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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 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 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 a, uint1b_t b, uint1b_t, uint1b_t) { return (a == b); } template <> CUTLASS_HOST_DEVICE bool relatively_equal(int2b_t a, int2b_t b, int2b_t, int2b_t) { return (a == b); } template <> CUTLASS_HOST_DEVICE bool relatively_equal(uint2b_t a, uint2b_t b, uint2b_t, uint2b_t) { return (a == b); } template <> CUTLASS_HOST_DEVICE bool relatively_equal(int4b_t a, int4b_t b, int4b_t, int4b_t) { return (a == b); } template <> CUTLASS_HOST_DEVICE bool relatively_equal(uint4b_t a, uint4b_t b, uint4b_t, uint4b_t) { return (a == b); } template <> CUTLASS_HOST_DEVICE bool relatively_equal(int8_t a, int8_t b, int8_t, int8_t) { return (a == b); } template <> CUTLASS_HOST_DEVICE bool relatively_equal(uint8_t a, uint8_t b, uint8_t, uint8_t) { return (a == b); } template <> CUTLASS_HOST_DEVICE bool relatively_equal(int16_t a, int16_t b, int16_t, int16_t) { return (a == b); } template <> CUTLASS_HOST_DEVICE bool relatively_equal(uint16_t a, uint16_t b, uint16_t, uint16_t) { return (a == b); } template <> CUTLASS_HOST_DEVICE bool relatively_equal(int32_t a, int32_t b, int32_t, int32_t) { return (a == b); } template <> CUTLASS_HOST_DEVICE bool relatively_equal(uint32_t a, uint32_t b, uint32_t, uint32_t) { return (a == b); } template <> CUTLASS_HOST_DEVICE bool relatively_equal(int64_t a, int64_t b, int64_t, int64_t) { return (a == b); } template <> CUTLASS_HOST_DEVICE bool relatively_equal(uint64_t a, uint64_t b, uint64_t, uint64_t) { return (a == b); } ///////////////////////////////////////////////////////////////////////////////////////////////// template <> CUTLASS_HOST_DEVICE bool relatively_equal(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 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 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 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 a, double b, double epsilon, double nonzero_floor) { return detail::relatively_equal_float(a, b, epsilon, nonzero_floor); } ///////////////////////////////////////////////////////////////////////////////////////////////// } // namespace cutlass