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cutlass/include/cutlass/relatively_equal.h
Andrew Kerr 0e13748649 CUTLASS 2.5
2021-02-26 09:58:26 -05:00

198 lines
5.7 KiB
C++

/***************************************************************************************************
* Copyright (c) 2017-2021, NVIDIA CORPORATION. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without modification, are permitted
* provided that the following conditions are met:
* * Redistributions of source code must retain the above copyright notice, this list of
* conditions and the following disclaimer.
* * Redistributions in binary form must reproduce the above copyright notice, this list of
* conditions and the following disclaimer in the documentation and/or other materials
* provided with the distribution.
* * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used
* to endorse or promote products derived from this software without specific prior written
* permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR
* IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND
* FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
* OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,
* STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*
**************************************************************************************************/
/* \file
\brief Performs comparison between two elements with support for floating-point comparisons.
*/
#pragma once
#include "numeric_types.h"
namespace cutlass {
/////////////////////////////////////////////////////////////////////////////////////////////////
template <typename T>
CUTLASS_HOST_DEVICE
bool relatively_equal(T a, T b, T epsilon, T nonzero_floor);
/////////////////////////////////////////////////////////////////////////////////////////////////
namespace detail {
// This floating-point comparison function implements the method described in
//
// https://floating-point-gui.de/errors/comparison/
//
template <typename T>
CUTLASS_HOST_DEVICE
bool relatively_equal_float(T a, T b, T epsilon, T nonzero_floor) {
using std::abs;
T abs_A = abs(a);
T abs_B = abs(b);
T diff = abs(a - b);
T zero = T(0);
if (a == b) {
return true;
}
else if (a == zero || b == zero || diff < nonzero_floor) {
return diff < epsilon * nonzero_floor;
}
return diff < epsilon * (abs_A + abs_B);
}
} // namespace detail
/////////////////////////////////////////////////////////////////////////////////////////////////
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<uint1b_t>(uint1b_t a, uint1b_t b, uint1b_t, uint1b_t) {
return (a == b);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<int2b_t>(int2b_t a, int2b_t b, int2b_t, int2b_t) {
return (a == b);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<uint2b_t>(uint2b_t a, uint2b_t b, uint2b_t, uint2b_t) {
return (a == b);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<int4b_t>(int4b_t a, int4b_t b, int4b_t, int4b_t) {
return (a == b);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<uint4b_t>(uint4b_t a, uint4b_t b, uint4b_t, uint4b_t) {
return (a == b);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<int8_t>(int8_t a, int8_t b, int8_t, int8_t) {
return (a == b);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<uint8_t>(uint8_t a, uint8_t b, uint8_t, uint8_t) {
return (a == b);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<int16_t>(int16_t a, int16_t b, int16_t, int16_t) {
return (a == b);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<uint16_t>(uint16_t a, uint16_t b, uint16_t, uint16_t) {
return (a == b);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<int32_t>(int32_t a, int32_t b, int32_t, int32_t) {
return (a == b);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<uint32_t>(uint32_t a, uint32_t b, uint32_t, uint32_t) {
return (a == b);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<int64_t>(int64_t a, int64_t b, int64_t, int64_t) {
return (a == b);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<uint64_t>(uint64_t a, uint64_t b, uint64_t, uint64_t) {
return (a == b);
}
/////////////////////////////////////////////////////////////////////////////////////////////////
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<half_t>(half_t a, half_t b, half_t epsilon, half_t nonzero_floor) {
return detail::relatively_equal_float(a, b, epsilon, nonzero_floor);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<bfloat16_t>(
bfloat16_t a,
bfloat16_t b,
bfloat16_t epsilon,
bfloat16_t nonzero_floor) {
return detail::relatively_equal_float(a, b, epsilon, nonzero_floor);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<tfloat32_t>(
tfloat32_t a,
tfloat32_t b,
tfloat32_t epsilon,
tfloat32_t nonzero_floor) {
return detail::relatively_equal_float(a, b, epsilon, nonzero_floor);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<float>(float a, float b, float epsilon, float nonzero_floor) {
return detail::relatively_equal_float(a, b, epsilon, nonzero_floor);
}
template <>
CUTLASS_HOST_DEVICE
bool relatively_equal<double>(double a, double b, double epsilon, double nonzero_floor) {
return detail::relatively_equal_float(a, b, epsilon, nonzero_floor);
}
/////////////////////////////////////////////////////////////////////////////////////////////////
} // namespace cutlass