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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, * OR TORT (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 Unit tests for conversion operators. */ #include "../common/cutlass_unit_test.h" #include "cutlass/numeric_conversion.h" #include "cutlass/layout/matrix.h" #include "cutlass/util/host_tensor.h" ///////////////////////////////////////////////////////////////////////////////////////////////// namespace test { namespace core { namespace kernel { ///////////////////////////////////////////////////////////////////////////////////////////////// /// Simple conversion function template __global__ void convert( cutlass::Array *destination, cutlass::Array const *source) { cutlass::NumericArrayConverter convert; *destination = convert(*source); } ///////////////////////////////////////////////////////////////////////////////////////////////// template void run_test() { const int kN = Count; dim3 grid(1, 1); dim3 block(1, 1); cutlass::HostTensor destination({1, kN}); cutlass::HostTensor source({1, kN}); for (int i = 0; i < kN; ++i) { source.host_data()[i] = Source(i % 4); } source.sync_device(); convert<<< grid, block >>>( reinterpret_cast *>(destination.device_data()), reinterpret_cast const *>(source.device_data()) ); destination.sync_host(); for (int i = 0; i < kN; ++i) { EXPECT_TRUE(float(destination.host_data()[i]) == float(source.host_data()[i])); } } } // namespace kernel } // namespace core } // namespace test ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(NumericConversion, f32_to_f16_rn) { int const kN = 1; using Source = float; using Destination = cutlass::half_t; test::core::kernel::run_test(); } TEST(NumericConversion, f32x8_to_f16x8_rn) { int const kN = 8; using Source = float; using Destination = cutlass::half_t; test::core::kernel::run_test(); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(NumericConversion, f16_to_f32_rn) { int const kN = 1; using Source = cutlass::half_t; using Destination = float; test::core::kernel::run_test(); } TEST(NumericConversion, f16x8_to_f32x8_rn) { int const kN = 8; using Source = cutlass::half_t; using Destination = float; test::core::kernel::run_test(); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(NumericConversion, f32_to_fe4m3_rn) { int const kN = 1; using Source = float; using Destination = cutlass::float_e4m3_t; test::core::kernel::run_test(); } TEST(NumericConversion, f32_to_fe4m3_rn_array) { int const kN = 27; using Source = float; using Destination = cutlass::float_e4m3_t; test::core::kernel::run_test(); } TEST(NumericConversion, f32_to_fe5m2_rn) { int const kN = 1; using Source = float; using Destination = cutlass::float_e5m2_t; test::core::kernel::run_test(); } TEST(NumericConversion, f32_to_fe5m2_rn_array) { int const kN = 27; using Source = float; using Destination = cutlass::float_e5m2_t; test::core::kernel::run_test(); } TEST(NumericConversion, f16_to_fe4m3_rn) { int const kN = 1; using Source = cutlass::half_t; using Destination = cutlass::float_e4m3_t; test::core::kernel::run_test(); } TEST(NumericConversion, f16_to_fe4m3_rn_array) { int const kN = 27; using Source = cutlass::half_t; using Destination = cutlass::float_e4m3_t; test::core::kernel::run_test(); } TEST(NumericConversion, f16_to_fe5m2_rn) { int const kN = 1; using Source = cutlass::half_t; using Destination = cutlass::float_e5m2_t; test::core::kernel::run_test(); } TEST(NumericConversion, f16_to_fe5m2_rn_array) { int const kN = 27; using Source = cutlass::half_t; using Destination = cutlass::float_e5m2_t; test::core::kernel::run_test(); } TEST(NumericConversion, bf16_to_fe4m3_rn) { int const kN = 1; using Source = cutlass::bfloat16_t; using Destination = cutlass::float_e4m3_t; test::core::kernel::run_test(); } TEST(NumericConversion, bf16_to_fe4m3_rn_array) { int const kN = 27; using Source = cutlass::bfloat16_t; using Destination = cutlass::float_e4m3_t; test::core::kernel::run_test(); } TEST(NumericConversion, bf16_to_fe5m2_rn) { int const kN = 1; using Source = cutlass::bfloat16_t; using Destination = cutlass::float_e5m2_t; test::core::kernel::run_test(); } TEST(NumericConversion, bf16_to_fe5m2_rn_array) { int const kN = 27; using Source = cutlass::bfloat16_t; using Destination = cutlass::float_e5m2_t; test::core::kernel::run_test(); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(NumericConversion, fe4m3_to_fe5m2_rn) { int const kN = 1; using Source = cutlass::float_e4m3_t; using Destination = cutlass::float_e5m2_t; test::core::kernel::run_test(); } TEST(NumericConversion, fe4m3_to_fe5m2_array) { int const kN = 27; using Source = cutlass::float_e4m3_t; using Destination = cutlass::float_e5m2_t; test::core::kernel::run_test(); } TEST(NumericConversion, fe5m2_to_fe4m3_rn) { int const kN = 1; using Source = cutlass::float_e5m2_t; using Destination = cutlass::float_e4m3_t; test::core::kernel::run_test(); } TEST(NumericConversion, fe5m2_to_fe4m3_array) { int const kN = 27; using Source = cutlass::float_e5m2_t; using Destination = cutlass::float_e4m3_t; test::core::kernel::run_test(); } TEST(NumericConversion, fe4m3_to_f32_rn) { int const kN = 1; using Source = cutlass::float_e4m3_t; using Destination = float; test::core::kernel::run_test(); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(NumericConversion, f32x8_to_s8x8_rn) { int const kN = 8; using Source = float; using Destination = int8_t; test::core::kernel::run_test(); } TEST(NumericConversion, fe4m3_to_f32_array) { int const kN = 27; using Source = cutlass::float_e4m3_t; using Destination = float; test::core::kernel::run_test(); } TEST(NumericConversion, fe5m2_to_f32_array) { int const kN = 27; using Source = cutlass::float_e5m2_t; using Destination = float; test::core::kernel::run_test(); } TEST(NumericConversion, fe4m3_to_f16_rn) { int const kN = 1; using Source = cutlass::float_e4m3_t; using Destination = cutlass::half_t; test::core::kernel::run_test(); } TEST(NumericConversion, fe4m3_to_f16_array) { int const kN = 27; using Source = cutlass::float_e4m3_t; using Destination = cutlass::half_t; test::core::kernel::run_test(); } TEST(NumericConversion, fe5m2_to_f16_rn) { int const kN = 1; using Source = cutlass::float_e5m2_t; using Destination = cutlass::half_t; test::core::kernel::run_test(); } TEST(NumericConversion, fe5m2_to_f16_array) { int const kN = 27; using Source = cutlass::float_e5m2_t; using Destination = cutlass::half_t; test::core::kernel::run_test(); } TEST(NumericConversion, fe4m3_to_bf16_rn) { int const kN = 1; using Source = cutlass::float_e4m3_t; using Destination = cutlass::bfloat16_t; test::core::kernel::run_test(); } TEST(NumericConversion, fe4m3_to_bf16_array) { int const kN = 27; using Source = cutlass::float_e4m3_t; using Destination = cutlass::bfloat16_t; test::core::kernel::run_test(); } TEST(NumericConversion, fe5m2_to_bf16_rn) { int const kN = 1; using Source = cutlass::float_e5m2_t; using Destination = cutlass::bfloat16_t; test::core::kernel::run_test(); } TEST(NumericConversion, fe5m2_to_bf16_array) { int const kN = 27; using Source = cutlass::float_e5m2_t; using Destination = cutlass::bfloat16_t; test::core::kernel::run_test(); } /////////////////////////////////////////////////////////////////////////////////////////////////