#ifndef COMMON_POOLING_PD_HPP
#define COMMON_POOLING_PD_HPP
#include "oneapi/dnnl/dnnl.h"
#include "c_types_map.hpp"
#include "primitive_desc.hpp"
#include "type_helpers.hpp"
#include "utils.hpp"
#define VDISPATCH_POOLING(cond, msg, ...) \
VCONDCHECK(primitive, create, dispatch, pooling, (cond), \
status::unimplemented, "%s," msg, this->info(engine), \
##__VA_ARGS__)
#define VDISPATCH_POOLING_IC(cond, msg, ...) \
VCONDCHECK(primitive, create, dispatch, pooling, (cond), \
status::unimplemented, msg, ##__VA_ARGS__)
#define VDISPATCH_POOLING_SC(f, msg, ...) \
VCHECK(primitive, create, dispatch, pooling, (f), "%s," msg, \
this->info(engine), ##__VA_ARGS__)
namespace dnnl {
namespace impl {
struct pooling_fwd_pd_t;
struct pooling_pd_t : public primitive_desc_t {
static constexpr auto base_pkind = primitive_kind::pooling;
const pooling_desc_t *desc() const { return &desc_; }
const op_desc_t *op_desc() const override {
return reinterpret_cast<const op_desc_t *>(this->desc());
}
status_t query(query_t what, int idx, void *result) const override {
switch (what) {
case query::prop_kind:
*(prop_kind_t *)result = desc()->prop_kind;
break;
case query::primitive_kind:
*(primitive_kind_t *)result = desc_.primitive_kind;
break;
case query::alg_kind:
*(alg_kind_t *)result = desc()->alg_kind;
break;
case query::kernel:
*(const dims_t **)result = &desc()->kernel;
break;
case query::strides:
*(const dims_t **)result = &desc()->strides;
break;
case query::dilations:
*(const dims_t **)result = &desc()->dilation;
break;
case query::padding_l:
*(const dims_t **)result = &desc()->padding[0];
break;
case query::padding_r:
*(const dims_t **)result = &desc()->padding[1];
break;
default: return primitive_desc_t::query(what, idx, result);
}
return status::success;
}
dim_t MB() const { return src_desc().dims[0]; }
dim_t IC() const { return src_desc().dims[1]; }
dim_t OC() const { return IC(); }
dim_t ID() const { return ndims() >= 5 ? src_desc().dims[ndims() - 3] : 1; }
dim_t IH() const { return ndims() >= 4 ? src_desc().dims[ndims() - 2] : 1; }
dim_t IW() const { return src_desc().dims[ndims() - 1]; }
dim_t OD() const { return ndims() >= 5 ? dst_desc().dims[ndims() - 3] : 1; }
dim_t OH() const { return ndims() >= 4 ? dst_desc().dims[ndims() - 2] : 1; }
dim_t OW() const { return dst_desc().dims[ndims() - 1]; }
dim_t KD() const { return ndims() >= 5 ? desc_.kernel[ndims() - 5] : 1; }
dim_t KH() const { return ndims() >= 4 ? desc_.kernel[ndims() - 4] : 1; }
dim_t KW() const { return desc_.kernel[ndims() - 3]; }
dim_t KSD() const { return ndims() >= 5 ? desc_.strides[ndims() - 5] : 1; }
dim_t KSH() const { return ndims() >= 4 ? desc_.strides[ndims() - 4] : 1; }
dim_t KSW() const { return desc_.strides[ndims() - 3]; }
dim_t KDD() const {
return (ndims() >= 5 ? desc_.dilation[ndims() - 5] : 0);
}
dim_t KDH() const {
return (ndims() >= 4 ? desc_.dilation[ndims() - 4] : 0);
}
dim_t KDW() const { return desc_.dilation[ndims() - 3]; }
dim_t padFront() const {
return ndims() >= 5 ? desc_.padding[0][ndims() - 5] : 0;
}
dim_t padBack() const {
return ndims() >= 5 ? desc_.padding[1][ndims() - 5] : 0;
}
dim_t padT() const {
return ndims() >= 4 ? desc_.padding[0][ndims() - 4] : 0;
}
dim_t padB() const {
return ndims() >= 4 ? desc_.padding[1][ndims() - 4] : 0;
}
dim_t padL() const { return desc_.padding[0][ndims() - 3]; }
dim_t padR() const { return desc_.padding[1][ndims() - 3]; }
int ndims() const { return src_desc().ndims; }
int spatial_ndims() const { return ndims() - 2; }
bool is_dilated() const { return KDD() != 0 || KDH() != 0 || KDW() != 0; }
bool has_zero_dim_memory() const {
return memory_desc_wrapper(src_desc()).has_zero_dim();
}
bool is_fwd() const {
return utils::one_of(desc_.prop_kind, prop_kind::forward_training,
prop_kind::forward_inference);
}
protected:
pooling_desc_t desc_;
const pooling_fwd_pd_t *hint_fwd_pd_;
memory_desc_t ws_md_;
pooling_pd_t(const op_desc_t *adesc, const primitive_attr_t *attr,
const pooling_fwd_pd_t *hint_fwd_pd)
: primitive_desc_t(attr, base_pkind)
, desc_(*op_desc_t::to_desc<pooling_desc_t>(adesc))
, hint_fwd_pd_(hint_fwd_pd) {}
void init_default_ws(data_type_t dt = data_type::undef) {
ws_md_ = is_fwd() ? *dst_md() : *diff_dst_md();
ws_md_.data_type = (dt != data_type::undef) ? dt : indices_data_type();
}
data_type_t indices_data_type() const {
const int u8_max = nstl::numeric_limits<
typename prec_traits_t<data_type::u8>::type>::max();
return utils::array_product(desc()->kernel, spatial_ndims()) <= u8_max
? data_type::u8
: data_type::s32;
}
private:
const memory_desc_t &src_desc() const {
return is_fwd() ? desc_.src_desc : desc_.diff_src_desc;
}
const memory_desc_t &dst_desc() const {
return is_fwd() ? desc_.dst_desc : desc_.diff_dst_desc;
}
};
struct pooling_fwd_pd_t : public pooling_pd_t {
using base_class = pooling_fwd_pd_t;
using hint_class = pooling_fwd_pd_t;
arg_usage_t arg_usage(int arg) const override {
if (arg == DNNL_ARG_SRC) return arg_usage_t::input;
if (arg == DNNL_ARG_DST) return arg_usage_t::output;
if (arg == DNNL_ARG_WORKSPACE)
return !types::is_zero_md(workspace_md()) ? arg_usage_t::output
: arg_usage_t::unused;
return primitive_desc_t::arg_usage(arg);
}
const memory_desc_t *arg_md(
int arg, bool user_input = false) const override {
switch (arg) {
case DNNL_ARG_SRC: return src_md(0);
case DNNL_ARG_DST: return dst_md(0, user_input);
default: return pooling_pd_t::arg_md(arg);
}
}
const memory_desc_t *src_md(
int index = 0, bool user_input = false) const override {
if (index == 0) return user_input ? &desc()->src_desc : &src_md_;
return &glob_zero_md;
}
const memory_desc_t *dst_md(
int index = 0, bool user_input = false) const override {
if (index == 0) return user_input ? &desc()->dst_desc : &dst_md_;
return &glob_zero_md;
}
const memory_desc_t *workspace_md(int index = 0) const override {
return index == 0 && !types::is_zero_md(&ws_md_) ? &ws_md_
: &glob_zero_md;
}
int n_inputs() const override { return 1 + n_binary_po_inputs(); }
int n_outputs() const override {
return 1 + (!types::is_zero_md(workspace_md()));
}
std::vector<memory_desc_t> hint_mds(bool is_hint) const override {
if (!is_hint) return {};
return {*src_md(0), *workspace_md(0)};
}
protected:
memory_desc_t src_md_;
memory_desc_t dst_md_;
pooling_fwd_pd_t(const op_desc_t *adesc, const primitive_attr_t *attr,
const pooling_fwd_pd_t *hint_fwd_pd)
: pooling_pd_t(adesc, attr, hint_fwd_pd)
, src_md_(desc_.src_desc)
, dst_md_(desc_.dst_desc) {}
virtual status_t set_default_params() {
if (dst_md()->format_kind != format_kind::any) return status::success;
if (src_md()->format_kind != format_kind::blocked)
return status::unimplemented;
return memory_desc_init_by_blocking_desc(
dst_md_, src_md_.format_desc.blocking);
}
};
struct pooling_bwd_pd_t : public pooling_pd_t {
using base_class = pooling_bwd_pd_t;
using hint_class = pooling_fwd_pd_t;
arg_usage_t arg_usage(int arg) const override {
if (arg == DNNL_ARG_DIFF_DST) return arg_usage_t::input;
if (arg == DNNL_ARG_DIFF_SRC) return arg_usage_t::output;
if (arg == DNNL_ARG_WORKSPACE)
return !types::is_zero_md(workspace_md()) ? arg_usage_t::input
: arg_usage_t::unused;
return primitive_desc_t::arg_usage(arg);
}
const memory_desc_t *arg_md(
int arg, bool user_input = false) const override {
switch (arg) {
case DNNL_ARG_DIFF_SRC: return diff_src_md(0);
case DNNL_ARG_DIFF_DST: return diff_dst_md(0, user_input);
default: return pooling_pd_t::arg_md(arg);
}
}
const memory_desc_t *diff_src_md(
int index = 0, bool user_input = false) const override {
if (index == 0)
return user_input ? &desc()->diff_src_desc : &diff_src_md_;
return &glob_zero_md;
}
const memory_desc_t *diff_dst_md(
int index = 0, bool user_input = false) const override {
if (index == 0)
return user_input ? &desc()->diff_dst_desc : &diff_dst_md_;
return &glob_zero_md;
}
const memory_desc_t *workspace_md(int index = 0) const override {
return index == 0 && !types::is_zero_md(&ws_md_) ? &ws_md_
: &glob_zero_md;
}
int n_inputs() const override {
return 1 + (!types::is_zero_md(workspace_md()));
}
int n_outputs() const override { return 1; }
std::vector<memory_desc_t> hint_mds(bool is_hint) const override {
assert(!is_hint);
MAYBE_UNUSED(is_hint);
return hint_mds_;
}
protected:
memory_desc_t diff_src_md_;
memory_desc_t diff_dst_md_;
pooling_bwd_pd_t(const op_desc_t *adesc, const primitive_attr_t *attr,
const pooling_fwd_pd_t *hint_fwd_pd)
: pooling_pd_t(adesc, attr, hint_fwd_pd)
, diff_src_md_(desc_.diff_src_desc)
, diff_dst_md_(desc_.diff_dst_desc) {
if (hint_fwd_pd_)
hint_mds_ = hint_fwd_pd_->hint_mds(true );
}
virtual status_t set_default_params() {
if (diff_src_md()->format_kind == format_kind::any) {
status_t status = status::success;
if (hint_fwd_pd_)
status = memory_desc_init_by_md_and_dt(diff_src_md_,
hint_mds(false )[0],
diff_src_md_.data_type);
else
status = memory_desc_init_by_strides(diff_src_md_, nullptr);
if (status != status::success) return status;
} else if (diff_src_md()->format_kind != format_kind::blocked) {
return status::unimplemented;
}
if (diff_dst_md()->format_kind != format_kind::any)
return status::success;
if (diff_src_md()->format_kind != format_kind::blocked)
return status::unimplemented;
return memory_desc_init_by_blocking_desc(
diff_dst_md_, diff_src_md_.format_desc.blocking);
}
private:
std::vector<memory_desc_t> hint_mds_;
};
} }
#endif