Quelle  av1_external_partition_test.cc   Sprache: C

/*
 * Copyright (c) 2021, Alliance for Open Media. All rights reserved.
 *
 * This source code is subject to the terms of the BSD 2 Clause License and
 * the Alliance for Open Media Patent License 1.0. If the BSD 2 Clause License
 * was not distributed with this source code in the LICENSE file, you can
 * obtain it at www.aomedia.org/license/software. If the Alliance for Open
 * Media Patent License 1.0 was not distributed with this source code in the
 * PATENTS file, you can obtain it at www.aomedia.org/license/patent.
 */

#include <fstream>
#include <new>
#include <sstream>
#include <string>

#include "aom/aom_codec.h"
#include "aom/aom_external_partition.h"
#include "av1/common/blockd.h"
#include "av1/encoder/encodeframe_utils.h"
#include "gtest/gtest.h"
#include "test/codec_factory.h"
#include "test/encode_test_driver.h"
#include "test/y4m_video_source.h"
#include "test/util.h"

#if CONFIG_AV1_ENCODER
#if !CONFIG_REALTIME_ONLY
namespace {

constexpr int kFrameNum = 8;
constexpr int kVersion = 1;

typedef struct TestData {
  int version = kVersion;
} TestData;

typedef struct ToyModel {
  TestData *data;
  aom_ext_part_config_t config;
  aom_ext_part_funcs_t funcs;
  int mi_row;
  int mi_col;
  int frame_width;
  int frame_height;
  BLOCK_SIZE block_size;
} ToyModel;

// Note:
// if CONFIG_PARTITION_SEARCH_ORDER = 0, we test APIs designed for the baseline
// encoder's DFS partition search workflow.
// if CONFIG_PARTITION_SEARCH_ORDER = 1, we test APIs designed for the new
// ML model's partition search workflow.
#if CONFIG_PARTITION_SEARCH_ORDER
aom_ext_part_status_t ext_part_create_model(
    void *priv, const aom_ext_part_config_t *part_config,
    aom_ext_part_model_t *ext_part_model) {
  TestData *received_data = reinterpret_cast<TestData *>(priv);
  EXPECT_EQ(received_data->version, kVersion);
  ToyModel *toy_model = new (std::nothrow) ToyModel;
  if (toy_model == nullptr) {
    EXPECT_NE(toy_model, nullptr);
    return AOM_EXT_PART_ERROR;
  }
  toy_model->data = received_data;
  *ext_part_model = toy_model;
  EXPECT_EQ(part_config->superblock_size, BLOCK_64X64);
  return AOM_EXT_PART_OK;
}

aom_ext_part_status_t ext_part_send_features(
    aom_ext_part_model_t ext_part_model,
    const aom_partition_features_t *part_features) {
  ToyModel *toy_model = static_cast<ToyModel *>(ext_part_model);
  toy_model->mi_row = part_features->mi_row;
  toy_model->mi_col = part_features->mi_col;
  toy_model->frame_width = part_features->frame_width;
  toy_model->frame_height = part_features->frame_height;
  toy_model->block_size = static_cast<BLOCK_SIZE>(part_features->block_size);
  return AOM_EXT_PART_OK;
}

// The model provide the whole decision tree to the encoder.
aom_ext_part_status_t ext_part_get_partition_decision_whole_tree(
    aom_ext_part_model_t ext_part_model,
    aom_partition_decision_t *ext_part_decision) {
  ToyModel *toy_model = static_cast<ToyModel *>(ext_part_model);
  // A toy model that always asks the encoder to encode with
  // 4x4 blocks (the smallest).
  ext_part_decision->is_final_decision = 1;
  // Note: super block size is fixed to BLOCK_64X64 for the
  // input video. It is determined inside the encoder, see the
  // check in "ext_part_create_model".
  const int is_last_sb_col =
      toy_model->mi_col * 4 + 64 > toy_model->frame_width;
  const int is_last_sb_row =
      toy_model->mi_row * 4 + 64 > toy_model->frame_height;
  if (is_last_sb_row && is_last_sb_col) {
    // 64x64: 1 node
    // 32x32: 4 nodes (only the first one will further split)
    // 16x16: 4 nodes
    // 8x8:   4 * 4 nodes
    // 4x4:   4 * 4 * 4 nodes
    const int num_blocks = 1 + 4 + 4 + 4 * 4 + 4 * 4 * 4;
    const int num_4x4_blocks = 4 * 4 * 4;
    ext_part_decision->num_nodes = num_blocks;
    // 64x64
    ext_part_decision->partition_decision[0] = PARTITION_SPLIT;
    // 32x32, only the first one will split, the other three are
    // out of frame boundary.
    ext_part_decision->partition_decision[1] = PARTITION_SPLIT;
    ext_part_decision->partition_decision[2] = PARTITION_NONE;
    ext_part_decision->partition_decision[3] = PARTITION_NONE;
    ext_part_decision->partition_decision[4] = PARTITION_NONE;
    // The rest blocks inside the top-left 32x32 block.
    for (int i = 5; i < num_blocks - num_4x4_blocks; ++i) {
      ext_part_decision->partition_decision[0] = PARTITION_SPLIT;
    }
    for (int i = num_blocks - num_4x4_blocks; i < num_blocks; ++i) {
      ext_part_decision->partition_decision[i] = PARTITION_NONE;
    }
  } else if (is_last_sb_row) {
    // 64x64: 1 node
    // 32x32: 4 nodes (only the first two will further split)
    // 16x16: 2 * 4 nodes
    // 8x8:   2 * 4 * 4 nodes
    // 4x4:   2 * 4 * 4 * 4 nodes
    const int num_blocks = 1 + 4 + 2 * 4 + 2 * 4 * 4 + 2 * 4 * 4 * 4;
    const int num_4x4_blocks = 2 * 4 * 4 * 4;
    ext_part_decision->num_nodes = num_blocks;
    // 64x64
    ext_part_decision->partition_decision[0] = PARTITION_SPLIT;
    // 32x32, only the first two will split, the other two are out
    // of frame boundary.
    ext_part_decision->partition_decision[1] = PARTITION_SPLIT;
    ext_part_decision->partition_decision[2] = PARTITION_SPLIT;
    ext_part_decision->partition_decision[3] = PARTITION_NONE;
    ext_part_decision->partition_decision[4] = PARTITION_NONE;
    // The rest blocks.
    for (int i = 5; i < num_blocks - num_4x4_blocks; ++i) {
      ext_part_decision->partition_decision[0] = PARTITION_SPLIT;
    }
    for (int i = num_blocks - num_4x4_blocks; i < num_blocks; ++i) {
      ext_part_decision->partition_decision[i] = PARTITION_NONE;
    }
  } else if (is_last_sb_col) {
    // 64x64: 1 node
    // 32x32: 4 nodes (only the top-left and bottom-left will further split)
    // 16x16: 2 * 4 nodes
    // 8x8:   2 * 4 * 4 nodes
    // 4x4:   2 * 4 * 4 * 4 nodes
    const int num_blocks = 1 + 4 + 2 * 4 + 2 * 4 * 4 + 2 * 4 * 4 * 4;
    const int num_4x4_blocks = 2 * 4 * 4 * 4;
    ext_part_decision->num_nodes = num_blocks;
    // 64x64
    ext_part_decision->partition_decision[0] = PARTITION_SPLIT;
    // 32x32, only the top-left and bottom-left will split, the other two are
    // out of frame boundary.
    ext_part_decision->partition_decision[1] = PARTITION_SPLIT;
    ext_part_decision->partition_decision[2] = PARTITION_NONE;
    ext_part_decision->partition_decision[3] = PARTITION_SPLIT;
    ext_part_decision->partition_decision[4] = PARTITION_NONE;
    // The rest blocks.
    for (int i = 5; i < num_blocks - num_4x4_blocks; ++i) {
      ext_part_decision->partition_decision[0] = PARTITION_SPLIT;
    }
    for (int i = num_blocks - num_4x4_blocks; i < num_blocks; ++i) {
      ext_part_decision->partition_decision[i] = PARTITION_NONE;
    }
  } else {
    // 64x64: 1 node
    // 32x32: 4 nodes
    // 16x16: 4 * 4 nodes
    // 8x8:   4 * 4 * 4 nodes
    // 4x4:   4 * 4 * 4 * 4 nodes
    const int num_blocks = 1 + 4 + 4 * 4 + 4 * 4 * 4 + 4 * 4 * 4 * 4;
    const int num_4x4_blocks = 4 * 4 * 4 * 4;
    ext_part_decision->num_nodes = num_blocks;
    for (int i = 0; i < num_blocks - num_4x4_blocks; ++i) {
      ext_part_decision->partition_decision[i] = PARTITION_SPLIT;
    }
    for (int i = num_blocks - num_4x4_blocks; i < num_blocks; ++i) {
      ext_part_decision->partition_decision[i] = PARTITION_NONE;
    }
  }

  return AOM_EXT_PART_OK;
}

aom_ext_part_status_t ext_part_get_partition_decision_recursive(
    aom_ext_part_model_t ext_part_model,
    aom_partition_decision_t *ext_part_decision) {
  ext_part_decision->current_decision = PARTITION_NONE;
  ext_part_decision->is_final_decision = 1;
  ToyModel *toy_model = static_cast<ToyModel *>(ext_part_model);
  // Note: super block size is fixed to BLOCK_64X64 for the
  // input video. It is determined inside the encoder, see the
  // check in "ext_part_create_model".
  const int is_last_sb_col =
      toy_model->mi_col * 4 + 64 > toy_model->frame_width;
  const int is_last_sb_row =
      toy_model->mi_row * 4 + 64 > toy_model->frame_height;
  if (is_last_sb_row && is_last_sb_col) {
    if (block_size_wide[toy_model->block_size] == 64) {
      ext_part_decision->current_decision = PARTITION_SPLIT;
    } else {
      ext_part_decision->current_decision = PARTITION_NONE;
    }
  } else if (is_last_sb_row) {
    if (block_size_wide[toy_model->block_size] == 64) {
      ext_part_decision->current_decision = PARTITION_SPLIT;
    } else {
      ext_part_decision->current_decision = PARTITION_NONE;
    }
  } else if (is_last_sb_col) {
    if (block_size_wide[toy_model->block_size] == 64) {
      ext_part_decision->current_decision = PARTITION_SPLIT;
    } else {
      ext_part_decision->current_decision = PARTITION_NONE;
    }
  } else {
    ext_part_decision->current_decision = PARTITION_NONE;
  }
  return AOM_EXT_PART_OK;
}

aom_ext_part_status_t ext_part_send_partition_stats(
    aom_ext_part_model_t ext_part_model,
    const aom_partition_stats_t *ext_part_stats) {
  (void)ext_part_model;
  (void)ext_part_stats;
  return AOM_EXT_PART_OK;
}

aom_ext_part_status_t ext_part_delete_model(
    aom_ext_part_model_t ext_part_model) {
  ToyModel *toy_model = static_cast<ToyModel *>(ext_part_model);
  EXPECT_EQ(toy_model->data->version, kVersion);
  delete toy_model;
  return AOM_EXT_PART_OK;
}

class ExternalPartitionTestAPI
    : public ::libaom_test::CodecTestWith2Params<libaom_test::TestMode, int>,
      public ::libaom_test::EncoderTest {
 protected:
  ExternalPartitionTestAPI()
      : EncoderTest(GET_PARAM(0)), encoding_mode_(GET_PARAM(1)),
        cpu_used_(GET_PARAM(2)), psnr_(0.0), nframes_(0) {}
  ~ExternalPartitionTestAPI() override {}

  void SetUp() override {
    InitializeConfig(encoding_mode_);
    const aom_rational timebase = { 1, 30 };
    cfg_.g_timebase = timebase;
    cfg_.rc_end_usage = AOM_VBR;
    cfg_.g_threads = 1;
    cfg_.g_lag_in_frames = 4;
    cfg_.rc_target_bitrate = 400;
    init_flags_ = AOM_CODEC_USE_PSNR;
  }

  bool DoDecode() const override { return false; }

  void BeginPassHook(unsigned int) override {
    psnr_ = 0.0;
    nframes_ = 0;
  }

  void PSNRPktHook(const aom_codec_cx_pkt_t *pkt) override {
    psnr_ += pkt->data.psnr.psnr[0];
    nframes_++;
  }

  double GetAveragePsnr() const {
    if (nframes_) return psnr_ / nframes_;
    return 0.0;
  }

  void SetExternalPartition(bool use_external_partition) {
    use_external_partition_ = use_external_partition;
  }

  void SetPartitionControlMode(int mode) { partition_control_mode_ = mode; }

  void SetDecisionMode(aom_ext_part_decision_mode_t mode) {
    decision_mode_ = mode;
  }

  void PreEncodeFrameHook(::libaom_test::VideoSource *video,
                          ::libaom_test::Encoder *encoder) override {
    if (video->frame() == 0) {
      if (decision_mode_ == AOM_EXT_PART_WHOLE_TREE) {
        aom_ext_part_funcs_t ext_part_funcs;
        ext_part_funcs.priv = reinterpret_cast<void *>(&test_data_);
        ext_part_funcs.decision_mode = AOM_EXT_PART_WHOLE_TREE;
        ext_part_funcs.create_model = ext_part_create_model;
        ext_part_funcs.send_features = ext_part_send_features;
        ext_part_funcs.get_partition_decision =
            ext_part_get_partition_decision_whole_tree;
        ext_part_funcs.send_partition_stats = ext_part_send_partition_stats;
        ext_part_funcs.delete_model = ext_part_delete_model;

        encoder->Control(AOME_SET_CPUUSED, cpu_used_);
        encoder->Control(AOME_SET_ENABLEAUTOALTREF, 1);
        if (use_external_partition_) {
          encoder->Control(AV1E_SET_EXTERNAL_PARTITION, &ext_part_funcs);
        }
        if (partition_control_mode_ == -1) {
          encoder->Control(AV1E_SET_MAX_PARTITION_SIZE, 128);
          encoder->Control(AV1E_SET_MIN_PARTITION_SIZE, 4);
        } else {
          switch (partition_control_mode_) {
            case 1:
              encoder->Control(AV1E_SET_MAX_PARTITION_SIZE, 64);
              encoder->Control(AV1E_SET_MIN_PARTITION_SIZE, 64);
              break;
            case 2:
              encoder->Control(AV1E_SET_MAX_PARTITION_SIZE, 4);
              encoder->Control(AV1E_SET_MIN_PARTITION_SIZE, 4);
              break;
            default: assert(0 && "Invalid partition control mode."); break;
          }
        }
      } else if (decision_mode_ == AOM_EXT_PART_RECURSIVE) {
        aom_ext_part_funcs_t ext_part_funcs;
        ext_part_funcs.priv = reinterpret_cast<void *>(&test_data_);
        ext_part_funcs.decision_mode = AOM_EXT_PART_RECURSIVE;
        ext_part_funcs.create_model = ext_part_create_model;
        ext_part_funcs.send_features = ext_part_send_features;
        ext_part_funcs.get_partition_decision =
            ext_part_get_partition_decision_recursive;
        ext_part_funcs.send_partition_stats = ext_part_send_partition_stats;
        ext_part_funcs.delete_model = ext_part_delete_model;

        encoder->Control(AOME_SET_CPUUSED, cpu_used_);
        encoder->Control(AOME_SET_ENABLEAUTOALTREF, 1);
        if (use_external_partition_) {
          encoder->Control(AV1E_SET_EXTERNAL_PARTITION, &ext_part_funcs);
        }
        if (partition_control_mode_ == -1) {
          encoder->Control(AV1E_SET_MAX_PARTITION_SIZE, 128);
          encoder->Control(AV1E_SET_MIN_PARTITION_SIZE, 4);
        } else {
          switch (partition_control_mode_) {
            case 1:
              encoder->Control(AV1E_SET_MAX_PARTITION_SIZE, 64);
              encoder->Control(AV1E_SET_MIN_PARTITION_SIZE, 64);
              break;
            case 2:
              encoder->Control(AV1E_SET_MAX_PARTITION_SIZE, 4);
              encoder->Control(AV1E_SET_MIN_PARTITION_SIZE, 4);
              break;
            default: assert(0 && "Invalid partition control mode."); break;
          }
        }
      } else {
        assert(0 && "Invalid decision mode.");
      }
    }
  }

 private:
  libaom_test::TestMode encoding_mode_;
  int cpu_used_;
  double psnr_;
  unsigned int nframes_;
  bool use_external_partition_ = false;
  TestData test_data_;
  int partition_control_mode_ = -1;
  aom_ext_part_decision_mode_t decision_mode_;
};

// Encode twice and expect the same psnr value.
// The first run is a normal encoding run with restricted partition types,
// i.e., we use control flags to force the encoder to encode with the
// 4x4 block size.
// The second run is to get partition decisions from a toy model that we
// built, which will asks the encoder to encode with the 4x4 blocks.
// We expect the encoding results are the same.
TEST_P(ExternalPartitionTestAPI, WholePartitionTree4x4Block) {
  ::libaom_test::Y4mVideoSource video("paris_352_288_30.y4m", 0, kFrameNum);
  SetExternalPartition(false);
  SetPartitionControlMode(2);
  SetDecisionMode(AOM_EXT_PART_WHOLE_TREE);
  ASSERT_NO_FATAL_FAILURE(RunLoop(&video));
  const double psnr = GetAveragePsnr();

  SetExternalPartition(true);
  SetPartitionControlMode(2);
  SetDecisionMode(AOM_EXT_PART_WHOLE_TREE);
  ASSERT_NO_FATAL_FAILURE(RunLoop(&video));
  const double psnr2 = GetAveragePsnr();

  EXPECT_DOUBLE_EQ(psnr, psnr2);
}

TEST_P(ExternalPartitionTestAPI, RecursivePartition) {
  ::libaom_test::Y4mVideoSource video("paris_352_288_30.y4m", 0, kFrameNum);
  SetExternalPartition(false);
  SetPartitionControlMode(1);
  SetDecisionMode(AOM_EXT_PART_RECURSIVE);
  ASSERT_NO_FATAL_FAILURE(RunLoop(&video));
  const double psnr = GetAveragePsnr();

  SetExternalPartition(true);
  SetPartitionControlMode(1);
  SetDecisionMode(AOM_EXT_PART_RECURSIVE);
  ASSERT_NO_FATAL_FAILURE(RunLoop(&video));
  const double psnr2 = GetAveragePsnr();

  const double psnr_thresh = 0.02;
  EXPECT_NEAR(psnr, psnr2, psnr_thresh);
}

AV1_INSTANTIATE_TEST_SUITE(ExternalPartitionTestAPI,
                           ::testing::Values(::libaom_test::kTwoPassGood),
                           ::testing::Values(4));  // cpu_used

#else   // !CONFIG_PARTITION_SEARCH_ORDER
// Feature files written during encoding, as defined in partition_strategy.c.
std::string feature_file_names[] = {
  "feature_before_partition_none",
  "feature_before_partition_none_prune_rect",
  "feature_after_partition_none_prune",
  "feature_after_partition_none_terminate",
  "feature_after_partition_split_terminate",
  "feature_after_partition_split_prune_rect",
  "feature_after_partition_rect",
  "feature_after_partition_ab",
};

// Files written here in the test, where the feature data is received
// from the API.
std::string test_feature_file_names[] = {
  "test_feature_before_partition_none",
  "test_feature_before_partition_none_prune_rect",
  "test_feature_after_partition_none_prune",
  "test_feature_after_partition_none_terminate",
  "test_feature_after_partition_split_terminate",
  "test_feature_after_partition_split_prune_rect",
  "test_feature_after_partition_rect",
  "test_feature_after_partition_ab",
};

static void write_features_to_file(const float *features,
                                   const int feature_size, const int id) {
  if (!WRITE_FEATURE_TO_FILE) return;
  char filename[256];
  snprintf(filename, sizeof(filename), "%s",
           test_feature_file_names[id].c_str());
  FILE *pfile = fopen(filename, "a");
  ASSERT_NE(pfile, nullptr);
  for (int i = 0; i < feature_size; ++i) {
    fprintf(pfile, "%.6f", features[i]);
    if (i < feature_size - 1) fprintf(pfile, ",");
  }
  fprintf(pfile, "\n");
  fclose(pfile);
}

aom_ext_part_status_t ext_part_create_model(
    void *priv, const aom_ext_part_config_t *part_config,
    aom_ext_part_model_t *ext_part_model) {
  TestData *received_data = reinterpret_cast<TestData *>(priv);
  EXPECT_EQ(received_data->version, kVersion);
  ToyModel *toy_model = new (std::nothrow) ToyModel;
  if (toy_model == nullptr) {
    EXPECT_NE(toy_model, nullptr);
    return AOM_EXT_PART_ERROR;
  }
  toy_model->data = received_data;
  *ext_part_model = toy_model;
  EXPECT_EQ(part_config->superblock_size, BLOCK_64X64);
  return AOM_EXT_PART_OK;
}

aom_ext_part_status_t ext_part_create_model_test(
    void *priv, const aom_ext_part_config_t *part_config,
    aom_ext_part_model_t *ext_part_model) {
  (void)priv;
  (void)ext_part_model;
  EXPECT_EQ(part_config->superblock_size, BLOCK_64X64);
  // Return status indicates it's a encoder test. It lets the encoder
  // set a flag and write partition features to text files.
  return AOM_EXT_PART_TEST;
}

aom_ext_part_status_t ext_part_send_features(
    aom_ext_part_model_t ext_part_model,
    const aom_partition_features_t *part_features) {
  (void)ext_part_model;
  (void)part_features;
  return AOM_EXT_PART_OK;
}

aom_ext_part_status_t ext_part_send_features_test(
    aom_ext_part_model_t ext_part_model,
    const aom_partition_features_t *part_features) {
  (void)ext_part_model;
  if (part_features->id == AOM_EXT_PART_FEATURE_BEFORE_NONE) {
    write_features_to_file(part_features->before_part_none.f,
                           AOM_EXT_PART_SIZE_DIRECT_SPLIT, 0);
  } else if (part_features->id == AOM_EXT_PART_FEATURE_BEFORE_NONE_PART2) {
    write_features_to_file(part_features->before_part_none.f_part2,
                           AOM_EXT_PART_SIZE_PRUNE_PART, 1);
  } else if (part_features->id == AOM_EXT_PART_FEATURE_AFTER_NONE) {
    write_features_to_file(part_features->after_part_none.f,
                           AOM_EXT_PART_SIZE_PRUNE_NONE, 2);
  } else if (part_features->id == AOM_EXT_PART_FEATURE_AFTER_NONE_PART2) {
    write_features_to_file(part_features->after_part_none.f_terminate,
                           AOM_EXT_PART_SIZE_TERM_NONE, 3);
  } else if (part_features->id == AOM_EXT_PART_FEATURE_AFTER_SPLIT) {
    write_features_to_file(part_features->after_part_split.f_terminate,
                           AOM_EXT_PART_SIZE_TERM_SPLIT, 4);
  } else if (part_features->id == AOM_EXT_PART_FEATURE_AFTER_SPLIT_PART2) {
    write_features_to_file(part_features->after_part_split.f_prune_rect,
                           AOM_EXT_PART_SIZE_PRUNE_RECT, 5);
  } else if (part_features->id == AOM_EXT_PART_FEATURE_AFTER_RECT) {
    write_features_to_file(part_features->after_part_rect.f,
                           AOM_EXT_PART_SIZE_PRUNE_AB, 6);
  } else if (part_features->id == AOM_EXT_PART_FEATURE_AFTER_AB) {
    write_features_to_file(part_features->after_part_ab.f,
                           AOM_EXT_PART_SIZE_PRUNE_4_WAY, 7);
  }
  return AOM_EXT_PART_TEST;
}

aom_ext_part_status_t ext_part_get_partition_decision(
    aom_ext_part_model_t ext_part_model,
    aom_partition_decision_t *ext_part_decision) {
  (void)ext_part_model;
  (void)ext_part_decision;
  // Return an invalid decision such that the encoder doesn't take any
  // partition decision from the ml model.
  return AOM_EXT_PART_ERROR;
}

aom_ext_part_status_t ext_part_send_partition_stats(
    aom_ext_part_model_t ext_part_model,
    const aom_partition_stats_t *ext_part_stats) {
  (void)ext_part_model;
  (void)ext_part_stats;
  return AOM_EXT_PART_OK;
}

aom_ext_part_status_t ext_part_delete_model(
    aom_ext_part_model_t ext_part_model) {
  ToyModel *toy_model = static_cast<ToyModel *>(ext_part_model);
  EXPECT_EQ(toy_model->data->version, kVersion);
  delete toy_model;
  return AOM_EXT_PART_OK;
}

class ExternalPartitionTestDfsAPI
    : public ::libaom_test::CodecTestWith2Params<libaom_test::TestMode, int>,
      public ::libaom_test::EncoderTest {
 protected:
  ExternalPartitionTestDfsAPI()
      : EncoderTest(GET_PARAM(0)), encoding_mode_(GET_PARAM(1)),
        cpu_used_(GET_PARAM(2)), psnr_(0.0), nframes_(0) {}
  ~ExternalPartitionTestDfsAPI() override = default;

  void SetUp() override {
    InitializeConfig(encoding_mode_);
    const aom_rational timebase = { 1, 30 };
    cfg_.g_timebase = timebase;
    cfg_.rc_end_usage = AOM_VBR;
    cfg_.g_threads = 1;
    cfg_.g_lag_in_frames = 4;
    cfg_.rc_target_bitrate = 400;
    init_flags_ = AOM_CODEC_USE_PSNR;
  }

  bool DoDecode() const override { return false; }

  void BeginPassHook(unsigned int) override {
    psnr_ = 0.0;
    nframes_ = 0;
  }

  void PSNRPktHook(const aom_codec_cx_pkt_t *pkt) override {
    psnr_ += pkt->data.psnr.psnr[0];
    nframes_++;
  }

  double GetAveragePsnr() const {
    if (nframes_) return psnr_ / nframes_;
    return 0.0;
  }

  void SetExternalPartition(bool use_external_partition) {
    use_external_partition_ = use_external_partition;
  }

  void SetTestSendFeatures(int test_send_features) {
    test_send_features_ = test_send_features;
  }

  void PreEncodeFrameHook(::libaom_test::VideoSource *video,
                          ::libaom_test::Encoder *encoder) override {
    if (video->frame() == 0) {
      aom_ext_part_funcs_t ext_part_funcs;
      ext_part_funcs.priv = reinterpret_cast<void *>(&test_data_);
      if (use_external_partition_) {
        ext_part_funcs.create_model = ext_part_create_model;
        ext_part_funcs.send_features = ext_part_send_features;
      }
      if (test_send_features_ == 1) {
        ext_part_funcs.create_model = ext_part_create_model;
        ext_part_funcs.send_features = ext_part_send_features_test;
      } else if (test_send_features_ == 0) {
        ext_part_funcs.create_model = ext_part_create_model_test;
        ext_part_funcs.send_features = ext_part_send_features;
      }
      ext_part_funcs.get_partition_decision = ext_part_get_partition_decision;
      ext_part_funcs.send_partition_stats = ext_part_send_partition_stats;
      ext_part_funcs.delete_model = ext_part_delete_model;

      encoder->Control(AOME_SET_CPUUSED, cpu_used_);
      encoder->Control(AOME_SET_ENABLEAUTOALTREF, 1);
      if (use_external_partition_) {
        encoder->Control(AV1E_SET_EXTERNAL_PARTITION, &ext_part_funcs);
      }
    }
  }

 private:
  libaom_test::TestMode encoding_mode_;
  int cpu_used_;
  double psnr_;
  unsigned int nframes_;
  bool use_external_partition_ = false;
  int test_send_features_ = -1;
  TestData test_data_;
};

// Encode twice and expect the same psnr value.
// The first run is the baseline without external partition.
// The second run is to get partition decisions from the toy model we defined.
// Here, we let the partition decision return invalid for all stages.
// In this case, the external partition doesn't alter the original encoder
// behavior. So we expect the same encoding results.
TEST_P(ExternalPartitionTestDfsAPI, EncodeMatch) {
  ::libaom_test::Y4mVideoSource video("paris_352_288_30.y4m", 0, kFrameNum);
  SetExternalPartition(false);
  ASSERT_NO_FATAL_FAILURE(RunLoop(&video));
  const double psnr = GetAveragePsnr();

  SetExternalPartition(true);
  ASSERT_NO_FATAL_FAILURE(RunLoop(&video));
  const double psnr2 = GetAveragePsnr();

  EXPECT_DOUBLE_EQ(psnr, psnr2);
}

// Encode twice to compare generated feature files.
// The first run let the encoder write partition features to file.
// The second run calls send partition features function to send features to
// the external model, and we write them to file.
// The generated files should match each other.
TEST_P(ExternalPartitionTestDfsAPI, SendFeatures) {
  ::libaom_test::Y4mVideoSource video("paris_352_288_30.y4m", 0, kFrameNum);
  SetExternalPartition(true);
  SetTestSendFeatures(0);
  ASSERT_NO_FATAL_FAILURE(RunLoop(&video));

  SetExternalPartition(true);
  SetTestSendFeatures(1);
  ASSERT_NO_FATAL_FAILURE(RunLoop(&video));
  if (!WRITE_FEATURE_TO_FILE) return;

  // Compare feature files by reading them into strings.
  for (int i = 0; i < 8; ++i) {
    std::ifstream base_file(feature_file_names[i]);
    ASSERT_TRUE(base_file.good());
    std::stringstream base_stream;
    base_stream << base_file.rdbuf();
    std::string base_string = base_stream.str();

    std::ifstream test_file(test_feature_file_names[i]);
    ASSERT_TRUE(test_file.good());
    std::stringstream test_stream;
    test_stream << test_file.rdbuf();
    std::string test_string = test_stream.str();

    EXPECT_STREQ(base_string.c_str(), test_string.c_str());
  }

  // Remove files.
  std::string command("rm -f feature_* test_feature_*");
  system(command.c_str());
}

AV1_INSTANTIATE_TEST_SUITE(ExternalPartitionTestDfsAPI,
                           ::testing::Values(::libaom_test::kTwoPassGood),
                           ::testing::Values(4));  // cpu_used
#endif  // CONFIG_PARTITION_SEARCH_ORDER

}  // namespace
#endif  // !CONFIG_REALTIME_ONLY
#endif  // CONFIG_AV1_ENCODER