cpu_memory_pd_t src_pd_, dst_pd_; cpu_memory_pd_t weights_pd_, bias_pd_; inline memory_format_t src_format() { using namespace memory_format; return utils::pick(this->desc()->src_desc.ndims - 3, ncw, nchw, ncdhw); } inline memory_format_t wei_format() { using namespace memory_format; return this->with_groups() ? utils::pick(this->desc()->src_desc.ndims - 3, goiw, goihw, goidhw) : utils::pick(this->desc()->src_desc.ndims - 3, oiw, oihw, oidhw); } virtual status_t set_default_params() { using namespace memory_format; if (src_pd_.desc()->format == any) CHECK(src_pd_.set_format(src_format())); if (dst_pd_.desc()->format == any) CHECK(dst_pd_.set_format(src_pd_.desc()->format)); if (weights_pd_.desc()->format == any) CHECK(weights_pd_.set_format(wei_format())); if (bias_pd_.desc()->format == any) CHECK(bias_pd_.set_format(x)); if (this->desc()->alg_kind == alg_kind::convolution_auto) CHECK(this->set_alg_kind(alg_kind::convolution_direct)); return status::success; } }; struct cpu_convolution_bwd_data_pd_t: public convolution_bwd_data_pd_t { using cpu_memory_pd_t = cpu_memory_t::pd_t; cpu_convolution_bwd_data_pd_t(engine_t *engine, const convolution_desc_t *adesc, const primitive_attr_t *attr, const convolution_fwd_pd_t *hint_fwd_pd) : convolution_bwd_data_pd_t(engine, adesc, attr, hint_fwd_pd) , diff_src_pd_(this->engine_, &this->desc_.diff_src_desc) , diff_dst_pd_(this->engine_, &this->desc_.diff_dst_desc) , weights_pd_(this->engine_, &this->desc_.weights_desc) , bias_pd_(this->engine_, &this->desc_.bias_desc) {} virtual ~cpu_convolution_bwd_data_pd_t() {} virtual const cpu_memory_pd_t *diff_src_pd(int index = 0) const override { return index == 0 ? &diff_src_pd_ : nullptr; } virtual const cpu_memory_pd_t *diff_dst_pd(int index = 0) const override { return index == 0 ? &diff_dst_pd_ : nullptr; } virtual const cpu_memory_pd_t *weights_pd(int index = 0) const override { if (index == 0) return &weights_pd_; if (index == 1 && this->with_bias()) return &bias_pd_; return nullptr; } protected: cpu_memory_pd_t diff_src_pd_, diff_dst_pd_; cpu_memory_pd_t weights_pd_, bias_pd_; inline memory_format_t src_format() { using namespace memory_format; return utils::pick(this->desc_.diff_src_desc.ndims - 3, ncw, nchw, ncdhw); } inline memory_format_t wei_format() { using namespace memory_format; return this->with_groups() ? utils::pick(this->desc_.diff_src_desc.ndims - 3, goiw, goihw, goidhw) : utils::pick(this->desc_.diff_src_desc.ndims - 3, oiw, oihw, oidhw); } virtual status_t set_default_params() { using namespace memory_format; if (diff_src_pd_.desc()->format == any) CHECK(diff_src_pd_.set_format(src_format())); if (diff_dst_pd_.desc()->format == any) CHECK(diff_dst_pd_.set_format(diff_src_pd_.desc()->format)); if (weights_pd_.desc()->format == any) CHECK(weights_pd_.set_format(wei_format())); if (bias_pd_.desc()->format == any) CHECK(bias_pd_.set_format(x)); if (this->desc()->alg_kind == alg_kind::convolution_auto) CHECK(this->set_alg_kind(alg_kind::convolution_direct)); return status::success; } }; struct cpu_convolution_bwd_weights_pd_t: public convolution_bwd_weights_pd_t { using cpu_memory_pd_t = cpu_memory_t::pd_t; cpu_convolution_bwd_weights_pd_t(engine_t *engine, const convolution_desc_t *adesc, const primitive_attr_t *attr, const convolution_fwd_pd_t *hint_fwd_pd) : convolution_bwd_weights_pd_t(engine, adesc, attr, hint_fwd_pd) , src_pd_(this->engine_, &this->desc_.src_desc) , diff_dst_pd_(this->engine_, &this->desc_.diff_dst_desc) , diff_weights_pd_(this->engine_, &this->desc_.diff_weights_desc) , diff_bias_pd_(this->engine_, &this->desc_.diff_bias_desc) {} virtual ~cpu_convolution_bwd_weights_pd_t() {} virtual const cpu_memory_pd_t *src_pd(int index = 0) const override { return index == 0 ? &src_pd_ : nullptr; } virtual const cpu_memory_pd_t *diff_dst_pd(int index = 0) const override { return index == 0 ? &diff_dst_pd_ : nullptr; } virtual const cpu_memory_pd_t *diff_weights_pd(int index = 0) const override { if (index == 0) return &diff_weights_pd_; if (index == 1 && this->with_bias()) return &diff_bias_pd_; return nullptr; } bool wants_padded_bias() const { if (!this->with_bias()) return false; memory_desc_wrapper diff_dst_d(&diff_dst_pd_); if (!diff_dst_d.is_blocking_desc()) return false; return OC() != diff_dst_d.blocking_desc().padding_dims[1]; } protected: cpu_memory_pd_t src_pd_; cpu_memory_pd_t diff_dst_pd_; cpu_memory_pd_t diff_weights_pd_, diff_bias_pd_; inline memory_format_t src_format() { using namespace memory_format; return utils::pick(this->desc_.src_desc.ndims - 3, ncw, nchw, ncdhw); } inline memory_format_t wei_format() { using namespace memory_format; return this->with_groups() ? utils::pick(this->desc_.src_desc.ndims - 3, goiw, goihw, goidhw) : utils::pick(this->desc_.src_desc.ndims - 3, oiw, oihw, oidhw); } virtual status_t set_default_params() { using namespace memory_format; if (src_pd_.desc()->format == any) CHECK(src_pd_.set_format(src_format())); if (diff_dst_pd_.desc()->format == any) CHECK(diff_dst_pd_.set_format(src_format())); if (diff_weights_pd_.desc()->format == any) CHECK(diff_weights_pd_.set_format(wei_format())); if (diff_bias_pd_.desc()->format == any) CHECK(diff_bias_pd_.set_format(x)); if (this->desc()->alg_kind == alg_kind::convolution_auto) CHECK(this->set_alg_kind(alg_kind::convolution_direct)); return status::success; } }; } } } #endif // vim: et ts=4 sw=4 cindent cino^=l0,\:0,N-s