cutlass/include/cutlass/relatively_equal.h
2022-04-23 15:02:38 -04:00

204 lines
5.8 KiB
C++

/***************************************************************************************************
* Copyright (c) 2017 - 2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
* SPDX-License-Identifier: BSD-3-Clause
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
* 1. Redistributions of source code must retain the above copyright notice, this
* list of conditions and the following disclaimer.
*
* 2. 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.
*
* 3. Neither the name of the copyright holder 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 THE COPYRIGHT HOLDER OR CONTRIBUTORS 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,
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* 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