/******************************************************************************* * Copyright 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_U8S8S32X_WINO_CONVOLUTION_HPP #define CPU_JIT_AVX512_CORE_U8S8S32X_WINO_CONVOLUTION_HPP #include #include "c_types_map.hpp" #include "cpu_convolution_pd.hpp" #include "cpu_engine.hpp" #include "mkldnn_thread.hpp" #include "type_helpers.hpp" #include "utils.hpp" #include "jit_primitive_conf.hpp" #include "jit_generator.hpp" namespace mkldnn { namespace impl { namespace cpu { struct jit_avx512_core_u8s8s32x_wino_conv_fwd_ker_t; struct jit_avx512_core_u8s8s32x_wino_conv_src_trans_t; struct jit_avx512_core_u8s8s32x_wino_conv_dst_trans_t; template struct jit_avx512_core_u8s8s32x_wino_convolution_fwd_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_int8_wino:", avx512_core, ""), jit_avx512_core_u8s8s32x_wino_convolution_fwd_t); virtual status_t init() override { using namespace prop_kind; using namespace memory_format; 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) && !this->has_zero_dim_memory() && this->desc()->src_desc.data_type == data_type::u8 && this->desc()->dst_desc.data_type == dst_data_type && this->desc()->weights_desc.data_type == data_type::s8 && IMPLICATION(this->with_bias(), utils::one_of(this->desc()->bias_desc.data_type, data_type::f32, data_type::s32, data_type::s8, data_type::u8)) && this->desc()->accum_data_type == data_type::s32; if (!ok) return status::unimplemented; status_t status = jit_conf(); if (status != status::success) return status; init_scratchpad(); if (status == status::success && this->desc()->alg_kind == alg_kind::convolution_auto) this->set_alg_kind(alg_kind::convolution_winograd); return status; } jit_conv_conf_2x3_wino_t jcp_; protected: status_t jit_conf(); void init_scratchpad(); virtual status_t set_default_params() override { using namespace memory_format; if (this->src_pd_.desc()->format == any) CHECK(this->src_pd_.set_format(nhwc)); if (this->dst_pd_.desc()->format == any) CHECK(this->dst_pd_.set_format(nhwc)); if (this->bias_pd_.desc()->format == any) CHECK(this->bias_pd_.set_format(x)); return status::success; } }; typedef typename prec_traits::type src_data_t; typedef typename prec_traits::type wei_data_t; typedef typename prec_traits::type acc_data_t; typedef typename prec_traits::type dst_data_t; jit_avx512_core_u8s8s32x_wino_convolution_fwd_t(const pd_t *apd, const input_vector &inputs, const output_vector &outputs); ~jit_avx512_core_u8s8s32x_wino_convolution_fwd_t(); virtual void execute(event_t *e) const { execute_forward(); e->set_state(event_t::ready); } private: const float *adjust_oscales(const memory_tracking::grantor_t &scratchpad) const; void execute_forward() const; void execute_forward_small_mb() const; void execute_forward_mbN() const; const pd_t *pd() const { return (const pd_t *)primitive_t::pd(); } jit_avx512_core_u8s8s32x_wino_conv_fwd_ker_t *kernel_; jit_avx512_core_u8s8s32x_wino_conv_src_trans_t *src_trans_; jit_avx512_core_u8s8s32x_wino_conv_dst_trans_t *dst_trans_; }; } } } #endif // vim: et ts=4 sw=4 cindent cino^=l0,\:0,N-s