|  | /* | 
|  | * 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 "third_party/googletest/src/googletest/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) {} | 
|  | virtual ~ExternalPartitionTestAPI() {} | 
|  |  | 
|  | virtual void SetUp() { | 
|  | 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; | 
|  | } | 
|  |  | 
|  | virtual bool DoDecode() const { return false; } | 
|  |  | 
|  | virtual void BeginPassHook(unsigned int) { | 
|  | psnr_ = 0.0; | 
|  | nframes_ = 0; | 
|  | } | 
|  |  | 
|  | virtual void PSNRPktHook(const aom_codec_cx_pkt_t *pkt) { | 
|  | 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; | 
|  | } | 
|  |  | 
|  | virtual void PreEncodeFrameHook(::libaom_test::VideoSource *video, | 
|  | ::libaom_test::Encoder *encoder) { | 
|  | 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) {} | 
|  | virtual ~ExternalPartitionTestDfsAPI() {} | 
|  |  | 
|  | virtual void SetUp() { | 
|  | 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; | 
|  | } | 
|  |  | 
|  | virtual bool DoDecode() const { return false; } | 
|  |  | 
|  | virtual void BeginPassHook(unsigned int) { | 
|  | psnr_ = 0.0; | 
|  | nframes_ = 0; | 
|  | } | 
|  |  | 
|  | virtual void PSNRPktHook(const aom_codec_cx_pkt_t *pkt) { | 
|  | 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; | 
|  | } | 
|  |  | 
|  | virtual void PreEncodeFrameHook(::libaom_test::VideoSource *video, | 
|  | ::libaom_test::Encoder *encoder) { | 
|  | 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 |