xref: /aosp_15_r20/external/libvpx/test/dct16x16_test.cc (revision fb1b10ab9aebc7c7068eedab379b749d7e3900be)

/*
 *  Copyright (c) 2012 The WebM project authors. All Rights Reserved.
 *
 *  Use of this source code is governed by a BSD-style license
 *  that can be found in the LICENSE file in the root of the source
 *  tree. An additional intellectual property rights grant can be found
 *  in the file PATENTS.  All contributing project authors may
 *  be found in the AUTHORS file in the root of the source tree.
 */

#include <math.h>
#include <stdlib.h>
#include <string.h>
#include <tuple>

#include "gtest/gtest.h"

#include "./vp9_rtcd.h"
#include "./vpx_dsp_rtcd.h"
#include "test/acm_random.h"
#include "test/clear_system_state.h"
#include "test/register_state_check.h"
#include "test/util.h"
#include "vp9/common/vp9_entropy.h"
#include "vp9/common/vp9_scan.h"
#include "vpx/vpx_codec.h"
#include "vpx/vpx_integer.h"
#include "vpx_config.h"
#include "vpx_ports/mem.h"
#include "vpx_ports/vpx_timer.h"

using libvpx_test::ACMRandom;

namespace {

const int kNumCoeffs = 256;
const double C1 = 0.995184726672197;
const double C2 = 0.98078528040323;
const double C3 = 0.956940335732209;
const double C4 = 0.923879532511287;
const double C5 = 0.881921264348355;
const double C6 = 0.831469612302545;
const double C7 = 0.773010453362737;
const double C8 = 0.707106781186548;
const double C9 = 0.634393284163646;
const double C10 = 0.555570233019602;
const double C11 = 0.471396736825998;
const double C12 = 0.38268343236509;
const double C13 = 0.290284677254462;
const double C14 = 0.195090322016128;
const double C15 = 0.098017140329561;

void butterfly_16x16_dct_1d(double input[16], double output[16]) {
  double step[16];
  double intermediate[16];
  double temp1, temp2;

  // step 1
  step[0] = input[0] + input[15];
  step[1] = input[1] + input[14];
  step[2] = input[2] + input[13];
  step[3] = input[3] + input[12];
  step[4] = input[4] + input[11];
  step[5] = input[5] + input[10];
  step[6] = input[6] + input[9];
  step[7] = input[7] + input[8];
  step[8] = input[7] - input[8];
  step[9] = input[6] - input[9];
  step[10] = input[5] - input[10];
  step[11] = input[4] - input[11];
  step[12] = input[3] - input[12];
  step[13] = input[2] - input[13];
  step[14] = input[1] - input[14];
  step[15] = input[0] - input[15];

  // step 2
  output[0] = step[0] + step[7];
  output[1] = step[1] + step[6];
  output[2] = step[2] + step[5];
  output[3] = step[3] + step[4];
  output[4] = step[3] - step[4];
  output[5] = step[2] - step[5];
  output[6] = step[1] - step[6];
  output[7] = step[0] - step[7];

  temp1 = step[8] * C7;
  temp2 = step[15] * C9;
  output[8] = temp1 + temp2;

  temp1 = step[9] * C11;
  temp2 = step[14] * C5;
  output[9] = temp1 - temp2;

  temp1 = step[10] * C3;
  temp2 = step[13] * C13;
  output[10] = temp1 + temp2;

  temp1 = step[11] * C15;
  temp2 = step[12] * C1;
  output[11] = temp1 - temp2;

  temp1 = step[11] * C1;
  temp2 = step[12] * C15;
  output[12] = temp2 + temp1;

  temp1 = step[10] * C13;
  temp2 = step[13] * C3;
  output[13] = temp2 - temp1;

  temp1 = step[9] * C5;
  temp2 = step[14] * C11;
  output[14] = temp2 + temp1;

  temp1 = step[8] * C9;
  temp2 = step[15] * C7;
  output[15] = temp2 - temp1;

  // step 3
  step[0] = output[0] + output[3];
  step[1] = output[1] + output[2];
  step[2] = output[1] - output[2];
  step[3] = output[0] - output[3];

  temp1 = output[4] * C14;
  temp2 = output[7] * C2;
  step[4] = temp1 + temp2;

  temp1 = output[5] * C10;
  temp2 = output[6] * C6;
  step[5] = temp1 + temp2;

  temp1 = output[5] * C6;
  temp2 = output[6] * C10;
  step[6] = temp2 - temp1;

  temp1 = output[4] * C2;
  temp2 = output[7] * C14;
  step[7] = temp2 - temp1;

  step[8] = output[8] + output[11];
  step[9] = output[9] + output[10];
  step[10] = output[9] - output[10];
  step[11] = output[8] - output[11];

  step[12] = output[12] + output[15];
  step[13] = output[13] + output[14];
  step[14] = output[13] - output[14];
  step[15] = output[12] - output[15];

  // step 4
  output[0] = (step[0] + step[1]);
  output[8] = (step[0] - step[1]);

  temp1 = step[2] * C12;
  temp2 = step[3] * C4;
  temp1 = temp1 + temp2;
  output[4] = 2 * (temp1 * C8);

  temp1 = step[2] * C4;
  temp2 = step[3] * C12;
  temp1 = temp2 - temp1;
  output[12] = 2 * (temp1 * C8);

  output[2] = 2 * ((step[4] + step[5]) * C8);
  output[14] = 2 * ((step[7] - step[6]) * C8);

  temp1 = step[4] - step[5];
  temp2 = step[6] + step[7];
  output[6] = (temp1 + temp2);
  output[10] = (temp1 - temp2);

  intermediate[8] = step[8] + step[14];
  intermediate[9] = step[9] + step[15];

  temp1 = intermediate[8] * C12;
  temp2 = intermediate[9] * C4;
  temp1 = temp1 - temp2;
  output[3] = 2 * (temp1 * C8);

  temp1 = intermediate[8] * C4;
  temp2 = intermediate[9] * C12;
  temp1 = temp2 + temp1;
  output[13] = 2 * (temp1 * C8);

  output[9] = 2 * ((step[10] + step[11]) * C8);

  intermediate[11] = step[10] - step[11];
  intermediate[12] = step[12] + step[13];
  intermediate[13] = step[12] - step[13];
  intermediate[14] = step[8] - step[14];
  intermediate[15] = step[9] - step[15];

  output[15] = (intermediate[11] + intermediate[12]);
  output[1] = -(intermediate[11] - intermediate[12]);

  output[7] = 2 * (intermediate[13] * C8);

  temp1 = intermediate[14] * C12;
  temp2 = intermediate[15] * C4;
  temp1 = temp1 - temp2;
  output[11] = -2 * (temp1 * C8);

  temp1 = intermediate[14] * C4;
  temp2 = intermediate[15] * C12;
  temp1 = temp2 + temp1;
  output[5] = 2 * (temp1 * C8);
}

void reference_16x16_dct_2d(int16_t input[256], double output[256]) {
  // First transform columns
  for (int i = 0; i < 16; ++i) {
    double temp_in[16], temp_out[16];
    for (int j = 0; j < 16; ++j) temp_in[j] = input[j * 16 + i];
    butterfly_16x16_dct_1d(temp_in, temp_out);
    for (int j = 0; j < 16; ++j) output[j * 16 + i] = temp_out[j];
  }
  // Then transform rows
  for (int i = 0; i < 16; ++i) {
    double temp_in[16], temp_out[16];
    for (int j = 0; j < 16; ++j) temp_in[j] = output[j + i * 16];
    butterfly_16x16_dct_1d(temp_in, temp_out);
    // Scale by some magic number
    for (int j = 0; j < 16; ++j) output[j + i * 16] = temp_out[j] / 2;
  }
}

typedef void (*FdctFunc)(const int16_t *in, tran_low_t *out, int stride);
typedef void (*IdctFunc)(const tran_low_t *in, uint8_t *out, int stride);
typedef void (*FhtFunc)(const int16_t *in, tran_low_t *out, int stride,
                        int tx_type);
typedef void (*IhtFunc)(const tran_low_t *in, uint8_t *out, int stride,
                        int tx_type);

typedef std::tuple<FdctFunc, IdctFunc, int, vpx_bit_depth_t> Dct16x16Param;
typedef std::tuple<FhtFunc, IhtFunc, int, vpx_bit_depth_t> Ht16x16Param;
typedef std::tuple<IdctFunc, IdctFunc, int, vpx_bit_depth_t> Idct16x16Param;

void fdct16x16_ref(const int16_t *in, tran_low_t *out, int stride,
                   int /*tx_type*/) {
  vpx_fdct16x16_c(in, out, stride);
}

void idct16x16_ref(const tran_low_t *in, uint8_t *dest, int stride,
                   int /*tx_type*/) {
  vpx_idct16x16_256_add_c(in, dest, stride);
}

void fht16x16_ref(const int16_t *in, tran_low_t *out, int stride, int tx_type) {
  vp9_fht16x16_c(in, out, stride, tx_type);
}

void iht16x16_ref(const tran_low_t *in, uint8_t *dest, int stride,
                  int tx_type) {
  vp9_iht16x16_256_add_c(in, dest, stride, tx_type);
}

#if CONFIG_VP9_HIGHBITDEPTH
void idct16x16_10(const tran_low_t *in, uint8_t *out, int stride) {
  vpx_highbd_idct16x16_256_add_c(in, CAST_TO_SHORTPTR(out), stride, 10);
}

void idct16x16_12(const tran_low_t *in, uint8_t *out, int stride) {
  vpx_highbd_idct16x16_256_add_c(in, CAST_TO_SHORTPTR(out), stride, 12);
}

void idct16x16_10_ref(const tran_low_t *in, uint8_t *out, int stride,
                      int /*tx_type*/) {
  idct16x16_10(in, out, stride);
}

void idct16x16_12_ref(const tran_low_t *in, uint8_t *out, int stride,
                      int /*tx_type*/) {
  idct16x16_12(in, out, stride);
}

void iht16x16_10(const tran_low_t *in, uint8_t *out, int stride, int tx_type) {
  vp9_highbd_iht16x16_256_add_c(in, CAST_TO_SHORTPTR(out), stride, tx_type, 10);
}

void iht16x16_12(const tran_low_t *in, uint8_t *out, int stride, int tx_type) {
  vp9_highbd_iht16x16_256_add_c(in, CAST_TO_SHORTPTR(out), stride, tx_type, 12);
}

#if HAVE_SSE2
void idct16x16_10_add_10_c(const tran_low_t *in, uint8_t *out, int stride) {
  vpx_highbd_idct16x16_10_add_c(in, CAST_TO_SHORTPTR(out), stride, 10);
}

void idct16x16_10_add_12_c(const tran_low_t *in, uint8_t *out, int stride) {
  vpx_highbd_idct16x16_10_add_c(in, CAST_TO_SHORTPTR(out), stride, 12);
}

void idct16x16_256_add_10_sse2(const tran_low_t *in, uint8_t *out, int stride) {
  vpx_highbd_idct16x16_256_add_sse2(in, CAST_TO_SHORTPTR(out), stride, 10);
}

void idct16x16_256_add_12_sse2(const tran_low_t *in, uint8_t *out, int stride) {
  vpx_highbd_idct16x16_256_add_sse2(in, CAST_TO_SHORTPTR(out), stride, 12);
}

void idct16x16_10_add_10_sse2(const tran_low_t *in, uint8_t *out, int stride) {
  vpx_highbd_idct16x16_10_add_sse2(in, CAST_TO_SHORTPTR(out), stride, 10);
}

void idct16x16_10_add_12_sse2(const tran_low_t *in, uint8_t *out, int stride) {
  vpx_highbd_idct16x16_10_add_sse2(in, CAST_TO_SHORTPTR(out), stride, 12);
}
#endif  // HAVE_SSE2
#endif  // CONFIG_VP9_HIGHBITDEPTH

class Trans16x16TestBase {
 public:
  virtual ~Trans16x16TestBase() = default;

 protected:
  virtual void RunFwdTxfm(int16_t *in, tran_low_t *out, int stride) = 0;

  virtual void RunInvTxfm(tran_low_t *out, uint8_t *dst, int stride) = 0;

  void RunAccuracyCheck() {
    ACMRandom rnd(ACMRandom::DeterministicSeed());
    uint32_t max_error = 0;
    int64_t total_error = 0;
    const int count_test_block = 10000;
    for (int i = 0; i < count_test_block; ++i) {
      DECLARE_ALIGNED(16, int16_t, test_input_block[kNumCoeffs]);
      DECLARE_ALIGNED(16, tran_low_t, test_temp_block[kNumCoeffs]);
      DECLARE_ALIGNED(16, uint8_t, dst[kNumCoeffs]);
      DECLARE_ALIGNED(16, uint8_t, src[kNumCoeffs]);
#if CONFIG_VP9_HIGHBITDEPTH
      DECLARE_ALIGNED(16, uint16_t, dst16[kNumCoeffs]);
      DECLARE_ALIGNED(16, uint16_t, src16[kNumCoeffs]);
#endif

      // Initialize a test block with input range [-mask_, mask_].
      for (int j = 0; j < kNumCoeffs; ++j) {
        if (bit_depth_ == VPX_BITS_8) {
          src[j] = rnd.Rand8();
          dst[j] = rnd.Rand8();
          test_input_block[j] = src[j] - dst[j];
#if CONFIG_VP9_HIGHBITDEPTH
        } else {
          src16[j] = rnd.Rand16() & mask_;
          dst16[j] = rnd.Rand16() & mask_;
          test_input_block[j] = src16[j] - dst16[j];
#endif
        }
      }

      ASM_REGISTER_STATE_CHECK(
          RunFwdTxfm(test_input_block, test_temp_block, pitch_));
      if (bit_depth_ == VPX_BITS_8) {
        ASM_REGISTER_STATE_CHECK(RunInvTxfm(test_temp_block, dst, pitch_));
#if CONFIG_VP9_HIGHBITDEPTH
      } else {
        ASM_REGISTER_STATE_CHECK(
            RunInvTxfm(test_temp_block, CAST_TO_BYTEPTR(dst16), pitch_));
#endif
      }

      for (int j = 0; j < kNumCoeffs; ++j) {
#if CONFIG_VP9_HIGHBITDEPTH
        const int32_t diff =
            bit_depth_ == VPX_BITS_8 ? dst[j] - src[j] : dst16[j] - src16[j];
#else
        const int32_t diff = dst[j] - src[j];
#endif
        const uint32_t error = diff * diff;
        if (max_error < error) max_error = error;
        total_error += error;
      }
    }

    EXPECT_GE(1u << 2 * (bit_depth_ - 8), max_error)
        << "Error: 16x16 FHT/IHT has an individual round trip error > 1";

    EXPECT_GE(count_test_block << 2 * (bit_depth_ - 8), total_error)
        << "Error: 16x16 FHT/IHT has average round trip error > 1 per block";
  }

  void RunCoeffCheck() {
    ACMRandom rnd(ACMRandom::DeterministicSeed());
    const int count_test_block = 1000;
    DECLARE_ALIGNED(16, int16_t, input_block[kNumCoeffs]);
    DECLARE_ALIGNED(16, tran_low_t, output_ref_block[kNumCoeffs]);
    DECLARE_ALIGNED(16, tran_low_t, output_block[kNumCoeffs]);

    for (int i = 0; i < count_test_block; ++i) {
      // Initialize a test block with input range [-mask_, mask_].
      for (int j = 0; j < kNumCoeffs; ++j) {
        input_block[j] = (rnd.Rand16() & mask_) - (rnd.Rand16() & mask_);
      }

      fwd_txfm_ref(input_block, output_ref_block, pitch_, tx_type_);
      ASM_REGISTER_STATE_CHECK(RunFwdTxfm(input_block, output_block, pitch_));

      // The minimum quant value is 4.
      for (int j = 0; j < kNumCoeffs; ++j)
        EXPECT_EQ(output_block[j], output_ref_block[j]);
    }
  }

  void RunMemCheck() {
    ACMRandom rnd(ACMRandom::DeterministicSeed());
    const int count_test_block = 1000;
    DECLARE_ALIGNED(16, int16_t, input_extreme_block[kNumCoeffs]);
    DECLARE_ALIGNED(16, tran_low_t, output_ref_block[kNumCoeffs]);
    DECLARE_ALIGNED(16, tran_low_t, output_block[kNumCoeffs]);

    for (int i = 0; i < count_test_block; ++i) {
      // Initialize a test block with input range [-mask_, mask_].
      for (int j = 0; j < kNumCoeffs; ++j) {
        input_extreme_block[j] = rnd.Rand8() % 2 ? mask_ : -mask_;
      }
      if (i == 0) {
        for (int j = 0; j < kNumCoeffs; ++j) input_extreme_block[j] = mask_;
      } else if (i == 1) {
        for (int j = 0; j < kNumCoeffs; ++j) input_extreme_block[j] = -mask_;
      }

      fwd_txfm_ref(input_extreme_block, output_ref_block, pitch_, tx_type_);
      ASM_REGISTER_STATE_CHECK(
          RunFwdTxfm(input_extreme_block, output_block, pitch_));

      // The minimum quant value is 4.
      for (int j = 0; j < kNumCoeffs; ++j) {
        EXPECT_EQ(output_block[j], output_ref_block[j]);
        EXPECT_GE(4 * DCT_MAX_VALUE << (bit_depth_ - 8), abs(output_block[j]))
            << "Error: 16x16 FDCT has coefficient larger than 4*DCT_MAX_VALUE";
      }
    }
  }

  void RunQuantCheck(int dc_thred, int ac_thred) {
    ACMRandom rnd(ACMRandom::DeterministicSeed());
    const int count_test_block = 100000;
    DECLARE_ALIGNED(16, int16_t, input_extreme_block[kNumCoeffs]);
    DECLARE_ALIGNED(16, tran_low_t, output_ref_block[kNumCoeffs]);

    DECLARE_ALIGNED(16, uint8_t, dst[kNumCoeffs]);
    DECLARE_ALIGNED(16, uint8_t, ref[kNumCoeffs]);
#if CONFIG_VP9_HIGHBITDEPTH
    DECLARE_ALIGNED(16, uint16_t, dst16[kNumCoeffs]);
    DECLARE_ALIGNED(16, uint16_t, ref16[kNumCoeffs]);
#endif

    for (int i = 0; i < count_test_block; ++i) {
      // Initialize a test block with input range [-mask_, mask_].
      for (int j = 0; j < kNumCoeffs; ++j) {
        input_extreme_block[j] = rnd.Rand8() % 2 ? mask_ : -mask_;
      }
      if (i == 0) {
        for (int j = 0; j < kNumCoeffs; ++j) input_extreme_block[j] = mask_;
      }
      if (i == 1) {
        for (int j = 0; j < kNumCoeffs; ++j) input_extreme_block[j] = -mask_;
      }

      fwd_txfm_ref(input_extreme_block, output_ref_block, pitch_, tx_type_);

      // clear reconstructed pixel buffers
      memset(dst, 0, kNumCoeffs * sizeof(uint8_t));
      memset(ref, 0, kNumCoeffs * sizeof(uint8_t));
#if CONFIG_VP9_HIGHBITDEPTH
      memset(dst16, 0, kNumCoeffs * sizeof(uint16_t));
      memset(ref16, 0, kNumCoeffs * sizeof(uint16_t));
#endif

      // quantization with maximum allowed step sizes
      output_ref_block[0] = (output_ref_block[0] / dc_thred) * dc_thred;
      for (int j = 1; j < kNumCoeffs; ++j) {
        output_ref_block[j] = (output_ref_block[j] / ac_thred) * ac_thred;
      }
      if (bit_depth_ == VPX_BITS_8) {
        inv_txfm_ref(output_ref_block, ref, pitch_, tx_type_);
        ASM_REGISTER_STATE_CHECK(RunInvTxfm(output_ref_block, dst, pitch_));
#if CONFIG_VP9_HIGHBITDEPTH
      } else {
        inv_txfm_ref(output_ref_block, CAST_TO_BYTEPTR(ref16), pitch_,
                     tx_type_);
        ASM_REGISTER_STATE_CHECK(
            RunInvTxfm(output_ref_block, CAST_TO_BYTEPTR(dst16), pitch_));
#endif
      }
      if (bit_depth_ == VPX_BITS_8) {
        for (int j = 0; j < kNumCoeffs; ++j) EXPECT_EQ(ref[j], dst[j]);
#if CONFIG_VP9_HIGHBITDEPTH
      } else {
        for (int j = 0; j < kNumCoeffs; ++j) EXPECT_EQ(ref16[j], dst16[j]);
#endif
      }
    }
  }

  void RunInvAccuracyCheck() {
    ACMRandom rnd(ACMRandom::DeterministicSeed());
    const int count_test_block = 1000;
    DECLARE_ALIGNED(16, int16_t, in[kNumCoeffs]);
    DECLARE_ALIGNED(16, tran_low_t, coeff[kNumCoeffs]);
    DECLARE_ALIGNED(16, uint8_t, dst[kNumCoeffs]);
    DECLARE_ALIGNED(16, uint8_t, src[kNumCoeffs]);
#if CONFIG_VP9_HIGHBITDEPTH
    DECLARE_ALIGNED(16, uint16_t, dst16[kNumCoeffs]);
    DECLARE_ALIGNED(16, uint16_t, src16[kNumCoeffs]);
#endif  // CONFIG_VP9_HIGHBITDEPTH

    for (int i = 0; i < count_test_block; ++i) {
      double out_r[kNumCoeffs];

      // Initialize a test block with input range [-255, 255].
      for (int j = 0; j < kNumCoeffs; ++j) {
        if (bit_depth_ == VPX_BITS_8) {
          src[j] = rnd.Rand8();
          dst[j] = rnd.Rand8();
          in[j] = src[j] - dst[j];
#if CONFIG_VP9_HIGHBITDEPTH
        } else {
          src16[j] = rnd.Rand16() & mask_;
          dst16[j] = rnd.Rand16() & mask_;
          in[j] = src16[j] - dst16[j];
#endif  // CONFIG_VP9_HIGHBITDEPTH
        }
      }

      reference_16x16_dct_2d(in, out_r);
      for (int j = 0; j < kNumCoeffs; ++j) {
        coeff[j] = static_cast<tran_low_t>(round(out_r[j]));
      }

      if (bit_depth_ == VPX_BITS_8) {
        ASM_REGISTER_STATE_CHECK(RunInvTxfm(coeff, dst, 16));
#if CONFIG_VP9_HIGHBITDEPTH
      } else {
        ASM_REGISTER_STATE_CHECK(RunInvTxfm(coeff, CAST_TO_BYTEPTR(dst16), 16));
#endif  // CONFIG_VP9_HIGHBITDEPTH
      }

      for (int j = 0; j < kNumCoeffs; ++j) {
#if CONFIG_VP9_HIGHBITDEPTH
        const uint32_t diff =
            bit_depth_ == VPX_BITS_8 ? dst[j] - src[j] : dst16[j] - src16[j];
#else
        const uint32_t diff = dst[j] - src[j];
#endif  // CONFIG_VP9_HIGHBITDEPTH
        const uint32_t error = diff * diff;
        EXPECT_GE(1u, error)
            << "Error: 16x16 IDCT has error " << error << " at index " << j;
      }
    }
  }

  void RunSpeedTest() {
    ACMRandom rnd(ACMRandom::DeterministicSeed());
    const int count_test_block = 10000;
    int c_sum_time = 0;
    int simd_sum_time = 0;

    DECLARE_ALIGNED(32, int16_t, input_block[kNumCoeffs]);
    DECLARE_ALIGNED(32, tran_low_t, output_ref_block[kNumCoeffs]);
    DECLARE_ALIGNED(32, tran_low_t, output_block[kNumCoeffs]);

    // Initialize a test block with input range [-mask_, mask_].
    for (int j = 0; j < kNumCoeffs; ++j) {
      input_block[j] = (rnd.Rand16() & mask_) - (rnd.Rand16() & mask_);
    }

    vpx_usec_timer timer_c;
    vpx_usec_timer_start(&timer_c);
    for (int i = 0; i < count_test_block; ++i) {
      vpx_fdct16x16_c(input_block, output_ref_block, pitch_);
    }
    vpx_usec_timer_mark(&timer_c);
    c_sum_time += static_cast<int>(vpx_usec_timer_elapsed(&timer_c));

    vpx_usec_timer timer_mod;
    vpx_usec_timer_start(&timer_mod);
    for (int i = 0; i < count_test_block; ++i) {
      RunFwdTxfm(input_block, output_block, pitch_);
    }

    vpx_usec_timer_mark(&timer_mod);
    simd_sum_time += static_cast<int>(vpx_usec_timer_elapsed(&timer_mod));

    printf(
        "c_time = %d \t simd_time = %d \t Gain = %4.2f \n", c_sum_time,
        simd_sum_time,
        (static_cast<float>(c_sum_time) / static_cast<float>(simd_sum_time)));
  }

  void CompareInvReference(IdctFunc ref_txfm, int thresh) {
    ACMRandom rnd(ACMRandom::DeterministicSeed());
    const int count_test_block = 10000;
    const int eob = 10;
    const int16_t *scan = vp9_default_scan_orders[TX_16X16].scan;
    DECLARE_ALIGNED(32, tran_low_t, coeff[kNumCoeffs]);
    DECLARE_ALIGNED(16, uint8_t, dst[kNumCoeffs]);
    DECLARE_ALIGNED(16, uint8_t, ref[kNumCoeffs]);
#if CONFIG_VP9_HIGHBITDEPTH
    DECLARE_ALIGNED(16, uint16_t, dst16[kNumCoeffs]);
    DECLARE_ALIGNED(16, uint16_t, ref16[kNumCoeffs]);
#endif  // CONFIG_VP9_HIGHBITDEPTH

    for (int i = 0; i < count_test_block; ++i) {
      for (int j = 0; j < kNumCoeffs; ++j) {
        if (j < eob) {
          // Random values less than the threshold, either positive or negative
          coeff[scan[j]] = rnd(thresh) * (1 - 2 * (i % 2));
        } else {
          coeff[scan[j]] = 0;
        }
        if (bit_depth_ == VPX_BITS_8) {
          dst[j] = 0;
          ref[j] = 0;
#if CONFIG_VP9_HIGHBITDEPTH
        } else {
          dst16[j] = 0;
          ref16[j] = 0;
#endif  // CONFIG_VP9_HIGHBITDEPTH
        }
      }
      if (bit_depth_ == VPX_BITS_8) {
        ref_txfm(coeff, ref, pitch_);
        ASM_REGISTER_STATE_CHECK(RunInvTxfm(coeff, dst, pitch_));
      } else {
#if CONFIG_VP9_HIGHBITDEPTH
        ref_txfm(coeff, CAST_TO_BYTEPTR(ref16), pitch_);
        ASM_REGISTER_STATE_CHECK(
            RunInvTxfm(coeff, CAST_TO_BYTEPTR(dst16), pitch_));
#endif  // CONFIG_VP9_HIGHBITDEPTH
      }

      for (int j = 0; j < kNumCoeffs; ++j) {
#if CONFIG_VP9_HIGHBITDEPTH
        const uint32_t diff =
            bit_depth_ == VPX_BITS_8 ? dst[j] - ref[j] : dst16[j] - ref16[j];
#else
        const uint32_t diff = dst[j] - ref[j];
#endif  // CONFIG_VP9_HIGHBITDEPTH
        const uint32_t error = diff * diff;
        EXPECT_EQ(0u, error) << "Error: 16x16 IDCT Comparison has error "
                             << error << " at index " << j;
      }
    }
  }

  void RunInvTrans16x16SpeedTest(IdctFunc ref_txfm, int thresh) {
    ACMRandom rnd(ACMRandom::DeterministicSeed());
    const int count_test_block = 10000;
    const int eob = 10;
    const int16_t *scan = vp9_default_scan_orders[TX_16X16].scan;
    int64_t c_sum_time = 0;
    int64_t simd_sum_time = 0;
    DECLARE_ALIGNED(32, tran_low_t, coeff[kNumCoeffs]);
    DECLARE_ALIGNED(16, uint8_t, dst[kNumCoeffs]);
    DECLARE_ALIGNED(16, uint8_t, ref[kNumCoeffs]);
#if CONFIG_VP9_HIGHBITDEPTH
    DECLARE_ALIGNED(16, uint16_t, dst16[kNumCoeffs]);
    DECLARE_ALIGNED(16, uint16_t, ref16[kNumCoeffs]);
#endif  // CONFIG_VP9_HIGHBITDEPTH

    for (int j = 0; j < kNumCoeffs; ++j) {
      if (j < eob) {
        // Random values less than the threshold, either positive or negative
        coeff[scan[j]] = rnd(thresh);
      } else {
        coeff[scan[j]] = 0;
      }
      if (bit_depth_ == VPX_BITS_8) {
        dst[j] = 0;
        ref[j] = 0;
#if CONFIG_VP9_HIGHBITDEPTH
      } else {
        dst16[j] = 0;
        ref16[j] = 0;
#endif  // CONFIG_VP9_HIGHBITDEPTH
      }
    }

    if (bit_depth_ == VPX_BITS_8) {
      vpx_usec_timer timer_c;
      vpx_usec_timer_start(&timer_c);
      for (int i = 0; i < count_test_block; ++i) {
        ref_txfm(coeff, ref, pitch_);
      }
      vpx_usec_timer_mark(&timer_c);
      c_sum_time += vpx_usec_timer_elapsed(&timer_c);

      vpx_usec_timer timer_mod;
      vpx_usec_timer_start(&timer_mod);
      for (int i = 0; i < count_test_block; ++i) {
        RunInvTxfm(coeff, dst, pitch_);
      }
      vpx_usec_timer_mark(&timer_mod);
      simd_sum_time += vpx_usec_timer_elapsed(&timer_mod);
    } else {
#if CONFIG_VP9_HIGHBITDEPTH
      vpx_usec_timer timer_c;
      vpx_usec_timer_start(&timer_c);
      for (int i = 0; i < count_test_block; ++i) {
        ref_txfm(coeff, CAST_TO_BYTEPTR(ref16), pitch_);
      }
      vpx_usec_timer_mark(&timer_c);
      c_sum_time += vpx_usec_timer_elapsed(&timer_c);

      vpx_usec_timer timer_mod;
      vpx_usec_timer_start(&timer_mod);
      for (int i = 0; i < count_test_block; ++i) {
        RunInvTxfm(coeff, CAST_TO_BYTEPTR(dst16), pitch_);
      }
      vpx_usec_timer_mark(&timer_mod);
      simd_sum_time += vpx_usec_timer_elapsed(&timer_mod);
#endif  // CONFIG_VP9_HIGHBITDEPTH
    }
    printf(
        "c_time = %" PRId64 " \t simd_time = %" PRId64 " \t Gain = %4.2f \n",
        c_sum_time, simd_sum_time,
        (static_cast<float>(c_sum_time) / static_cast<float>(simd_sum_time)));
  }

  int pitch_;
  int tx_type_;
  vpx_bit_depth_t bit_depth_;
  int mask_;
  FhtFunc fwd_txfm_ref;
  IhtFunc inv_txfm_ref;
};

class Trans16x16DCT : public Trans16x16TestBase,
                      public ::testing::TestWithParam<Dct16x16Param> {
 public:
  ~Trans16x16DCT() override = default;

  void SetUp() override {
    fwd_txfm_ = GET_PARAM(0);
    inv_txfm_ = GET_PARAM(1);
    tx_type_ = GET_PARAM(2);
    bit_depth_ = GET_PARAM(3);
    pitch_ = 16;
    fwd_txfm_ref = fdct16x16_ref;
    inv_txfm_ref = idct16x16_ref;
    mask_ = (1 << bit_depth_) - 1;
#if CONFIG_VP9_HIGHBITDEPTH
    switch (bit_depth_) {
      case VPX_BITS_10: inv_txfm_ref = idct16x16_10_ref; break;
      case VPX_BITS_12: inv_txfm_ref = idct16x16_12_ref; break;
      default: inv_txfm_ref = idct16x16_ref; break;
    }
#else
    inv_txfm_ref = idct16x16_ref;
#endif
  }
  void TearDown() override { libvpx_test::ClearSystemState(); }

 protected:
  void RunFwdTxfm(int16_t *in, tran_low_t *out, int stride) override {
    fwd_txfm_(in, out, stride);
  }
  void RunInvTxfm(tran_low_t *out, uint8_t *dst, int stride) override {
    inv_txfm_(out, dst, stride);
  }

  FdctFunc fwd_txfm_;
  IdctFunc inv_txfm_;
};

TEST_P(Trans16x16DCT, AccuracyCheck) { RunAccuracyCheck(); }

TEST_P(Trans16x16DCT, CoeffCheck) { RunCoeffCheck(); }

TEST_P(Trans16x16DCT, MemCheck) { RunMemCheck(); }

TEST_P(Trans16x16DCT, QuantCheck) {
  // Use maximally allowed quantization step sizes for DC and AC
  // coefficients respectively.
  RunQuantCheck(1336, 1828);
}

TEST_P(Trans16x16DCT, InvAccuracyCheck) { RunInvAccuracyCheck(); }

TEST_P(Trans16x16DCT, DISABLED_Speed) { RunSpeedTest(); }

class Trans16x16HT : public Trans16x16TestBase,
                     public ::testing::TestWithParam<Ht16x16Param> {
 public:
  ~Trans16x16HT() override = default;

  void SetUp() override {
    fwd_txfm_ = GET_PARAM(0);
    inv_txfm_ = GET_PARAM(1);
    tx_type_ = GET_PARAM(2);
    bit_depth_ = GET_PARAM(3);
    pitch_ = 16;
    fwd_txfm_ref = fht16x16_ref;
    inv_txfm_ref = iht16x16_ref;
    mask_ = (1 << bit_depth_) - 1;
#if CONFIG_VP9_HIGHBITDEPTH
    switch (bit_depth_) {
      case VPX_BITS_10: inv_txfm_ref = iht16x16_10; break;
      case VPX_BITS_12: inv_txfm_ref = iht16x16_12; break;
      default: inv_txfm_ref = iht16x16_ref; break;
    }
#else
    inv_txfm_ref = iht16x16_ref;
#endif
  }
  void TearDown() override { libvpx_test::ClearSystemState(); }

 protected:
  void RunFwdTxfm(int16_t *in, tran_low_t *out, int stride) override {
    fwd_txfm_(in, out, stride, tx_type_);
  }
  void RunInvTxfm(tran_low_t *out, uint8_t *dst, int stride) override {
    inv_txfm_(out, dst, stride, tx_type_);
  }

  FhtFunc fwd_txfm_;
  IhtFunc inv_txfm_;
};

TEST_P(Trans16x16HT, AccuracyCheck) { RunAccuracyCheck(); }

TEST_P(Trans16x16HT, CoeffCheck) { RunCoeffCheck(); }

TEST_P(Trans16x16HT, MemCheck) { RunMemCheck(); }

TEST_P(Trans16x16HT, QuantCheck) {
  // The encoder skips any non-DC intra prediction modes,
  // when the quantization step size goes beyond 988.
  RunQuantCheck(429, 729);
}

class InvTrans16x16DCT : public Trans16x16TestBase,
                         public ::testing::TestWithParam<Idct16x16Param> {
 public:
  ~InvTrans16x16DCT() override = default;

  void SetUp() override {
    ref_txfm_ = GET_PARAM(0);
    inv_txfm_ = GET_PARAM(1);
    thresh_ = GET_PARAM(2);
    bit_depth_ = GET_PARAM(3);
    pitch_ = 16;
    mask_ = (1 << bit_depth_) - 1;
  }
  void TearDown() override { libvpx_test::ClearSystemState(); }

 protected:
  void RunFwdTxfm(int16_t * /*in*/, tran_low_t * /*out*/,
                  int /*stride*/) override {}
  void RunInvTxfm(tran_low_t *out, uint8_t *dst, int stride) override {
    inv_txfm_(out, dst, stride);
  }

  IdctFunc ref_txfm_;
  IdctFunc inv_txfm_;
  int thresh_;
};
GTEST_ALLOW_UNINSTANTIATED_PARAMETERIZED_TEST(InvTrans16x16DCT);

TEST_P(InvTrans16x16DCT, CompareReference) {
  CompareInvReference(ref_txfm_, thresh_);
}

TEST_P(InvTrans16x16DCT, DISABLED_Speed) {
  RunInvTrans16x16SpeedTest(ref_txfm_, thresh_);
}

using std::make_tuple;

#if CONFIG_VP9_HIGHBITDEPTH
INSTANTIATE_TEST_SUITE_P(
    C, Trans16x16DCT,
    ::testing::Values(
        make_tuple(&vpx_highbd_fdct16x16_c, &idct16x16_10, 0, VPX_BITS_10),
        make_tuple(&vpx_highbd_fdct16x16_c, &idct16x16_12, 0, VPX_BITS_12),
        make_tuple(&vpx_fdct16x16_c, &vpx_idct16x16_256_add_c, 0, VPX_BITS_8)));
#else
INSTANTIATE_TEST_SUITE_P(C, Trans16x16DCT,
                         ::testing::Values(make_tuple(&vpx_fdct16x16_c,
                                                      &vpx_idct16x16_256_add_c,
                                                      0, VPX_BITS_8)));
#endif  // CONFIG_VP9_HIGHBITDEPTH

#if CONFIG_VP9_HIGHBITDEPTH
INSTANTIATE_TEST_SUITE_P(
    C, Trans16x16HT,
    ::testing::Values(
        make_tuple(&vp9_highbd_fht16x16_c, &iht16x16_10, 0, VPX_BITS_10),
        make_tuple(&vp9_highbd_fht16x16_c, &iht16x16_10, 1, VPX_BITS_10),
        make_tuple(&vp9_highbd_fht16x16_c, &iht16x16_10, 2, VPX_BITS_10),
        make_tuple(&vp9_highbd_fht16x16_c, &iht16x16_10, 3, VPX_BITS_10),
        make_tuple(&vp9_highbd_fht16x16_c, &iht16x16_12, 0, VPX_BITS_12),
        make_tuple(&vp9_highbd_fht16x16_c, &iht16x16_12, 1, VPX_BITS_12),
        make_tuple(&vp9_highbd_fht16x16_c, &iht16x16_12, 2, VPX_BITS_12),
        make_tuple(&vp9_highbd_fht16x16_c, &iht16x16_12, 3, VPX_BITS_12),
        make_tuple(&vp9_fht16x16_c, &vp9_iht16x16_256_add_c, 0, VPX_BITS_8),
        make_tuple(&vp9_fht16x16_c, &vp9_iht16x16_256_add_c, 1, VPX_BITS_8),
        make_tuple(&vp9_fht16x16_c, &vp9_iht16x16_256_add_c, 2, VPX_BITS_8),
        make_tuple(&vp9_fht16x16_c, &vp9_iht16x16_256_add_c, 3, VPX_BITS_8)));
#else
INSTANTIATE_TEST_SUITE_P(
    C, Trans16x16HT,
    ::testing::Values(
        make_tuple(&vp9_fht16x16_c, &vp9_iht16x16_256_add_c, 0, VPX_BITS_8),
        make_tuple(&vp9_fht16x16_c, &vp9_iht16x16_256_add_c, 1, VPX_BITS_8),
        make_tuple(&vp9_fht16x16_c, &vp9_iht16x16_256_add_c, 2, VPX_BITS_8),
        make_tuple(&vp9_fht16x16_c, &vp9_iht16x16_256_add_c, 3, VPX_BITS_8)));

INSTANTIATE_TEST_SUITE_P(C, InvTrans16x16DCT,
                         ::testing::Values(make_tuple(&vpx_idct16x16_256_add_c,
                                                      &vpx_idct16x16_256_add_c,
                                                      6225, VPX_BITS_8)));

#endif  // CONFIG_VP9_HIGHBITDEPTH

#if HAVE_NEON && !CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE
INSTANTIATE_TEST_SUITE_P(
    NEON, Trans16x16DCT,
    ::testing::Values(make_tuple(&vpx_fdct16x16_neon,
                                 &vpx_idct16x16_256_add_neon, 0, VPX_BITS_8)));
#endif  // HAVE_NEON && !CONFIG_EMULATE_HARDWARE

#if HAVE_NEON && CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE
INSTANTIATE_TEST_SUITE_P(
    NEON, Trans16x16DCT,
    ::testing::Values(
        make_tuple(&vpx_highbd_fdct16x16_neon, &idct16x16_10, 0, VPX_BITS_10),
        make_tuple(&vpx_highbd_fdct16x16_neon, &idct16x16_12, 0, VPX_BITS_12),
        make_tuple(&vpx_fdct16x16_neon, &vpx_idct16x16_256_add_c, 0,
                   VPX_BITS_8)));
#endif  // HAVE_NEON && CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE

#if HAVE_SSE2 && !CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE
INSTANTIATE_TEST_SUITE_P(
    SSE2, Trans16x16DCT,
    ::testing::Values(make_tuple(&vpx_fdct16x16_sse2,
                                 &vpx_idct16x16_256_add_sse2, 0, VPX_BITS_8)));
INSTANTIATE_TEST_SUITE_P(
    SSE2, Trans16x16HT,
    ::testing::Values(make_tuple(&vp9_fht16x16_sse2, &vp9_iht16x16_256_add_sse2,
                                 0, VPX_BITS_8),
                      make_tuple(&vp9_fht16x16_sse2, &vp9_iht16x16_256_add_sse2,
                                 1, VPX_BITS_8),
                      make_tuple(&vp9_fht16x16_sse2, &vp9_iht16x16_256_add_sse2,
                                 2, VPX_BITS_8),
                      make_tuple(&vp9_fht16x16_sse2, &vp9_iht16x16_256_add_sse2,
                                 3, VPX_BITS_8)));

INSTANTIATE_TEST_SUITE_P(SSE2, InvTrans16x16DCT,
                         ::testing::Values(make_tuple(
                             &vpx_idct16x16_256_add_c,
                             &vpx_idct16x16_256_add_sse2, 6225, VPX_BITS_8)));
#endif  // HAVE_SSE2 && !CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE

#if HAVE_AVX2 && !CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE
INSTANTIATE_TEST_SUITE_P(
    AVX2, Trans16x16DCT,
    ::testing::Values(make_tuple(&vpx_fdct16x16_avx2,
                                 &vpx_idct16x16_256_add_sse2, 0, VPX_BITS_8)));

INSTANTIATE_TEST_SUITE_P(AVX2, InvTrans16x16DCT,
                         ::testing::Values(make_tuple(
                             &vpx_idct16x16_256_add_c,
                             &vpx_idct16x16_256_add_avx2, 6225, VPX_BITS_8)));
#endif  // HAVE_AVX2 && !CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE

#if HAVE_SSE2 && CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE
INSTANTIATE_TEST_SUITE_P(
    SSE2, Trans16x16DCT,
    ::testing::Values(
        make_tuple(&vpx_highbd_fdct16x16_sse2, &idct16x16_10, 0, VPX_BITS_10),
        make_tuple(&vpx_highbd_fdct16x16_c, &idct16x16_256_add_10_sse2, 0,
                   VPX_BITS_10),
        make_tuple(&vpx_highbd_fdct16x16_sse2, &idct16x16_12, 0, VPX_BITS_12),
        make_tuple(&vpx_highbd_fdct16x16_c, &idct16x16_256_add_12_sse2, 0,
                   VPX_BITS_12),
        make_tuple(&vpx_fdct16x16_sse2, &vpx_idct16x16_256_add_c, 0,
                   VPX_BITS_8)));
INSTANTIATE_TEST_SUITE_P(
    SSE2, Trans16x16HT,
    ::testing::Values(
        make_tuple(&vp9_fht16x16_sse2, &vp9_iht16x16_256_add_c, 0, VPX_BITS_8),
        make_tuple(&vp9_fht16x16_sse2, &vp9_iht16x16_256_add_c, 1, VPX_BITS_8),
        make_tuple(&vp9_fht16x16_sse2, &vp9_iht16x16_256_add_c, 2, VPX_BITS_8),
        make_tuple(&vp9_fht16x16_sse2, &vp9_iht16x16_256_add_c, 3,
                   VPX_BITS_8)));
// Optimizations take effect at a threshold of 3155, so we use a value close to
// that to test both branches.
INSTANTIATE_TEST_SUITE_P(
    SSE2, InvTrans16x16DCT,
    ::testing::Values(make_tuple(&idct16x16_10_add_10_c,
                                 &idct16x16_10_add_10_sse2, 3167, VPX_BITS_10),
                      make_tuple(&idct16x16_10, &idct16x16_256_add_10_sse2,
                                 3167, VPX_BITS_10),
                      make_tuple(&idct16x16_10_add_12_c,
                                 &idct16x16_10_add_12_sse2, 3167, VPX_BITS_12),
                      make_tuple(&idct16x16_12, &idct16x16_256_add_12_sse2,
                                 3167, VPX_BITS_12)));
#endif  // HAVE_SSE2 && CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE

#if HAVE_MSA && !CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE
INSTANTIATE_TEST_SUITE_P(
    MSA, Trans16x16DCT,
    ::testing::Values(make_tuple(&vpx_fdct16x16_msa, &vpx_idct16x16_256_add_msa,
                                 0, VPX_BITS_8)));
INSTANTIATE_TEST_SUITE_P(
    MSA, Trans16x16HT,
    ::testing::Values(
        make_tuple(&vp9_fht16x16_msa, &vp9_iht16x16_256_add_msa, 0, VPX_BITS_8),
        make_tuple(&vp9_fht16x16_msa, &vp9_iht16x16_256_add_msa, 1, VPX_BITS_8),
        make_tuple(&vp9_fht16x16_msa, &vp9_iht16x16_256_add_msa, 2, VPX_BITS_8),
        make_tuple(&vp9_fht16x16_msa, &vp9_iht16x16_256_add_msa, 3,
                   VPX_BITS_8)));
#endif  // HAVE_MSA && !CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE

#if HAVE_VSX && !CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE
INSTANTIATE_TEST_SUITE_P(
    VSX, Trans16x16DCT,
    ::testing::Values(make_tuple(&vpx_fdct16x16_c, &vpx_idct16x16_256_add_vsx,
                                 0, VPX_BITS_8)));
#endif  // HAVE_VSX && !CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE

#if HAVE_LSX && !CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE
INSTANTIATE_TEST_SUITE_P(LSX, Trans16x16DCT,
                         ::testing::Values(make_tuple(&vpx_fdct16x16_lsx,
                                                      &vpx_idct16x16_256_add_c,
                                                      0, VPX_BITS_8)));
#endif  // HAVE_LSX && !CONFIG_VP9_HIGHBITDEPTH && !CONFIG_EMULATE_HARDWARE
}  // namespace