mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-05 06:01:23 +00:00
63fd5da637
* dump lds content in appropriate precision type * add squared add reduction op; allows sq sum * initial stub from regular gemm impl * layernorm example code & host verification * initial layernorm implementation * tidy up * make C0 precision type consistent with C * clang-tidy and additional comments * tighten up example code * account for extra flops/bytes from normalization * clang-format * c0 bias/beta/gamma now have its own precision type * AccElemOp for gemm outputs prior to feeding to layernorm * update workgroup mapping * rename kernel template param to reflect its dual use * use LDS mem pool for reduction workspace * change cshuffle precision type to f16; clean up * clang-format * correct naming * explicit cast * fully implemented gemm + bias + activation + add + norm * activation in correct order * reflect reduction API's recent change * amend * clean up; add comment * keep up with recent changes in reduction API * format * resolve merge conflicts Co-authored-by: Chao Liu <chao.liu2@amd.com>
293 lines
9.6 KiB
C++
293 lines
9.6 KiB
C++
// SPDX-License-Identifier: MIT
|
|
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
|
|
|
|
#pragma once
|
|
|
|
#include "ck/ck.hpp"
|
|
#include "ck/utility/data_type.hpp"
|
|
#include "ck/utility/type.hpp"
|
|
|
|
namespace ck {
|
|
|
|
namespace reduce {
|
|
|
|
// Every binary operator used in reduction is represented by a templated functor class. Each functor
|
|
// class must provide at least
|
|
// three members:
|
|
// 1) GetIdentityValue() -- the interface to return the "identity element" for the binary
|
|
// operator, "identity element" is the unique
|
|
// element in the algebraic space that doesn't affect the value of other elements
|
|
// when operated against them, and the concept is similar to zero vector in
|
|
// vector space
|
|
// (http://pages.cs.wisc.edu/~matthewb/pages/notes/pdf/linearalgebra/VectorSpaces.pdf).
|
|
// 2) IsCompatibleInMemoryDataOperation() -- return true if the reduction task corresponding to this
|
|
// operator can use the InMemoryDataOperation to finalize, or else it return false 3) operator() --
|
|
// the first argument of the operator must be both an input & output, and the corresponding variable
|
|
// usually stores
|
|
// the accumulated result of many operator() calls; the second argument is only an
|
|
// input. For indexable binary
|
|
// operator, the second version of operator() has third argument (which is an
|
|
// output) to indicate whether the
|
|
// accumulated value (the first argument) has changed, in which case the recorded
|
|
// accumulated index also need be
|
|
// changed.
|
|
|
|
struct Add
|
|
{
|
|
template <typename T>
|
|
__host__ __device__ static constexpr T GetIdentityValue()
|
|
{
|
|
return type_convert<T>(0.0f);
|
|
};
|
|
|
|
__host__ __device__ static constexpr bool
|
|
IsCompatibleInMemoryDataOperation(InMemoryDataOperationEnum operation)
|
|
{
|
|
return operation == InMemoryDataOperationEnum::AtomicAdd ||
|
|
operation == InMemoryDataOperationEnum::Set;
|
|
};
|
|
|
|
template <typename T>
|
|
__host__ __device__ inline constexpr void operator()(T& a, T b) const
|
|
{
|
|
static_assert(is_same<T, float>::value || is_same<T, double>::value ||
|
|
is_same<T, int32_t>::value,
|
|
"The data type is not supported by the Add accumulator!");
|
|
|
|
a = a + b;
|
|
}
|
|
};
|
|
|
|
struct SquaredAdd
|
|
{
|
|
template <class T>
|
|
__host__ __device__ static constexpr T GetIdentityValue()
|
|
{
|
|
return type_convert<T>(0.0f);
|
|
};
|
|
|
|
__host__ __device__ static constexpr bool
|
|
IsCompatibleInMemoryDataOperation(InMemoryDataOperationEnum operation)
|
|
{
|
|
return operation == InMemoryDataOperationEnum::AtomicAdd ||
|
|
operation == InMemoryDataOperationEnum::Set;
|
|
};
|
|
|
|
template <class T>
|
|
__host__ __device__ inline constexpr void operator()(T& a, T b) const
|
|
{
|
|
static_assert(is_same<T, float>::value || is_same<T, double>::value ||
|
|
is_same<T, half_t>::value || is_same<T, int32_t>::value ||
|
|
is_same<T, int8_t>::value,
|
|
"The data type is not supported by the Max accumulator!");
|
|
|
|
a = a + b * b;
|
|
}
|
|
};
|
|
|
|
struct Mul
|
|
{
|
|
template <typename T>
|
|
__host__ __device__ static constexpr T GetIdentityValue()
|
|
{
|
|
return type_convert<T>(1.0f);
|
|
};
|
|
|
|
__host__ __device__ static constexpr bool
|
|
IsCompatibleInMemoryDataOperation(InMemoryDataOperationEnum operation)
|
|
{
|
|
return operation == InMemoryDataOperationEnum::Set;
|
|
};
|
|
|
|
template <typename T>
|
|
__host__ __device__ inline constexpr void operator()(T& a, T b) const
|
|
{
|
|
static_assert(is_same<T, float>::value || is_same<T, double>::value ||
|
|
is_same<T, int32_t>::value,
|
|
"The data type is not supported by the Mul accumulator!");
|
|
|
|
a = a * b;
|
|
}
|
|
};
|
|
|
|
struct Max
|
|
{
|
|
template <typename T>
|
|
__host__ __device__ static constexpr T GetIdentityValue()
|
|
{
|
|
return NumericLimits<T>::Lowest();
|
|
};
|
|
|
|
__host__ __device__ static constexpr bool
|
|
IsCompatibleInMemoryDataOperation(InMemoryDataOperationEnum operation)
|
|
{
|
|
// ToChange: atomic_max to be added
|
|
return operation == InMemoryDataOperationEnum::Set;
|
|
};
|
|
|
|
template <typename T>
|
|
__host__ __device__ inline constexpr void operator()(T& a, T b) const
|
|
{
|
|
static_assert(is_same<T, float>::value || is_same<T, double>::value ||
|
|
is_same<T, half_t>::value || is_same<T, int32_t>::value ||
|
|
is_same<T, int8_t>::value,
|
|
"The data type is not supported by the Max accumulator!");
|
|
|
|
if(a < b)
|
|
a = b;
|
|
}
|
|
|
|
template <typename T>
|
|
__host__ __device__ inline constexpr void operator()(T& a, T b, bool& changed) const
|
|
{
|
|
static_assert(is_same<T, float>::value || is_same<T, double>::value ||
|
|
is_same<T, half_t>::value || is_same<T, int32_t>::value ||
|
|
is_same<T, int8_t>::value,
|
|
"The data type is not supported by the Max accumulator!");
|
|
|
|
if(a < b)
|
|
{
|
|
a = b;
|
|
changed = true;
|
|
}
|
|
}
|
|
};
|
|
|
|
struct Min
|
|
{
|
|
template <typename T>
|
|
__host__ __device__ static constexpr T GetIdentityValue()
|
|
{
|
|
return NumericLimits<T>::Max();
|
|
};
|
|
|
|
__host__ __device__ static constexpr bool
|
|
IsCompatibleInMemoryDataOperation(InMemoryDataOperationEnum operation)
|
|
{
|
|
// ToChange: atomic_min to be added
|
|
return operation == InMemoryDataOperationEnum::Set;
|
|
};
|
|
|
|
template <typename T>
|
|
__host__ __device__ inline constexpr void operator()(T& a, T b) const
|
|
{
|
|
static_assert(is_same<T, float>::value || is_same<T, double>::value ||
|
|
is_same<T, half_t>::value || is_same<T, int32_t>::value ||
|
|
is_same<T, int8_t>::value,
|
|
"The data type is not supported by the Min accumulator!");
|
|
|
|
if(a > b)
|
|
a = b;
|
|
}
|
|
|
|
template <typename T>
|
|
__host__ __device__ inline constexpr void operator()(T& a, T b, bool& changed) const
|
|
{
|
|
static_assert(is_same<T, float>::value || is_same<T, double>::value ||
|
|
is_same<T, half_t>::value || is_same<T, int32_t>::value ||
|
|
is_same<T, int8_t>::value,
|
|
"The data type is not supported by the Min accumulator!");
|
|
|
|
if(a > b)
|
|
{
|
|
a = b;
|
|
changed = true;
|
|
}
|
|
}
|
|
};
|
|
|
|
struct AMax
|
|
{
|
|
template <typename T>
|
|
__host__ __device__ static constexpr T GetIdentityValue()
|
|
{
|
|
return type_convert<T>(0.0f);
|
|
};
|
|
|
|
__host__ __device__ static constexpr bool
|
|
IsCompatibleInMemoryDataOperation(InMemoryDataOperationEnum operation)
|
|
{
|
|
// ToChange: atomic_max to be added
|
|
return operation == InMemoryDataOperationEnum::Set;
|
|
};
|
|
|
|
template <typename T>
|
|
__host__ __device__ inline constexpr void operator()(T& a, T b) const
|
|
{
|
|
static_assert(is_same<T, float>::value || is_same<T, double>::value ||
|
|
is_same<T, half_t>::value || is_same<T, int32_t>::value ||
|
|
is_same<T, int8_t>::value,
|
|
"The data type is not supported by the AMax accumulator!");
|
|
|
|
if(a < b)
|
|
a = b;
|
|
}
|
|
|
|
template <typename T>
|
|
__host__ __device__ inline constexpr void operator()(T& a, T b, bool& changed) const
|
|
{
|
|
static_assert(is_same<T, float>::value || is_same<T, double>::value ||
|
|
is_same<T, half_t>::value || is_same<T, int32_t>::value ||
|
|
is_same<T, int8_t>::value,
|
|
"The data type is not supported by the AMax accumulator!");
|
|
|
|
if(a < b)
|
|
{
|
|
a = b;
|
|
changed = true;
|
|
}
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
constexpr T GetIdentityValueForInMemoryDataOperation(InMemoryDataOperationEnum operation)
|
|
{
|
|
T result = ck::type_convert<T>(0.0f);
|
|
|
|
if(operation == InMemoryDataOperationEnum::AtomicMax)
|
|
result = ck::NumericLimits<T>::Lowest();
|
|
|
|
return (result);
|
|
};
|
|
|
|
template <InMemoryDataOperationEnum Operation, typename DataType>
|
|
struct InMemoryDataOperatonSupportedOnDataType
|
|
{
|
|
static constexpr bool value = false;
|
|
};
|
|
|
|
template <typename DataType>
|
|
struct InMemoryDataOperatonSupportedOnDataType<InMemoryDataOperationEnum::AtomicAdd, DataType>
|
|
{
|
|
static constexpr bool value =
|
|
is_same<DataType, float>::value || is_same<DataType, double>::value;
|
|
};
|
|
|
|
template <typename DataType>
|
|
struct InMemoryDataOperatonSupportedOnDataType<InMemoryDataOperationEnum::AtomicMax, DataType>
|
|
{
|
|
static constexpr bool value =
|
|
is_same<DataType, float>::value || is_same<DataType, double>::value;
|
|
};
|
|
|
|
template <typename DataType>
|
|
struct InMemoryDataOperatonSupportedOnDataType<InMemoryDataOperationEnum::Set, DataType>
|
|
{
|
|
static constexpr bool value =
|
|
is_same<DataType, float>::value || is_same<DataType, double>::value ||
|
|
is_same<DataType, half_t>::value || is_same<DataType, bhalf_t>::value ||
|
|
is_same<DataType, int8_t>::value || is_same<DataType, int32_t>::value;
|
|
};
|
|
|
|
template <typename DataType>
|
|
struct InMemoryDataOperatonSupportedOnDataType<InMemoryDataOperationEnum::Add, DataType>
|
|
{
|
|
static constexpr bool value =
|
|
is_same<DataType, float>::value || is_same<DataType, double>::value ||
|
|
is_same<DataType, half_t>::value || is_same<DataType, int8_t>::value ||
|
|
is_same<DataType, int32_t>::value;
|
|
};
|
|
|
|
} // namespace reduce
|
|
} // namespace ck
|