CWG-E070: Encoder speed up using ML-based Partition Pruning
diff --git a/av1/arg_defs.c b/av1/arg_defs.c
index 407241b..60d8cba 100644
--- a/av1/arg_defs.c
+++ b/av1/arg_defs.c
@@ -378,7 +378,8 @@
"2 to 6 increasing level of aggressiveness. Default: 5."),
.use_ml_erp_pruning = ARG_DEF(NULL, "use-ml-erp-pruning", 1,
"Use ML model to perform ERP Pruning."
- "(0: off (default), 1: on)."),
+ "(0: off (default), 1: prune rect, "
+ "2: prune split, 3: prune rect + split)."),
.enable_ext_partitions = ARG_DEF(NULL, "enable-ext-partitions", 1,
"Enable extended partitions"
"(0: off (default), 1: on)."),
diff --git a/av1/av1.cmake b/av1/av1.cmake
index 0a36a1d..1b4472a 100644
--- a/av1/av1.cmake
+++ b/av1/av1.cmake
@@ -288,6 +288,18 @@
"${AOM_ROOT}/av1/encoder/optical_flow.h")
endif()
+if(CONFIG_ML_PART_SPLIT)
+ list(
+ APPEND
+ AOM_AV1_ENCODER_SOURCES
+ "${AOM_ROOT}/av1/encoder/simple_intrapred_tflite.cc"
+ "${AOM_ROOT}/av1/encoder/simple_intrapred_tflite.h"
+ "${AOM_ROOT}/av1/encoder/simple_intrapred_tflite_model_128x128.h"
+ "${AOM_ROOT}/av1/encoder/simple_intrapred_tflite_model_64x64.h"
+ "${AOM_ROOT}/av1/encoder/simple_intrapred_tflite_model_32x32.h"
+ "${AOM_ROOT}/av1/encoder/simple_intrapred_tflite_model_16x16.h")
+endif()
+
list(
APPEND AOM_AV1_COMMON_INTRIN_SSE2 "${AOM_ROOT}/av1/common/cdef_block_sse2.c"
"${AOM_ROOT}/av1/common/x86/cfl_sse2.c"
diff --git a/av1/common/av1_common_int.h b/av1/common/av1_common_int.h
index d17a521..ccf60b8 100644
--- a/av1/common/av1_common_int.h
+++ b/av1/common/av1_common_int.h
@@ -1829,6 +1829,9 @@
YV12_BUFFER_CONFIG predicted_pixels;
YV12_BUFFER_CONFIG prefiltered_pixels;
#endif // CONFIG_INSPECTION
+#if CONFIG_ML_PART_SPLIT
+ void *partition_model;
+#endif // CONFIG_ML_PART_SPLIT
} AV1_COMMON;
/*!\cond */
diff --git a/av1/encoder/encodeframe.c b/av1/encoder/encodeframe.c
index 5518dd6..0bb84cb 100644
--- a/av1/encoder/encodeframe.c
+++ b/av1/encoder/encodeframe.c
@@ -575,6 +575,9 @@
#else
(void)multi_pass_params;
#endif // CONFIG_EXT_RECUR_PARTITIONS
+#if CONFIG_ML_PART_SPLIT
+ int force_prune_flags[3] = { 0, 0, 0 };
+#endif // CONFIG_ML_PART_SPLIT
av1_rd_pick_partition(
cpi, td, tile_data, tp, mi_row, mi_col, sb_size, &dummy_rdc, dummy_rdc,
pc_root,
@@ -582,7 +585,12 @@
xd->tree_type == CHROMA_PART ? xd->sbi->ptree_root[0] : NULL,
template_tree, INT_MAX,
#endif // CONFIG_EXT_RECUR_PARTITIONS
- sms_root, NULL, multi_pass_mode, NULL);
+ sms_root, NULL, multi_pass_mode, NULL
+#if CONFIG_ML_PART_SPLIT
+ ,
+ force_prune_flags
+#endif // CONFIG_ML_PART_SPLIT
+ );
sb_enc->min_partition_size = min_partition_size;
}
xd->tree_type = SHARED_PART;
diff --git a/av1/encoder/encodeframe_utils.h b/av1/encoder/encodeframe_utils.h
index db430db..45bf7a4 100644
--- a/av1/encoder/encodeframe_utils.h
+++ b/av1/encoder/encodeframe_utils.h
@@ -200,6 +200,9 @@
#endif // !CONFIG_EXT_RECUR_PARTITIONS
#if CONFIG_EXT_RECUR_PARTITIONS
bool prune_partition_none;
+#if CONFIG_ML_PART_SPLIT
+ bool prune_partition_split;
+#endif // CONFIG_ML_PART_SPLIT
bool ext_partition_allowed;
bool partition_3_allowed[NUM_RECT_PARTS];
bool prune_partition_3[NUM_RECT_PARTS];
diff --git a/av1/encoder/encoder.c b/av1/encoder/encoder.c
index 0c6f3a5..1dd7cb7 100644
--- a/av1/encoder/encoder.c
+++ b/av1/encoder/encoder.c
@@ -87,6 +87,10 @@
#include "av1/encoder/superres_scale.h"
#include "av1/encoder/tpl_model.h"
+#if CONFIG_ML_PART_SPLIT
+#include "av1/encoder/simple_intrapred_tflite.h"
+#endif // CONFIG_ML_PART_SPLIT
+
#define DEFAULT_EXPLICIT_ORDER_HINT_BITS 7
#define DEF_MAX_DRL_REFMVS 4
@@ -976,6 +980,12 @@
}
cpi->alloc_pyramid = oxcf->tool_cfg.enable_global_motion;
+#if CONFIG_ML_PART_SPLIT
+ if (cm->partition_model) {
+ av2_simple_intra_prune_none_tflite_close(&cm->partition_model);
+ }
+ cm->partition_model = av2_simple_intra_prune_none_tflite_init();
+#endif // CONFIG_ML_PART_SPLIT
}
static INLINE void init_frame_info(FRAME_INFO *frame_info,
@@ -1525,6 +1535,9 @@
fclose(cpi->common.fEncCoeffLog);
}
#endif
+#if CONFIG_ML_PART_SPLIT
+ av2_simple_intra_prune_none_tflite_close(&cm->partition_model);
+#endif // CONFIG_ML_PART_SPLIT
aom_free(cpi->subgop_config_str);
aom_free(cpi->subgop_config_path);
diff --git a/av1/encoder/partition_search.c b/av1/encoder/partition_search.c
index 48d226c..36ec2b7 100644
--- a/av1/encoder/partition_search.c
+++ b/av1/encoder/partition_search.c
@@ -4073,6 +4073,9 @@
#if CONFIG_EXT_RECUR_PARTITIONS
part_search_state->partition_boundaries = NULL;
part_search_state->prune_partition_none = false;
+#if CONFIG_ML_PART_SPLIT
+ part_search_state->prune_partition_split = false;
+#endif // CONFIG_ML_PART_SPLIT
av1_zero(part_search_state->prune_partition_3);
av1_zero(part_search_state->prune_partition_4a);
av1_zero(part_search_state->prune_partition_4b);
@@ -4251,7 +4254,12 @@
BLOCK_SIZE bsize, const int is_not_edge_block[NUM_RECT_PARTS],
SB_MULTI_PASS_MODE multi_pass_mode, const PARTITION_TREE *ptree_luma,
const PARTITION_TREE *template_tree, bool *both_blocks_skippable,
- int max_recursion_depth) {
+ int max_recursion_depth
+#if CONFIG_ML_PART_SPLIT
+ ,
+ int next_force_prune_flags[3]
+#endif // CONFIG_ML_PART_SPLIT
+) {
const PARTITION_TYPE partition_type = rect_partition_type[rect_type];
RD_STATS *sum_rdc = &part_search_state->sum_rdc;
@@ -4269,7 +4277,12 @@
mi_pos_rect[rect_type][0][1], bsize, &this_rdc, best_remain_rdcost,
sub_tree[0], get_partition_subtree_const(ptree_luma, 0),
get_partition_subtree_const(template_tree, 0), max_recursion_depth, NULL,
- NULL, multi_pass_mode, NULL);
+ NULL, multi_pass_mode, NULL
+#if CONFIG_ML_PART_SPLIT
+ ,
+ next_force_prune_flags
+#endif // CONFIG_ML_PART_SPLIT
+ );
av1_rd_cost_update(x->rdmult, &this_rdc);
if (!partition_found) {
av1_invalid_rd_stats(sum_rdc);
@@ -4289,7 +4302,12 @@
mi_pos_rect[rect_type][1][1], bsize, &this_rdc, best_remain_rdcost,
sub_tree[1], get_partition_subtree_const(ptree_luma, 1),
get_partition_subtree_const(template_tree, 1), max_recursion_depth,
- NULL, NULL, multi_pass_mode, NULL);
+ NULL, NULL, multi_pass_mode, NULL
+#if CONFIG_ML_PART_SPLIT
+ ,
+ next_force_prune_flags
+#endif // CONFIG_ML_PART_SPLIT
+ );
av1_rd_cost_update(x->rdmult, &this_rdc);
part_search_state->rect_part_rd[rect_type][1] = this_rdc.rdcost;
@@ -4379,7 +4397,12 @@
#if CONFIG_MVP_IMPROVEMENT || WARP_CU_BANK
LevelBanksRDO *level_banks,
#endif // CONFIG_MVP_IMPROVEMENT || WARP_CU_BANK
- int64_t part_none_rd) {
+ int64_t part_none_rd
+#if CONFIG_ML_PART_SPLIT
+ ,
+ int next_force_prune_flags[2][3]
+#endif // CONFIG_ML_PART_SPLIT
+) {
const AV1_COMMON *const cm = &cpi->common;
PartitionBlkParams blk_params = part_search_state->part_blk_params;
RD_STATS *sum_rdc = &part_search_state->sum_rdc;
@@ -4520,7 +4543,12 @@
cpi, td, tile_data, tp, x, pc_tree, part_search_state, best_rdc, i,
mi_pos_rect, blk_params.subsize, is_not_edge_block, multi_pass_mode,
track_ptree_luma ? ptree_luma : NULL, template_tree,
- &both_blocks_skippable, max_recursion_depth);
+ &both_blocks_skippable, max_recursion_depth
+#if CONFIG_ML_PART_SPLIT
+ ,
+ next_force_prune_flags[i]
+#endif // CONFIG_ML_PART_SPLIT
+ );
#else
int sub_part_idx = 0;
for (int j = 0; j < SUB_PARTITIONS_RECT; j++) {
@@ -5431,6 +5459,11 @@
part_search_state->forced_partition != PARTITION_SPLIT) {
return;
}
+#if CONFIG_ML_PART_SPLIT
+ if (part_search_state->prune_partition_split) {
+ return;
+ }
+#endif // CONFIG_ML_PART_SPLIT
if (max_recursion_depth < 0) {
return;
}
@@ -5500,12 +5533,20 @@
// If the RD cost exceeds the best cost then do not
// evaluate other split sub-partitions.
#if CONFIG_EXT_RECUR_PARTITIONS
+#if CONFIG_ML_PART_SPLIT
+ int force_prune_flags[3] = { 0, 0, 0 };
+#endif // CONFIG_ML_PART_SPLIT
if (!av1_rd_pick_partition(
cpi, td, tile_data, tp, mi_row + y_idx, mi_col + x_idx, subsize,
&part_search_state->this_rdc, best_remain_rdcost, sub_tree[idx],
track_ptree_luma ? ptree_luma->sub_tree[idx] : NULL,
get_partition_subtree_const(template_tree, idx),
- max_recursion_depth, NULL, NULL, multi_pass_mode, NULL)) {
+ max_recursion_depth, NULL, NULL, multi_pass_mode, NULL
+#if CONFIG_ML_PART_SPLIT
+ ,
+ force_prune_flags
+#endif // CONFIG_ML_PART_SPLIT
+ )) {
break;
}
#else
@@ -5642,11 +5683,19 @@
av1_rd_stats_subtraction(x->rdmult, &best_rdcost, sum_rdc, &rdcost_remaining);
RD_STATS this_rdc;
+#if CONFIG_ML_PART_SPLIT
+ int force_prune_flags[3] = { 0, 0, 0 };
+#endif // CONFIG_ML_PART_SPLIT
if (!av1_rd_pick_partition(cpi, td, tile_data, tp, mi_row, mi_col, bsize,
&this_rdc, rdcost_remaining, rdo_data->pc_tree,
rdo_data->ptree_luma, rdo_data->template_tree,
max_recursion_depth, NULL, NULL, multi_pass_mode,
- NULL)) {
+ NULL
+#if CONFIG_ML_PART_SPLIT
+ ,
+ force_prune_flags
+#endif // CONFIG_ML_PART_SPLIT
+ )) {
av1_invalid_rd_stats(sum_rdc);
return 0;
}
@@ -7301,6 +7350,11 @@
* best partition found.
*/
#endif // CONFIG_EXT_RECUR_PARTITIONS
+
+#if CONFIG_ML_PART_SPLIT
+enum { PRUNE_OTHER = 0, PRUNE_VERT = 1, PRUNE_HORZ = 2 };
+#endif // CONFIG_ML_PART_SPLIT
+
bool av1_rd_pick_partition(AV1_COMP *const cpi, ThreadData *td,
TileDataEnc *tile_data, TokenExtra **tp, int mi_row,
int mi_col, BLOCK_SIZE bsize, RD_STATS *rd_cost,
@@ -7312,7 +7366,12 @@
#endif // CONFIG_EXT_RECUR_PARTITIONS
SIMPLE_MOTION_DATA_TREE *sms_tree, int64_t *none_rd,
SB_MULTI_PASS_MODE multi_pass_mode,
- RD_RECT_PART_WIN_INFO *rect_part_win_info) {
+ RD_RECT_PART_WIN_INFO *rect_part_win_info
+#if CONFIG_ML_PART_SPLIT
+ ,
+ int force_prune_flags[3]
+#endif // CONFIG_ML_PART_SPLIT
+) {
const AV1_COMMON *const cm = &cpi->common;
const int num_planes = av1_num_planes(cm);
TileInfo *const tile_info = &tile_data->tile_info;
@@ -7551,11 +7610,77 @@
#else
reset_part_limitations(cpi, &part_search_state);
#endif // CONFIG_EXT_RECUR_PARTITIONS
+#if CONFIG_ML_PART_SPLIT
+ part_search_state.prune_rect_part[HORZ] = 0;
+ part_search_state.prune_rect_part[VERT] = 0;
+ part_search_state.prune_partition_none = 0;
+ part_search_state.prune_partition_split = 0;
+#endif // CONFIG_ML_PART_SPLIT
}
// Partition block source pixel variance.
unsigned int pb_source_variance = UINT_MAX;
+#if CONFIG_ML_PART_SPLIT
+ int next_force_prune_flags[2][3] = { { 0, 0, 0 }, { 0, 0, 0 } };
+ // Don't use ML pruning if this is the second attempt to find a valid
+ // partition.
+ if (cpi->sf.part_sf.prune_split_with_ml &&
+ part_search_state.forced_partition == PARTITION_INVALID &&
+ !x->must_find_valid_partition &&
+ is_partition_point(bsize
+#if CONFIG_CB1TO4_SPLIT
+ ,
+ blk_params.parent_bsize
+#endif // CONFIG_CB1TO4_SPLIT
+ )) {
+ part_search_state.prune_partition_none |= force_prune_flags[PRUNE_OTHER];
+ part_search_state.prune_partition_3[0] |= force_prune_flags[PRUNE_OTHER];
+ part_search_state.prune_partition_3[1] |= force_prune_flags[PRUNE_OTHER];
+ part_search_state.prune_partition_4a[0] |= force_prune_flags[PRUNE_OTHER];
+ part_search_state.prune_partition_4a[1] |= force_prune_flags[PRUNE_OTHER];
+ part_search_state.prune_partition_4b[0] |= force_prune_flags[PRUNE_OTHER];
+ part_search_state.prune_partition_4b[1] |= force_prune_flags[PRUNE_OTHER];
+ part_search_state.prune_rect_part[HORZ] |= force_prune_flags[PRUNE_HORZ];
+ part_search_state.prune_rect_part[VERT] |= force_prune_flags[PRUNE_VERT];
+ // Don't want to run ML in the second stage of the forced split. Want the
+ // force split to carry out without interference.
+ // Note1: might still be some interference during prune split.
+ // Note2: prune split doesn't mean prune both splits on l2, it means
+ // prune either one or both.
+ if (!force_prune_flags[PRUNE_OTHER]) {
+ int ml_result =
+ av1_ml_part_split_infer(cpi, x, mi_row, mi_col, bsize, pc_tree);
+ if (ml_result == ML_PART_FORCE_SPLIT) {
+ part_search_state.prune_partition_none = 1;
+ part_search_state.prune_partition_3[0] = 1;
+ part_search_state.prune_partition_3[1] = 1;
+ part_search_state.prune_partition_4a[0] = 1;
+ part_search_state.prune_partition_4a[1] = 1;
+ part_search_state.prune_partition_4b[0] = 1;
+ part_search_state.prune_partition_4b[1] = 1;
+ if (is_square_split_eligible(bsize, cm->sb_size)) {
+ part_search_state.prune_rect_part[VERT] = 1;
+ part_search_state.prune_rect_part[HORZ] = 1;
+ } else {
+ // 64x64 and smaller
+ next_force_prune_flags[HORZ][PRUNE_OTHER] = 1;
+ next_force_prune_flags[VERT][PRUNE_OTHER] = 1;
+ next_force_prune_flags[HORZ][PRUNE_HORZ] = 1;
+ next_force_prune_flags[VERT][PRUNE_VERT] = 1;
+ // left with HORZ,VERT and VERT,HORZ
+ }
+ } else if (ml_result == ML_PART_PRUNE_SPLIT) {
+ if (is_square_split_eligible(bsize, cm->sb_size)) {
+ part_search_state.prune_partition_split = 1;
+ } else {
+ next_force_prune_flags[HORZ][PRUNE_VERT] = 1;
+ next_force_prune_flags[VERT][PRUNE_HORZ] = 1;
+ }
+ }
+ }
+ }
+#endif // CONFIG_ML_PART_SPLIT
// PARTITION_NONE search stage.
int64_t part_none_rd = INT64_MAX;
if (!search_none_after_rect && !search_none_after_split) {
@@ -7662,7 +7787,12 @@
#if CONFIG_MVP_IMPROVEMENT || WARP_CU_BANK
&level_banks,
#endif // CONFIG_MVP_IMPROVEMENT || WARP_CU_BANK
- part_none_rd);
+ part_none_rd
+#if CONFIG_ML_PART_SPLIT
+ ,
+ next_force_prune_flags
+#endif // CONFIG_ML_PART_SPLIT
+ );
if (pb_source_variance == UINT_MAX) {
av1_setup_src_planes(x, cpi->source, mi_row, mi_col, num_planes, NULL);
diff --git a/av1/encoder/partition_search.h b/av1/encoder/partition_search.h
index fb71ba7..fec481c 100644
--- a/av1/encoder/partition_search.h
+++ b/av1/encoder/partition_search.h
@@ -43,7 +43,12 @@
#endif // CONFIG_EXT_RECUR_PARTITIONS
SIMPLE_MOTION_DATA_TREE *sms_tree, int64_t *none_rd,
SB_MULTI_PASS_MODE multi_pass_mode,
- RD_RECT_PART_WIN_INFO *rect_part_win_info);
+ RD_RECT_PART_WIN_INFO *rect_part_win_info
+#if CONFIG_ML_PART_SPLIT
+ ,
+ int prune_rect_flags[3]
+#endif
+);
#if CONFIG_EXT_RECUR_PARTITIONS
void av1_build_partition_tree_fixed_partitioning(AV1_COMMON *const cm,
TREE_TYPE tree_type,
diff --git a/av1/encoder/partition_strategy.c b/av1/encoder/partition_strategy.c
index 076ce87..853f06e 100644
--- a/av1/encoder/partition_strategy.c
+++ b/av1/encoder/partition_strategy.c
@@ -20,6 +20,7 @@
#include "av1/common/enums.h"
#include "av1/common/reconinter.h"
+#include "av1/common/reconintra.h"
#include "av1/encoder/cnn.h"
#include "av1/encoder/partition_model_weights.h"
@@ -34,6 +35,10 @@
#include "av1/encoder/hybrid_fwd_txfm.h"
#endif // CONFIG_EXT_RECUR_PARTITIONS
+#if CONFIG_ML_PART_SPLIT
+#include "av1/encoder/simple_intrapred_tflite.h"
+#endif // CONFIG_ML_PART_SPLIT
+
static AOM_INLINE void simple_motion_search_prune_part_features(
AV1_COMP *const cpi, MACROBLOCK *x, SIMPLE_MOTION_DATA_TREE *sms_tree,
int mi_row, int mi_col, BLOCK_SIZE bsize, float *features,
@@ -2031,4 +2036,347 @@
parent->vertical3[2] == pc_tree);
assert(num_features == 19);
}
+
+#if CONFIG_ML_PART_SPLIT
+
+enum {
+ FEATURE_LOG_QP_SQUARED = 0,
+ FEATURE_HAS_ABOVE,
+ FEATURE_LOG_ABOVE_WIDTH,
+ FEATURE_LOG_ABOVE_HEIGHT,
+ FEATURE_HAS_LEFT,
+ FEATURE_LOG_LEFT_WIDTH,
+ FEATURE_LOG_LEFT_HEIGHT,
+ FEATURE_NORM_BEST_0_SSE,
+ FEATURE_NORM_BEST_0_VAR,
+ FEATURE_NORM_BEST_1_SSE,
+ FEATURE_NORM_BEST_1_VAR,
+ FEATURE_NORM_BEST_2_SSE,
+ FEATURE_NORM_BEST_2_VAR,
+ FEATURE_NORM_BEST_SSE_0_00,
+ FEATURE_NORM_BEST_VAR_0_00,
+ FEATURE_NORM_BEST_SSE_0_01,
+ FEATURE_NORM_BEST_VAR_0_01,
+ FEATURE_NORM_BEST_SSE_0_10,
+ FEATURE_NORM_BEST_VAR_0_10,
+ FEATURE_NORM_BEST_SSE_0_11,
+ FEATURE_NORM_BEST_VAR_0_11,
+ FEATURE_NORM_BEST_SSE_1_00,
+ FEATURE_NORM_BEST_VAR_1_00,
+ FEATURE_NORM_BEST_SSE_1_01,
+ FEATURE_NORM_BEST_VAR_1_01,
+ FEATURE_NORM_BEST_SSE_1_10,
+ FEATURE_NORM_BEST_VAR_1_10,
+ FEATURE_NORM_BEST_SSE_1_11,
+ FEATURE_NORM_BEST_VAR_1_11,
+ FEATURE_NORM_BEST_SSE_2_00,
+ FEATURE_NORM_BEST_VAR_2_00,
+ FEATURE_NORM_BEST_SSE_2_01,
+ FEATURE_NORM_BEST_VAR_2_01,
+ FEATURE_NORM_BEST_SSE_2_10,
+ FEATURE_NORM_BEST_VAR_2_10,
+ FEATURE_NORM_BEST_SSE_2_11,
+ FEATURE_NORM_BEST_VAR_2_11,
+ FEATURE_MAX
+};
+
+#define ZERO_ARRAY(arr) memset(arr, 0, sizeof(arr))
+
+#define MAX_BLK_SIZE (MAX_TX_SIZE << 1)
+#define MAX_BLK_SQUARE (MAX_BLK_SIZE * MAX_BLK_SIZE)
+#define MAX_TX_RECT (MAX_TX_SIZE * MAX_BLK_SIZE)
+
+static AOM_INLINE void av1_ml_part_split_features_square(AV1_COMP *const cpi,
+ MACROBLOCK *x,
+ int mi_row, int mi_col,
+ BLOCK_SIZE bsize,
+ float *out_features) {
+ const AV1_COMMON *const cm = &cpi->common;
+ MACROBLOCKD *xd = &x->e_mbd;
+ MB_MODE_INFO *const mbmi = xd->mi[0];
+ const int w_mi = mi_size_wide[bsize];
+ const int h_mi = mi_size_high[bsize];
+ DECLARE_ALIGNED(16, uint16_t, intrapred[MAX_TX_SQUARE]);
+
+ // plus top line and left column
+ BLOCK_SIZE subsize_sq = get_partition_subsize(
+ get_partition_subsize(bsize, PARTITION_HORZ), PARTITION_VERT);
+ if (subsize_sq == BLOCK_INVALID) {
+ subsize_sq = get_partition_subsize(
+ get_partition_subsize(bsize, PARTITION_VERT), PARTITION_HORZ);
+ }
+
+ if (subsize_sq != BLOCK_INVALID) {
+ const int w_sub_mi = mi_size_wide[subsize_sq];
+ const int h_sub_mi = mi_size_high[subsize_sq];
+ TX_SIZE tx_sub_size = max_txsize_rect_lookup[subsize_sq];
+ unsigned int best_sub_sse[2][2][3] = {
+ { { INT_MAX, INT_MAX, INT_MAX }, { INT_MAX, INT_MAX, INT_MAX } },
+ { { INT_MAX, INT_MAX, INT_MAX }, { INT_MAX, INT_MAX, INT_MAX } }
+ };
+ unsigned int best_sub_var[2][2][3] = {
+ { { INT_MAX, INT_MAX, INT_MAX }, { INT_MAX, INT_MAX, INT_MAX } },
+ { { INT_MAX, INT_MAX, INT_MAX }, { INT_MAX, INT_MAX, INT_MAX } }
+ };
+ PREDICTION_MODE best_sub_mode[2][2][3] = {
+ { { MODE_INVALID, MODE_INVALID, MODE_INVALID },
+ { MODE_INVALID, MODE_INVALID, MODE_INVALID } },
+ { { MODE_INVALID, MODE_INVALID, MODE_INVALID },
+ { MODE_INVALID, MODE_INVALID, MODE_INVALID } }
+ };
+
+ for (int row_off = 0, r_idx = 0; row_off < h_mi;
+ row_off += h_sub_mi, ++r_idx) {
+ int mi_row_left = xd->tile.mi_row_end - mi_row - row_off;
+ // Don't process beyond the tile boundary
+ if (mi_row_left < 0) break;
+ for (int col_off = 0, c_idx = 0; col_off < w_mi;
+ col_off += w_sub_mi, ++c_idx) {
+ int mi_col_left = xd->tile.mi_col_end - mi_col - col_off;
+ // Don't process beyond the tile boundary
+ if (mi_col_left < 0) break;
+ int src_off = (row_off << 2) * x->plane[0].src.stride + (col_off << 2);
+ xd->mb_to_top_edge = (-mi_row - row_off) << MI_SUBPEL_SIZE_LOG2;
+ xd->mb_to_left_edge = (-mi_col - col_off) << MI_SUBPEL_SIZE_LOG2;
+ mbmi->sb_type[0] = subsize_sq;
+ xd->up_available = (mi_row + row_off) > 0;
+ xd->left_available = (mi_col + col_off) > 0;
+
+ for (PREDICTION_MODE intra_sub_mode = INTRA_MODE_START;
+ intra_sub_mode < INTRA_MODE_END; ++intra_sub_mode) {
+ memset(intrapred, 0, sizeof(intrapred));
+ xd->up_available = (mi_row + row_off) > 0;
+ xd->left_available = (mi_col + col_off) > 0;
+ av1_predict_intra_block(
+ cm, xd, w_sub_mi << MI_SIZE_LOG2, h_sub_mi << MI_SIZE_LOG2,
+ tx_sub_size, intra_sub_mode, 0, 0, FILTER_INTRA_MODES,
+ x->plane[0].src.buf + src_off, x->plane[0].src.stride, intrapred,
+ MAX_TX_SIZE, 0, 0, 0);
+
+ unsigned int curr_sse = 0, curr_var = 0;
+ curr_var = cpi->fn_ptr[txsize_to_bsize[tx_sub_size]].vf(
+ x->plane[0].src.buf + src_off, x->plane[0].src.stride, intrapred,
+ MAX_TX_SIZE, &curr_sse);
+ for (int cand = 0; cand < 3; cand++) {
+ if (curr_sse < best_sub_sse[r_idx][c_idx][cand]) {
+ for (int s = 2; s > cand; s--) {
+ best_sub_sse[r_idx][c_idx][s] =
+ best_sub_sse[r_idx][c_idx][s - 1];
+ best_sub_var[r_idx][c_idx][s] =
+ best_sub_var[r_idx][c_idx][s - 1];
+ best_sub_mode[r_idx][c_idx][s] =
+ best_sub_mode[r_idx][c_idx][s - 1];
+ }
+ best_sub_sse[r_idx][c_idx][cand] = curr_sse;
+ best_sub_var[r_idx][c_idx][cand] = curr_var;
+ best_sub_mode[r_idx][c_idx][cand] = intra_sub_mode;
+ break;
+ }
+ }
+ }
+ if (out_features) {
+ const int sub_area_log2 =
+ mi_size_wide_log2[subsize_sq] + mi_size_high_log2[subsize_sq] + 4;
+ for (int cand = 0; cand < 3; ++cand) {
+ int foff = r_idx * 4 + c_idx * 2 + cand * 8;
+ out_features[FEATURE_NORM_BEST_SSE_0_00 + foff] = logf(
+ 1.0f + (best_sub_sse[r_idx][c_idx][cand] >> sub_area_log2));
+ out_features[FEATURE_NORM_BEST_VAR_0_00 + foff] = logf(
+ 1.0f + (best_sub_var[r_idx][c_idx][cand] >> sub_area_log2));
+ }
+ }
+ }
+ }
+ }
+}
+
+static AOM_INLINE void av1_ml_part_split_features_none(AV1_COMP *const cpi,
+ MACROBLOCK *x,
+ int mi_row, int mi_col,
+ BLOCK_SIZE bsize,
+ float *out_features) {
+ const AV1_COMMON *const cm = &cpi->common;
+ MACROBLOCKD *xd = &x->e_mbd;
+ MB_MODE_INFO *const mbmi = xd->mi[0];
+ const int w_mi = mi_size_wide[bsize];
+ const int h_mi = mi_size_high[bsize];
+
+ TX_SIZE tx_size = max_txsize_rect_lookup[bsize];
+
+ unsigned int tx_w = tx_size_wide_unit[tx_size];
+ unsigned int tx_h = tx_size_high_unit[tx_size];
+ DECLARE_ALIGNED(16, uint16_t, intrapred[MAX_BLK_SQUARE]);
+
+ xd->mb_to_top_edge = -mi_row << MI_SUBPEL_SIZE_LOG2;
+ xd->mb_to_left_edge = -mi_col << MI_SUBPEL_SIZE_LOG2;
+ mbmi->sb_type[0] = bsize;
+ unsigned int best_sse[3] = { INT_MAX, INT_MAX, INT_MAX };
+ unsigned int best_var[3] = { 0, 0, 0 };
+ PREDICTION_MODE best_mode[3] = { MODE_INVALID, MODE_INVALID, MODE_INVALID };
+ for (PREDICTION_MODE intra_mode = INTRA_MODE_START;
+ intra_mode < INTRA_MODE_END; ++intra_mode) {
+ unsigned int curr_sse = 0, curr_var = 0;
+ memset(intrapred, 0, sizeof(intrapred));
+ for (int row_off = 0; row_off < h_mi; row_off += tx_h) {
+ for (int col_off = 0; col_off < w_mi; col_off += tx_w) {
+ int src_off = (row_off << 2) * x->plane[0].src.stride + (col_off << 2);
+ int intr_off = (row_off << 2) * MAX_BLK_SIZE + (col_off << 2);
+ xd->up_available = (mi_row + row_off) > 0;
+ xd->left_available = (mi_col + col_off) > 0;
+ av1_predict_intra_block(
+ cm, xd, w_mi << MI_SIZE_LOG2, h_mi << MI_SIZE_LOG2, tx_size,
+ intra_mode, 0, 0, FILTER_INTRA_MODES, x->plane[0].src.buf + src_off,
+ x->plane[0].src.stride, intrapred + intr_off, MAX_BLK_SIZE, 0, 0,
+ 0);
+ unsigned int tmp = 0;
+ curr_var += cpi->fn_ptr[txsize_to_bsize[tx_size]].vf(
+ x->plane[0].src.buf + src_off, x->plane[0].src.stride,
+ intrapred + intr_off, MAX_BLK_SIZE, &tmp);
+ curr_sse += tmp;
+ }
+ }
+ for (int cand = 0; cand < 3; cand++) {
+ if (curr_sse < best_sse[cand]) {
+ for (int s = 2; s > cand; s--) {
+ best_sse[s] = best_sse[s - 1];
+ best_var[s] = best_var[s - 1];
+ best_mode[s] = best_mode[s - 1];
+ }
+ best_sse[cand] = curr_sse;
+ best_var[cand] = curr_var;
+ best_mode[cand] = intra_mode;
+ break;
+ }
+ }
+ }
+ if (out_features) {
+ const int blk_area_log2 =
+ mi_size_wide_log2[bsize] + mi_size_high_log2[bsize] + 4;
+ out_features[FEATURE_NORM_BEST_0_SSE] =
+ logf(1.0f + (best_sse[0] >> blk_area_log2));
+ out_features[FEATURE_NORM_BEST_0_VAR] =
+ logf(1.0f + (best_var[0] >> blk_area_log2));
+ out_features[FEATURE_NORM_BEST_1_SSE] =
+ logf(1.0f + (best_sse[1] >> blk_area_log2));
+ out_features[FEATURE_NORM_BEST_1_VAR] =
+ logf(1.0f + (best_var[1] >> blk_area_log2));
+ out_features[FEATURE_NORM_BEST_2_SSE] =
+ logf(1.0f + (best_sse[2] >> blk_area_log2));
+ out_features[FEATURE_NORM_BEST_2_VAR] =
+ logf(1.0f + (best_var[2] >> blk_area_log2));
+ }
+}
+
+static AOM_INLINE void av1_ml_part_split_features(AV1_COMP *const cpi,
+ MACROBLOCK *x, int mi_row,
+ int mi_col, BLOCK_SIZE bsize,
+ float *out_features) {
+ MACROBLOCKD *xd = &x->e_mbd;
+ MB_MODE_INFO *const mbmi = xd->mi[0];
+
+ av1_setup_src_planes(x, cpi->source, mi_row, mi_col, 1, NULL);
+
+ if (out_features) {
+ // Q_INDEX
+ const int dc_q =
+ av1_dc_quant_QTX(x->qindex, 0, cpi->common.seq_params.base_y_dc_delta_q,
+ xd->bd) >>
+ (xd->bd - 8);
+ out_features[FEATURE_LOG_QP_SQUARED] =
+ logf(1.0f + (float)((int64_t)dc_q * (int64_t)dc_q) /
+ (256 << (2 * QUANT_TABLE_BITS)));
+
+ // Neighbor stuff
+ const int has_above = !!xd->above_mbmi;
+ const int has_left = !!xd->left_mbmi;
+ const BLOCK_SIZE above_bsize =
+ has_above ? xd->above_mbmi->sb_type[xd->tree_type == CHROMA_PART]
+ : bsize;
+ const BLOCK_SIZE left_bsize =
+ has_left ? xd->left_mbmi->sb_type[xd->tree_type == CHROMA_PART] : bsize;
+
+ out_features[FEATURE_HAS_ABOVE] = (float)has_above;
+ out_features[FEATURE_LOG_ABOVE_WIDTH] =
+ (float)mi_size_wide_log2[above_bsize];
+ out_features[FEATURE_LOG_ABOVE_HEIGHT] =
+ (float)mi_size_high_log2[above_bsize];
+ out_features[FEATURE_HAS_LEFT] = (float)has_left;
+ out_features[FEATURE_LOG_LEFT_WIDTH] = (float)mi_size_wide_log2[left_bsize];
+ out_features[FEATURE_LOG_LEFT_HEIGHT] =
+ (float)mi_size_high_log2[left_bsize];
+ }
+
+ int old1 = xd->mb_to_top_edge;
+ int old2 = xd->mb_to_left_edge;
+ int old3 = mbmi->sb_type[0];
+ int old4 = mbmi->mrl_index;
+ mbmi->mrl_index = 0;
+
+ av1_ml_part_split_features_square(cpi, x, mi_row, mi_col, bsize,
+ out_features);
+ av1_ml_part_split_features_none(cpi, x, mi_row, mi_col, bsize, out_features);
+
+ xd->mb_to_top_edge = old1;
+ xd->mb_to_left_edge = old2;
+ mbmi->sb_type[0] = old3;
+ mbmi->mrl_index = old4;
+
+ aom_clear_system_state();
+}
+
+static MODEL_TYPE get_model_type(BLOCK_SIZE bsize) {
+ switch (bsize) {
+ case BLOCK_128X128: return MODEL_128X128;
+ case BLOCK_64X64: return MODEL_64X64;
+ case BLOCK_32X32: return MODEL_32X32;
+ case BLOCK_16X16: return MODEL_16X16;
+ default: return MODEL_OTHER;
+ }
+}
+
+int av1_ml_part_split_infer(AV1_COMP *const cpi, MACROBLOCK *x, int mi_row,
+ int mi_col, BLOCK_SIZE bsize, PC_TREE *pc_tree) {
+ const MACROBLOCKD *xd = &x->e_mbd;
+ int qp = cpi->common.quant_params.base_qindex;
+ bool key_frame = cpi->common.current_frame.frame_type == KEY_FRAME;
+ MODEL_TYPE model_type = get_model_type(bsize);
+ struct ModelParams params;
+ if (model_type != MODEL_OTHER &&
+ av2_simple_intra_prune_none_tflite_params(
+ model_type, cpi->sf.part_sf.prune_split_ml_level, ¶ms)) {
+ printf("Error during inference 2\n");
+ exit(1);
+ }
+
+ const AV1_COMMON *const cm = &cpi->common;
+ int qp_offset;
+ switch (cm->seq_params.bit_depth) {
+ case AOM_BITS_10: qp_offset = qindex_10b_offset[1]; break;
+ case AOM_BITS_12: qp_offset = qindex_12b_offset[1]; break;
+ default: qp_offset = 0; break;
+ }
+
+ if (!key_frame || xd->tree_type != LUMA_PART || model_type == MODEL_OTHER ||
+ qp > (qp_offset + params.qp_high) || qp < (qp_offset + params.qp_low))
+ return ML_PART_NOT_SURE;
+
+ float ml_input[FEATURE_MAX] = { 0.0f };
+ av1_ml_part_split_features(cpi, x, mi_row, mi_col, bsize, ml_input);
+
+ float ml_output[1] = { 0.0f };
+
+ if (av2_simple_intra_prune_none_tflite_exec(cpi->common.partition_model,
+ ml_input, FEATURE_MAX, ml_output,
+ 1, model_type)) {
+ printf("Error during inference 0\n");
+ exit(1);
+ }
+
+ return ml_output[0] > params.thresh_high
+ ? ML_PART_FORCE_SPLIT
+ : (ml_output[0] < params.thresh_low ? ML_PART_PRUNE_SPLIT
+ : ML_PART_NOT_SURE);
+}
+#endif // CONFIG_ML_PART_SPLIT
+
#endif // CONFIG_EXT_RECUR_PARTITIONS
diff --git a/av1/encoder/partition_strategy.h b/av1/encoder/partition_strategy.h
index 738f219..edf0520 100644
--- a/av1/encoder/partition_strategy.h
+++ b/av1/encoder/partition_strategy.h
@@ -342,4 +342,9 @@
KFFLT_OVERLAY_UPDATE &&
cpi->gf_group.update_type[cpi->gf_group.index] != INTNL_OVERLAY_UPDATE;
}
+#if CONFIG_ML_PART_SPLIT
+enum { ML_PART_NOT_SURE = 0, ML_PART_FORCE_SPLIT, ML_PART_PRUNE_SPLIT };
+int av1_ml_part_split_infer(AV1_COMP *const cpi, MACROBLOCK *x, int mi_row,
+ int mi_col, BLOCK_SIZE bsize, PC_TREE *pc_tree);
+#endif // CONFIG_ML_PART_SPLIT
#endif // AOM_AV1_ENCODER_PARTITION_STRATEGY_H_
diff --git a/av1/encoder/simple_intrapred_tflite.cc b/av1/encoder/simple_intrapred_tflite.cc
new file mode 100644
index 0000000..8dfea6d
--- /dev/null
+++ b/av1/encoder/simple_intrapred_tflite.cc
@@ -0,0 +1,119 @@
+/*
+ * Copyright (c) 2024, Alliance for Open Media. All rights reserved
+ *
+ * This source code is subject to the terms of the BSD 3-Clause Clear License
+ * and the Alliance for Open Media Patent License 1.0. If the BSD 3-Clause Clear
+ * License was not distributed with this source code in the LICENSE file, you
+ * can obtain it at aomedia.org/license/software-license/bsd-3-c-c/. 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
+ * aomedia.org/license/patent-license/.
+ */
+
+#include "av1/encoder/simple_intrapred_tflite.h"
+
+#include <cstdio>
+#include <memory>
+
+#include "common/tf_lite_includes.h"
+
+#include "av1/encoder/simple_intrapred_tflite_model_128x128.h"
+#include "av1/encoder/simple_intrapred_tflite_model_16x16.h"
+#include "av1/encoder/simple_intrapred_tflite_model_32x32.h"
+#include "av1/encoder/simple_intrapred_tflite_model_64x64.h"
+
+struct Context {
+ tflite::Model *model_128X128;
+ tflite::Model *model_64X64;
+ tflite::Model *model_32X32;
+ tflite::Model *model_16X16;
+ // TODO: different resolvers for different models?
+ // TODO: shell I create resolver every time?
+ tflite::MutableOpResolver resolver;
+};
+
+extern "C" void *av2_simple_intra_prune_none_tflite_init() {
+ Context *ctx = new Context();
+ ctx->model_128X128 = (tflite::Model *)tflite::GetModel(
+ a3_qp96_128_160_luma_BLOCK_128X128_intra_tflite);
+ ctx->model_64X64 = (tflite::Model *)tflite::GetModel(
+ a3_qp96_128_160_luma_BLOCK_64X64_intra_tflite);
+ ctx->model_32X32 = (tflite::Model *)tflite::GetModel(
+ a3_qp96_128_160_luma_BLOCK_32X32_intra_tflite);
+ ctx->model_16X16 = (tflite::Model *)tflite::GetModel(
+ a3_qp96_128_160_luma_BLOCK_16X16_intra_tflite);
+ RegisterSelectedOps(&ctx->resolver);
+ return (void *)ctx;
+}
+
+extern "C" int av2_simple_intra_prune_none_tflite_params(
+ MODEL_TYPE model_type, int prune_level, struct ModelParams *params) {
+ switch (model_type) {
+ case MODEL_128X128:
+ *params =
+ a3_qp96_128_160_luma_BLOCK_128X128_intra_tflite_params[prune_level];
+ break;
+ case MODEL_64X64:
+ *params =
+ a3_qp96_128_160_luma_BLOCK_64X64_intra_tflite_params[prune_level];
+ break;
+ case MODEL_32X32:
+ *params =
+ a3_qp96_128_160_luma_BLOCK_32X32_intra_tflite_params[prune_level];
+ break;
+ case MODEL_16X16:
+ *params =
+ a3_qp96_128_160_luma_BLOCK_16X16_intra_tflite_params[prune_level];
+ break;
+ default: return -1;
+ }
+ return 0;
+}
+// Simple intra ML TFLite based inference
+extern "C" int av2_simple_intra_prune_none_tflite_exec(
+ void *context, const float *ml_input, int input_len, float *ml_output,
+ int output_len, MODEL_TYPE model_type) {
+ // Build the interpreter.
+ Context *ctx = (Context *)context;
+ tflite::Model *model;
+ switch (model_type) {
+ case MODEL_128X128: model = ctx->model_128X128; break;
+ case MODEL_64X64: model = ctx->model_64X64; break;
+ case MODEL_32X32: model = ctx->model_32X32; break;
+ case MODEL_16X16: model = ctx->model_16X16; break;
+ default: return -1;
+ }
+ tflite::InterpreterBuilder builder(model, ctx->resolver);
+
+ std::unique_ptr<tflite::Interpreter> interpreter;
+ builder(&interpreter);
+ tflite::ErrorReporter *reporter(tflite::DefaultErrorReporter());
+
+ if (interpreter->AllocateTensors() != kTfLiteOk) {
+ reporter->Report("Failed at allocating tensors");
+ exit(1);
+ }
+
+ float *input = interpreter->typed_input_tensor<float>(0);
+ for (int i = 0; i < input_len; i++) {
+ input[i] = ml_input[i];
+ }
+
+ auto status = interpreter->Invoke();
+ if (status != kTfLiteOk) {
+ reporter->Report("Failed at invoke");
+ exit(1);
+ }
+
+ float *output = interpreter->typed_output_tensor<float>(0);
+ for (int i = 0; i < output_len; i++) {
+ ml_output[i] = output[i];
+ }
+ return 0;
+}
+
+extern "C" void av2_simple_intra_prune_none_tflite_close(void **context) {
+ Context *ctx = (Context *)*context;
+ delete ctx;
+ context = nullptr;
+}
diff --git a/av1/encoder/simple_intrapred_tflite.h b/av1/encoder/simple_intrapred_tflite.h
new file mode 100644
index 0000000..6b17814
--- /dev/null
+++ b/av1/encoder/simple_intrapred_tflite.h
@@ -0,0 +1,55 @@
+/*
+ * Copyright (c) 2024, Alliance for Open Media. All rights reserved
+ *
+ * This source code is subject to the terms of the BSD 3-Clause Clear License
+ * and the Alliance for Open Media Patent License 1.0. If the BSD 3-Clause Clear
+ * License was not distributed with this source code in the LICENSE file, you
+ * can obtain it at aomedia.org/license/software-license/bsd-3-c-c/. 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
+ * aomedia.org/license/patent-license/.
+ */
+
+#ifndef AV1_ENCODER_SIMPLE_INTRAPRED_TFLITE_H_
+#define AV1_ENCODER_SIMPLE_INTRAPRED_TFLITE_H_
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+#include "av1/common/av1_common_int.h"
+
+#define DEFAULT_QP_LOW 85
+#define DEFAULT_QP_HIGH 85
+
+typedef enum {
+ MODEL_OTHER = 0,
+ MODEL_128X128,
+ MODEL_64X64,
+ MODEL_32X32,
+ MODEL_16X16,
+} MODEL_TYPE;
+
+struct ModelParams {
+ float thresh_low;
+ float thresh_high;
+ int qp_low;
+ int qp_high;
+};
+
+void *av2_simple_intra_prune_none_tflite_init();
+int av2_simple_intra_prune_none_tflite_exec(void *context,
+ const float *ml_input,
+ int input_len, float *ml_output,
+ int output_len,
+ MODEL_TYPE model_type);
+void av2_simple_intra_prune_none_tflite_close(void **context);
+int av2_simple_intra_prune_none_tflite_params(MODEL_TYPE model_type,
+ int prune_level,
+ struct ModelParams *params);
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif // AV1_ENCODER_SIMPLE_INTRAPRED_TFLITE_H_
diff --git a/av1/encoder/simple_intrapred_tflite_model_128x128.h b/av1/encoder/simple_intrapred_tflite_model_128x128.h
new file mode 100644
index 0000000..a1fc8bc
--- /dev/null
+++ b/av1/encoder/simple_intrapred_tflite_model_128x128.h
@@ -0,0 +1,740 @@
+/*
+ * Copyright (c) 2023, 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.
+ */
+
+const struct ModelParams
+ a3_qp96_128_160_luma_BLOCK_128X128_intra_tflite_params[] = {
+ { 0.3, 0.98, 80, 176 },
+ { 0.4, 0.97, 80, 176 },
+ { 0.5, 0.95, 80, 176 },
+ { 0.7, 0.95, 80, 176 }
+ };
+
+unsigned char a3_qp96_128_160_luma_BLOCK_128X128_intra_tflite[] = {
+ 0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x14, 0x00, 0x20, 0x00, 0x1c,
+ 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x08, 0x00,
+ 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x88, 0x00, 0x00,
+ 0x00, 0xe0, 0x00, 0x00, 0x00, 0x80, 0x1d, 0x00, 0x00, 0x90, 0x1d, 0x00, 0x00,
+ 0xb8, 0x23, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x04,
+ 0x00, 0x00, 0x00, 0x32, 0xe2, 0xff, 0xff, 0x0c, 0x00, 0x00, 0x00, 0x1c, 0x00,
+ 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72,
+ 0x76, 0x69, 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x94, 0xff, 0xff, 0xff, 0x0a,
+ 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x6f, 0x75,
+ 0x74, 0x70, 0x75, 0x74, 0x5f, 0x6c, 0x61, 0x79, 0x65, 0x72, 0x00, 0x00, 0x00,
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+ 0x7d, 0x68, 0x3c, 0x40, 0x8b, 0xfe, 0x3e, 0xd3, 0x00, 0xd4, 0x3c, 0xcb, 0xa4,
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+ 0x25, 0xb4, 0x73, 0xbe, 0x83, 0x3d, 0xd4, 0x3c, 0xdb, 0x07, 0x0e, 0x3e, 0x47,
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+ 0x87, 0x01, 0x3c, 0x88, 0xeb, 0xe2, 0xbd, 0x48, 0xb8, 0x1a, 0x3e, 0x39, 0x5c,
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+ 0xb7, 0x2c, 0x3e, 0x7c, 0x01, 0xe1, 0xbd, 0xf5, 0xbc, 0xd8, 0x3d, 0xed, 0x38,
+ 0x83, 0xbe, 0x59, 0x9e, 0x59, 0x3c, 0x7d, 0x1a, 0x64, 0xbe, 0xdf, 0x8d, 0xb7,
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+ 0xf7, 0x70, 0x85, 0xba, 0x7e, 0xde, 0x98, 0xbd, 0xb1, 0x8d, 0x68, 0xbd, 0xc5,
+ 0xcf, 0x07, 0x3d, 0xd3, 0x71, 0x46, 0xbe, 0xd3, 0x76, 0x44, 0x3e, 0x13, 0xb0,
+ 0x43, 0x3e, 0xff, 0x84, 0x88, 0xbe, 0x95, 0x61, 0x04, 0x3e, 0xed, 0xd5, 0x95,
+ 0xbe, 0x5e, 0xc3, 0xfd, 0x3d, 0x68, 0x20, 0x4a, 0xbe, 0x4b, 0x7c, 0xd9, 0xbd,
+ 0x4f, 0x02, 0xdf, 0xbd, 0xf3, 0x62, 0xce, 0xbc, 0x3e, 0xf2, 0x4d, 0xbe, 0x51,
+ 0xc9, 0xf3, 0x3d, 0x8c, 0x20, 0x19, 0xbe, 0xe2, 0x7b, 0xa3, 0xbd, 0x83, 0x93,
+ 0xb2, 0x3d, 0xea, 0xbd, 0xd5, 0xbd, 0xc6, 0x03, 0x5f, 0xbd, 0x95, 0x66, 0x7e,
+ 0x3b, 0x32, 0x03, 0xf5, 0xbd, 0x50, 0x49, 0xa2, 0xbd, 0xaf, 0xe9, 0xcd, 0xba,
+ 0x01, 0xd9, 0x82, 0x3d, 0xdc, 0x9f, 0xb1, 0x3d, 0x7c, 0x40, 0x90, 0xbd, 0xf4,
+ 0x35, 0x7f, 0xbd, 0xa5, 0x70, 0xdf, 0xbc, 0xec, 0xa5, 0x31, 0xbd, 0x79, 0x47,
+ 0x40, 0x3d, 0xad, 0x30, 0x9e, 0xbd, 0xc3, 0xde, 0x6e, 0xbb, 0x14, 0xb1, 0x55,
+ 0x3a, 0x70, 0xb6, 0xc8, 0xbc, 0x04, 0xa1, 0xb5, 0xbc, 0x1e, 0x51, 0xb8, 0xbc,
+ 0x3e, 0x7b, 0x06, 0xbc, 0xa7, 0x47, 0xd4, 0xbb, 0x66, 0x7d, 0x18, 0xbd, 0x76,
+ 0xe9, 0x04, 0xbc, 0x0d, 0x83, 0x23, 0xbb, 0x55, 0xea, 0x32, 0xbd, 0x6d, 0xb5,
+ 0x05, 0xbc, 0xde, 0x79, 0xa1, 0xbc, 0xeb, 0xda, 0x1c, 0x3c, 0xe8, 0x68, 0x75,
+ 0xbd, 0x47, 0x2a, 0x98, 0xbc, 0x0e, 0x86, 0xca, 0x3b, 0xe2, 0x83, 0xd5, 0xbc,
+ 0xbd, 0x09, 0x7f, 0x3b, 0xcb, 0xe6, 0xd1, 0xbc, 0xf9, 0x3b, 0xe3, 0xbb, 0x8e,
+ 0xfb, 0x05, 0x3d, 0x77, 0x9c, 0x1e, 0x3d, 0xdb, 0x1e, 0x8f, 0xbd, 0x78, 0xc3,
+ 0x85, 0xbe, 0x10, 0x8c, 0xf3, 0x3d, 0xd4, 0xa4, 0x8c, 0xbe, 0x65, 0xd5, 0x2f,
+ 0x3e, 0xb3, 0xc2, 0x15, 0xbe, 0x03, 0x3f, 0x9b, 0x3e, 0x0d, 0x89, 0xc8, 0x3e,
+ 0xc7, 0x49, 0xfd, 0x3d, 0x6b, 0xa9, 0xb9, 0xbc, 0x5c, 0xab, 0x95, 0x3e, 0xed,
+ 0x54, 0x58, 0x3c, 0x2d, 0xe6, 0x18, 0xbe, 0x77, 0x44, 0xd0, 0xbd, 0xab, 0xe2,
+ 0x28, 0x3e, 0x37, 0x09, 0x43, 0xbe, 0xff, 0x34, 0x12, 0xbe, 0xbe, 0xa0, 0x35,
+ 0xbd, 0x84, 0x23, 0x88, 0xbe, 0xde, 0x75, 0x39, 0x3c, 0xf0, 0xd6, 0xd2, 0x3d,
+ 0x5e, 0xea, 0xb0, 0xbe, 0xc4, 0x70, 0xa5, 0x3e, 0xf6, 0xff, 0x3f, 0x3e, 0xdf,
+ 0x51, 0xd6, 0x3d, 0xff, 0x35, 0x98, 0xbe, 0x7b, 0x3d, 0x2d, 0xbd, 0x44, 0x06,
+ 0x5d, 0xbe, 0x8a, 0x95, 0xce, 0x3c, 0x3b, 0x6c, 0x0d, 0xbe, 0xce, 0x9e, 0xa9,
+ 0x3d, 0x44, 0x47, 0xa5, 0xbe, 0x61, 0xac, 0x8a, 0x3e, 0x67, 0xbd, 0x1e, 0xbe,
+ 0x0a, 0xfa, 0x26, 0x3c, 0x81, 0x6e, 0x79, 0x3d, 0x6a, 0x87, 0xd0, 0xbd, 0x84,
+ 0x5a, 0xe5, 0x3d, 0x73, 0xa6, 0xcd, 0xbc, 0x9b, 0xa0, 0x90, 0x3c, 0x3c, 0x66,
+ 0x7e, 0xbe, 0x82, 0x4e, 0xed, 0xbb, 0x4c, 0xc6, 0xa2, 0x3d, 0x6f, 0x99, 0x28,
+ 0xbd, 0x8e, 0x72, 0x31, 0xbe, 0xe9, 0xc6, 0x05, 0xbe, 0xa8, 0x96, 0x61, 0xbe,
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+ 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x00, 0x00, 0x16,
+ 0x00, 0x1c, 0x00, 0x18, 0x00, 0x00, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x07, 0x00, 0x16, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x20, 0x00,
+ 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00,
+ 0x00, 0xff, 0xff, 0xff, 0xff, 0x25, 0x00, 0x00, 0x00, 0x04, 0x00, 0x04, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0x17, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72, 0x76, 0x69,
+ 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x5f, 0x69, 0x6e,
+ 0x70, 0x75, 0x74, 0x3a, 0x30, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00,
+ 0x00, 0x25, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0xf4, 0xff, 0xff, 0xff, 0x0e, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x0e, 0x0c, 0x00, 0x0c, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x09
+}; // unsigned int a3_qp96_128_160_luma_BLOCK_128X128_intra_tflite_len = 9244;
+
+void RegisterSelectedOps(::tflite::MutableOpResolver *resolver) {
+ resolver->AddBuiltin(::tflite::BuiltinOperator_FULLY_CONNECTED,
+ ::tflite::ops::builtin::Register_FULLY_CONNECTED());
+ resolver->AddBuiltin(::tflite::BuiltinOperator_LOGISTIC,
+ ::tflite::ops::builtin::Register_LOGISTIC());
+}
diff --git a/av1/encoder/simple_intrapred_tflite_model_16x16.h b/av1/encoder/simple_intrapred_tflite_model_16x16.h
new file mode 100644
index 0000000..5ee815b
--- /dev/null
+++ b/av1/encoder/simple_intrapred_tflite_model_16x16.h
@@ -0,0 +1,735 @@
+/*
+ * Copyright (c) 2023, 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.
+ */
+
+const struct ModelParams
+ a3_qp96_128_160_luma_BLOCK_16X16_intra_tflite_params[] = {
+ { 0.002, 0.35, 80, 176 },
+ { 0.005, 0.32, 80, 176 },
+ { 0.01, 0.3, 80, 176 },
+ { 0.01, 0.15, 80, 176 }
+ };
+
+unsigned char a3_qp96_128_160_luma_BLOCK_16X16_intra_tflite[] = {
+ 0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x14, 0x00, 0x20, 0x00, 0x1c,
+ 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x08, 0x00,
+ 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x88, 0x00, 0x00,
+ 0x00, 0xe0, 0x00, 0x00, 0x00, 0x80, 0x1d, 0x00, 0x00, 0x90, 0x1d, 0x00, 0x00,
+ 0xb8, 0x23, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x04,
+ 0x00, 0x00, 0x00, 0x32, 0xe2, 0xff, 0xff, 0x0c, 0x00, 0x00, 0x00, 0x1c, 0x00,
+ 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72,
+ 0x76, 0x69, 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x94, 0xff, 0xff, 0xff, 0x0a,
+ 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x6f, 0x75,
+ 0x74, 0x70, 0x75, 0x74, 0x5f, 0x6c, 0x61, 0x79, 0x65, 0x72, 0x00, 0x00, 0x00,
+ 0x00, 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x86, 0xe3, 0xff, 0xff,
+ 0x04, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x69, 0x6e, 0x70, 0x75, 0x74,
+ 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x04, 0x00,
+ 0x00, 0x00, 0xdc, 0xff, 0xff, 0xff, 0x0d, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00,
+ 0x00, 0x13, 0x00, 0x00, 0x00, 0x43, 0x4f, 0x4e, 0x56, 0x45, 0x52, 0x53, 0x49,
+ 0x4f, 0x4e, 0x5f, 0x4d, 0x45, 0x54, 0x41, 0x44, 0x41, 0x54, 0x41, 0x00, 0x08,
+ 0x00, 0x0c, 0x00, 0x08, 0x00, 0x04, 0x00, 0x08, 0x00, 0x00, 0x00, 0x0c, 0x00,
+ 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x13, 0x00, 0x00, 0x00, 0x6d, 0x69, 0x6e,
+ 0x5f, 0x72, 0x75, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x5f, 0x76, 0x65, 0x72, 0x73,
+ 0x69, 0x6f, 0x6e, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x9c, 0x1c, 0x00, 0x00, 0x94,
+ 0x1c, 0x00, 0x00, 0x04, 0x1c, 0x00, 0x00, 0xac, 0x1b, 0x00, 0x00, 0x98, 0x1b,
+ 0x00, 0x00, 0x08, 0x09, 0x00, 0x00, 0xf8, 0x00, 0x00, 0x00, 0xa8, 0x00, 0x00,
+ 0x00, 0xa0, 0x00, 0x00, 0x00, 0x98, 0x00, 0x00, 0x00, 0x90, 0x00, 0x00, 0x00,
+ 0x88, 0x00, 0x00, 0x00, 0x68, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x32,
+ 0xe4, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x54, 0x00, 0x00, 0x00, 0x0c, 0x00,
+ 0x00, 0x00, 0x08, 0x00, 0x0e, 0x00, 0x08, 0x00, 0x04, 0x00, 0x08, 0x00, 0x00,
+ 0x00, 0x10, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00,
+ 0x08, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x0a, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x08, 0x00,
+ 0x04, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00,
+ 0x00, 0x04, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x32, 0x2e, 0x31, 0x36,
+ 0x2e, 0x30, 0x00, 0x00, 0x92, 0xe4, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x10,
+ 0x00, 0x00, 0x00, 0x31, 0x2e, 0x31, 0x34, 0x2e, 0x30, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, 0xde, 0xff, 0xff, 0x08, 0xde, 0xff,
+ 0xff, 0x0c, 0xde, 0xff, 0xff, 0x10, 0xde, 0xff, 0xff, 0xbe, 0xe4, 0xff, 0xff,
+ 0x04, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x61, 0x2a, 0x83, 0xbe, 0xb9,
+ 0x61, 0xd7, 0x3e, 0x0c, 0x33, 0xba, 0x3e, 0x19, 0x75, 0x5a, 0xbf, 0x59, 0x97,
+ 0x64, 0xbf, 0xb1, 0x05, 0xe7, 0x0c, 0x3a, 0x7d, 0xe0, 0x0c, 0xa7, 0xe5, 0x0d,
+ 0x3f, 0xf1, 0x98, 0x1e, 0x3f, 0x7a, 0x47, 0xdb, 0xbe, 0x97, 0x59, 0x05, 0xbf,
+ 0x5e, 0x49, 0x08, 0x3f, 0xa6, 0xd5, 0xc5, 0x3e, 0xc7, 0x15, 0xde, 0x0c, 0x98,
+ 0x5e, 0x44, 0xbf, 0x5f, 0xc9, 0xa2, 0xbe, 0x0a, 0xe5, 0xff, 0xff, 0x04, 0x00,
+ 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0xa6, 0x10, 0xd4, 0xbb, 0x6b, 0x89, 0x71,
+ 0x3c, 0xaf, 0x38, 0xe9, 0x3d, 0xf1, 0x51, 0xa1, 0x3d, 0xa3, 0xd3, 0x8d, 0x3d,
+ 0x89, 0x18, 0x89, 0x3d, 0x5c, 0x45, 0xbc, 0x3c, 0xcb, 0xc6, 0x83, 0x3d, 0x5d,
+ 0x5a, 0x7f, 0x3d, 0xd2, 0x5b, 0x17, 0x3d, 0x19, 0x50, 0x32, 0x3d, 0x79, 0x20,
+ 0x43, 0x3d, 0x60, 0x33, 0x13, 0x3d, 0x84, 0x2d, 0xf1, 0x3c, 0x69, 0x64, 0x8b,
+ 0x3d, 0x0a, 0x2a, 0x0a, 0x3d, 0xd6, 0x22, 0xf8, 0x3d, 0x70, 0x37, 0x9d, 0x3d,
+ 0xa1, 0x6e, 0x22, 0x3d, 0x72, 0x79, 0x91, 0x3d, 0x1e, 0xd0, 0xe8, 0x3c, 0xc2,
+ 0x0e, 0x5f, 0x3d, 0x72, 0xfd, 0xad, 0x0c, 0xbd, 0xd8, 0x55, 0x3c, 0x70, 0x9e,
+ 0xf8, 0x3d, 0x31, 0xf9, 0x7f, 0xbc, 0xa0, 0x31, 0xe8, 0x8c, 0xa3, 0x9e, 0x5d,
+ 0x3d, 0x57, 0xac, 0x81, 0x3d, 0xe1, 0x10, 0x35, 0x3d, 0x6b, 0x71, 0x72, 0xbc,
+ 0x1f, 0x6c, 0xaf, 0x3b, 0xfa, 0xfa, 0x78, 0x3c, 0xbe, 0x98, 0x84, 0xbc, 0x3a,
+ 0x71, 0x36, 0x3d, 0x1c, 0xca, 0xc8, 0xbd, 0x3a, 0x0f, 0xcf, 0xbc, 0x19, 0x8a,
+ 0xfa, 0xbd, 0xcb, 0xd0, 0x89, 0xbd, 0x69, 0xc9, 0xd4, 0xbd, 0x17, 0xaa, 0x57,
+ 0x3e, 0x8a, 0x6c, 0x8b, 0xbd, 0x6f, 0x53, 0x19, 0x3e, 0xf0, 0x78, 0xd1, 0xbd,
+ 0x80, 0xc7, 0xe7, 0xbd, 0xfe, 0x45, 0x83, 0x3c, 0xaf, 0xb1, 0xa7, 0xbd, 0xe9,
+ 0x37, 0x16, 0x3b, 0xc3, 0xd2, 0xff, 0x3c, 0xe7, 0x29, 0x49, 0xbb, 0x43, 0x86,
+ 0x72, 0x3d, 0x08, 0x28, 0xc9, 0xbd, 0x7e, 0x5e, 0x72, 0xbd, 0xdd, 0xe4, 0xd2,
+ 0xbd, 0xe0, 0xa2, 0xe1, 0x0c, 0xbc, 0x3c, 0x82, 0x3d, 0x40, 0x56, 0x92, 0xbd,
+ 0xfb, 0x9d, 0xeb, 0x3d, 0x86, 0x94, 0xdf, 0x8c, 0x2a, 0xbd, 0x7f, 0x3d, 0x3d,
+ 0x79, 0x86, 0xbd, 0xf4, 0xc1, 0x02, 0xbe, 0x36, 0xf0, 0xf5, 0x3d, 0x8b, 0xbd,
+ 0xdf, 0x3d, 0x56, 0x96, 0x87, 0x3c, 0x28, 0x55, 0xaa, 0xbc, 0xc6, 0xfa, 0x82,
+ 0xbc, 0xc3, 0xb0, 0x12, 0xbd, 0x63, 0xbc, 0xcb, 0xbd, 0xe8, 0x01, 0xde, 0xbd,
+ 0x78, 0xc1, 0x69, 0xbd, 0x82, 0x1a, 0xc9, 0xbd, 0x71, 0xa9, 0x1a, 0x3e, 0xe8,
+ 0xae, 0x86, 0xbd, 0x05, 0x4a, 0xff, 0x3d, 0xae, 0x94, 0xb5, 0xbd, 0xd6, 0xa1,
+ 0xc9, 0xbd, 0x27, 0xd4, 0x95, 0x3c, 0x95, 0x8b, 0xa5, 0xbd, 0x8e, 0x83, 0x91,
+ 0xbb, 0x6d, 0x69, 0xae, 0x3d, 0x4d, 0xca, 0xab, 0x3c, 0x8c, 0x7a, 0xb4, 0x3d,
+ 0x90, 0xf9, 0xb1, 0xbd, 0x75, 0x80, 0x3e, 0xbd, 0x54, 0xd6, 0xd2, 0xbd, 0x2b,
+ 0x5a, 0xda, 0x8c, 0xfd, 0xe0, 0x46, 0x3d, 0x14, 0xdf, 0x77, 0xbd, 0x27, 0xa7,
+ 0xd4, 0x3d, 0xd6, 0xfa, 0xdf, 0x8c, 0x57, 0x21, 0x6e, 0x3d, 0xe0, 0x88, 0x83,
+ 0xbd, 0xb0, 0x2d, 0xda, 0xbd, 0x24, 0x9e, 0xce, 0x3d, 0xdd, 0xaa, 0xb4, 0x3d,
+ 0x58, 0x5e, 0x4e, 0xbe, 0xb6, 0x56, 0x94, 0xbd, 0x94, 0xce, 0xca, 0x3d, 0xd9,
+ 0xd8, 0xe6, 0x3d, 0x3b, 0xff, 0x7e, 0xbd, 0x83, 0xb3, 0x60, 0x3e, 0x51, 0xef,
+ 0xb8, 0x3d, 0x73, 0x57, 0x07, 0x3e, 0xe7, 0xb9, 0x2b, 0xbe, 0x8c, 0x23, 0xd9,
+ 0x3d, 0xed, 0xc1, 0x9a, 0xbd, 0xd4, 0x2a, 0x9d, 0xbd, 0x23, 0x7d, 0x2f, 0x3e,
+ 0x0e, 0xb7, 0x93, 0xbe, 0x38, 0xbd, 0xb2, 0x3e, 0x6a, 0xe0, 0xb1, 0x3d, 0x7b,
+ 0xa3, 0x98, 0x3d, 0x10, 0xcc, 0x9a, 0xbd, 0x12, 0x88, 0x37, 0x3e, 0xf3, 0xfb,
+ 0x18, 0x3d, 0xeb, 0xe0, 0x3b, 0x3d, 0x8e, 0x93, 0x0f, 0x3e, 0x8a, 0x80, 0x7f,
+ 0x8c, 0xe0, 0x58, 0x2c, 0xbe, 0x0c, 0x4c, 0x79, 0x3c, 0x85, 0xba, 0x83, 0xbe,
+ 0x73, 0xa8, 0xe2, 0x0c, 0xbd, 0x82, 0x8a, 0xbd, 0x24, 0x06, 0x56, 0x3e, 0x06,
+ 0xd6, 0x58, 0xbd, 0x45, 0x3d, 0x8a, 0xbe, 0x96, 0xd5, 0x79, 0xbe, 0xe8, 0x18,
+ 0x8a, 0xbe, 0x91, 0xd9, 0x84, 0xbe, 0x28, 0xba, 0x17, 0xbd, 0x63, 0x02, 0xeb,
+ 0x3d, 0x32, 0xfb, 0x24, 0xbe, 0xec, 0xf2, 0x0f, 0x3e, 0x5d, 0xd7, 0xc4, 0x3d,
+ 0x0b, 0x87, 0x44, 0x3d, 0x2d, 0xd4, 0x9e, 0xbe, 0xf5, 0x3d, 0xfe, 0x3c, 0x7f,
+ 0xab, 0x95, 0xbd, 0x4d, 0x12, 0x63, 0xbc, 0x99, 0xb4, 0x40, 0x3e, 0x1a, 0xd1,
+ 0x7a, 0xbe, 0xa7, 0x00, 0x7a, 0x3e, 0xfc, 0x46, 0x53, 0x3e, 0x26, 0x69, 0x5a,
+ 0x3e, 0xd4, 0x68, 0xc2, 0xbd, 0x30, 0xef, 0x24, 0x3d, 0xd0, 0x7e, 0x97, 0x3e,
+ 0x31, 0x5d, 0x9f, 0x3d, 0x61, 0x42, 0xde, 0x3c, 0x0a, 0x59, 0x0c, 0x0c, 0x63,
+ 0x5e, 0x57, 0xbe, 0xa4, 0x6b, 0x52, 0x3e, 0x2a, 0xec, 0x23, 0xbe, 0x1e, 0x90,
+ 0xa4, 0x0c, 0x22, 0x04, 0x24, 0x3d, 0x74, 0xbe, 0x50, 0x3e, 0xe3, 0x89, 0x1f,
+ 0xbd, 0x22, 0xf2, 0x93, 0xbe, 0x62, 0x0d, 0xb3, 0xbd, 0xa5, 0x8d, 0x9b, 0x8c,
+ 0x83, 0xb5, 0xe0, 0x8c, 0x0c, 0xdc, 0xe9, 0x8c, 0x3a, 0x3f, 0xdb, 0x8c, 0xe6,
+ 0x25, 0xde, 0x8c, 0x86, 0x74, 0xdf, 0x8c, 0x1a, 0x07, 0x55, 0x0c, 0xbb, 0x50,
+ 0x02, 0x8d, 0xd8, 0x35, 0xe0, 0x8c, 0xe4, 0xf4, 0xe6, 0x8c, 0xae, 0xd7, 0xde,
+ 0x0c, 0xd5, 0x92, 0xde, 0x8c, 0xec, 0x0d, 0xdf, 0x0c, 0x59, 0xbb, 0xe6, 0x8c,
+ 0x6d, 0x1b, 0x94, 0x8c, 0x6f, 0xa5, 0xe0, 0x8c, 0x0e, 0xa8, 0xe8, 0x8c, 0x90,
+ 0x7d, 0xcb, 0x8c, 0xe8, 0xf5, 0xdf, 0x8c, 0xc6, 0xce, 0xa0, 0x8c, 0x47, 0x1c,
+ 0xce, 0x0c, 0xda, 0x4d, 0xe2, 0x8c, 0xd0, 0x7e, 0x9c, 0x8b, 0x37, 0xf6, 0x21,
+ 0x8d, 0xca, 0x28, 0xd9, 0x8c, 0xd6, 0xfb, 0xb4, 0x0c, 0xb0, 0xa0, 0x1a, 0x8d,
+ 0xba, 0x2e, 0xdb, 0x8c, 0xde, 0xb9, 0xd4, 0x8c, 0xf9, 0xdd, 0xe0, 0x0c, 0xef,
+ 0x5c, 0xbd, 0x8c, 0x58, 0x82, 0xb7, 0x8c, 0x02, 0x27, 0xe1, 0x0c, 0x93, 0xd9,
+ 0xe5, 0x8c, 0xcd, 0x5d, 0xe3, 0x8c, 0x66, 0x61, 0xe0, 0x8c, 0x8a, 0x2f, 0xe5,
+ 0x8c, 0x0e, 0x35, 0xd7, 0x8c, 0xaa, 0x2e, 0x2b, 0x8d, 0x0d, 0xfe, 0xe3, 0x8c,
+ 0x58, 0x66, 0xe7, 0x0c, 0x3e, 0x80, 0xe4, 0x8c, 0xa6, 0x14, 0xde, 0x8c, 0x35,
+ 0x1a, 0xe4, 0x0c, 0xcc, 0x38, 0xe4, 0x8a, 0x50, 0xa5, 0xaa, 0x88, 0x54, 0x92,
+ 0x41, 0x0c, 0xbe, 0x83, 0xe7, 0x8c, 0x97, 0x24, 0xe4, 0x8c, 0xf3, 0x79, 0xea,
+ 0x8c, 0xfb, 0xbc, 0xd0, 0x8c, 0xf1, 0xb6, 0xe1, 0x8c, 0x24, 0xfc, 0x13, 0x8c,
+ 0xc4, 0x74, 0xd4, 0x8c, 0x8a, 0x5c, 0xe0, 0x8c, 0x16, 0x51, 0xe9, 0x8c, 0x74,
+ 0xe2, 0xe3, 0x8c, 0xa3, 0xf0, 0xe6, 0x0c, 0xd2, 0x08, 0x90, 0x0c, 0xda, 0xfe,
+ 0xe7, 0x0c, 0x73, 0x10, 0x43, 0x8c, 0x62, 0x6e, 0xb8, 0x8c, 0x09, 0x9e, 0xfe,
+ 0x8c, 0x26, 0x4a, 0x36, 0x0d, 0x02, 0x43, 0x1b, 0x3e, 0x08, 0xbe, 0x08, 0xbc,
+ 0x8c, 0xfd, 0x26, 0x3e, 0x05, 0x1b, 0x16, 0x3e, 0x12, 0x3c, 0x78, 0xbd, 0x98,
+ 0x86, 0x8a, 0xbe, 0x6c, 0x77, 0x01, 0xbe, 0x9c, 0xb8, 0x0f, 0xbe, 0x81, 0xf4,
+ 0x74, 0x3d, 0xf3, 0xe4, 0x17, 0xbe, 0x01, 0xba, 0x38, 0x3e, 0xa6, 0x99, 0xa0,
+ 0xbd, 0x11, 0x76, 0x35, 0xbe, 0x78, 0xa2, 0x04, 0x3e, 0x7e, 0x89, 0x1f, 0xbe,
+ 0x4e, 0xfb, 0xb9, 0xbd, 0x02, 0x12, 0xb3, 0x3c, 0x9a, 0x8b, 0xe3, 0x3d, 0x45,
+ 0x9b, 0xf4, 0x3d, 0xde, 0x92, 0xd3, 0xbd, 0x0c, 0x92, 0xe8, 0xbd, 0x65, 0xe2,
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+ 0xa1, 0x3d, 0x3a, 0xf3, 0xe5, 0x3d, 0x00, 0xd7, 0xe7, 0x3d, 0x67, 0xd9, 0x8e,
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+ 0x63, 0x64, 0x3d, 0xf1, 0x5a, 0xd5, 0xbc, 0xb4, 0xd7, 0x07, 0xbd, 0x47, 0x3c,
+ 0x9b, 0x3c, 0x87, 0xf2, 0x4e, 0x3c, 0xdf, 0xb1, 0x84, 0xbc, 0x4b, 0x30, 0x6f,
+ 0xbd, 0xf6, 0x31, 0xac, 0x3c, 0xe3, 0xa1, 0xd3, 0x3c, 0x58, 0x0c, 0xb7, 0x3c,
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+ 0x7b, 0x64, 0x3d, 0x8e, 0x1b, 0x16, 0x3d, 0x00, 0x0f, 0xea, 0xbd, 0x02, 0xc9,
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+ 0xbb, 0x3e, 0xcc, 0x81, 0x3d, 0x3f, 0xbc, 0x00, 0xbe, 0xd6, 0xbd, 0x35, 0xbe,
+ 0xa7, 0xbc, 0x9b, 0x3d, 0x07, 0x4e, 0xa2, 0xbd, 0x29, 0x68, 0x93, 0x3c, 0x0c,
+ 0x8b, 0x18, 0x3d, 0x52, 0x91, 0xcc, 0x3d, 0xbe, 0x04, 0xdc, 0x3d, 0x4b, 0xd2,
+ 0xb9, 0x3d, 0x6a, 0x3a, 0xa4, 0xbc, 0x7a, 0x79, 0xd6, 0xbc, 0x4e, 0x77, 0xe7,
+ 0xbd, 0x61, 0x57, 0x94, 0x3d, 0xdb, 0x7f, 0x76, 0x3c, 0xaf, 0x2f, 0xd1, 0x3b,
+ 0x14, 0x60, 0x96, 0x3d, 0xc8, 0x92, 0x76, 0xbd, 0xc7, 0x23, 0xbb, 0xbd, 0x7c,
+ 0xa6, 0xe2, 0x8c, 0x19, 0x1f, 0xc5, 0x0c, 0x26, 0x3f, 0xea, 0x0c, 0x58, 0xd1,
+ 0xd8, 0x0c, 0xda, 0xd3, 0xc6, 0x0c, 0xdc, 0x69, 0xe0, 0x0c, 0xc4, 0x74, 0xe6,
+ 0x8c, 0x4b, 0x4e, 0xe4, 0x8c, 0x6d, 0x3c, 0xe6, 0x8c, 0x49, 0x84, 0xe2, 0x0c,
+ 0x01, 0x54, 0xe5, 0x0c, 0xdf, 0x4d, 0xdf, 0x8c, 0xf5, 0xb6, 0xe4, 0x8c, 0x7d,
+ 0x66, 0xde, 0x8c, 0x19, 0x5c, 0xe4, 0x0c, 0xff, 0x81, 0xe3, 0x0c, 0x20, 0xfd,
+ 0xe3, 0x8c, 0x67, 0x60, 0xe8, 0x0c, 0x79, 0x1e, 0xf5, 0x8c, 0x2b, 0xc4, 0xe3,
+ 0x0c, 0x5e, 0x30, 0xec, 0x8c, 0x75, 0x82, 0xe0, 0x8c, 0xf6, 0xb6, 0xe4, 0x8c,
+ 0xbc, 0x9c, 0xe8, 0x0c, 0x8c, 0x1a, 0xe3, 0x8c, 0x40, 0xa1, 0xdf, 0x0c, 0x34,
+ 0x7c, 0xe2, 0x8c, 0xf7, 0xeb, 0xdf, 0x8c, 0xc8, 0x64, 0xe4, 0x0c, 0x4a, 0xfb,
+ 0xe5, 0x8c, 0x2a, 0xc1, 0xee, 0x0c, 0xdf, 0x58, 0xe4, 0x0c, 0x60, 0x19, 0xe3,
+ 0x0c, 0xd5, 0xda, 0xe5, 0x0c, 0xc3, 0x0d, 0xe6, 0x8c, 0x98, 0x4f, 0xe6, 0x8c,
+ 0x03, 0xa9, 0xe8, 0x0c, 0x9b, 0x24, 0x7f, 0xbc, 0xbc, 0xe7, 0x51, 0x3c, 0x65,
+ 0x45, 0xd6, 0x3c, 0xb2, 0x34, 0x5c, 0xbb, 0x39, 0xf5, 0x7e, 0x3c, 0x6b, 0xf6,
+ 0x8c, 0x3d, 0x68, 0x51, 0xf1, 0x3c, 0xd2, 0x95, 0x5a, 0x3d, 0xa6, 0xb3, 0x3f,
+ 0x3d, 0x0b, 0x33, 0x5e, 0x3d, 0x3a, 0x7e, 0x4d, 0x3d, 0x70, 0x13, 0x99, 0x3d,
+ 0x9d, 0x3c, 0xa9, 0x3d, 0x77, 0x4a, 0x0f, 0xbd, 0x00, 0xa8, 0x17, 0xbd, 0xff,
+ 0xec, 0xa6, 0x3d, 0x25, 0x5c, 0x9a, 0x3d, 0x8b, 0x85, 0x2f, 0xbd, 0x7a, 0x90,
+ 0xf5, 0xbc, 0xa9, 0x33, 0x09, 0xbc, 0x61, 0x36, 0x49, 0xbb, 0xc2, 0xb6, 0xd4,
+ 0xbc, 0xd4, 0x81, 0x0b, 0xbd, 0x83, 0xaa, 0x9a, 0x3d, 0xc5, 0xc8, 0x7f, 0x3d,
+ 0xf0, 0x0b, 0xd0, 0x3b, 0xfb, 0x8b, 0xb0, 0x3c, 0xca, 0x5e, 0x13, 0xbc, 0x82,
+ 0x62, 0x6e, 0xbb, 0x46, 0x7a, 0xe0, 0xbc, 0x4e, 0xcb, 0xd2, 0xbc, 0x71, 0x49,
+ 0xf6, 0x3d, 0x00, 0xc7, 0x0c, 0x3e, 0xb0, 0x98, 0x27, 0x3d, 0xce, 0x6c, 0x70,
+ 0x3d, 0x55, 0x51, 0x7e, 0x3c, 0x18, 0x40, 0x27, 0x3d, 0x5e, 0x18, 0x92, 0x3e,
+ 0xdc, 0x0e, 0x44, 0xbc, 0x21, 0x29, 0x63, 0x3d, 0xf1, 0xaf, 0x0e, 0x3d, 0xe5,
+ 0x25, 0x7c, 0xbc, 0xdf, 0x89, 0xf4, 0xbb, 0x86, 0xf7, 0xf7, 0x3c, 0x17, 0xc8,
+ 0xc2, 0x3c, 0xa8, 0xee, 0x16, 0xbd, 0x97, 0x86, 0x33, 0x3d, 0xf2, 0x8b, 0xdc,
+ 0x3c, 0xa0, 0xf2, 0xdf, 0x3c, 0xb6, 0xd1, 0x8b, 0x3a, 0xd6, 0xb8, 0x97, 0xbc,
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+ 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64,
+ 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x31, 0x2f, 0x4d, 0x61, 0x74, 0x4d, 0x75, 0x6c,
+ 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x20,
+ 0x00, 0x00, 0x00, 0xf2, 0xfe, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x10, 0x00,
+ 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00,
+ 0x00, 0x58, 0xfe, 0xff, 0xff, 0x20, 0x00, 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f,
+ 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e,
+ 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x30, 0x2f, 0x4d, 0x61, 0x74, 0x4d,
+ 0x75, 0x6c, 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00,
+ 0x00, 0x25, 0x00, 0x00, 0x00, 0x42, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01,
+ 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x44,
+ 0x00, 0x00, 0x00, 0xa8, 0xfe, 0xff, 0xff, 0x35, 0x00, 0x00, 0x00, 0x41, 0x56,
+ 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44,
+ 0x4e, 0x4e, 0x2f, 0x6f, 0x75, 0x74, 0x70, 0x75, 0x74, 0x5f, 0x6c, 0x61, 0x79,
+ 0x65, 0x72, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64, 0x2f, 0x52, 0x65,
+ 0x61, 0x64, 0x56, 0x61, 0x72, 0x69, 0x61, 0x62, 0x6c, 0x65, 0x4f, 0x70, 0x00,
+ 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0xa2, 0xff, 0xff,
+ 0xff, 0x00, 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
+ 0x03, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x08, 0xff, 0xff, 0xff, 0x30,
+ 0x00, 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74,
+ 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65,
+ 0x5f, 0x31, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64, 0x2f, 0x52, 0x65,
+ 0x61, 0x64, 0x56, 0x61, 0x72, 0x69, 0x61, 0x62, 0x6c, 0x65, 0x4f, 0x70, 0x00,
+ 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x16, 0x00, 0x18, 0x00, 0x14, 0x00, 0x00, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x08,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x07, 0x00, 0x16, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x02,
+ 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x7c, 0xff, 0xff, 0xff, 0x30, 0x00,
+ 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69,
+ 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f,
+ 0x30, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64, 0x2f, 0x52, 0x65, 0x61,
+ 0x64, 0x56, 0x61, 0x72, 0x69, 0x61, 0x62, 0x6c, 0x65, 0x4f, 0x70, 0x00, 0x00,
+ 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x00, 0x00, 0x16,
+ 0x00, 0x1c, 0x00, 0x18, 0x00, 0x00, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x07, 0x00, 0x16, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x20, 0x00,
+ 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00,
+ 0x00, 0xff, 0xff, 0xff, 0xff, 0x25, 0x00, 0x00, 0x00, 0x04, 0x00, 0x04, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0x17, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72, 0x76, 0x69,
+ 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x5f, 0x69, 0x6e,
+ 0x70, 0x75, 0x74, 0x3a, 0x30, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00,
+ 0x00, 0x25, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0xf4, 0xff, 0xff, 0xff, 0x0e, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x0e, 0x0c, 0x00, 0x0c, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x09
+};
+
+// unsigned int a3_qp96_128_160_luma_BLOCK_16X16_intra_tflite_len = 9244;
diff --git a/av1/encoder/simple_intrapred_tflite_model_32x32.h b/av1/encoder/simple_intrapred_tflite_model_32x32.h
new file mode 100644
index 0000000..9000199
--- /dev/null
+++ b/av1/encoder/simple_intrapred_tflite_model_32x32.h
@@ -0,0 +1,733 @@
+/*
+ * Copyright (c) 2023, 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.
+ */
+const struct ModelParams
+ a3_qp96_128_160_luma_BLOCK_32X32_intra_tflite_params[] = {
+ { 0.052, 0.45, 80, 176 },
+ { 0.052, 0.45, 80, 176 },
+ { 0.07, 0.44, 80, 176 },
+ { 0.07, 0.25, 80, 176 }
+ };
+
+unsigned char a3_qp96_128_160_luma_BLOCK_32X32_intra_tflite[] = {
+ 0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x14, 0x00, 0x20, 0x00, 0x1c,
+ 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x08, 0x00,
+ 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x88, 0x00, 0x00,
+ 0x00, 0xe0, 0x00, 0x00, 0x00, 0x80, 0x1d, 0x00, 0x00, 0x90, 0x1d, 0x00, 0x00,
+ 0xb8, 0x23, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x04,
+ 0x00, 0x00, 0x00, 0x32, 0xe2, 0xff, 0xff, 0x0c, 0x00, 0x00, 0x00, 0x1c, 0x00,
+ 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72,
+ 0x76, 0x69, 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x94, 0xff, 0xff, 0xff, 0x0a,
+ 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x6f, 0x75,
+ 0x74, 0x70, 0x75, 0x74, 0x5f, 0x6c, 0x61, 0x79, 0x65, 0x72, 0x00, 0x00, 0x00,
+ 0x00, 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x86, 0xe3, 0xff, 0xff,
+ 0x04, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x69, 0x6e, 0x70, 0x75, 0x74,
+ 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x04, 0x00,
+ 0x00, 0x00, 0xdc, 0xff, 0xff, 0xff, 0x0d, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00,
+ 0x00, 0x13, 0x00, 0x00, 0x00, 0x43, 0x4f, 0x4e, 0x56, 0x45, 0x52, 0x53, 0x49,
+ 0x4f, 0x4e, 0x5f, 0x4d, 0x45, 0x54, 0x41, 0x44, 0x41, 0x54, 0x41, 0x00, 0x08,
+ 0x00, 0x0c, 0x00, 0x08, 0x00, 0x04, 0x00, 0x08, 0x00, 0x00, 0x00, 0x0c, 0x00,
+ 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x13, 0x00, 0x00, 0x00, 0x6d, 0x69, 0x6e,
+ 0x5f, 0x72, 0x75, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x5f, 0x76, 0x65, 0x72, 0x73,
+ 0x69, 0x6f, 0x6e, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x9c, 0x1c, 0x00, 0x00, 0x94,
+ 0x1c, 0x00, 0x00, 0x04, 0x1c, 0x00, 0x00, 0xac, 0x1b, 0x00, 0x00, 0x98, 0x1b,
+ 0x00, 0x00, 0x08, 0x09, 0x00, 0x00, 0xf8, 0x00, 0x00, 0x00, 0xa8, 0x00, 0x00,
+ 0x00, 0xa0, 0x00, 0x00, 0x00, 0x98, 0x00, 0x00, 0x00, 0x90, 0x00, 0x00, 0x00,
+ 0x88, 0x00, 0x00, 0x00, 0x68, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x32,
+ 0xe4, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x54, 0x00, 0x00, 0x00, 0x0c, 0x00,
+ 0x00, 0x00, 0x08, 0x00, 0x0e, 0x00, 0x08, 0x00, 0x04, 0x00, 0x08, 0x00, 0x00,
+ 0x00, 0x10, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00,
+ 0x08, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x0a, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x08, 0x00,
+ 0x04, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00,
+ 0x00, 0x04, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x32, 0x2e, 0x31, 0x36,
+ 0x2e, 0x30, 0x00, 0x00, 0x92, 0xe4, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x10,
+ 0x00, 0x00, 0x00, 0x31, 0x2e, 0x31, 0x34, 0x2e, 0x30, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, 0xde, 0xff, 0xff, 0x08, 0xde, 0xff,
+ 0xff, 0x0c, 0xde, 0xff, 0xff, 0x10, 0xde, 0xff, 0xff, 0xbe, 0xe4, 0xff, 0xff,
+ 0x04, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x38, 0x5c, 0xf1, 0x3e, 0x70,
+ 0xcd, 0x28, 0xbf, 0x11, 0xa8, 0x23, 0x0b, 0x9f, 0xc8, 0x10, 0x0b, 0x78, 0xdc,
+ 0x91, 0x0a, 0x19, 0x76, 0x40, 0xbf, 0x3b, 0x4b, 0xcd, 0xbe, 0x78, 0x24, 0x6c,
+ 0xbf, 0xf5, 0x22, 0x12, 0x0a, 0x26, 0xa0, 0x22, 0xbf, 0x98, 0xf1, 0x40, 0x8b,
+ 0x70, 0xfd, 0x02, 0xbf, 0x40, 0xdb, 0x21, 0x0b, 0xb0, 0x62, 0x65, 0xbf, 0xb9,
+ 0xd5, 0x23, 0x0b, 0xcc, 0xd2, 0x93, 0x0a, 0x0a, 0xe5, 0xff, 0xff, 0x04, 0x00,
+ 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x3f, 0x4a, 0xa3, 0x3d, 0x9d, 0x11, 0x2d,
+ 0x3e, 0x5f, 0xab, 0x80, 0xba, 0x9c, 0x82, 0x58, 0x0b, 0x47, 0xe1, 0x74, 0xbd,
+ 0xf9, 0x09, 0xa0, 0x3c, 0x46, 0xbc, 0x11, 0x8b, 0x45, 0x69, 0x88, 0x3e, 0x60,
+ 0xa9, 0x6e, 0x3e, 0xce, 0xc6, 0x35, 0x8b, 0x93, 0x34, 0xca, 0xbd, 0x8b, 0x12,
+ 0x5a, 0x8a, 0x77, 0xeb, 0x27, 0x0b, 0xf8, 0x57, 0x02, 0x3d, 0x8b, 0xd5, 0x1d,
+ 0xbc, 0xc1, 0xfe, 0x4e, 0xbe, 0x8a, 0xf0, 0xe5, 0xbd, 0xbb, 0xee, 0x21, 0xbe,
+ 0x76, 0x78, 0x47, 0x0b, 0xa9, 0xc8, 0x12, 0x8b, 0x17, 0x13, 0x16, 0x0b, 0xca,
+ 0x69, 0x4e, 0x8b, 0x3a, 0xba, 0x1d, 0x0b, 0xd1, 0xda, 0x8a, 0xbc, 0x2d, 0xca,
+ 0x60, 0xbd, 0xef, 0xce, 0x0e, 0x0b, 0x96, 0x98, 0x91, 0xbd, 0xab, 0xda, 0x00,
+ 0xbe, 0xca, 0xe8, 0xa2, 0xbc, 0xe4, 0x24, 0x2d, 0x3c, 0x15, 0x43, 0xf2, 0xbc,
+ 0x53, 0x82, 0x29, 0xbd, 0x28, 0x14, 0x4f, 0x3d, 0xa5, 0x98, 0x23, 0x3e, 0x11,
+ 0x94, 0xcb, 0x3c, 0x2c, 0xdb, 0x4c, 0x8b, 0x88, 0xd7, 0x8a, 0xbe, 0xc2, 0x32,
+ 0x75, 0xbe, 0xa2, 0x72, 0x81, 0x8a, 0x67, 0x21, 0x60, 0x3d, 0x80, 0x38, 0x90,
+ 0x3d, 0x76, 0x92, 0x58, 0x0b, 0x2a, 0xd2, 0xb4, 0x3c, 0x44, 0xb2, 0x82, 0x8b,
+ 0xe2, 0x67, 0x2a, 0x0b, 0xec, 0x2d, 0x5d, 0xbd, 0x02, 0xad, 0xb8, 0x3a, 0x5a,
+ 0x1f, 0xd3, 0xbe, 0x62, 0x2d, 0xf2, 0x3d, 0x52, 0x7a, 0xb6, 0xbd, 0xa7, 0x89,
+ 0x4f, 0x0b, 0x01, 0x8f, 0xff, 0x0a, 0xc0, 0x45, 0x1f, 0x8b, 0x77, 0x0d, 0x46,
+ 0x0b, 0xa3, 0x85, 0x21, 0x8b, 0xea, 0x72, 0x11, 0xbe, 0xc9, 0x40, 0x0a, 0x3e,
+ 0xf1, 0xbb, 0x0a, 0x0b, 0x16, 0x79, 0xad, 0x3c, 0xc0, 0x07, 0x50, 0xbe, 0x39,
+ 0xf0, 0x23, 0x3e, 0x45, 0x09, 0x10, 0xbe, 0xba, 0x88, 0x57, 0x3e, 0x95, 0x95,
+ 0x0f, 0x3e, 0xe4, 0x2b, 0x26, 0x8b, 0x12, 0xac, 0x16, 0x8b, 0x9a, 0xaa, 0x21,
+ 0x8b, 0x5c, 0x73, 0x20, 0x0b, 0xf5, 0xe4, 0x1f, 0x8b, 0xb1, 0xc8, 0x23, 0x8b,
+ 0x10, 0x00, 0x8c, 0x8a, 0x36, 0x86, 0x29, 0x8b, 0xd5, 0x94, 0x2e, 0x8b, 0xa0,
+ 0x20, 0x25, 0x8b, 0xe7, 0x64, 0x26, 0x8b, 0xc5, 0xd6, 0x3a, 0x89, 0xe8, 0xca,
+ 0x11, 0x0b, 0x2c, 0x14, 0x2a, 0x0b, 0xd2, 0xe4, 0x29, 0x8b, 0x8b, 0x0c, 0x34,
+ 0x8b, 0x8f, 0xb5, 0x20, 0x8b, 0x9c, 0x9b, 0x19, 0x8b, 0x95, 0x54, 0x0f, 0x0b,
+ 0x30, 0xba, 0xad, 0x0a, 0x37, 0x0d, 0x21, 0x0b, 0xe5, 0xe7, 0x2b, 0x0b, 0xf7,
+ 0xde, 0x19, 0x0b, 0x1b, 0x27, 0x25, 0x8b, 0x4b, 0x92, 0x26, 0x8b, 0x32, 0x20,
+ 0xc8, 0x0a, 0xaa, 0xfa, 0x24, 0x8b, 0x30, 0x46, 0x2f, 0x8b, 0x54, 0x3e, 0x17,
+ 0x8b, 0x93, 0x69, 0x17, 0x8b, 0x1d, 0xb8, 0x1a, 0x0b, 0x70, 0x43, 0x28, 0x0b,
+ 0x68, 0x97, 0x1b, 0x8b, 0x2c, 0xf4, 0x0d, 0x8b, 0xf3, 0x72, 0x37, 0x0b, 0xef,
+ 0x7b, 0xc6, 0x89, 0xfe, 0x89, 0x0f, 0x0b, 0xf4, 0x94, 0x11, 0x8b, 0x09, 0x03,
+ 0x92, 0x8b, 0x1f, 0x32, 0x0e, 0x0b, 0xf4, 0x0b, 0x0f, 0x8b, 0x71, 0x47, 0x13,
+ 0x0b, 0x7c, 0x82, 0x0a, 0x8b, 0x9d, 0x8c, 0xf1, 0x0a, 0x34, 0x08, 0x1d, 0x8b,
+ 0x2a, 0xfd, 0x11, 0x8b, 0xd1, 0xb9, 0xcf, 0x0a, 0x96, 0x61, 0x0b, 0x8b, 0x36,
+ 0x53, 0x10, 0x8b, 0x9f, 0x0e, 0x1c, 0x0b, 0x9e, 0xde, 0x0e, 0x8b, 0xa5, 0x47,
+ 0x17, 0x0b, 0xed, 0xdc, 0x18, 0x8b, 0x7a, 0x98, 0x0d, 0x0b, 0x7b, 0x70, 0x5c,
+ 0x8a, 0x92, 0x9b, 0x18, 0x8b, 0xe8, 0x04, 0x18, 0x0b, 0x20, 0xde, 0x1d, 0x0b,
+ 0x23, 0x84, 0xcb, 0x8a, 0x85, 0x43, 0x1f, 0x0b, 0x8b, 0x12, 0xfd, 0x8a, 0x6f,
+ 0xa4, 0x58, 0x0b, 0xf6, 0xc3, 0xe4, 0x8a, 0x1c, 0x23, 0x02, 0x8b, 0xc2, 0x52,
+ 0xcf, 0x89, 0x0a, 0x6a, 0x83, 0x0a, 0x10, 0x24, 0x70, 0x89, 0xe4, 0x9d, 0x33,
+ 0x0b, 0x18, 0x27, 0x9f, 0x8a, 0x61, 0x18, 0x8d, 0x0b, 0x77, 0xfb, 0x95, 0x8b,
+ 0x3a, 0x51, 0x1e, 0x0b, 0x4d, 0x8b, 0x56, 0x0b, 0x78, 0xe0, 0x62, 0x8b, 0xea,
+ 0x98, 0x07, 0x0a, 0x78, 0xa9, 0xca, 0x09, 0x59, 0x35, 0x29, 0x0a, 0x66, 0x58,
+ 0x11, 0x0b, 0xf4, 0x5f, 0x2d, 0x0b, 0x60, 0x65, 0x52, 0x8a, 0x02, 0xff, 0xda,
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+ 0xbc, 0xed, 0x29, 0x62, 0x3e, 0xa3, 0x5f, 0xcc, 0x3d, 0x7b, 0x2d, 0x57, 0x0b,
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+ 0xda, 0x3d, 0x8e, 0x29, 0xed, 0x0a, 0xea, 0x8c, 0x1e, 0x0b, 0x5f, 0x2b, 0xa0,
+ 0xbe, 0xad, 0xd1, 0xd3, 0x3d, 0x76, 0x17, 0xa1, 0xbd, 0xc8, 0xda, 0xd4, 0x3e,
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+ 0x3c, 0x3d, 0xd7, 0xb4, 0x83, 0x3d, 0x1e, 0xa4, 0x13, 0x8b, 0x4e, 0x70, 0xf8,
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+ 0xd9, 0x1f, 0x8b, 0xec, 0x4d, 0xdd, 0x8a, 0xff, 0xfd, 0xe7, 0x8a, 0x61, 0xe9,
+ 0x0b, 0x0b, 0x4c, 0x3c, 0x17, 0x8b, 0x46, 0x3c, 0xec, 0x8a, 0x42, 0xc4, 0x06,
+ 0x0b, 0x2e, 0x4a, 0x1f, 0x8b, 0xc4, 0x18, 0x20, 0x0b, 0xe8, 0xab, 0x12, 0x8b,
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+ 0xb6, 0x90, 0x88, 0x70, 0x3f, 0x11, 0x8b, 0xca, 0xbc, 0x11, 0x8b, 0xdb, 0xba,
+ 0x18, 0x0b, 0x79, 0xa7, 0x1d, 0x8b, 0x4f, 0x38, 0x1e, 0x8b, 0x54, 0x52, 0x28,
+ 0x8b, 0x54, 0xd6, 0x19, 0x8b, 0xf1, 0x40, 0x8c, 0x8b, 0xe1, 0x85, 0x24, 0x8b,
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+ 0x8c, 0x24, 0x8b, 0x03, 0xf2, 0xde, 0x89, 0x7f, 0xb4, 0x9c, 0x0a, 0xe3, 0xc7,
+ 0xd5, 0x0a, 0x74, 0x36, 0xb2, 0x8a, 0x7f, 0x25, 0x22, 0x3c, 0x21, 0x98, 0xb1,
+ 0x3e, 0x9c, 0x20, 0x9c, 0x3e, 0x67, 0x5b, 0x56, 0x8b, 0xb5, 0x7d, 0x96, 0xbe,
+ 0x9a, 0x6a, 0x08, 0xb9, 0x98, 0xd3, 0x7a, 0x0a, 0xf7, 0x52, 0x12, 0x3d, 0xc0,
+ 0xb5, 0x28, 0xbe, 0x0c, 0x30, 0x46, 0x8b, 0x03, 0x5d, 0x07, 0x3d, 0x2c, 0x94,
+ 0x91, 0x8a, 0x4b, 0x89, 0x1f, 0x8b, 0x7c, 0xcc, 0xd1, 0x3d, 0x72, 0xbd, 0x8e,
+ 0x3e, 0xbe, 0xa8, 0x50, 0xbc, 0xa5, 0x87, 0xb2, 0x3d, 0xd4, 0x5a, 0xb7, 0xbc,
+ 0xde, 0x7d, 0x4b, 0x0b, 0x05, 0xa6, 0x20, 0x0b, 0x88, 0x64, 0x18, 0x8b, 0x83,
+ 0xb2, 0x47, 0x8b, 0xcb, 0xb8, 0x1e, 0x8b, 0x0b, 0x26, 0x37, 0x3e, 0x46, 0xa9,
+ 0x00, 0xbf, 0x3f, 0xbd, 0x06, 0x0b, 0x3c, 0x80, 0x31, 0x3d, 0x28, 0x2e, 0xf4,
+ 0xbd, 0x2f, 0x14, 0x23, 0x3e, 0x35, 0x1d, 0x3d, 0xbe, 0x78, 0x56, 0x98, 0x3e,
+ 0xa9, 0x13, 0x99, 0x3e, 0x62, 0xcc, 0x1b, 0x8a, 0x7a, 0xee, 0x13, 0x0b, 0x1e,
+ 0x61, 0x6d, 0x0b, 0x3c, 0xa9, 0x31, 0x8b, 0xe7, 0x3c, 0x99, 0x8a, 0x2e, 0x63,
+ 0x0b, 0x0b, 0x96, 0x49, 0x89, 0x8b, 0x5b, 0xad, 0x40, 0x0b, 0x10, 0x2a, 0x0d,
+ 0x8b, 0x30, 0xca, 0x0d, 0x0b, 0x5e, 0x6f, 0x20, 0x09, 0xbd, 0x74, 0x66, 0x0b,
+ 0x1e, 0x14, 0x0d, 0x0b, 0xe9, 0xc2, 0x1b, 0x8b, 0x08, 0x40, 0xbb, 0x09, 0xff,
+ 0xaf, 0x0a, 0x8b, 0xee, 0x15, 0xfb, 0x8a, 0xae, 0x27, 0x10, 0x8b, 0x32, 0x37,
+ 0x0f, 0x8b, 0xf0, 0x44, 0x02, 0x8b, 0xf7, 0x0e, 0x18, 0x0b, 0x30, 0x20, 0x1f,
+ 0x8b, 0x1e, 0x47, 0xd5, 0x0a, 0x5e, 0x41, 0x17, 0x8b, 0x6a, 0x63, 0x1d, 0x8a,
+ 0xcc, 0x73, 0xf4, 0x0a, 0xdf, 0xac, 0x3a, 0x0a, 0x1c, 0x29, 0x1d, 0x8b, 0x46,
+ 0x24, 0x6a, 0x89, 0x5d, 0x06, 0x09, 0x8b, 0xf4, 0xd2, 0x02, 0x0b, 0xfa, 0x3c,
+ 0x1a, 0x0b, 0x81, 0x24, 0xa7, 0x8a, 0xde, 0x45, 0x25, 0x8b, 0x63, 0x46, 0x44,
+ 0x8b, 0xb5, 0x82, 0x0f, 0x8b, 0xf8, 0x67, 0x77, 0x0a, 0xa2, 0xa8, 0x03, 0x0b,
+ 0xe0, 0x09, 0xa4, 0x09, 0xe4, 0x81, 0xe4, 0x8a, 0xa3, 0x52, 0xf7, 0x8a, 0x79,
+ 0xcc, 0x20, 0x0b, 0xe5, 0x7f, 0x8b, 0x8b, 0xd0, 0xc9, 0x3c, 0x0b, 0xce, 0x55,
+ 0x5c, 0x0a, 0x7d, 0xd3, 0xfe, 0x0a, 0xcb, 0xa5, 0xb3, 0x8a, 0xc0, 0xf5, 0xf0,
+ 0x89, 0x08, 0xf5, 0x1e, 0x8a, 0x9c, 0x40, 0x2e, 0x0b, 0xdc, 0x46, 0x4c, 0x0a,
+ 0x90, 0x57, 0xfe, 0x08, 0x1c, 0xef, 0x81, 0x0b, 0xe6, 0x4a, 0x31, 0x8b, 0xd0,
+ 0x4f, 0x90, 0x08, 0xb3, 0x33, 0x7d, 0x0a, 0x59, 0xd3, 0x4a, 0x09, 0x2a, 0xb4,
+ 0x13, 0x8b, 0xda, 0xdb, 0x7e, 0x8b, 0xb0, 0x21, 0x09, 0x8b, 0x28, 0x71, 0x48,
+ 0x8b, 0xe1, 0xb2, 0x68, 0x8b, 0x52, 0xe5, 0x37, 0x0b, 0x65, 0x88, 0x8d, 0x0b,
+ 0x16, 0xed, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x80, 0x12, 0x00, 0x00, 0xf9,
+ 0x0c, 0x14, 0x3f, 0x91, 0x1c, 0x54, 0xbe, 0x52, 0x72, 0x91, 0x3e, 0x6a, 0xb4,
+ 0x9f, 0xbd, 0x7b, 0x5d, 0x3c, 0xbe, 0x41, 0x2c, 0x41, 0x3e, 0xda, 0x4a, 0x9e,
+ 0xbe, 0xa3, 0xe0, 0x94, 0x3b, 0x34, 0xed, 0x37, 0xbd, 0x16, 0x28, 0x39, 0xbe,
+ 0x07, 0xff, 0x02, 0xbd, 0x26, 0x54, 0x92, 0x3e, 0xb7, 0x01, 0x23, 0x3e, 0xae,
+ 0x86, 0x20, 0xbd, 0x92, 0xec, 0x90, 0xbd, 0x8a, 0x65, 0xad, 0xbd, 0x00, 0x53,
+ 0xe4, 0xbd, 0x84, 0x49, 0x98, 0xbc, 0xe2, 0xf9, 0x4e, 0xbe, 0xde, 0xf2, 0x33,
+ 0xbe, 0xef, 0x1b, 0xa1, 0xbd, 0xe2, 0xa7, 0x06, 0xbe, 0x0d, 0x2a, 0x34, 0xbe,
+ 0x0d, 0xc8, 0x21, 0xbe, 0xf5, 0x6d, 0x3f, 0xbe, 0x24, 0x4b, 0x1d, 0xbe, 0x28,
+ 0xc4, 0x37, 0xbe, 0xa7, 0x83, 0x67, 0xbe, 0xec, 0xc5, 0x35, 0xbe, 0x8e, 0x79,
+ 0x3d, 0x3e, 0x47, 0x6c, 0xa1, 0xba, 0x38, 0xdf, 0x36, 0x3e, 0xd3, 0xfc, 0xcd,
+ 0x3d, 0xbc, 0x22, 0x9e, 0x3e, 0x8b, 0x2c, 0xd3, 0x3d, 0x26, 0xa3, 0xc1, 0x3e,
+ 0x1b, 0x4d, 0x73, 0x3e, 0xc0, 0x7f, 0x1f, 0x3e, 0x53, 0xfe, 0x24, 0xbe, 0xb5,
+ 0x37, 0x11, 0xbf, 0x70, 0xe8, 0x0f, 0x3f, 0xae, 0x2c, 0x86, 0xbd, 0x66, 0x3b,
+ 0x8a, 0xbd, 0xa6, 0xb3, 0x35, 0x3d, 0xd3, 0xc6, 0xe5, 0x3d, 0xda, 0xfb, 0x8f,
+ 0xbb, 0x21, 0x67, 0x50, 0xbd, 0x3e, 0xf3, 0x00, 0xbe, 0xd2, 0x4a, 0xf8, 0x3c,
+ 0x82, 0x53, 0x19, 0xbe, 0xb9, 0x76, 0x03, 0x3e, 0xfd, 0xea, 0x3e, 0x3d, 0x50,
+ 0x9b, 0xac, 0x3d, 0xcf, 0x2e, 0xc9, 0xbd, 0xcc, 0x52, 0x35, 0x3d, 0xb8, 0x31,
+ 0x38, 0x3d, 0xd7, 0xb7, 0x53, 0xbd, 0xb5, 0x9f, 0xe2, 0x3c, 0x81, 0x07, 0xc9,
+ 0x3c, 0x6e, 0x6f, 0xc6, 0xbc, 0xfb, 0xf0, 0xff, 0x3d, 0xe7, 0x96, 0x13, 0x3c,
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+ 0x86, 0x3c, 0x65, 0xe1, 0x89, 0x3c, 0x71, 0x32, 0xed, 0x3b, 0x69, 0xc0, 0x3d,
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+ 0x9b, 0x22, 0x65, 0xbd, 0x94, 0x11, 0x34, 0xbd, 0xd9, 0xc9, 0x48, 0x3c, 0x36,
+ 0xc4, 0x3f, 0x3a, 0x5b, 0x05, 0xe9, 0xbd, 0x30, 0x78, 0x25, 0xbe, 0xba, 0xa4,
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+ 0xf1, 0xdf, 0x9e, 0xbd, 0x0d, 0xd4, 0xd3, 0x3d, 0xae, 0x8f, 0x87, 0x3d, 0x30,
+ 0x63, 0xb4, 0x3d, 0x3b, 0x1d, 0x01, 0x3e, 0xc7, 0xcb, 0x75, 0xbd, 0x54, 0xcd,
+ 0xd2, 0xbc, 0xa8, 0x9c, 0x3c, 0x3d, 0xff, 0xc5, 0xc2, 0x3d, 0xa6, 0xf7, 0xb1,
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+ 0xae, 0xcf, 0xf8, 0xbc, 0x64, 0x45, 0x44, 0xbd, 0xec, 0x41, 0x33, 0xbd, 0x02,
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+ 0xa0, 0x37, 0x71, 0x3e, 0x0b, 0x82, 0x8f, 0x3e, 0x8d, 0x47, 0x04, 0xbd, 0x51,
+ 0x2a, 0xec, 0xbd, 0x22, 0xda, 0xa5, 0x3b, 0xd2, 0x4e, 0xd2, 0xbc, 0xa2, 0x20,
+ 0x30, 0xbe, 0x4d, 0xfd, 0x90, 0xbe, 0xeb, 0x58, 0x08, 0x3e, 0xef, 0x21, 0x50,
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+ 0x62, 0xc0, 0x3d, 0x75, 0x81, 0x49, 0x3e, 0x92, 0x33, 0x8a, 0x0a, 0xfc, 0x9d,
+ 0x5a, 0x08, 0xa0, 0xb6, 0x47, 0x08, 0x5a, 0xc1, 0x5b, 0x8b, 0x8f, 0x28, 0x01,
+ 0x8b, 0x74, 0xa4, 0x29, 0x8b, 0xe3, 0xd7, 0xd7, 0x0a, 0xc0, 0xad, 0x46, 0x06,
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+ 0x74, 0x5f, 0x6c, 0x61, 0x79, 0x65, 0x72, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41,
+ 0x64, 0x64, 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00,
+ 0x00, 0x01, 0x00, 0x00, 0x00, 0x92, 0xfc, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01,
+ 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x09,
+ 0x00, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0xff, 0xff,
+ 0xff, 0xff, 0x10, 0x00, 0x00, 0x00, 0x7c, 0xfc, 0xff, 0xff, 0x67, 0x00, 0x00,
+ 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f,
+ 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x31,
+ 0x2f, 0x4d, 0x61, 0x74, 0x4d, 0x75, 0x6c, 0x3b, 0x41, 0x56, 0x32, 0x5f, 0x50,
+ 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f,
+ 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x31, 0x5f, 0x72, 0x65, 0x6c, 0x75, 0x2f,
+ 0x52, 0x65, 0x6c, 0x75, 0x36, 0x3b, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72,
+ 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65,
+ 0x6e, 0x73, 0x65, 0x5f, 0x31, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64,
+ 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
+ 0x36, 0xfd, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00, 0x1c,
+ 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x80, 0x00,
+ 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0xff, 0xff, 0xff, 0xff, 0x20, 0x00, 0x00,
+ 0x00, 0x20, 0xfd, 0xff, 0xff, 0x67, 0x00, 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f,
+ 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e,
+ 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x30, 0x2f, 0x4d, 0x61, 0x74, 0x4d,
+ 0x75, 0x6c, 0x3b, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74,
+ 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65,
+ 0x5f, 0x30, 0x5f, 0x72, 0x65, 0x6c, 0x75, 0x2f, 0x52, 0x65, 0x6c, 0x75, 0x36,
+ 0x3b, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f,
+ 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x30,
+ 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64, 0x00, 0x02, 0x00, 0x00, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x4e, 0xfe, 0xff, 0xff, 0x00,
+ 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x07, 0x00,
+ 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0xb4, 0xfd, 0xff, 0xff, 0x25, 0x00, 0x00,
+ 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f,
+ 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x6f, 0x75, 0x74, 0x70, 0x75, 0x74, 0x5f,
+ 0x6c, 0x61, 0x79, 0x65, 0x72, 0x2f, 0x4d, 0x61, 0x74, 0x4d, 0x75, 0x6c, 0x00,
+ 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00,
+ 0x00, 0xa2, 0xfe, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00,
+ 0x10, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00, 0x00, 0x08,
+ 0xfe, 0xff, 0xff, 0x20, 0x00, 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61,
+ 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64,
+ 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x31, 0x2f, 0x4d, 0x61, 0x74, 0x4d, 0x75, 0x6c,
+ 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x20,
+ 0x00, 0x00, 0x00, 0xf2, 0xfe, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x10, 0x00,
+ 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00,
+ 0x00, 0x58, 0xfe, 0xff, 0xff, 0x20, 0x00, 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f,
+ 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e,
+ 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x30, 0x2f, 0x4d, 0x61, 0x74, 0x4d,
+ 0x75, 0x6c, 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00,
+ 0x00, 0x25, 0x00, 0x00, 0x00, 0x42, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01,
+ 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x44,
+ 0x00, 0x00, 0x00, 0xa8, 0xfe, 0xff, 0xff, 0x35, 0x00, 0x00, 0x00, 0x41, 0x56,
+ 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44,
+ 0x4e, 0x4e, 0x2f, 0x6f, 0x75, 0x74, 0x70, 0x75, 0x74, 0x5f, 0x6c, 0x61, 0x79,
+ 0x65, 0x72, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64, 0x2f, 0x52, 0x65,
+ 0x61, 0x64, 0x56, 0x61, 0x72, 0x69, 0x61, 0x62, 0x6c, 0x65, 0x4f, 0x70, 0x00,
+ 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0xa2, 0xff, 0xff,
+ 0xff, 0x00, 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
+ 0x03, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x08, 0xff, 0xff, 0xff, 0x30,
+ 0x00, 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74,
+ 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65,
+ 0x5f, 0x31, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64, 0x2f, 0x52, 0x65,
+ 0x61, 0x64, 0x56, 0x61, 0x72, 0x69, 0x61, 0x62, 0x6c, 0x65, 0x4f, 0x70, 0x00,
+ 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x16, 0x00, 0x18, 0x00, 0x14, 0x00, 0x00, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x08,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x07, 0x00, 0x16, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x02,
+ 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x7c, 0xff, 0xff, 0xff, 0x30, 0x00,
+ 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69,
+ 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f,
+ 0x30, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64, 0x2f, 0x52, 0x65, 0x61,
+ 0x64, 0x56, 0x61, 0x72, 0x69, 0x61, 0x62, 0x6c, 0x65, 0x4f, 0x70, 0x00, 0x00,
+ 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x00, 0x00, 0x16,
+ 0x00, 0x1c, 0x00, 0x18, 0x00, 0x00, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x07, 0x00, 0x16, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x20, 0x00,
+ 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00,
+ 0x00, 0xff, 0xff, 0xff, 0xff, 0x25, 0x00, 0x00, 0x00, 0x04, 0x00, 0x04, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0x17, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72, 0x76, 0x69,
+ 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x5f, 0x69, 0x6e,
+ 0x70, 0x75, 0x74, 0x3a, 0x30, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00,
+ 0x00, 0x25, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0xf4, 0xff, 0xff, 0xff, 0x0e, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x0e, 0x0c, 0x00, 0x0c, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x09
+};
+// unsigned int a3_qp96_128_160_luma_BLOCK_32X32_intra_tflite_len = 9244;
diff --git a/av1/encoder/simple_intrapred_tflite_model_64x64.h b/av1/encoder/simple_intrapred_tflite_model_64x64.h
new file mode 100644
index 0000000..559de73
--- /dev/null
+++ b/av1/encoder/simple_intrapred_tflite_model_64x64.h
@@ -0,0 +1,733 @@
+/*
+ * Copyright (c) 2023, 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.
+ */
+const struct ModelParams
+ a3_qp96_128_160_luma_BLOCK_64X64_intra_tflite_params[] = {
+ { 0.03, 0.7, 80, 176 },
+ { 0.1, 0.7, 80, 176 },
+ { 0.2, 0.66, 80, 176 },
+ { 0.25, 0.7, 80, 176 }
+ };
+
+unsigned char a3_qp96_128_160_luma_BLOCK_64X64_intra_tflite[] = {
+ 0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x14, 0x00, 0x20, 0x00, 0x1c,
+ 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x08, 0x00,
+ 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x88, 0x00, 0x00,
+ 0x00, 0xe0, 0x00, 0x00, 0x00, 0x80, 0x1d, 0x00, 0x00, 0x90, 0x1d, 0x00, 0x00,
+ 0xb8, 0x23, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x04,
+ 0x00, 0x00, 0x00, 0x32, 0xe2, 0xff, 0xff, 0x0c, 0x00, 0x00, 0x00, 0x1c, 0x00,
+ 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72,
+ 0x76, 0x69, 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x94, 0xff, 0xff, 0xff, 0x0a,
+ 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x6f, 0x75,
+ 0x74, 0x70, 0x75, 0x74, 0x5f, 0x6c, 0x61, 0x79, 0x65, 0x72, 0x00, 0x00, 0x00,
+ 0x00, 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x86, 0xe3, 0xff, 0xff,
+ 0x04, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x69, 0x6e, 0x70, 0x75, 0x74,
+ 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x04, 0x00,
+ 0x00, 0x00, 0xdc, 0xff, 0xff, 0xff, 0x0d, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00,
+ 0x00, 0x13, 0x00, 0x00, 0x00, 0x43, 0x4f, 0x4e, 0x56, 0x45, 0x52, 0x53, 0x49,
+ 0x4f, 0x4e, 0x5f, 0x4d, 0x45, 0x54, 0x41, 0x44, 0x41, 0x54, 0x41, 0x00, 0x08,
+ 0x00, 0x0c, 0x00, 0x08, 0x00, 0x04, 0x00, 0x08, 0x00, 0x00, 0x00, 0x0c, 0x00,
+ 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x13, 0x00, 0x00, 0x00, 0x6d, 0x69, 0x6e,
+ 0x5f, 0x72, 0x75, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x5f, 0x76, 0x65, 0x72, 0x73,
+ 0x69, 0x6f, 0x6e, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x9c, 0x1c, 0x00, 0x00, 0x94,
+ 0x1c, 0x00, 0x00, 0x04, 0x1c, 0x00, 0x00, 0xac, 0x1b, 0x00, 0x00, 0x98, 0x1b,
+ 0x00, 0x00, 0x08, 0x09, 0x00, 0x00, 0xf8, 0x00, 0x00, 0x00, 0xa8, 0x00, 0x00,
+ 0x00, 0xa0, 0x00, 0x00, 0x00, 0x98, 0x00, 0x00, 0x00, 0x90, 0x00, 0x00, 0x00,
+ 0x88, 0x00, 0x00, 0x00, 0x68, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x32,
+ 0xe4, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x54, 0x00, 0x00, 0x00, 0x0c, 0x00,
+ 0x00, 0x00, 0x08, 0x00, 0x0e, 0x00, 0x08, 0x00, 0x04, 0x00, 0x08, 0x00, 0x00,
+ 0x00, 0x10, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00,
+ 0x08, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x0a, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x08, 0x00,
+ 0x04, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00,
+ 0x00, 0x04, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x32, 0x2e, 0x31, 0x36,
+ 0x2e, 0x30, 0x00, 0x00, 0x92, 0xe4, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x10,
+ 0x00, 0x00, 0x00, 0x31, 0x2e, 0x31, 0x34, 0x2e, 0x30, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, 0xde, 0xff, 0xff, 0x08, 0xde, 0xff,
+ 0xff, 0x0c, 0xde, 0xff, 0xff, 0x10, 0xde, 0xff, 0xff, 0xbe, 0xe4, 0xff, 0xff,
+ 0x04, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0xd7, 0x06, 0xc7, 0x3e, 0xa5,
+ 0x09, 0x68, 0xbd, 0xbb, 0xd9, 0xc9, 0xbd, 0x2e, 0x1d, 0x26, 0xbf, 0xc4, 0x75,
+ 0x31, 0x3f, 0xdf, 0x6c, 0x6f, 0x3f, 0xfa, 0x21, 0x97, 0xbe, 0x45, 0xbf, 0xac,
+ 0xbe, 0xb7, 0x44, 0xb7, 0xbe, 0x06, 0x4b, 0x97, 0x3f, 0x31, 0xbc, 0x8a, 0xbe,
+ 0x2f, 0x46, 0x3d, 0xbf, 0x14, 0xa6, 0x51, 0xbf, 0x94, 0x6a, 0x56, 0xbf, 0x9e,
+ 0x97, 0xdf, 0x3e, 0x12, 0x08, 0x89, 0x0a, 0x0a, 0xe5, 0xff, 0xff, 0x04, 0x00,
+ 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x6a, 0x24, 0x7e, 0xbe, 0x6f, 0x35, 0x4b,
+ 0x3e, 0x7b, 0x60, 0xc6, 0x3b, 0x4a, 0x31, 0x53, 0x3d, 0x1d, 0x7a, 0x2c, 0xbe,
+ 0x95, 0x3f, 0x0d, 0x3c, 0x07, 0x1c, 0xb8, 0xbe, 0xa8, 0xe4, 0xbb, 0xbd, 0x44,
+ 0x88, 0x91, 0xbd, 0x23, 0xda, 0xdd, 0xbd, 0x6d, 0xf4, 0x99, 0x3c, 0x15, 0xed,
+ 0x80, 0xbe, 0x6e, 0xdc, 0xb2, 0xbd, 0x0e, 0x73, 0x2b, 0x3c, 0x88, 0x1f, 0xb2,
+ 0x3d, 0xf8, 0x96, 0x08, 0x3b, 0x9b, 0xe5, 0x63, 0x8b, 0x97, 0xb1, 0x9f, 0xbd,
+ 0x92, 0xd3, 0x46, 0x39, 0x38, 0x80, 0x6e, 0xbe, 0x19, 0x62, 0x6a, 0xbe, 0x2b,
+ 0x8b, 0x7f, 0x3e, 0x11, 0xa2, 0xce, 0x3d, 0xbf, 0x91, 0x64, 0xbe, 0xa2, 0xd2,
+ 0x5d, 0x3e, 0x6b, 0xb4, 0x64, 0xbe, 0xde, 0xbc, 0x20, 0x3e, 0xf3, 0x52, 0x0a,
+ 0x3e, 0x32, 0xb7, 0x4c, 0x3e, 0xba, 0x85, 0x9e, 0x3e, 0xe6, 0x4a, 0xb5, 0x3b,
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+ 0x00, 0x09, 0x00, 0x00, 0x00, 0x9a, 0xff, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x08, 0x0c, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x94,
+ 0xfa, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00, 0x03, 0x00,
+ 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00,
+ 0x00, 0xca, 0xff, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x08,
+ 0x10, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0xba, 0xff, 0xff, 0xff, 0x00,
+ 0x00, 0x00, 0x03, 0x01, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x03, 0x00,
+ 0x00, 0x00, 0x07, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x0e, 0x00, 0x16, 0x00, 0x00, 0x00, 0x10, 0x00, 0x0c, 0x00,
+ 0x0b, 0x00, 0x04, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x08, 0x18, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x06, 0x00, 0x08, 0x00, 0x07, 0x00, 0x06, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x03, 0x01, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01,
+ 0x00, 0x00, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x94, 0x04, 0x00, 0x00, 0x1c, 0x04, 0x00,
+ 0x00, 0xa4, 0x03, 0x00, 0x00, 0x40, 0x03, 0x00, 0x00, 0xec, 0x02, 0x00, 0x00,
+ 0x98, 0x02, 0x00, 0x00, 0x40, 0x02, 0x00, 0x00, 0x98, 0x01, 0x00, 0x00, 0xf0,
+ 0x00, 0x00, 0x00, 0x60, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0xae, 0xfb,
+ 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00,
+ 0x00, 0x1c, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00,
+ 0x02, 0x00, 0x00, 0x00, 0xff, 0xff, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00, 0x98,
+ 0xfb, 0xff, 0xff, 0x19, 0x00, 0x00, 0x00, 0x53, 0x74, 0x61, 0x74, 0x65, 0x66,
+ 0x75, 0x6c, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x65, 0x64,
+ 0x43, 0x61, 0x6c, 0x6c, 0x3a, 0x30, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x06, 0xfc, 0xff, 0xff, 0x00,
+ 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x1c, 0x00,
+ 0x00, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x68, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00,
+ 0x00, 0xff, 0xff, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00, 0xf0, 0xfb, 0xff, 0xff,
+ 0x4c, 0x00, 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69,
+ 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x6f, 0x75, 0x74, 0x70,
+ 0x75, 0x74, 0x5f, 0x6c, 0x61, 0x79, 0x65, 0x72, 0x2f, 0x4d, 0x61, 0x74, 0x4d,
+ 0x75, 0x6c, 0x3b, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74,
+ 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x6f, 0x75, 0x74, 0x70, 0x75,
+ 0x74, 0x5f, 0x6c, 0x61, 0x79, 0x65, 0x72, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41,
+ 0x64, 0x64, 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00,
+ 0x00, 0x01, 0x00, 0x00, 0x00, 0x92, 0xfc, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01,
+ 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x09,
+ 0x00, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0xff, 0xff,
+ 0xff, 0xff, 0x10, 0x00, 0x00, 0x00, 0x7c, 0xfc, 0xff, 0xff, 0x67, 0x00, 0x00,
+ 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f,
+ 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x31,
+ 0x2f, 0x4d, 0x61, 0x74, 0x4d, 0x75, 0x6c, 0x3b, 0x41, 0x56, 0x32, 0x5f, 0x50,
+ 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f,
+ 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x31, 0x5f, 0x72, 0x65, 0x6c, 0x75, 0x2f,
+ 0x52, 0x65, 0x6c, 0x75, 0x36, 0x3b, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72,
+ 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65,
+ 0x6e, 0x73, 0x65, 0x5f, 0x31, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64,
+ 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
+ 0x36, 0xfd, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00, 0x1c,
+ 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x80, 0x00,
+ 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0xff, 0xff, 0xff, 0xff, 0x20, 0x00, 0x00,
+ 0x00, 0x20, 0xfd, 0xff, 0xff, 0x67, 0x00, 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f,
+ 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e,
+ 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x30, 0x2f, 0x4d, 0x61, 0x74, 0x4d,
+ 0x75, 0x6c, 0x3b, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74,
+ 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65,
+ 0x5f, 0x30, 0x5f, 0x72, 0x65, 0x6c, 0x75, 0x2f, 0x52, 0x65, 0x6c, 0x75, 0x36,
+ 0x3b, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f,
+ 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x30,
+ 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64, 0x00, 0x02, 0x00, 0x00, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x4e, 0xfe, 0xff, 0xff, 0x00,
+ 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x07, 0x00,
+ 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0xb4, 0xfd, 0xff, 0xff, 0x25, 0x00, 0x00,
+ 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f,
+ 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x6f, 0x75, 0x74, 0x70, 0x75, 0x74, 0x5f,
+ 0x6c, 0x61, 0x79, 0x65, 0x72, 0x2f, 0x4d, 0x61, 0x74, 0x4d, 0x75, 0x6c, 0x00,
+ 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00,
+ 0x00, 0xa2, 0xfe, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00,
+ 0x10, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00, 0x00, 0x08,
+ 0xfe, 0xff, 0xff, 0x20, 0x00, 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61,
+ 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64,
+ 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x31, 0x2f, 0x4d, 0x61, 0x74, 0x4d, 0x75, 0x6c,
+ 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x20,
+ 0x00, 0x00, 0x00, 0xf2, 0xfe, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x10, 0x00,
+ 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00,
+ 0x00, 0x58, 0xfe, 0xff, 0xff, 0x20, 0x00, 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f,
+ 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e,
+ 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x30, 0x2f, 0x4d, 0x61, 0x74, 0x4d,
+ 0x75, 0x6c, 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00,
+ 0x00, 0x25, 0x00, 0x00, 0x00, 0x42, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01,
+ 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x44,
+ 0x00, 0x00, 0x00, 0xa8, 0xfe, 0xff, 0xff, 0x35, 0x00, 0x00, 0x00, 0x41, 0x56,
+ 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x44,
+ 0x4e, 0x4e, 0x2f, 0x6f, 0x75, 0x74, 0x70, 0x75, 0x74, 0x5f, 0x6c, 0x61, 0x79,
+ 0x65, 0x72, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64, 0x2f, 0x52, 0x65,
+ 0x61, 0x64, 0x56, 0x61, 0x72, 0x69, 0x61, 0x62, 0x6c, 0x65, 0x4f, 0x70, 0x00,
+ 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0xa2, 0xff, 0xff,
+ 0xff, 0x00, 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
+ 0x03, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x08, 0xff, 0xff, 0xff, 0x30,
+ 0x00, 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74,
+ 0x69, 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65,
+ 0x5f, 0x31, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64, 0x2f, 0x52, 0x65,
+ 0x61, 0x64, 0x56, 0x61, 0x72, 0x69, 0x61, 0x62, 0x6c, 0x65, 0x4f, 0x70, 0x00,
+ 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x16, 0x00, 0x18, 0x00, 0x14, 0x00, 0x00, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x08,
+ 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x07, 0x00, 0x16, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x02,
+ 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x7c, 0xff, 0xff, 0xff, 0x30, 0x00,
+ 0x00, 0x00, 0x41, 0x56, 0x32, 0x5f, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69,
+ 0x6f, 0x6e, 0x5f, 0x44, 0x4e, 0x4e, 0x2f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f,
+ 0x30, 0x2f, 0x42, 0x69, 0x61, 0x73, 0x41, 0x64, 0x64, 0x2f, 0x52, 0x65, 0x61,
+ 0x64, 0x56, 0x61, 0x72, 0x69, 0x61, 0x62, 0x6c, 0x65, 0x4f, 0x70, 0x00, 0x00,
+ 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x00, 0x00, 0x16,
+ 0x00, 0x1c, 0x00, 0x18, 0x00, 0x00, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x07, 0x00, 0x16, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x20, 0x00,
+ 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00,
+ 0x00, 0xff, 0xff, 0xff, 0xff, 0x25, 0x00, 0x00, 0x00, 0x04, 0x00, 0x04, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0x17, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72, 0x76, 0x69,
+ 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x5f, 0x69, 0x6e,
+ 0x70, 0x75, 0x74, 0x3a, 0x30, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00,
+ 0x00, 0x25, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0xf4, 0xff, 0xff, 0xff, 0x0e, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x0e, 0x0c, 0x00, 0x0c, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x09
+};
+// unsigned int a3_qp96_128_160_luma_BLOCK_64X64_intra_tflite_len = 9244;
diff --git a/av1/encoder/speed_features.c b/av1/encoder/speed_features.c
index b7697fd..f5ab49b 100644
--- a/av1/encoder/speed_features.c
+++ b/av1/encoder/speed_features.c
@@ -757,6 +757,10 @@
#endif // CONFIG_BLOCK_256
part_sf->prune_part_h_with_partition_boundary = 0;
#endif // CONFIG_EXT_RECUR_PARTITIONS
+#if CONFIG_ML_PART_SPLIT
+ part_sf->prune_split_with_ml = 0;
+ part_sf->prune_split_ml_level = 0; // default pruning
+#endif // CONFIG_ML_PART_SPLIT
}
static AOM_INLINE void init_mv_sf(MV_SPEED_FEATURES *mv_sf) {
@@ -981,6 +985,9 @@
AV1_COMP *cpi) {
SPEED_FEATURES *const sf = &cpi->sf;
const AV1_COMMON *const cm = &cpi->common;
+#if CONFIG_ML_PART_SPLIT
+ const int is_2k_or_larger = AOMMIN(cm->width, cm->height) >= 2160;
+#endif
const int is_1080p_or_larger = AOMMIN(cm->width, cm->height) >= 1080;
const unsigned int erp_pruning_level = cpi->oxcf.part_cfg.erp_pruning_level;
@@ -999,6 +1006,15 @@
}
#endif // CONFIG_BLOCK_256
sf->part_sf.partition_search_breakout_rate_thr = 100;
+#if CONFIG_ML_PART_SPLIT
+ if (is_2k_or_larger) {
+ sf->part_sf.prune_split_ml_level = 3;
+ } else if (is_1080p_or_larger) {
+ sf->part_sf.prune_split_ml_level = 2;
+ } else {
+ sf->part_sf.prune_split_ml_level = 0; // default thresh
+ }
+#endif // CONFIG_ML_PART_SPLIT
AOM_FALLTHROUGH_INTENDED;
case 4: AOM_FALLTHROUGH_INTENDED;
case 3: AOM_FALLTHROUGH_INTENDED;
@@ -1097,10 +1113,10 @@
sf->part_sf.simple_motion_search_early_term_none = 1;
}
#endif // CONFIG_EXT_RECUR_PARTITIONS
-
- if (cpi->oxcf.part_cfg.use_ml_erp_pruning) {
- sf->part_sf.prune_rect_with_ml = 1;
- }
+ sf->part_sf.prune_rect_with_ml = cpi->oxcf.part_cfg.use_ml_erp_pruning & 1;
+#if CONFIG_ML_PART_SPLIT
+ sf->part_sf.prune_split_with_ml = cpi->oxcf.part_cfg.use_ml_erp_pruning & 2;
+#endif
}
#endif // CONFIG_EXT_RECUR_PARTITIONS
diff --git a/av1/encoder/speed_features.h b/av1/encoder/speed_features.h
index e46b74f..c4e930e 100644
--- a/av1/encoder/speed_features.h
+++ b/av1/encoder/speed_features.h
@@ -539,6 +539,10 @@
int search_256_after_128;
#endif // CONFIG_BLOCK_256
#endif // CONFIG_EXT_RECUR_PARTITIONS
+#if CONFIG_ML_PART_SPLIT
+ int prune_split_with_ml;
+ int prune_split_ml_level;
+#endif // CONFIG_ML_PART_SPLIT
} PARTITION_SPEED_FEATURES;
typedef struct MV_SPEED_FEATURES {
diff --git a/build/cmake/aom_config_defaults.cmake b/build/cmake/aom_config_defaults.cmake
index 19a6f2b..fb7343a 100644
--- a/build/cmake/aom_config_defaults.cmake
+++ b/build/cmake/aom_config_defaults.cmake
@@ -395,6 +395,9 @@
set_aom_config_var(CONFIG_SUBBLK_PAD 1
"Enable subblock padding for subblock mv refinement.")
+set_aom_config_var(
+ CONFIG_ML_PART_SPLIT 0 "Partition SPLIT pruning/forcing for intra frames as
+ predicted by ML.")
#
# Variables in this section control optional features of the build system.
#
diff --git a/build/cmake/aom_experiment_deps.cmake b/build/cmake/aom_experiment_deps.cmake
index 5499a12..a6b2334 100644
--- a/build/cmake/aom_experiment_deps.cmake
+++ b/build/cmake/aom_experiment_deps.cmake
@@ -159,4 +159,7 @@
change_config_and_warn(CONFIG_CCSO_SIGFIX 0 !CONFIG_CCSO_BO_ONLY_OPTION)
endif()
+ if(CONFIG_ML_PART_SPLIT)
+ change_config_and_warn(CONFIG_TENSORFLOW_LITE 1 CONFIG_ML_PART_SPLIT)
+ endif()
endmacro()
