#ifndef CPU_AARCH64_JIT_UNI_SOFTMAX_HPP
#define CPU_AARCH64_JIT_UNI_SOFTMAX_HPP
#include <assert.h>
#include <memory>
#include "common/c_types_map.hpp"
#include "common/memory_tracking.hpp"
#include "common/primitive.hpp"
#include "common/type_helpers.hpp"
#include "common/utils.hpp"
#include "cpu/aarch64/cpu_isa_traits.hpp"
#include "cpu/cpu_softmax_pd.hpp"
namespace dnnl {
namespace impl {
namespace cpu {
namespace aarch64 {
namespace softmax_impl {
template <cpu_isa_t isa>
struct driver_t;
}
template <cpu_isa_t isa>
struct jit_uni_softmax_fwd_t : public primitive_t {
struct pd_t : public cpu_softmax_fwd_pd_t {
using cpu_softmax_fwd_pd_t::cpu_softmax_fwd_pd_t;
DECLARE_COMMON_PD_T(
JIT_IMPL_NAME_HELPER("jit:", isa, ""), jit_uni_softmax_fwd_t);
status_t init(engine_t *engine) {
auto is_dense = [&]() {
const memory_desc_wrapper src_d(src_md());
const auto &bd = src_d.blocking_desc();
if (!src_d.is_dense(true) || !src_d.only_padded_dim(axis()))
return false;
if (src_d.is_plain()) return bd.strides[axis()] == 1;
const auto blk_size = cpu_isa_traits<isa>::vlen / sizeof(float);
const size_t max_stride = (1LL << (31 - 4)) - 1;
const int last_blk = bd.inner_nblks - 1;
return bd.inner_blks[last_blk] == blk_size
&& bd.inner_idxs[last_blk] == axis()
&& sizeof(float) * bd.strides[axis()] < max_stride;
};
using namespace data_type;
using skip_mask_t = primitive_attr_t::skip_mask_t;
const auto src_dt = src_md()->data_type;
const auto dst_dt = dst_md()->data_type;
bool ok = mayiuse(isa) && is_fwd() && !has_zero_dim_memory()
&& utils::one_of(src_dt, f32, bf16, f16, s8, u8)
&& utils::one_of(dst_dt, f32, bf16, f16, s8, u8)
&& IMPLICATION(
utils::one_of(bf16, src_dt, dst_dt), mayiuse_bf16())
&& IMPLICATION(isa == asimd,
utils::one_of(src_dt, f32, f16)
&& utils::one_of(dst_dt, f32, f16)
&& is_softmax())
&& attr()->has_default_values(skip_mask_t::scales)
&& attr_scales_ok()
&& set_default_formats() == status::success;
if (!ok) return status::unimplemented;
ok = memory_desc_wrapper(src_md()).similar_to(
memory_desc_wrapper(dst_md()), true, false, 0)
&& is_dense(); if (!ok) return status::unimplemented;
nthr_ = dnnl_get_max_threads();
init_scratchpad();
return status::success;
}
int nthr_;
private:
void init_scratchpad() {
if (utils::one_of(dst_md()->data_type, data_type::u8, data_type::s8,
data_type::bf16, data_type::f16)) {
auto scratchpad = scratchpad_registry().registrar();
scratchpad.template book<char>(
memory_tracking::names::key_softmax_interim_store,
axis_size(true) * sizeof(float) * nthr_);
}
}
};
jit_uni_softmax_fwd_t(const pd_t *apd);
~jit_uni_softmax_fwd_t() override;
status_t init(engine_t *engine) override;
status_t execute(const exec_ctx_t &ctx) const override;
private:
const pd_t *pd() const { return (const pd_t *)primitive_t::pd().get(); }
std::unique_ptr<softmax_impl::driver_t<isa>> softmax_driver_;
DNNL_DISALLOW_COPY_AND_ASSIGN(jit_uni_softmax_fwd_t);
};
template <cpu_isa_t isa>
struct jit_uni_softmax_bwd_t : public primitive_t {
struct pd_t : public cpu_softmax_bwd_pd_t {
using cpu_softmax_bwd_pd_t::cpu_softmax_bwd_pd_t;
DECLARE_COMMON_PD_T(
JIT_IMPL_NAME_HELPER("jit:", isa, ""), jit_uni_softmax_bwd_t);
status_t init(engine_t *engine) {
auto is_dense = [&]() {
const memory_desc_wrapper dst_d(dst_md());
const auto &bd = dst_d.blocking_desc();
if (!dst_d.is_dense(true) || !dst_d.only_padded_dim(axis()))
return false;
const auto blk_size = cpu_isa_traits<isa>::vlen / sizeof(float);
if (dst_d.is_plain())
return bd.strides[axis()] == 1;
else {
const size_t max_stride = (1LL << (31 - 2)) - 1;
const int last_blk = bd.inner_nblks - 1;
return bd.inner_blks[last_blk] == blk_size
&& bd.inner_idxs[last_blk] == axis()
&& sizeof(float) * bd.strides[axis()] < max_stride;
}
};
using namespace data_type;
bool ok = mayiuse(isa) && !is_fwd() && !has_zero_dim_memory()
&& utils::one_of(dst_md()->data_type, f32, bf16)
&& utils::one_of(diff_dst_md()->data_type, f32, bf16)
&& utils::one_of(diff_src_md()->data_type, f32, bf16)
&& IMPLICATION(utils::one_of(bf16, dst_md()->data_type,
diff_dst_md()->data_type,
diff_src_md()->data_type),
mayiuse_bf16())
&& (mayiuse(sve_512) || mayiuse(sve_256)
|| mayiuse(sve_128))
&& attr()->has_default_values()
&& set_default_formats() == status::success;
if (!ok) return status::unimplemented;
ok = memory_desc_wrapper(diff_src_md())
.similar_to(memory_desc_wrapper(diff_dst_md()),
true, false, 0)
&& memory_desc_wrapper(diff_dst_md())
== memory_desc_wrapper(dst_md())
&& is_dense(); if (!ok) return status::unimplemented;
return status::success;
}
};
jit_uni_softmax_bwd_t(const pd_t *apd);
~jit_uni_softmax_bwd_t() override;
status_t init(engine_t *engine) override;
status_t execute(const exec_ctx_t &ctx) const override;
private:
const pd_t *pd() const { return (const pd_t *)primitive_t::pd().get(); }
std::unique_ptr<softmax_impl::driver_t<isa>> softmax_driver_;
DNNL_DISALLOW_COPY_AND_ASSIGN(jit_uni_softmax_bwd_t);
};
} } } }
#endif