// // Copyright © 2017 Arm Ltd. All rights reserved. // SPDX-License-Identifier: MIT // #include #include #include #include #include TEST_SUITE("TestFPConversion") { TEST_CASE("TestConvertFp32ToFp16") { using namespace half_float::literal; float floatArray[] = { 1.0f, 2.0f, 0.5f, 3.1f, 2.4f, 5.666f, 6.444f, 7.1f, 432.121f, 12.22f }; size_t numFloats = sizeof(floatArray) / sizeof(floatArray[0]); std::vector convertedBuffer(numFloats, 0.0_h); armnnUtils::FloatingPointConverter::ConvertFloat32To16(floatArray, numFloats, convertedBuffer.data()); for (size_t i = 0; i < numFloats; i++) { armnn::Half expected(floatArray[i]); armnn::Half actual = convertedBuffer[i]; CHECK_EQ(expected, actual); float convertedHalf = actual; CHECK_EQ(floatArray[i], doctest::Approx(convertedHalf).epsilon(0.07)); } } TEST_CASE("TestConvertFp16ToFp32") { using namespace half_float::literal; armnn::Half halfArray[] = { 1.0_h, 2.0_h, 0.5_h, 3.1_h, 2.4_h, 5.666_h, 6.444_h, 7.1_h, 432.121_h, 12.22_h }; size_t numFloats = sizeof(halfArray) / sizeof(halfArray[0]); std::vector convertedBuffer(numFloats, 0.0f); armnnUtils::FloatingPointConverter::ConvertFloat16To32(halfArray, numFloats, convertedBuffer.data()); for (size_t i = 0; i < numFloats; i++) { float expected(halfArray[i]); float actual = convertedBuffer[i]; CHECK_EQ(expected, actual); } } TEST_CASE("TestConvertFloat32ToBFloat16") { float floatArray[] = { 1.704735E38f, // 0x7F004000 round down 0.0f, // 0x00000000 round down 2.2959E-41f, // 0x00004000 round down 1.7180272E38f, // 0x7F014000 round down 9.18355E-41f, // 0x00010000 round down 1.14794E-40f, // 0x00014000 round down 4.5918E-41f, // 0x00008000 round down -1.708058E38f, // 0xFF008000 round down -4.3033756E37f, // 0xFE018000 round up 1.60712E-40f, // 0x0001C000 round up -2.0234377f, // 0xC0018001 round up -1.1800863E-38f,// 0x80808001 round up 4.843037E-35f, // 0x0680C000 round up 3.9999998f, // 0x407FFFFF round up std::numeric_limits::max(), // 0x7F7FFFFF max positive value std::numeric_limits::lowest(), // 0xFF7FFFFF max negative value 1.1754942E-38f, // 0x007FFFFF min positive value -1.1754942E-38f // 0x807FFFFF min negative value }; uint16_t expectedResult[] = { 0x7F00, 0x0000, 0x0000, 0x7F01, 0x0001, 0x0001, 0x0000, 0xFF00, 0xFE02, 0x0002, 0xC002, 0x8081, 0x0681, 0x4080, 0x7F80, 0xFF80, 0x0080, 0x8080 }; size_t numFloats = sizeof(floatArray) / sizeof(floatArray[0]); std::vector convertedBuffer(numFloats); armnnUtils::FloatingPointConverter::ConvertFloat32ToBFloat16(floatArray, numFloats, convertedBuffer.data()); for (size_t i = 0; i < numFloats; i++) { armnn::BFloat16 actual = convertedBuffer[i]; CHECK_EQ(expectedResult[i], actual.Val()); } } TEST_CASE("TestConvertBFloat16ToFloat32") { uint16_t bf16Array[] = { 16256, 16320, 38699, 16384, 49156, 32639 }; size_t numFloats = sizeof(bf16Array) / sizeof(bf16Array[0]); float expectedResult[] = { 1.0f, 1.5f, -5.525308E-25f, 2.0f, -2.0625f, 3.3895314E38f }; std::vector convertedBuffer(numFloats, 0.0f); armnnUtils::FloatingPointConverter::ConvertBFloat16ToFloat32(bf16Array, numFloats, convertedBuffer.data()); for (size_t i = 0; i < numFloats; i++) { float actual = convertedBuffer[i]; CHECK_EQ(expectedResult[i], actual); } } }