cutlass/test/unit/core/float8.cu

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/***************************************************************************************************
* Copyright (c) 2017 - 2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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* 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 Tests for basic float8 functionality
*/
#include "../common/cutlass_unit_test.h"
#include "cutlass/numeric_types.h"
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#include <bitset>
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/////////////////////////////////////////////////////////////////////////////////////////////////
TEST(float_e4m3_t, host_conversion) {
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using FP8 = cutlass::float_e4m3_t;
using Base = typename FP8::Base;
const float max_abs_normal_val = 448.0f; // 0.1111.110
const float min_abs_subnormal_val = 0.001953125f; // 0.0000.001
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for (int i = -8; i < 8; ++i) {
float f = static_cast<float>(i);
cutlass::int4b_t s = static_cast<cutlass::int4b_t>(i);
FP8 w = static_cast<FP8>(s);
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FP8 x = static_cast<FP8>(i);
FP8 y = static_cast<FP8>(f);
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EXPECT_TRUE(static_cast<cutlass::int4b_t>(w) == s);
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EXPECT_TRUE(static_cast<int>(x) == i);
EXPECT_TRUE(static_cast<float>(y) == f);
if (i >= 0) {
cutlass::uint4b_t u = static_cast<cutlass::uint4b_t>(i);
FP8 z = static_cast<FP8>(u);
EXPECT_TRUE(static_cast<unsigned>(z) == u);
}
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}
// Try out default-ctor (zero initialization of primitive proxy type)
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EXPECT_TRUE(FP8() == 0.0_fe4m3);
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// Try out user-defined literals
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EXPECT_TRUE(FP8(7) == 7_fe4m3);
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EXPECT_TRUE(7 == static_cast<int>(7_fe4m3));
}
TEST(float_e5m2_t, host_conversion) {
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using FP8 = cutlass::float_e5m2_t;
using Base = typename FP8::Base;
const float max_abs_normal_val = 57344.0f; // 0.11110.11
const float min_abs_subnormal_val = 0.0000152588f; // 0.00000.01
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for (int i = -8; i < 8; ++i) {
float f = static_cast<float>(i);
cutlass::int4b_t s = static_cast<cutlass::int4b_t>(i);
FP8 w = static_cast<FP8>(s);
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FP8 x = static_cast<FP8>(i);
FP8 y = static_cast<FP8>(f);
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EXPECT_TRUE(static_cast<cutlass::int4b_t>(w) == s);
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EXPECT_TRUE(static_cast<int>(x) == i);
EXPECT_TRUE(static_cast<float>(y) == f);
if (i >= 0) {
cutlass::uint4b_t u = static_cast<cutlass::uint4b_t>(i);
FP8 z = static_cast<FP8>(u);
EXPECT_TRUE(static_cast<cutlass::uint4b_t>(z) == u);
}
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}
// Try out default-ctor (zero initialization of primitive proxy type)
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EXPECT_TRUE(FP8() == 0.0_fe5m2);
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// Try out user-defined literals
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EXPECT_TRUE(FP8(7) == 7_fe5m2);
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EXPECT_TRUE(7 == static_cast<int>(7_fe5m2));
}
TEST(float_e4m3_t, host_arithmetic) {
for (int i = -4; i < 4; ++i) {
for (int j = -4; j < 4; ++j) {
cutlass::float_e4m3_t x = static_cast<cutlass::float_e4m3_t>(i);
cutlass::float_e4m3_t y = static_cast<cutlass::float_e4m3_t>(j);
EXPECT_TRUE(static_cast<int>(x + y) == (i + j));
}
}
}
TEST(float_e5m2_t, host_arithmetic) {
for (int i = -4; i < 4; ++i) {
for (int j = -4; j < 4; ++j) {
cutlass::float_e5m2_t x = static_cast<cutlass::float_e5m2_t>(i);
cutlass::float_e5m2_t y = static_cast<cutlass::float_e5m2_t>(j);
EXPECT_TRUE(static_cast<int>(x + y) == (i + j));
}
}
}
/////////////////////////////////////////////////////////////////////////////////////////////////