/******************************************************************************* * Copyright 2017-2018 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_JIT_AVX512_CORE_FP32_WINO_CONV_4x3_HPP #define CPU_JIT_AVX512_CORE_FP32_WINO_CONV_4x3_HPP #include "c_types_map.hpp" #include "memory_tracking.hpp" #include "cpu_convolution_pd.hpp" #include "cpu_engine.hpp" #include "jit_avx512_core_fp32_wino_conv_4x3_kernel.hpp" namespace mkldnn { namespace impl { namespace cpu { namespace winograd_avx512_core { inline void init_scratchpad(memory_tracking::registrar_t &scratchpad, const jit_conv_winograd_conf_t &jcp) { using namespace utils; using namespace memory_tracking::names; size_t U_sz = (size_t)alpha * alpha * jcp.ic * jcp.oc; size_t V_sz = (size_t)alpha * alpha * jcp.mb * jcp.ic * jcp.itiles * jcp.jtiles; size_t M_sz = (size_t)alpha * alpha * jcp.mb * jcp.oc * jcp.itiles * jcp.jtiles; switch (jcp.sched_policy) { case WSCHED_DATA_W_SGD: V_sz = (size_t)jcp.nthr * alpha * alpha * jcp.nb_tile_block_ur * jcp.tile_block_ur * jcp.ic; M_sz = (size_t)jcp.nthr * alpha * alpha * jcp.nb_tile_block_ur * jcp.tile_block_ur * jcp.oc; break; case WSCHED_WEI_SDGtWo: U_sz = (size_t)jcp.nthr * (alpha * alpha * jcp.oc * (jcp.ic / jcp.nb_ic) + jcp.ic * jcp.oc * jcp.kh * jcp.kw); M_sz = (size_t)jcp.nthr * alpha * alpha * (jcp.ntiles / jcp.tile_block) * (jcp.oc / jcp.nb_oc); V_sz = (size_t)jcp.nthr * alpha * alpha * (jcp.ntiles / jcp.tile_block) * (jcp.ic / jcp.nb_ic); break; case WSCHED_WEI_S_D_Giot_W: U_sz = (size_t)(jcp.nthr + 1) * alpha * alpha * jcp.ic * jcp.oc; M_sz = (size_t)alpha * alpha * jcp.oc * jcp.ntiles; V_sz = (size_t)alpha * alpha * jcp.ic * jcp.ntiles; break; default: break; } scratchpad.book(key_wino_U, sizeof(float) * U_sz, PAGE_2M); scratchpad.book(key_wino_V, sizeof(float) * V_sz, PAGE_2M); scratchpad.book(key_wino_M, sizeof(float) * M_sz, PAGE_2M); if (one_of(jcp.sched_policy, WSCHED_WEI_SDGtWo, WSCHED_WEI_S_D_Giot_W)) { size_t br_sz = (size_t)jcp.nthr * jcp.oc; scratchpad.book(key_conv_bia_reduction, sizeof(float) * br_sz, PAGE_2M); } } } template struct _jit_avx512_core_fp32_wino_conv_4x3_t { _jit_avx512_core_fp32_wino_conv_4x3_t( const jit_conv_winograd_conf_t &jcp, const primitive_attr_t *attr) : kernel_(nullptr), attr_(attr) { kernel_ = new _jit_avx512_core_fp32_wino_conv_4x3_data_kernel(jcp); } ~_jit_avx512_core_fp32_wino_conv_4x3_t() { delete kernel_; } protected: void weight_transform_data(const jit_conv_winograd_conf_t &jcp, float *wp, float *twp) const; void input_transform_data(int image, const jit_conv_winograd_conf_t &jcp, float *inp, float *tinp) const; void input_transform_tileblock_data(int tile_block, const jit_conv_winograd_conf_t &jcp, float *inp, float *tinp) const; void output_transform_data(int image, const jit_conv_winograd_conf_t &jcp, const post_ops_t &p_ops, float *toutp, float *pout_b, float *bias) const; void output_transform_tileblock_data(int tile_block, const jit_conv_winograd_conf_t &jcp, const post_ops_t &p_ops, float *toutp, float *outp, float *bias) const; void _execute_data_W_S_G_D(float *inp_ptr, float *out_ptr, float *wei_ptr, float *bias_ptr, const memory_tracking::grantor_t &scratchpad) const; void _execute_data_W_SGD(float *inp_ptr, float *out_ptr, float *wei_ptr, float *bias_ptr, const memory_tracking::grantor_t &scratchpad) const; _jit_avx512_core_fp32_wino_conv_4x3_data_kernel *kernel_; const primitive_attr_t *attr_; }; struct jit_avx512_core_fp32_wino_conv_4x3_fwd_t : _jit_avx512_core_fp32_wino_conv_4x3_t , public cpu_primitive_t { struct pd_t : public cpu_convolution_fwd_pd_t { pd_t(engine_t *engine, const convolution_desc_t *adesc, const primitive_attr_t *attr, const typename pd_t::base_class *hint_fwd_pd) : cpu_convolution_fwd_pd_t(engine, adesc, attr, hint_fwd_pd) , jcp_() {} DECLARE_COMMON_PD_T( JIT_IMPL_NAME_HELPER("jit_wino_4x3:", avx512_core, ""), jit_avx512_core_fp32_wino_conv_4x3_fwd_t); virtual status_t init() override { using namespace prop_kind; assert(this->engine()->kind() == engine_kind::cpu); bool ok = true && this->set_default_params() == status::success && utils::one_of(this->desc()->prop_kind, forward_training, forward_inference) && utils::one_of(this->desc()->alg_kind, alg_kind::convolution_auto, alg_kind::convolution_winograd) && utils::everyone_is(data_type::f32, this->desc()->src_desc.data_type, this->desc()->weights_desc.data_type, this->desc()->dst_desc.data_type) && IMPLICATION(this->with_bias(), data_type::f32 == this->desc()->bias_desc.data_type) && mkldnn_thr_syncable(); if (!ok) return status::unimplemented; status_t status = jit_avx512_core_fp32_wino_conv_4x3_fwd_kernel::init_conf(jcp_, *this->desc(), this->src_pd_, this->weights_pd_, this->dst_pd_, *this->attr()); if (status != status::success) return status; auto scratchpad = this->scratchpad_registry().registrar(); winograd_avx512_core::init_scratchpad(scratchpad, jcp_); if (status == status::success && this->desc()->alg_kind == alg_kind::convolution_auto) CHECK(this->set_alg_kind(alg_kind::convolution_winograd)); return status; } jit_conv_winograd_conf_t jcp_; protected: virtual status_t set_default_params() override { using namespace memory_format; if (this->src_pd_.desc()->format == any) CHECK(this->src_pd_.set_format(nChw16c)); if (this->dst_pd_.desc()->format == any) CHECK(this->dst_pd_.set_format(nChw16c)); if (this->weights_pd_.desc()->format == any && (this->desc()->prop_kind != mkldnn_forward_inference)) CHECK(this->weights_pd_.set_format( this->with_groups() ? gOIhw16i16o : OIhw16i16o)); if (this->bias_pd_.desc()->format == any) CHECK(this->bias_pd_.set_format(x)); return status::success; } }; jit_avx512_core_fp32_wino_conv_4x3_fwd_t(const pd_t *apd, const input_vector &inputs, const output_vector &outputs) : _jit_avx512_core_fp32_wino_conv_4x3_t(apd->jcp_, apd->attr()) , cpu_primitive_t(apd, inputs, outputs, true) {} ~jit_avx512_core_fp32_wino_conv_4x3_fwd_t(){}; typedef typename prec_traits::type data_t; virtual void execute(event_t *e) const { float *src = (float *)this->input_memory(0); float *dst = (float *)this->memory(); float *weights = (float *)this->input_memory(1); float *bias = (float *)this->input_memory(2); auto scratchpad = this->scratchpad(); switch ((pd()->jcp_).sched_policy) { case WSCHED_DATA_W_S_G_D: this->_execute_data_W_S_G_D(src, dst, weights, bias, scratchpad); break; case WSCHED_DATA_W_SGD: this->_execute_data_W_SGD(src, dst, weights, bias, scratchpad); break; default: break; } e->set_state(event_t::ready); } private: const pd_t *pd() const { return (const pd_t *)primitive_t::pd(); } }; struct jit_avx512_core_fp32_wino_conv_4x3_bwd_data_t : _jit_avx512_core_fp32_wino_conv_4x3_t, public cpu_primitive_t { struct pd_t : public cpu_convolution_bwd_data_pd_t { pd_t(engine_t *engine, const convolution_desc_t *adesc, const primitive_attr_t *attr, const convolution_fwd_pd_t *hint_fwd_pd) : cpu_convolution_bwd_data_pd_t(engine, adesc, attr, hint_fwd_pd) , jcp_() {} DECLARE_COMMON_PD_T( JIT_IMPL_NAME_HELPER("jit_wino_4x3:", avx512_core, ""), jit_avx512_core_fp32_wino_conv_4x3_bwd_data_t); virtual status_t init() override { using namespace prop_kind; assert(this->engine()->kind() == engine_kind::cpu); bool ok = true && this->set_default_params() == status::success && utils::one_of(this->desc()->prop_kind, backward_data) && utils::one_of(this->desc()->alg_kind, alg_kind::convolution_auto, alg_kind::convolution_winograd) && utils::everyone_is(data_type::f32, this->desc()->diff_src_desc.data_type, this->desc()->weights_desc.data_type, this->desc()->diff_dst_desc.data_type) && mkldnn_thr_syncable(); if (!ok) return status::unimplemented; status_t status = jit_avx512_core_fp32_wino_conv_4x3_bwd_data_kernel::init_conf( jcp_, *this->desc(), *this->diff_src_pd_.desc(), *this->weights_pd_.desc(), *this->diff_dst_pd_.desc()); if (status != status::success) return status; auto scratchpad = this->scratchpad_registry().registrar(); winograd_avx512_core::init_scratchpad(scratchpad, jcp_); if (status == status::success && this->desc()->alg_kind == alg_kind::convolution_auto) CHECK(this->set_alg_kind(alg_kind::convolution_winograd)); return status; } jit_conv_winograd_conf_t jcp_; protected: virtual status_t set_default_params() override { using namespace memory_format; if (this->diff_src_pd_.desc()->format == any) CHECK(this->diff_src_pd_.set_format(nChw16c)); if (this->diff_dst_pd_.desc()->format == any) CHECK(this->diff_dst_pd_.set_format(nChw16c)); if (this->weights_pd_.desc()->format == any) CHECK(this->weights_pd_.set_format( this->with_groups() ? gOIhw16i16o : OIhw16i16o)); return status::success; } }; jit_avx512_core_fp32_wino_conv_4x3_bwd_data_t(const pd_t *apd, const input_vector &inputs, const output_vector &outputs) : _jit_avx512_core_fp32_wino_conv_4x3_t(apd->jcp_, apd->attr()) , cpu_primitive_t(apd, inputs, outputs, true) {} ~jit_avx512_core_fp32_wino_conv_4x3_bwd_data_t(){}; typedef typename prec_traits::type data_t; virtual void execute(event_t *e) const { float *diff_dst = (float *)this->input_memory(0); float *diff_src = (float *)this->memory(); float *weights = (float *)this->input_memory(1); auto scratchpad = this->scratchpad(); if (pd()->desc()->prop_kind == prop_kind::backward_data) { switch ((pd()->jcp_).sched_policy) { case WSCHED_DATA_W_S_G_D: this->_execute_data_W_S_G_D(diff_dst, diff_src, weights, NULL, scratchpad); break; case WSCHED_DATA_W_SGD: this->_execute_data_W_SGD(diff_dst, diff_src, weights, NULL, scratchpad); break; default: break; } } else { assert(!"invalid prop_kind"); } e->set_state(event_t::ready); } private: const pd_t *pd() const { return (const pd_t *)primitive_t::pd(); } }; struct jit_avx512_core_fp32_wino_conv_4x3_bwd_weights_t : public cpu_primitive_t { struct pd_t : public cpu_convolution_bwd_weights_pd_t { pd_t(engine_t *engine, const convolution_desc_t *adesc, const primitive_attr_t *attr, const convolution_fwd_pd_t *hint_fwd_pd) : cpu_convolution_bwd_weights_pd_t(engine, adesc, attr, hint_fwd_pd) , jcp_() {} DECLARE_COMMON_PD_T( JIT_IMPL_NAME_HELPER("jit_wino_4x3:", avx512_core, ""), jit_avx512_core_fp32_wino_conv_4x3_bwd_weights_t); virtual status_t init() override { using namespace prop_kind; assert(this->engine()->kind() == engine_kind::cpu); bool ok = true && this->set_default_params() == status::success && utils::one_of(this->desc()->prop_kind, backward_weights) && utils::one_of(this->desc()->alg_kind, alg_kind::convolution_auto, alg_kind::convolution_winograd) && utils::everyone_is(data_type::f32, this->desc()->src_desc.data_type, this->desc()->diff_dst_desc.data_type, this->desc()->diff_weights_desc.data_type) && mkldnn_thr_syncable(); if (!ok) return status::unimplemented; status_t status = jit_avx512_core_fp32_wino_conv_4x3_bwd_weights_kernel:: init_conf(jcp_, *this->desc(), *this->src_pd_.desc(), *this->diff_dst_pd_.desc(), *this->diff_weights_pd_.desc()); if (status != status::success) return status; auto scratchpad = this->scratchpad_registry().registrar(); winograd_avx512_core::init_scratchpad(scratchpad, jcp_); if (status == status::success && this->desc()->alg_kind == alg_kind::convolution_auto) CHECK(this->set_alg_kind(alg_kind::convolution_winograd)); return status; } jit_conv_winograd_conf_t jcp_; protected: virtual status_t set_default_params() override { using namespace memory_format; if (this->src_pd_.desc()->format == any) CHECK(this->src_pd_.set_format(nChw16c)); if (this->diff_dst_pd_.desc()->format == any) CHECK(this->diff_dst_pd_.set_format(nChw16c)); if (this->diff_weights_pd_.desc()->format == any) CHECK(this->diff_weights_pd_.set_format( this->with_groups() ? gOIhw16i16o : OIhw16i16o)); if (diff_bias_pd_.desc()->format == any) CHECK(diff_bias_pd_.set_format(x)); return status::success; } }; jit_avx512_core_fp32_wino_conv_4x3_bwd_weights_t(const pd_t *apd, const input_vector &inputs, const output_vector &outputs) : cpu_primitive_t(apd, inputs, outputs, true) , kernel_(nullptr) { kernel_ = new jit_avx512_core_fp32_wino_conv_4x3_bwd_weights_kernel( pd()->jcp_); } ~jit_avx512_core_fp32_wino_conv_4x3_bwd_weights_t() { delete kernel_; }; typedef typename prec_traits::type data_t; virtual void execute(event_t *e) const { if (pd()->desc()->prop_kind == prop_kind::backward_weights) { const auto &jcp = kernel_->jcp; switch (jcp.sched_policy) { case WSCHED_WEI_SDGtWo: _execute_backward_weights_SDGtWo(scratchpad()); break; case WSCHED_WEI_S_D_Giot_W: _execute_backward_weights_S_D_Giot_W(scratchpad()); break; default: assert(jcp.sched_policy != WSCHED_INVALID); break; } } else assert(!"invalid prop_kind"); e->set_state(event_t::ready); } private: void _execute_backward_weights_SDGtWo( const memory_tracking::grantor_t &scratchpad) const; void _execute_backward_weights_S_D_Giot_W( const memory_tracking::grantor_t &scratchpad) const; const pd_t *pd() const { return (const pd_t *)primitive_t::pd(); } jit_avx512_core_fp32_wino_conv_4x3_bwd_weights_kernel *kernel_; }; } } } #endif // vim: et ts=4 sw=4 cindent cino^=l0,\:0,N-s