/* Copyright (c) 2023 Advanced Micro Devices, Inc. All rights reserved. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. */ #include #include #include #include #include __global__ void fp16_arith_gpu(float* a, float* b, float* c) { c[0] = __half2float(__hadd(__float2half_rn(a[0]), __float2half_rn(b[0]))); c[1] = __half2float(__hsub(__float2half_rn(a[1]), __float2half_rn(b[1]))); c[2] = __half2float(__hmul(__float2half_rn(a[2]), __float2half_rn(b[2]))); c[3] = __half2float(__hdiv(__float2half_rn(a[3]), __float2half_rn(b[3]))); c[4] = __half2float(hfloor(__float2half_rn(a[4]))); c[5] = __half2float(htrunc(__float2half_rn(a[5]))); c[6] = __half2float(hceil(__float2half_rn(a[6]))); c[7] = __half2float(hrint(__float2half_rn(a[7]))); c[8] = __half2float(hsin(__float2half_rn(a[8]))); c[9] = __half2float(hcos(__float2half_rn(a[9]))); c[10] = __half2float(hexp(__float2half_rn(a[10]))); c[11] = __half2float(hexp2(__float2half_rn(a[11]))); c[12] = __half2float(hlog2(__float2half_rn(a[12]))); c[13] = __half2float(hlog(__float2half_rn(a[13]))); c[14] = __half2float(hlog10(__float2half_rn(a[14]))); c[15] = __half2float(hsqrt(__float2half_rn(a[15]))); c[16] = __half2float(__hneg(__float2half_rn(a[16]))); c[17] = __half2float(hrcp(__float2half_rn(a[17]))); } void fp16_arith_cpu(const std::vector& a, const std::vector& b, std::vector& c) { c[0] = a[0] + b[0]; c[1] = a[0] - b[0]; c[2] = a[0] * b[0]; c[3] = a[0] / b[0]; c[4] = std::floorf(a[4]); c[5] = std::truncf(a[5]); c[6] = std::ceilf(a[6]); c[7] = std::rintf(a[7]); c[8] = std::sinf(a[8]); c[9] = std::cosf(a[9]); c[10] = std::expf(a[10]); c[11] = std::exp2f(a[11]); c[12] = std::log2f(a[12]); c[13] = std::logf(a[13]); c[14] = std::log10f(a[14]); c[15] = std::sqrtf(a[15]); c[16] = -a[16]; c[17] = 1.0f / a[17]; } TEST_CASE("Unit_fp16_arith") { constexpr size_t num_of_ops = 18; constexpr size_t iters = 100; Catch::Generators::RandomFloatingGenerator input1_gen(2.2f, 10.f, /*seed*/ 0x1234); constexpr float input2 = 1.1f; for (size_t iter = 0; iter < iters; iter++) { auto input1 = input1_gen.get(); std::vector in1(num_of_ops, input1); std::vector in2(num_of_ops, input2); float *din1, *din2, *dout; HIP_CHECK(hipMalloc(&dout, sizeof(float) * num_of_ops)); HIP_CHECK(hipMalloc(&din1, sizeof(float) * num_of_ops)); HIP_CHECK(hipMalloc(&din2, sizeof(float) * num_of_ops)); HIP_CHECK(hipMemcpy(din1, in1.data(), sizeof(float) * in1.size(), hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(din2, in2.data(), sizeof(float) * in2.size(), hipMemcpyHostToDevice)); fp16_arith_gpu<<<1, 1>>>(din1, din2, dout); std::vector cpuout(num_of_ops, 0.0f); fp16_arith_cpu(in1, in2, cpuout); std::vector out(num_of_ops, 0.0f); HIP_CHECK(hipMemcpy(out.data(), dout, sizeof(float) * out.size(), hipMemcpyDeviceToHost)); for (size_t i = 0; i < out.size(); i++) { INFO("Iter: " << i << " In1: " << in1[i] << " CPU res: " << cpuout[i] << " GPU res: " << out[i]); REQUIRE(out[i] == Catch::Approx(cpuout[i]).epsilon(0.1)); } HIP_CHECK(hipFree(dout)); HIP_CHECK(hipFree(din1)); HIP_CHECK(hipFree(din2)); } } __device__ void fp162_arith_impl(float2* a, float2* b, float2* c) { c[0] = __half22float2(__hadd2(__float22half2_rn(a[0]), __float22half2_rn(b[0]))); c[1] = __half22float2(__hsub2(__float22half2_rn(a[1]), __float22half2_rn(b[1]))); c[2] = __half22float2(__hmul2(__float22half2_rn(a[2]), __float22half2_rn(b[2]))); c[3] = __half22float2(__h2div(__float22half2_rn(a[3]), __float22half2_rn(b[3]))); c[4] = __half22float2(h2floor(__float22half2_rn(a[4]))); c[5] = __half22float2(h2trunc(__float22half2_rn(a[5]))); c[6] = __half22float2(h2ceil(__float22half2_rn(a[6]))); c[7] = __half22float2(h2rint(__float22half2_rn(a[7]))); c[8] = __half22float2(h2sin(__float22half2_rn(a[8]))); c[9] = __half22float2(h2cos(__float22half2_rn(a[9]))); c[10] = __half22float2(h2exp(__float22half2_rn(a[10]))); c[11] = __half22float2(h2exp2(__float22half2_rn(a[11]))); c[12] = __half22float2(h2log2(__float22half2_rn(a[12]))); c[13] = __half22float2(h2log(__float22half2_rn(a[13]))); c[14] = __half22float2(h2log10(__float22half2_rn(a[14]))); c[15] = __half22float2(h2sqrt(__float22half2_rn(a[15]))); c[16] = __half22float2(__hneg2(__float22half2_rn(a[16]))); c[17] = __half22float2(h2rcp(__float22half2_rn(a[17]))); } __global__ void fp162_arith_gpu(float2* a, float2* b, float2* c) { fp162_arith_impl(a, b, c); } void fp162_arith_cpu(std::vector& a, std::vector& b, std::vector& c) { c[0] = a[0] + b[0]; c[1] = a[1] - b[1]; c[2] = a[2] * b[2]; c[3] = a[3] / b[3]; c[4] = {std::floorf(a[4].x), std::floorf(a[4].y)}; c[5] = {std::truncf(a[5].x), std::truncf(a[5].y)}; c[6] = {std::ceilf(a[6].x), std::ceilf(a[6].y)}; c[7] = {std::rintf(a[7].x), std::rintf(a[7].y)}; c[8] = {std::sinf(a[8].x), std::sinf(a[8].y)}; c[9] = {std::cosf(a[9].x), std::cosf(a[9].y)}; c[10] = {std::expf(a[10].x), std::expf(a[10].y)}; c[11] = {std::exp2f(a[11].x), std::exp2f(a[11].y)}; c[12] = {std::log2f(a[12].x), std::log2f(a[12].y)}; c[13] = {std::logf(a[13].x), std::logf(a[13].y)}; c[14] = {std::log10f(a[14].x), std::log10f(a[14].y)}; c[15] = {std::sqrtf(a[15].x), std::sqrtf(a[15].y)}; c[16] = {-a[16].x, -a[16].y}; c[17] = {1.0f / a[17].x, 1.0f / a[17].y}; } TEST_CASE("Unit_fp162_arith") { constexpr size_t num_of_ops = 18; constexpr size_t iters = 100; Catch::Generators::RandomFloatingGenerator input1_gen(2.2f, 10.f, /* seed */ 0x1234); for (size_t iter = 0; iter < iters; iter++) { auto input1 = input1_gen.get(); auto input2 = input1_gen.get(); std::vector in1(num_of_ops, float2{input1, input2}); std::vector in2(num_of_ops, float2{input1_gen.get(), input1_gen.get()}); float2 *din1, *din2, *dout; HIP_CHECK(hipMalloc(&dout, sizeof(float2) * num_of_ops)); HIP_CHECK(hipMalloc(&din1, sizeof(float2) * num_of_ops)); HIP_CHECK(hipMalloc(&din2, sizeof(float2) * num_of_ops)); HIP_CHECK(hipMemcpy(din1, in1.data(), sizeof(float2) * in1.size(), hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(din2, in2.data(), sizeof(float2) * in2.size(), hipMemcpyHostToDevice)); fp162_arith_gpu<<<1, 1>>>(din1, din2, dout); std::vector cpuout(num_of_ops, float2{0.0f, 0.0f}); fp162_arith_cpu(in1, in2, cpuout); std::vector out(num_of_ops, float2{0.0f, 0.0f}); HIP_CHECK(hipMemcpy(out.data(), dout, sizeof(float2) * out.size(), hipMemcpyDeviceToHost)); for (size_t i = 0; i < out.size(); i++) { INFO("Iter: " << i << " In1: " << in1[i].x << " - " << in1[i].y << " CPU res: " << cpuout[i].x << " - " << cpuout[i].y << " GPU res: " << out[i].x << " - " << out[i].y); REQUIRE(out[i].x == Catch::Approx(cpuout[i].x).epsilon(0.1)); REQUIRE(out[i].y == Catch::Approx(cpuout[i].y).epsilon(0.1)); } HIP_CHECK(hipFree(dout)); HIP_CHECK(hipFree(din1)); HIP_CHECK(hipFree(din2)); } } TEST_CASE("Unit_fp16_host_operations") { std::vector f_a, f_b; f_a.reserve(50); f_b.reserve(50); for (int i = -10; i <= 10; i++) { if (i == 0) continue; // skip to cause issue with 0/0 f_a.push_back(static_cast(i)); f_b.push_back(static_cast(i)); } std::reverse(f_b.begin(), f_b.end()); std::vector<__half> d_a, d_b; d_a.reserve(f_a.size()); d_b.reserve(f_b.size()); for (size_t i = 0; i < f_a.size(); i++) { d_a.push_back(f_a[i]); d_b.push_back(f_b[i]); } SECTION("plus equal op - host") { auto res = d_a; for (size_t i = 0; i < res.size(); i++) { res[i] += d_b[i]; } for (size_t i = 0; i < res.size(); i++) { auto f_res = f_a[i] + f_b[i]; INFO("Float res: " << f_res << " half res: " << float(res[i])); REQUIRE(__half(f_res) == res[i]); } } SECTION("minus equal op - host") { auto res = d_a; for (size_t i = 0; i < res.size(); i++) { res[i] -= d_b[i]; } for (size_t i = 0; i < res.size(); i++) { auto f_res = f_a[i] - f_b[i]; INFO("Float res: " << f_res << " half res: " << float(res[i])); REQUIRE(__half(f_res) == res[i]); } } SECTION("mul equal op - host") { auto res = d_a; for (size_t i = 0; i < res.size(); i++) { res[i] *= d_b[i]; } for (size_t i = 0; i < res.size(); i++) { auto f_res = f_a[i] * f_b[i]; INFO("Float res: " << f_res << " half res: " << float(res[i])); REQUIRE(__half(f_res) == res[i]); } } SECTION("div equal op - host") { auto res = d_a; for (size_t i = 0; i < res.size(); i++) { res[i] /= d_b[i]; } for (size_t i = 0; i < res.size(); i++) { auto f_res = f_a[i] / f_b[i]; INFO("Float res: " << f_res << " half res: " << float(res[i])); REQUIRE(__half(f_res) == res[i]); } } SECTION("++ op - host") { auto res = d_a; for (size_t i = 0; i < res.size(); i++) { res[i]++; } for (size_t i = 0; i < res.size(); i++) { auto f_res = f_a[i] + 1; INFO("Float res: " << f_res << " half res: " << float(res[i])); REQUIRE(__half(f_res) == res[i]); } } SECTION("-- op - host") { auto res = d_a; for (size_t i = 0; i < res.size(); i++) { res[i]--; } for (size_t i = 0; i < res.size(); i++) { auto f_res = f_a[i] - 1; INFO("Float res: " << f_res << " half res: " << float(res[i])); REQUIRE(__half(f_res) == res[i]); } } } TEST_CASE("Unit_half_isnan_host") { std::vector<__half> in{std::nanf(""), std::nanf("1"), std::nanf("2"), -std::nanf(""), -std::nanf("1"), -std::nanf("2"), std::numeric_limits::infinity(), -std::numeric_limits::infinity(), HIPRT_MAX_NORMAL_FP16, -0.0f, 0.0f}; std::vector<__half> h_in; h_in.reserve(in.size()); for (const auto& i : in) { h_in.push_back(i); } SECTION("isnan") { for (const auto& i : in) { if (std::isnan(float(i))) { INFO("isnan check: " << float(i)); REQUIRE(__hisnan(i)); } else { INFO("not isnan check: " << float(i)); REQUIRE(!__hisnan(i)); } } } SECTION("isinf") { for (const auto& i : in) { if (std::isinf(float(i))) { INFO("isinf check: " << float(i)); REQUIRE(__hisinf(i)); } else { INFO("not isnan check: " << float(i)); REQUIRE(!__hisinf(i)); } } } } TEST_CASE("Unit_half_abs_host") { std::vector f_a; f_a.reserve(1000); for (int i = -100; i <= 100; i++) { f_a.push_back(static_cast(i)); } std::vector<__half> d_a; d_a.reserve(f_a.size()); for (size_t i = 0; i < f_a.size(); i++) { d_a.push_back(f_a[i]); } SECTION("habs") { for (const auto& i : d_a) { INFO("Abs of: " << float(i)); REQUIRE(__habs(i) == __half(std::abs(float(i)))); } } SECTION("habs2") { for (size_t i = 0; i < d_a.size(); i++) { __half2 tmp{d_a[i], d_a[i]}; auto abs_res = __habs2(tmp); INFO("Abs of: " << float(d_a[i])); REQUIRE(abs_res == __half2{std::abs(float(d_a[i])), std::abs(float(d_a[i]))}); } } } TEST_CASE("Unit_half_min_max_host") { std::vector f_a; f_a.reserve(1000); for (int i = -100; i <= 100; i++) { f_a.push_back(static_cast(i)); } std::vector<__half> d_a, d_b; d_a.reserve(f_a.size()); for (size_t i = 0; i < f_a.size(); i++) { d_a.push_back(f_a[i]); } d_b = d_a; std::reverse(d_b.begin(), d_b.end()); auto p_nan = __half(std::nan("")); auto n_nan = __half(-p_nan); SECTION("min") { for (size_t i = 0; i < d_a.size(); i++) { float f_1 = float(d_a[i]), f_2 = float(d_b[i]); INFO("Checking min of " << f_1 << ", " << f_2); REQUIRE(__hmin(d_a[i], d_b[i]) == __half(std::min(f_1, f_2))); } } SECTION("max") { for (size_t i = 0; i < d_a.size(); i++) { float f_1 = float(d_a[i]), f_2 = float(d_b[i]); INFO("Checking min of " << f_1 << ", " << f_2); REQUIRE(__hmax(d_a[i], d_b[i]) == __half(std::max(f_1, f_2))); } } SECTION("min with nan") { __half one = 1.0f; REQUIRE(__hmin(p_nan, one) == one); REQUIRE(__hmin(one, p_nan) == one); REQUIRE(__hmin(n_nan, one) == one); REQUIRE(__hmin(one, n_nan) == one); REQUIRE(__hisnan(__hmin(p_nan, p_nan))); REQUIRE(__hisnan(__hmin(n_nan, p_nan))); REQUIRE(__hisnan(__hmin(p_nan, n_nan))); REQUIRE(__hisnan(__hmin(n_nan, n_nan))); } SECTION("max with nan") { __half one = 1.0f; REQUIRE(__hmax(p_nan, one) == one); REQUIRE(__hmax(one, p_nan) == one); REQUIRE(__hmax(n_nan, one) == one); REQUIRE(__hmax(one, n_nan) == one); REQUIRE(__hisnan(__hmax(p_nan, p_nan))); REQUIRE(__hisnan(__hmax(n_nan, p_nan))); REQUIRE(__hisnan(__hmax(p_nan, n_nan))); REQUIRE(__hisnan(__hmax(n_nan, n_nan))); } SECTION("hmin_nan") { __half one = 1.0f; __half n_one = -one; REQUIRE(__hisnan(__hmin_nan(p_nan, one))); REQUIRE(__hisnan(__hmin_nan(one, p_nan))); REQUIRE(__hisnan(__hmin_nan(n_nan, one))); REQUIRE(__hisnan(__hmin_nan(one, n_nan))); REQUIRE(__hisnan(__hmin_nan(p_nan, p_nan))); REQUIRE(__hisnan(__hmin_nan(n_nan, p_nan))); REQUIRE(__hisnan(__hmin_nan(p_nan, n_nan))); REQUIRE(__hisnan(__hmin_nan(n_nan, n_nan))); REQUIRE(__hmin_nan(one, n_one) == n_one); REQUIRE(__hmin_nan(n_one, one) == n_one); REQUIRE(__hmin_nan(one, one) == one); REQUIRE(__hmin_nan(n_one, n_one) == n_one); } SECTION("hmax_nan") { __half one = 1.0f; __half n_one = -one; REQUIRE(__hisnan(__hmax_nan(p_nan, one))); REQUIRE(__hisnan(__hmax_nan(one, p_nan))); REQUIRE(__hisnan(__hmax_nan(n_nan, one))); REQUIRE(__hisnan(__hmax_nan(one, n_nan))); REQUIRE(__hisnan(__hmax_nan(p_nan, p_nan))); REQUIRE(__hisnan(__hmax_nan(n_nan, p_nan))); REQUIRE(__hisnan(__hmax_nan(p_nan, n_nan))); REQUIRE(__hisnan(__hmax_nan(n_nan, n_nan))); REQUIRE(__hmax_nan(one, n_one) == one); REQUIRE(__hmax_nan(n_one, one) == one); REQUIRE(__hmax_nan(one, one) == one); REQUIRE(__hmax_nan(n_one, n_one) == n_one); } }