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composable_kernel/include/ck_tile/host/reference/reference_batched_dropout.hpp

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1.3 KiB
C++

// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
// SPDX-License-Identifier: MIT
#pragma once
#include "ck_tile/core.hpp"
#include "ck_tile/host/host_tensor.hpp"
#include <thread>
namespace ck_tile {
template <typename DataType, typename RandValOutputDataType>
CK_TILE_HOST void reference_batched_dropout(HostTensor<DataType>& in_out_b_m_n,
const HostTensor<RandValOutputDataType>& randval_b_m_n,
const uint8_t& p_undrop_in_uint8_t,
const float scale)
{
const int N = in_out_b_m_n.mDesc.get_lengths()[2];
auto f = [&](auto batch, auto m) {
for(int n = 0; n < N; ++n)
{
float tmp = ck_tile::type_convert<float>(in_out_b_m_n(batch, m, n)) * scale;
in_out_b_m_n(batch, m, n) = randval_b_m_n(batch, m, n) <= p_undrop_in_uint8_t
? ck_tile::type_convert<DataType>(tmp)
: DataType(0);
}
};
make_ParallelTensorFunctor(
f, randval_b_m_n.mDesc.get_lengths()[0], randval_b_m_n.mDesc.get_lengths()[1])(
std::thread::hardware_concurrency());
}
} // namespace ck_tile