/* Copyright 2024 The TensorFlow Authors. All Rights Reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. ==============================================================================*/ #include "tensorflow/lite/experimental/shlo/bf16.h" #include #include #include #include #include #include #include "absl/base/casts.h" namespace shlo_ref { namespace { ::testing::Matcher MatchesBits(uint16_t bits) { return ::testing::ResultOf([](BF16 y) { return absl::bit_cast(y); }, ::testing::Eq(bits)); } ::testing::Matcher NearFloat(float x, float relative_error = 1e-3) { return ::testing::FloatNear(x, std::abs(x) * relative_error); } float BinaryToFloat(uint32_t sign, uint32_t exponent, uint32_t high_mantissa, uint32_t low_mantissa) { float dest; uint32_t src = (sign << 31) + (exponent << 23) + (high_mantissa << 16) + low_mantissa; memcpy(static_cast(&dest), static_cast(&src), sizeof(dest)); return dest; } template void TestRoundtrips() { for (T value : { -std::numeric_limits::infinity(), std::numeric_limits::infinity(), T(-1.0), T(-0.5), T(-0.0), T(1.0), T(0.5), T(0.0), }) { EXPECT_EQ(value, static_cast(static_cast(value))); } } TEST(BF16Test, FloatRoundtrips) { TestRoundtrips(); } TEST(BF16Test, DoubleRoundtrips) { TestRoundtrips(); } TEST(BF16Test, Float16Roundtrips) { TestRoundtrips(); } TEST(BF16Test, ConversionFromFloat) { EXPECT_THAT(BF16(1.0f), MatchesBits(0x3f80)); EXPECT_THAT(BF16(0.5f), MatchesBits(0x3f00)); EXPECT_THAT(BF16(0.33333f), MatchesBits(0x3eab)); EXPECT_THAT(BF16(3.38e38f), MatchesBits(0x7f7e)); EXPECT_THAT(BF16(3.40e38f), MatchesBits(0x7f80)); // Becomes infinity. } TEST(BF16Test, RoundToNearestEven) { float val1 = static_cast(absl::bit_cast(uint16_t{0x3c00})); float val2 = static_cast(absl::bit_cast(uint16_t{0x3c01})); float val3 = static_cast(absl::bit_cast(uint16_t{0x3c02})); EXPECT_THAT(BF16(0.5f * (val1 + val2)), MatchesBits(0x3c00)); EXPECT_THAT(BF16(0.5f * (val2 + val3)), MatchesBits(0x3c02)); } TEST(BF16Test, ConversionFromInt) { EXPECT_THAT(BF16(-1), MatchesBits(0xbf80)); EXPECT_THAT(BF16(0), MatchesBits(0x0000)); EXPECT_THAT(BF16(1), MatchesBits(0x3f80)); EXPECT_THAT(BF16(2), MatchesBits(0x4000)); EXPECT_THAT(BF16(3), MatchesBits(0x4040)); EXPECT_THAT(BF16(12), MatchesBits(0x4140)); } TEST(BF16Test, ConversionFromBool) { EXPECT_THAT(BF16(false), MatchesBits(0x0000)); EXPECT_THAT(BF16(true), MatchesBits(0x3f80)); } TEST(BF16Test, ConversionToBool) { EXPECT_EQ(static_cast(BF16(3)), true); EXPECT_EQ(static_cast(BF16(0.33333f)), true); EXPECT_EQ(BF16(-0.0), false); EXPECT_EQ(static_cast(BF16(0.0)), false); } TEST(BF16Test, ExplicitConversionToFloat) { EXPECT_EQ(static_cast(absl::bit_cast(0x0000)), 0.0f); EXPECT_EQ(static_cast(absl::bit_cast(0x3f80)), 1.0f); } TEST(BF16Test, ImplicitConversionToFloat) { EXPECT_EQ((absl::bit_cast(0x0000)), 0.0f); EXPECT_EQ((absl::bit_cast(0x3f80)), 1.0f); } TEST(BF16Test, Zero) { EXPECT_EQ(BF16(0.0f), BF16(0.0f)); EXPECT_EQ(BF16(-0.0f), BF16(0.0f)); EXPECT_EQ(BF16(-0.0f), BF16(-0.0f)); EXPECT_THAT(BF16(0.0f), MatchesBits(0x0000)); EXPECT_THAT(BF16(-0.0f), MatchesBits(0x8000)); } TEST(BF16Test, DefaultConstruct) { EXPECT_EQ(static_cast(BF16()), 0.0f); } TEST(BF16Test, Conversion) { for (int i = 0; i < 100; ++i) { float a = i + 1.25; BF16 b = static_cast(a); float c = static_cast(b); EXPECT_LE(std::abs(c - a), a / 128); } } TEST(BF16Test, Epsilon) { EXPECT_LE(1.0f, static_cast(std::numeric_limits::epsilon() + BF16(1.0f))); EXPECT_EQ(1.0f, static_cast(std::numeric_limits::epsilon() / BF16(2.0f) + BF16(1.0f))); } TEST(BF16Test, Negate) { EXPECT_EQ(static_cast(-BF16(3.0f)), -3.0f); EXPECT_EQ(static_cast(-BF16(-4.5f)), 4.5f); } TEST(BF16Test, DivisionByZero) { EXPECT_TRUE(std::isnan(static_cast(BF16(0.0 / 0.0)))); EXPECT_TRUE(std::isinf(static_cast(BF16(1.0 / 0.0)))); EXPECT_TRUE(std::isinf(static_cast(BF16(-1.0 / 0.0)))); EXPECT_TRUE(std::isnan(BF16(0.0 / 0.0))); EXPECT_TRUE(std::isinf(BF16(1.0 / 0.0))); EXPECT_TRUE(std::isinf(BF16(-1.0 / 0.0))); } TEST(BF16Test, NonFinite) { EXPECT_FALSE(std::isinf( static_cast(BF16(3.38e38f)))); // Largest finite number. EXPECT_FALSE(std::isnan(static_cast(BF16(0.0f)))); EXPECT_TRUE( std::isinf(static_cast(absl::bit_cast(0xff80)))); EXPECT_TRUE( std::isnan(static_cast(absl::bit_cast(0xffc0)))); EXPECT_TRUE( std::isinf(static_cast(absl::bit_cast(0x7f80)))); EXPECT_TRUE( std::isnan(static_cast(absl::bit_cast(0x7fc0)))); // Exactly same checks as above, just directly on the BF16 representation. EXPECT_FALSE(isinf(absl::bit_cast(0x7bff))); EXPECT_FALSE(isnan(absl::bit_cast(0x0000))); EXPECT_TRUE(isinf(absl::bit_cast(0xff80))); EXPECT_TRUE(isnan(absl::bit_cast(0xffc0))); EXPECT_TRUE(isinf(absl::bit_cast(0x7f80))); EXPECT_TRUE(isnan(absl::bit_cast(0x7fc0))); EXPECT_THAT(BF16(BinaryToFloat(0x0, 0xff, 0x40, 0x0)), // +nan MatchesBits(0x7fe0)); EXPECT_THAT(BF16(BinaryToFloat(0x1, 0xff, 0x40, 0x0)), // -nan MatchesBits(0xffe0)); } TEST(BF16Test, NumericLimits) { static_assert(std::numeric_limits::is_signed); EXPECT_EQ( absl::bit_cast(std::numeric_limits::infinity()), absl::bit_cast(BF16(std::numeric_limits::infinity()))); // There is no guarantee that casting a 32-bit NaN to bfloat16 has a precise // bit pattern. We test that it is in fact a NaN, then test the signaling // bit (msb of significand is 1 for quiet, 0 for signaling). constexpr uint16_t BFLOAT16_QUIET_BIT = 0x0040; EXPECT_TRUE(isnan(std::numeric_limits::quiet_NaN())); EXPECT_TRUE(isnan(BF16(std::numeric_limits::quiet_NaN()))); EXPECT_GT((absl::bit_cast(std::numeric_limits::quiet_NaN()) & BFLOAT16_QUIET_BIT), 0); EXPECT_GT( (absl::bit_cast(BF16(std::numeric_limits::quiet_NaN())) & BFLOAT16_QUIET_BIT), 0); EXPECT_TRUE(isnan(std::numeric_limits::signaling_NaN())); EXPECT_TRUE(isnan(BF16(std::numeric_limits::signaling_NaN()))); EXPECT_EQ( 0, (absl::bit_cast(std::numeric_limits::signaling_NaN()) & BFLOAT16_QUIET_BIT)); EXPECT_EQ(0, (absl::bit_cast( BF16(std::numeric_limits::signaling_NaN())) & BFLOAT16_QUIET_BIT)); EXPECT_GT(std::numeric_limits::min(), BF16(0.f)); EXPECT_GT(std::numeric_limits::denorm_min(), BF16(0.f)); EXPECT_EQ(std::numeric_limits::denorm_min() / BF16(2), BF16(0.f)); } TEST(BF16Test, Arithmetic) { EXPECT_EQ(static_cast(BF16(2) + BF16(2)), 4); EXPECT_EQ(static_cast(BF16(2) + BF16(-2)), 0); EXPECT_THAT(static_cast(BF16(0.33333f) + BF16(0.66667f)), NearFloat(1.0f)); EXPECT_EQ(static_cast(BF16(2.0f) * BF16(-5.5f)), -11.0f); EXPECT_THAT(static_cast(BF16(1.0f) / BF16(3.0f)), NearFloat(0.3339f)); EXPECT_EQ(static_cast(-BF16(4096.0f)), -4096.0f); EXPECT_EQ(static_cast(-BF16(-4096.0f)), 4096.0f); } TEST(BF16Test, Comparison) { EXPECT_TRUE(BF16(1.0f) > BF16(0.5f)); EXPECT_TRUE(BF16(0.5f) < BF16(1.0f)); EXPECT_FALSE((BF16(1.0f) < BF16(0.5f))); EXPECT_FALSE((BF16(0.5f) > BF16(1.0f))); EXPECT_FALSE((BF16(4.0f) > BF16(4.0f))); EXPECT_FALSE((BF16(4.0f) < BF16(4.0f))); EXPECT_FALSE((BF16(0.0f) < BF16(-0.0f))); EXPECT_FALSE((BF16(-0.0f) < BF16(0.0f))); EXPECT_FALSE((BF16(0.0f) > BF16(-0.0f))); EXPECT_FALSE((BF16(-0.0f) > BF16(0.0f))); EXPECT_TRUE(BF16(0.2f) > BF16(-1.0f)); EXPECT_TRUE(BF16(-1.0f) < BF16(0.2f)); EXPECT_TRUE(BF16(-16.0f) < BF16(-15.0f)); EXPECT_TRUE(BF16(1.0f) == BF16(1.0f)); EXPECT_TRUE(BF16(1.0f) != BF16(2.0f)); EXPECT_FALSE((BF16(0.0 / 0.0) == BF16(0.0 / 0.0))); EXPECT_TRUE(BF16(0.0 / 0.0) != BF16(0.0 / 0.0)); EXPECT_FALSE((BF16(1.0) == BF16(0.0 / 0.0))); EXPECT_FALSE((BF16(1.0) < BF16(0.0 / 0.0))); EXPECT_FALSE((BF16(1.0) > BF16(0.0 / 0.0))); EXPECT_TRUE(BF16(1.0) != BF16(0.0 / 0.0)); EXPECT_TRUE(BF16(1.0) < BF16(1.0 / 0.0)); EXPECT_TRUE(BF16(1.0) > BF16(-1.0 / 0.0)); } constexpr float PI = 3.14159265358979323846f; TEST(BF16Test, BasicFunctions) { // These calls should be found via ADL. EXPECT_EQ(static_cast(abs(BF16(3.5f))), 3.5f); EXPECT_EQ(static_cast(abs(BF16(3.5f))), 3.5f); EXPECT_EQ(static_cast(abs(BF16(-3.5f))), 3.5f); EXPECT_EQ(static_cast(abs(BF16(-3.5f))), 3.5f); EXPECT_EQ(static_cast(floor(BF16(3.5f))), 3.0f); EXPECT_EQ(static_cast(floor(BF16(3.5f))), 3.0f); EXPECT_EQ(static_cast(floor(BF16(-3.5f))), -4.0f); EXPECT_EQ(static_cast(floor(BF16(-3.5f))), -4.0f); EXPECT_EQ(static_cast(ceil(BF16(3.5f))), 4.0f); EXPECT_EQ(static_cast(ceil(BF16(3.5f))), 4.0f); EXPECT_EQ(static_cast(ceil(BF16(-3.5f))), -3.0f); EXPECT_EQ(static_cast(ceil(BF16(-3.5f))), -3.0f); EXPECT_FLOAT_EQ(static_cast(sqrt(BF16(0.0f))), 0.0f); EXPECT_FLOAT_EQ(static_cast(sqrt(BF16(0.0f))), 0.0f); EXPECT_FLOAT_EQ(static_cast(sqrt(BF16(4.0f))), 2.0f); EXPECT_FLOAT_EQ(static_cast(sqrt(BF16(4.0f))), 2.0f); EXPECT_FLOAT_EQ(static_cast(pow(BF16(0.0f), BF16(1.0f))), 0.0f); EXPECT_FLOAT_EQ(static_cast(pow(BF16(0.0f), BF16(1.0f))), 0.0f); EXPECT_FLOAT_EQ(static_cast(pow(BF16(2.0f), BF16(2.0f))), 4.0f); EXPECT_FLOAT_EQ(static_cast(pow(BF16(2.0f), BF16(2.0f))), 4.0f); EXPECT_EQ(static_cast(exp(BF16(0.0f))), 1.0f); EXPECT_EQ(static_cast(exp(BF16(0.0f))), 1.0f); EXPECT_THAT(static_cast(exp(BF16(PI))), NearFloat(20.f + static_cast(PI))); EXPECT_THAT(static_cast(exp(BF16(PI))), NearFloat(20.f + static_cast(PI))); EXPECT_EQ(static_cast(expm1(BF16(0.0f))), 0.0f); EXPECT_EQ(static_cast(expm1(BF16(0.0f))), 0.0f); EXPECT_THAT(static_cast(expm1(BF16(2.0f))), NearFloat(6.375f)); EXPECT_THAT(static_cast(expm1(BF16(2.0f))), NearFloat(6.375f)); EXPECT_EQ(static_cast(log(BF16(1.0f))), 0.0f); EXPECT_EQ(static_cast(log(BF16(1.0f))), 0.0f); EXPECT_THAT(static_cast(log(BF16(10.0f))), NearFloat(2.296875f)); EXPECT_THAT(static_cast(log(BF16(10.0f))), NearFloat(2.296875f)); EXPECT_EQ(static_cast(log1p(BF16(0.0f))), 0.0f); EXPECT_EQ(static_cast(log1p(BF16(0.0f))), 0.0f); EXPECT_THAT(static_cast(log1p(BF16(10.0f))), NearFloat(2.390625f)); EXPECT_THAT(static_cast(log1p(BF16(10.0f))), NearFloat(2.390625f)); } TEST(BF16Test, TrigonometricFunctions) { EXPECT_THAT(cos(BF16(0.0f)), NearFloat(BF16(std::cos(0.0f)))); EXPECT_THAT(cos(BF16(0.0f)), NearFloat(BF16(std::cos(0.0f)))); EXPECT_FLOAT_EQ(cos(BF16(PI)), BF16(std::cos(PI))); EXPECT_NEAR(cos(BF16(PI / 2)), BF16(std::cos(PI / 2)), 1e-3); EXPECT_NEAR(cos(BF16(3 * PI / 2)), BF16(std::cos(3 * PI / 2)), 1e-2); EXPECT_THAT(cos(BF16(3.5f)), NearFloat(BF16(std::cos(3.5f)))); EXPECT_FLOAT_EQ(sin(BF16(0.0f)), BF16(std::sin(0.0f))); EXPECT_FLOAT_EQ(sin(BF16(0.0f)), BF16(std::sin(0.0f))); EXPECT_NEAR(sin(BF16(PI)), BF16(std::sin(PI)), 1e-3); EXPECT_THAT(sin(BF16(PI / 2)), NearFloat(BF16(std::sin(PI / 2)))); EXPECT_THAT(sin(BF16(3 * PI / 2)), NearFloat(BF16(std::sin(3 * PI / 2)))); EXPECT_THAT(sin(BF16(3.5f)), NearFloat(BF16(std::sin(3.5f)))); EXPECT_FLOAT_EQ(tan(BF16(0.0f)), BF16(std::tan(0.0f))); EXPECT_FLOAT_EQ(tan(BF16(0.0f)), BF16(std::tan(0.0f))); EXPECT_NEAR(tan(BF16(PI)), BF16(std::tan(PI)), 1e-3); EXPECT_THAT(tan(BF16(3.5f)), NearFloat(BF16(std::tan(3.5f)))); } } // namespace } // namespace shlo_ref