Files
composable_kernel/include/ck/utility/random_gen.hpp
2024-09-25 08:22:07 +00:00

60 lines
2.0 KiB
C++

// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
namespace ck {
// Pseudo random number generator
// version for fp32
template <typename T, uint32_t seed_t, ck::enable_if_t<ck::is_same<float, T>{}, bool> = false>
__host__ __device__ uint32_t prand_generator(index_t id, T val, uint32_t seed = seed_t)
{
uint32_t x = *(reinterpret_cast<uint32_t*>(&val));
uint32_t drop_bits = uint32_t(x) & 0xFFFFu;
drop_bits ^= x >> 16;
drop_bits = ((drop_bits & 31) << 11) | (drop_bits >> 5);
drop_bits *= 0x7000149;
// NOTE: If id is in 64 bit, we are only using lower 32 bit.
// So, it can have an effect of using same id for multiple elements when the id is very
// large!
uint32_t rng = (drop_bits ^ 0x13371337 ^ (id * 229791) ^ seed);
return rng;
}
// version for fp16
template <typename T, uint32_t seed_t, ck::enable_if_t<ck::is_same<half_t, T>{}, bool> = false>
__host__ __device__ uint32_t prand_generator(index_t id, T val, uint32_t seed = seed_t)
{
uint16_t x = *(reinterpret_cast<uint16_t*>(&val));
uint32_t drop_bits = uint32_t(x) & 0xFFFFu;
drop_bits = ((drop_bits & 31) << 11) | (drop_bits >> 5);
drop_bits *= 0x7000149;
// NOTE: If id is in 64 bit, we are only using lower 32 bit.
// So, it can have an effect of using same id for multiple elements when the id is very
// large!
uint32_t rng = (drop_bits ^ 0x13371337 ^ (id * 229791) ^ seed);
return rng;
}
// return 0 if data is not fp16 or fp32
template <typename T,
uint32_t seed_t,
ck::enable_if_t<!(ck::is_same<float, T>{} || ck::is_same<half_t, T>{}), bool> = false>
__host__ __device__ uint32_t prand_generator(int id, T val, uint32_t seed = seed_t)
{
#ifdef __HIPCC_RTC__
static_cast<void>(id);
static_cast<void>(val);
static_cast<void>(seed);
#else
std::ignore = id;
std::ignore = val;
std::ignore = seed;
#endif
return 0;
}
} // namespace ck