#include <assert.h>
#include "dnnl.h"
#include "common/c_types_map.hpp"
#include "opdesc.hpp"
#include "primitive_desc_iface.hpp"
#include "type_helpers.hpp"
#include "utils.hpp"
#include "common/broadcast_strategy.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::types;
#define VCHECK_PRELU(cond, msg, ...) \
VCONDCHECK(primitive, create, check, prelu, (cond), \
status::invalid_arguments, msg, ##__VA_ARGS__)
#define VCHECK_PRELU_UNIMPL(cond, msg, ...) \
VCONDCHECK(primitive, create, check, prelu, (cond), status::unimplemented, \
msg, ##__VA_ARGS__)
namespace {
status_t prelu_desc_init(prelu_desc_t *prelu_desc, prop_kind_t prop_kind,
const memory_desc_t *src_desc, const memory_desc_t *weights_desc,
const memory_desc_t *dst_desc, const memory_desc_t *diff_src_desc,
const memory_desc_t *diff_weights_desc,
const memory_desc_t *diff_dst_desc) {
const bool is_fwd = one_of(prop_kind, forward_training, forward_inference);
VCHECK_PRELU(
!any_null(prelu_desc, src_desc, weights_desc), VERBOSE_NULL_ARG);
VCHECK_PRELU(
one_of(prop_kind, forward_training, forward_inference, backward),
VERBOSE_BAD_PROPKIND);
VCHECK_PRELU(IMPLICATION(is_fwd, dst_desc != nullptr), VERBOSE_NULL_ARG);
VCHECK_PRELU(
IMPLICATION(!is_fwd,
!any_null(diff_src_desc, diff_weights_desc, diff_dst_desc)),
VERBOSE_NULL_ARG);
VCHECK_PRELU(
IMPLICATION(is_fwd, !memory_desc_wrapper(src_desc).format_any()),
VERBOSE_UNSUPPORTED_TAG_S, "src");
VCHECK_PRELU(!any_memory_desc_host_scalar(src_desc, weights_desc, dst_desc,
diff_src_desc, diff_weights_desc, diff_dst_desc),
VERBOSE_UNSUPPORTED_FORMAT_KIND);
bool runtime_dims_or_strides
= memory_desc_wrapper(src_desc).has_runtime_dims_or_strides()
|| memory_desc_wrapper(weights_desc).has_runtime_dims_or_strides();
if (!is_fwd)
runtime_dims_or_strides = runtime_dims_or_strides
|| (memory_desc_wrapper(diff_src_desc)
.has_runtime_dims_or_strides()
|| memory_desc_wrapper(diff_weights_desc)
.has_runtime_dims_or_strides());
VCHECK_PRELU_UNIMPL(
!runtime_dims_or_strides, VERBOSE_RUNTIMEDIM_UNSUPPORTED);
auto pd = prelu_desc_t();
pd.primitive_kind = primitive_kind::prelu;
pd.prop_kind = prop_kind;
pd.src_desc = *src_desc;
pd.weights_desc = *weights_desc;
if (is_fwd) {
pd.dst_desc = *dst_desc;
} else {
pd.diff_src_desc = *diff_src_desc;
pd.diff_weights_desc = *diff_weights_desc;
pd.diff_dst_desc = *diff_dst_desc;
}
const memory_desc_wrapper src_mdw(*src_desc);
VCHECK_PRELU(get_rhs_arg_broadcasting_strategy(pd.weights_desc, src_mdw)
!= broadcasting_strategy_t::unsupported,
VERBOSE_INCONSISTENT_MDS, "src", "wei");
static constexpr int max_supported_ndims = 5;
bool consistency = src_desc->ndims <= max_supported_ndims
&& src_desc->ndims == weights_desc->ndims;
if (consistency && is_fwd) {
consistency = pd.dst_desc.ndims == pd.src_desc.ndims
&& array_cmp(
pd.dst_desc.dims, pd.src_desc.dims, pd.src_desc.ndims);
}
if (consistency && !is_fwd) {
consistency = pd.diff_dst_desc.ndims == pd.src_desc.ndims
&& pd.diff_dst_desc.ndims == pd.diff_src_desc.ndims
&& array_cmp(pd.diff_dst_desc.dims, pd.src_desc.dims,
pd.src_desc.ndims)
&& array_cmp(pd.diff_src_desc.dims, pd.diff_dst_desc.dims,
pd.diff_dst_desc.ndims);
}
VCHECK_PRELU(consistency, VERBOSE_INCONSISTENT_MDS, "src", "dst");
*prelu_desc = pd;
return success;
}
status_t prelu_attr_check(const prelu_desc_t &desc, const engine_t *engine,
const primitive_attr_t *attr) {
if (attr == nullptr) return status::success;
VCHECK_PRELU_UNIMPL(attr->has_default_values(), VERBOSE_UNSUPPORTED_ATTR);
return status::success;
}
}
status_t dnnl_prelu_forward_primitive_desc_create(
primitive_desc_iface_t **primitive_desc_iface, engine_t *engine,
prop_kind_t prop_kind, const memory_desc_t *src_desc,
const memory_desc_t *weights_desc, const memory_desc_t *dst_desc,
const primitive_attr_t *attr) {
if (!one_of(prop_kind, forward_training, forward_inference))
return invalid_arguments;
auto prelu_desc = prelu_desc_t();
CHECK(prelu_desc_init(&prelu_desc, prop_kind, src_desc, weights_desc,
dst_desc, nullptr, nullptr, nullptr));
CHECK(prelu_attr_check(prelu_desc, engine, attr));
return primitive_desc_create(primitive_desc_iface, engine,
(const op_desc_t *)&prelu_desc, nullptr, attr);
}
status_t dnnl_prelu_backward_primitive_desc_create(
primitive_desc_iface_t **primitive_desc_iface, engine_t *engine,
const memory_desc_t *src_desc, const memory_desc_t *weights_desc,
const memory_desc_t *diff_src_desc,
const memory_desc_t *diff_weights_desc,
const memory_desc_t *diff_dst_desc,
const primitive_desc_iface_t *hint_fwd_pd,
const primitive_attr_t *attr) {
auto prelu_desc = prelu_desc_t();
CHECK(prelu_desc_init(&prelu_desc, backward, src_desc, weights_desc,
nullptr, diff_src_desc, diff_weights_desc, diff_dst_desc));
CHECK(prelu_attr_check(prelu_desc, engine, attr));
return primitive_desc_create(primitive_desc_iface, engine,
(const op_desc_t *)&prelu_desc, hint_fwd_pd, attr);
}