FastDeploy/tests/function/test_float16.cc

// Copyright (c) 2022 PaddlePaddle 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 <array>
#include <cstring>
#include <vector>
#include "fastdeploy/core/fd_tensor.h"
#include "fastdeploy/core/float16.h"
#include "gtest/gtest.h"
#include "gtest_utils.h"

namespace fastdeploy {

TEST(float16, conversion_cpu) {
  // Conversion from float
  EXPECT_EQ(float16(1.0f).x, 0x3c00);
  EXPECT_EQ(float16(0.5f).x, 0x3800);
  EXPECT_EQ(float16(0.33333f).x, 0x3555);
  EXPECT_EQ(float16(0.0f).x, 0x0000);
  EXPECT_EQ(float16(-0.0f).x, 0x8000);
  EXPECT_EQ(float16(65504.0f).x, 0x7bff);
  EXPECT_EQ(float16(65536.0f).x, 0x7c00);

  // Conversion from double
  EXPECT_EQ(float16(1.0).x, 0x3c00);
  EXPECT_EQ(float16(0.5).x, 0x3800);
  EXPECT_EQ(float16(0.33333).x, 0x3555);
  EXPECT_EQ(float16(0.0).x, 0x0000);
  EXPECT_EQ(float16(-0.0).x, 0x8000);
  EXPECT_EQ(float16(65504.0).x, 0x7bff);
  EXPECT_EQ(float16(65536.0).x, 0x7c00);

  // Conversion from int
  EXPECT_EQ(float16(-1).x, 0xbc00);
  EXPECT_EQ(float16(0).x, 0x0000);
  EXPECT_EQ(float16(1).x, 0x3c00);
  EXPECT_EQ(float16(2).x, 0x4000);
  EXPECT_EQ(float16(3).x, 0x4200);

  // Conversion from bool
  EXPECT_EQ(float16(true).x, 0x3c00);
  EXPECT_EQ(float16(false).x, 0x0000);

  // Assignment operator
  float16 v_assign;
  v_assign = float16(0);
  EXPECT_EQ(v_assign.x, 0x0000);
  v_assign = 0.5f;
  EXPECT_EQ(v_assign.x, 0x3800);
  v_assign = 0.33333;
  EXPECT_EQ(v_assign.x, 0x3555);
  v_assign = -1;
  EXPECT_EQ(v_assign.x, 0xbc00);
  v_assign = true;
  EXPECT_EQ(v_assign.x, 0x3c00);

  // Conversion operator
  EXPECT_EQ(static_cast<float>(float16(0.5f)), 0.5f);
  EXPECT_NEAR(static_cast<double>(float16(0.33333)), 0.33333, 0.0001);
  EXPECT_EQ(static_cast<int>(float16(-1)), -1);
  EXPECT_EQ(static_cast<bool>(float16(true)), true);
}

TEST(float16, arithmetic_cpu) {
  EXPECT_EQ(static_cast<float>(float16(1) + float16(1)), 2);
  EXPECT_EQ(static_cast<float>(float16(5) + float16(-5)), 0);
  EXPECT_NEAR(static_cast<float>(float16(0.33333f) + float16(0.66667f)), 1.0f,
              0.001);
  EXPECT_EQ(static_cast<float>(float16(3) - float16(5)), -2);
  EXPECT_NEAR(static_cast<float>(float16(0.66667f) - float16(0.33333f)),
              0.33334f, 0.001);
  EXPECT_NEAR(static_cast<float>(float16(3.3f) * float16(2.0f)), 6.6f, 0.01);
  EXPECT_NEAR(static_cast<float>(float16(-2.1f) * float16(-3.0f)), 6.3f, 0.01);
  EXPECT_NEAR(static_cast<float>(float16(2.0f) / float16(3.0f)), 0.66667f,
              0.001);
  EXPECT_EQ(static_cast<float>(float16(1.0f) / float16(2.0f)), 0.5f);
  EXPECT_EQ(static_cast<float>(-float16(512.0f)), -512.0f);
  EXPECT_EQ(static_cast<float>(-float16(-512.0f)), 512.0f);
}

TEST(float16, comparison_cpu) {
  EXPECT_TRUE(float16(1.0f) == float16(1.0f));
  EXPECT_FALSE(float16(-1.0f) == float16(-0.5f));
  EXPECT_TRUE(float16(1.0f) != float16(0.5f));
  EXPECT_FALSE(float16(-1.0f) != float16(-1.0f));
  EXPECT_TRUE(float16(1.0f) < float16(2.0f));
  EXPECT_FALSE(float16(-1.0f) < float16(-1.0f));
  EXPECT_TRUE(float16(1.0f) <= float16(1.0f));
  EXPECT_TRUE(float16(2.0f) > float16(1.0f));
  EXPECT_FALSE(float16(-2.0f) > float16(-2.0f));
  EXPECT_TRUE(float16(2.0f) >= float16(2.0f));

  EXPECT_TRUE(float16(0.0f) == float16(-0.0f));
  EXPECT_TRUE(float16(0.0f) <= float16(-0.0f));
  EXPECT_TRUE(float16(0.0f) >= float16(-0.0f));
  EXPECT_FALSE(float16(0.0f) < float16(-0.0f));
  EXPECT_FALSE(float16(-0.0f) < float16(0.0f));
  EXPECT_FALSE(float16(0.0f) > float16(-0.0f));
  EXPECT_FALSE(float16(-0.0f) > float16(0.0f));
}

TEST(float16, floating) {
  // compile time assert.
  FDASSERT(std::is_floating_point<float16>::value,
           "The float16 support in CPU failed.")
}

TEST(float16, print) {
  float16 a = float16(1.0f);
  std::cout << a << std::endl;
}

// CPU test
TEST(float16, isinf) {
  float16 a;
  a.x = 0x7c00;
  float16 b = float16(INFINITY);
  float16 c = static_cast<float16>(INFINITY);
  EXPECT_EQ(std::isinf(a), true);
  EXPECT_EQ(std::isinf(b), true);
  EXPECT_EQ(std::isinf(c), true);
}

TEST(float16, isnan) {
  float16 a;
  a.x = 0x7fff;
  float16 b = float16(NAN);
  float16 c = static_cast<float16>(NAN);
  EXPECT_EQ(std::isnan(a), true);
  EXPECT_EQ(std::isnan(b), true);
  EXPECT_EQ(std::isnan(c), true);
}

TEST(float16, fd_tensor_cpu) {
  FDTensor tensor;

  std::vector<float16> input_data = {float16(1.0f), float16(0.5f),
                                     float16(0.33333f), float16(0.0f)};
  EXPECT_EQ(input_data[0].x, 0x3c00);
  EXPECT_EQ(input_data[1].x, 0x3800);
  EXPECT_EQ(input_data[2].x, 0x3555);
  EXPECT_EQ(input_data[3].x, 0x0000);

  tensor.Resize({4, 1}, FDDataType::FP16);
  std::memcpy(tensor.Data(), input_data.data(),
              input_data.size() * sizeof(float16));
  float16* data_ptr = reinterpret_cast<float16*>(tensor.Data());

  EXPECT_NE(data_ptr, nullptr);
  EXPECT_EQ(input_data.size(), static_cast<size_t>(tensor.Numel()));
  for (size_t i = 0; i < input_data.size(); ++i) {
    EXPECT_EQ(data_ptr[i].x, input_data[i].x);
  }
}

}  // namespace fastdeploy