/******************************************************************************* * Copyright 2016 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. *******************************************************************************/ #include #include "oneapi/dnnl/dnnl.h" #include "opdesc.hpp" #include "primitive_desc_iface.hpp" #include "c_types_map.hpp" #include "memory_desc_wrapper.hpp" #include "utils.hpp" using namespace dnnl::impl; using namespace dnnl::impl::utils; using namespace dnnl::impl::status; using namespace dnnl::impl::prop_kind; using namespace dnnl::impl::alg_kind; using namespace dnnl::impl::types; #define VCHECK_SOFTMAX(cond, msg, ...) \ VCONDCHECK(primitive, create, check, softmax, (cond), \ status::invalid_arguments, msg, ##__VA_ARGS__); #define VCHECK_SOFTMAX_UNIMPL(cond, msg, ...) \ VCONDCHECK(primitive, create, check, softmax, (cond), \ status::unimplemented, msg, ##__VA_ARGS__); namespace { status_t softmax_desc_init(softmax_desc_t *softmax_desc, prop_kind_t prop_kind, alg_kind_t alg_kind, const memory_desc_t *src_desc, const memory_desc_t *dst_desc, const memory_desc_t *diff_src_desc, const memory_desc_t *diff_dst_desc, int softmax_axis) { const bool is_fwd = one_of(prop_kind, forward_training, forward_inference); VCHECK_SOFTMAX(!any_null(softmax_desc, dst_desc), VERBOSE_NULL_ARG); VCHECK_SOFTMAX(IMPLICATION(is_fwd, src_desc != nullptr), VERBOSE_NULL_ARG); VCHECK_SOFTMAX( IMPLICATION(!is_fwd, !any_null(diff_src_desc, diff_dst_desc)), VERBOSE_NULL_ARG); VCHECK_SOFTMAX(one_of(alg_kind, softmax_accurate, softmax_log, softmax_accurate_inf_as_zero), VERBOSE_BAD_ALGORITHM); VCHECK_SOFTMAX(0 <= softmax_axis && softmax_axis < dst_desc->ndims, VERBOSE_BAD_AXIS); VCHECK_SOFTMAX( IMPLICATION(is_fwd, !memory_desc_wrapper(src_desc).format_any()), VERBOSE_UNSUPPORTED_TAG_S, "src"); VCHECK_SOFTMAX( IMPLICATION(!is_fwd, !memory_desc_wrapper(dst_desc).format_any()), VERBOSE_UNSUPPORTED_TAG_S, "dst"); VCHECK_SOFTMAX(!any_memory_desc_host_scalar( src_desc, dst_desc, diff_src_desc, diff_dst_desc), VERBOSE_UNSUPPORTED_FORMAT_KIND); bool runtime_dims_or_strides = memory_desc_wrapper(dst_desc).has_runtime_dims_or_strides(); if (is_fwd) { runtime_dims_or_strides = runtime_dims_or_strides || memory_desc_wrapper(src_desc).has_runtime_dims_or_strides(); } else { runtime_dims_or_strides = runtime_dims_or_strides || memory_desc_wrapper(diff_src_desc) .has_runtime_dims_or_strides() || memory_desc_wrapper(diff_dst_desc) .has_runtime_dims_or_strides(); } VCHECK_SOFTMAX_UNIMPL( !runtime_dims_or_strides, VERBOSE_RUNTIMEDIM_UNSUPPORTED); auto sd = softmax_desc_t(); sd.primitive_kind = primitive_kind::softmax; sd.prop_kind = prop_kind; if (is_fwd) sd.src_desc = *src_desc; if (!is_fwd) sd.diff_src_desc = *diff_src_desc; sd.softmax_axis = softmax_axis; sd.alg_kind = alg_kind; sd.dst_desc = *dst_desc; if (!is_fwd) sd.diff_dst_desc = *diff_dst_desc; *softmax_desc = sd; return success; } status_t softmax_attr_check(const softmax_desc_t &desc, const engine_t *engine, const primitive_attr_t *attr) { using namespace data_type; using smask_t = primitive_attr_t::skip_mask_t; if (attr == nullptr) return status::success; if (attr->has_default_values()) return status::success; // Check attributes if (utils::one_of(desc.prop_kind, prop_kind::forward_inference, prop_kind::forward_training)) { const data_type_t src_dt = desc.src_desc.data_type; const data_type_t dst_dt = desc.dst_desc.data_type; auto fwd_attr_mask = smask_t::post_ops | smask_t::dropout; const bool is_int8 = utils::one_of(src_dt, s8, u8) || utils::one_of(dst_dt, s8, u8); const bool is_f8 = utils::one_of(dst_dt, f8_e5m2, f8_e4m3); if (is_int8 || is_f8) fwd_attr_mask |= smask_t::scales; VCHECK_SOFTMAX_UNIMPL(attr->has_default_values(fwd_attr_mask, dst_dt), VERBOSE_UNSUPPORTED_ATTR); // Check scales if (!attr->scales_.has_default_values()) { static const std::vector supported_args { DNNL_ARG_SRC, DNNL_ARG_DST}; VCHECK_SOFTMAX_UNIMPL( attr->scales_.has_default_values(supported_args), VERBOSE_UNSUPPORTED_SCALES_CFG); for (int arg : supported_args) { if (attr->scales_.has_default_values(arg)) continue; const int mask = attr->scales_.get_mask(arg); VCHECK_SOFTMAX_UNIMPL( mask == 0, VERBOSE_UNSUPPORTED_SCALES_CFG); } // By default, host scalar scales are not supported for GPU // as the value should be accessed differently in the kernel VCHECK_SOFTMAX_UNIMPL( IMPLICATION(engine->kind() == engine_kind::gpu, !attr->scales_.has_host_scalars()), VERBOSE_UNSUPPORTED_SCALES_CFG); } // Check post-ops if (!attr->post_ops_.has_default_values()) { const auto &po = attr->post_ops_; using namespace primitive_kind; VCHECK_SOFTMAX_UNIMPL(po.has_default_values({binary, eltwise}), VERBOSE_UNSUPPORTED_POSTOP); // Note: verbose support is inside the call. CHECK(po.validate_binary(engine->kind(), &desc.dst_desc)); } } else { VCHECK_SOFTMAX_UNIMPL(false, VERBOSE_UNSUPPORTED_ATTR); } return status::success; } } // namespace status_t dnnl_softmax_forward_primitive_desc_create( primitive_desc_iface_t **primitive_desc_iface, engine_t *engine, prop_kind_t prop_kind, alg_kind_t alg_kind, const memory_desc_t *src_desc, const memory_desc_t *dst_desc, int axis, const primitive_attr_t *attr) { if (!one_of(prop_kind, forward_inference, forward_training)) return invalid_arguments; auto softmax_desc = softmax_desc_t(); CHECK(softmax_desc_init(&softmax_desc, prop_kind, alg_kind, src_desc, dst_desc, nullptr, nullptr, axis)); CHECK(softmax_attr_check(softmax_desc, engine, attr)); return primitive_desc_create(primitive_desc_iface, engine, (const op_desc_t *)&softmax_desc, nullptr, attr); } status_t dnnl_softmax_backward_primitive_desc_create( primitive_desc_iface_t **primitive_desc_iface, engine_t *engine, alg_kind_t alg_kind, const memory_desc_t *diff_src_desc, const memory_desc_t *diff_dst_desc, const memory_desc_t *dst_desc, int axis, const primitive_desc_iface_t *hint_fwd_pd, const primitive_attr_t *attr) { auto softmax_desc = softmax_desc_t(); CHECK(softmax_desc_init(&softmax_desc, prop_kind::backward_data, alg_kind, nullptr, dst_desc, diff_src_desc, diff_dst_desc, axis)); CHECK(softmax_attr_check(softmax_desc, engine, attr)); return primitive_desc_create(primitive_desc_iface, engine, (const op_desc_t *)&softmax_desc, hint_fwd_pd, attr); } // vim: et ts=4 sw=4 cindent cino+=l0,\:4,N-s