Introduce simple_motion_search_prune_rect
Introduces simple_motion_search_prune_rect speed feature, which uses the
sse and var of prediction residue made by simple_motion_search in each
partition subblock to prune PARTITION_HORZ and PARTITION_VERT.
This replaces ml_prune_rect_partition on speed >= 1 with the
following advantages:
1) Increased Mode Modularity:
The pruning of PARTITION_HORZ and PARTITION_VERT now no longer depends
on actual partition result from PARTITION_SPLIT. This alleviates awkward
scenarios where pruning modes within the subblock in PARTITION_SPLIT
increase the quality but increase encoding time.
2) Better Quality and Lower Encoding Time:
Using OVR_PSNR as a metric, we observe a gain of 0.011% on midres and
0.044% on lowres. We have also observed an average speed up of 1.1% over
5 midres clips, 4 bitrates, 30 frames.
STATS_CHANGED
Change-Id: I62506609583112bd01e158b11d78bf9a5bd7a1ab
diff --git a/av1/encoder/context_tree.h b/av1/encoder/context_tree.h
index 3ced1f5..66f24f9 100644
--- a/av1/encoder/context_tree.h
+++ b/av1/encoder/context_tree.h
@@ -115,6 +115,7 @@
PC_TREE_STATS pc_tree_stats;
CB_TREE_SEARCH cb_search_range;
int index;
+ MV mv_ref_fulls[REF_FRAMES];
} PC_TREE;
void av1_setup_pc_tree(struct AV1Common *cm, struct ThreadData *td);
diff --git a/av1/encoder/encodeframe.c b/av1/encoder/encodeframe.c
index c7ca078..4afbd10 100644
--- a/av1/encoder/encodeframe.c
+++ b/av1/encoder/encodeframe.c
@@ -148,6 +148,15 @@
};
#endif // CONFIG_FP_MB_STATS
+static const uint8_t ref_frame_flag_list[REF_FRAMES] = { 0,
+ AOM_LAST_FLAG,
+ AOM_LAST2_FLAG,
+ AOM_LAST3_FLAG,
+ AOM_GOLD_FLAG,
+ AOM_BWD_FLAG,
+ AOM_ALT2_FLAG,
+ AOM_ALT_FLAG };
+
unsigned int av1_get_sby_perpixel_variance(const AV1_COMP *cpi,
const struct buf_2d *ref,
BLOCK_SIZE bs) {
@@ -2104,10 +2113,10 @@
// after calling this function.
static void simple_motion_search(AV1_COMP *const cpi, MACROBLOCK *x, int mi_row,
int mi_col, BLOCK_SIZE bsize, int ref,
- int num_planes, int use_subpixel) {
+ MV ref_mv_full, int num_planes,
+ int use_subpixel) {
assert(num_planes == 1 &&
"Currently simple_motion_search only supports luma plane");
-
AV1_COMMON *const cm = &cpi->common;
MACROBLOCKD *xd = &x->e_mbd;
@@ -2123,9 +2132,9 @@
const YV12_BUFFER_CONFIG *scaled_ref_frame =
av1_get_scaled_ref_frame(cpi, ref);
struct buf_2d backup_yv12;
- // ref_mv is in units of 1/8-pel whereas ref_mv_full is in units of pel
+ // ref_mv is used to code the motion vector. ref_mv_full is the initial point.
+ // ref_mv is in units of 1/8 pel whereas ref_mv_full is in units of pel.
MV ref_mv = { 0, 0 };
- MV ref_mv_full = { 0, 0 };
const int step_param = cpi->mv_step_param;
const MvLimits tmp_mv_limits = x->mv_limits;
const SEARCH_METHODS search_methods = NSTEP;
@@ -3490,8 +3499,9 @@
const int use_subpixel = 0;
const int num_planes = 1;
- simple_motion_search(cpi, x, mi_row, mi_col, bsize, ref, num_planes,
- use_subpixel);
+ const MV ref_mv_full = { .row = 0, .col = 0 };
+ simple_motion_search(cpi, x, mi_row, mi_col, bsize, ref, ref_mv_full,
+ num_planes, use_subpixel);
// Start getting the features
int f_idx = 0;
@@ -3529,7 +3539,251 @@
}
}
-// TODO(jingning,jimbankoski,rbultje): properly skip partition types that are
+// Given a list of ref frames in refs, performs simple_motion_search on each of
+// the refs and returns the ref with the smallest sse. Returns -1 if none of the
+// ref in the list is available. Also stores the best sse and var in best_sse,
+// best_var, respectively. If save_mv_code is -1, don't update mv_ref_fulls in
+// pc_tree. If save_mv_code is between 0 and 3, update mv_ref_fulls under
+// pc_tree->split[i]. If save_mv_code is 4, update mv_ref_fulls under pc_tree.
+static int simple_motion_search_get_best_ref(
+ AV1_COMP *const cpi, MACROBLOCK *x, PC_TREE *pc_tree, int mi_row,
+ int mi_col, BLOCK_SIZE bsize, const int *const refs, int num_refs,
+ int use_subpixel, int save_mv_code, unsigned int *best_sse,
+ unsigned int *best_var) {
+ // TODO(chiyotsai@google.com): The calculation of variance currently uses
+ // bsize, so we might take area outside of the image into account. We need to
+ // modify the SIMD functions to fix this later.
+ const AV1_COMMON *const cm = &cpi->common;
+ int best_ref = -1;
+
+ if (mi_col >= cm->mi_cols || mi_row >= cm->mi_rows) {
+ // If the whole block is outside of the image, set the var and sse to 0.
+ *best_var = 0;
+ *best_sse = 0;
+
+ return best_ref;
+ }
+
+ // Otherwise do loop through the reference frames and find the one with the
+ // minimum SSE
+ const MACROBLOCKD *xd = &x->e_mbd;
+ const MV *mv_ref_fulls = pc_tree->mv_ref_fulls;
+
+ const int num_planes = 1;
+
+ *best_sse = INT_MAX;
+
+ for (int ref_idx = 0; ref_idx < num_refs; ref_idx++) {
+ const int ref = refs[ref_idx];
+
+ if (cpi->ref_frame_flags & ref_frame_flag_list[ref]) {
+ unsigned int curr_sse = 0, curr_var = 0;
+ simple_motion_search(cpi, x, mi_row, mi_col, bsize, ref,
+ mv_ref_fulls[ref], num_planes, use_subpixel);
+ curr_var = cpi->fn_ptr[bsize].vf(
+ x->plane[0].src.buf, x->plane[0].src.stride, xd->plane[0].dst.buf,
+ xd->plane[0].dst.stride, &curr_sse);
+ if (curr_sse < *best_sse) {
+ *best_sse = curr_sse;
+ *best_var = curr_var;
+ best_ref = ref;
+ }
+
+ if (save_mv_code == 4) {
+ pc_tree->mv_ref_fulls[ref].row = x->best_mv.as_mv.row / 8;
+ pc_tree->mv_ref_fulls[ref].col = x->best_mv.as_mv.col / 8;
+ } else if (save_mv_code >= 0 && save_mv_code < 4) {
+ // Propagate the new motion vectors to a lower level
+ pc_tree->split[save_mv_code]->mv_ref_fulls[ref].row =
+ x->best_mv.as_mv.row / 8;
+ pc_tree->split[save_mv_code]->mv_ref_fulls[ref].col =
+ x->best_mv.as_mv.col / 8;
+ }
+ }
+ }
+
+ return best_ref;
+}
+
+// Performs fullpixel simple_motion_search with LAST_FRAME and ALTREF_FRAME on
+// each subblocks and extract the variance and sse of residues. Then store the
+// var and sse from each partition subblock to features. The DC qindex is also
+// stored in features. The last two entries are whether the current block is
+// located on the right or bottom edge, but current they are not used for bsize
+// less than BLOCK_64X64.
+// Here features is assumed to be a length 21 array.
+// After this function is called, we will store the following to features:
+// features[0:17] = var and sse from subblocks
+// features[18] = DC q_index
+// features[19] = is_bottom
+// features[20] = is_right
+#define FEATURES 21
+static void simple_motion_search_prune_rect_features(
+ AV1_COMP *const cpi, MACROBLOCK *x, PC_TREE *pc_tree, int mi_row,
+ int mi_col, BLOCK_SIZE bsize, float *features) {
+ // TODO(chiyotsai@google.com): Cache the result of the motion search from the
+ // larger bbsize.
+ const AV1_COMMON *const cm = &cpi->common;
+ const int w_mi = mi_size_wide[bsize];
+ const int h_mi = mi_size_high[bsize];
+ int f_idx = 0;
+ assert(mi_size_wide[bsize] == mi_size_high[bsize]);
+ assert(!frame_is_intra_only(cm));
+ assert(cpi->ref_frame_flags & ref_frame_flag_list[LAST_FRAME] ||
+ cpi->ref_frame_flags & ref_frame_flag_list[ALTREF_FRAME]);
+
+ // Setting up motion search
+ const int ref_list[] = { LAST_FRAME, ALTREF_FRAME };
+ const int num_refs = 2;
+ const int use_subpixel = 0;
+
+ unsigned int best_sse = 0, best_var = 0;
+ unsigned int none_sse = 0, none_var = 0;
+
+ // Doing whole block first to update the mv
+ simple_motion_search_get_best_ref(cpi, x, pc_tree, mi_row, mi_col, bsize,
+ ref_list, num_refs, use_subpixel, 4,
+ &none_sse, &none_var);
+
+ // Split subblocks
+ BLOCK_SIZE subsize = get_partition_subsize(bsize, PARTITION_SPLIT);
+ int r_idx = 0;
+ for (r_idx = 0; r_idx < 4; r_idx++) {
+ const int sub_mi_col = mi_col + (r_idx & 1) * w_mi / 2;
+ const int sub_mi_row = mi_row + (r_idx >> 1) * h_mi / 2;
+
+ simple_motion_search_get_best_ref(cpi, x, pc_tree, sub_mi_row, sub_mi_col,
+ subsize, ref_list, num_refs, use_subpixel,
+ r_idx, &best_sse, &best_var);
+
+ features[f_idx++] = logf(1.0f + (float)best_var);
+ features[f_idx++] = logf(1.0f + (float)best_sse);
+ }
+
+ // Horz subblocks
+ subsize = get_partition_subsize(bsize, PARTITION_HORZ);
+ for (r_idx = 0; r_idx < 2; r_idx++) {
+ const int sub_mi_col = mi_col + 0;
+ const int sub_mi_row = mi_row + r_idx * h_mi / 2;
+
+ simple_motion_search_get_best_ref(cpi, x, pc_tree, sub_mi_row, sub_mi_col,
+ subsize, ref_list, num_refs, use_subpixel,
+ -1, &best_sse, &best_var);
+
+ features[f_idx++] = logf(1.0f + (float)best_var);
+ features[f_idx++] = logf(1.0f + (float)best_sse);
+ }
+
+ // Vert subblock
+ subsize = get_partition_subsize(bsize, PARTITION_VERT);
+ for (r_idx = 0; r_idx < 2; r_idx++) {
+ const int sub_mi_col = mi_col + r_idx * w_mi / 2;
+ const int sub_mi_row = mi_row + 0;
+
+ simple_motion_search_get_best_ref(cpi, x, pc_tree, sub_mi_row, sub_mi_col,
+ subsize, ref_list, num_refs, use_subpixel,
+ -1, &best_sse, &best_var);
+
+ features[f_idx++] = logf(1.0f + (float)best_var);
+ features[f_idx++] = logf(1.0f + (float)best_sse);
+ }
+
+ // Whole block
+ features[f_idx++] = logf(1.0f + (float)none_var);
+ features[f_idx++] = logf(1.0f + (float)none_sse);
+
+ const MACROBLOCKD *xd = &x->e_mbd;
+ set_offsets(cpi, &xd->tile, x, mi_row, mi_col, bsize);
+
+ // Q_INDEX
+ const int dc_q = av1_dc_quant_QTX(x->qindex, 0, xd->bd) >> (xd->bd - 8);
+ features[f_idx++] = logf(1.0f + (float)(dc_q * dc_q) / 256.0f);
+
+ // Decide whethe we are on the edges
+ features[f_idx++] = mi_row + h_mi / 2 >= cm->mi_rows;
+ features[f_idx++] = mi_col + w_mi / 2 >= cm->mi_cols;
+
+ assert(f_idx == FEATURES);
+}
+
+#define NUM_CLASSES 3
+static void simple_motion_search_prune_rect(AV1_COMP *const cpi, MACROBLOCK *x,
+ PC_TREE *pc_tree, int mi_row,
+ int mi_col, BLOCK_SIZE bsize,
+ int *prune_horz, int *prune_vert) {
+ const NN_CONFIG *nn_config = NULL;
+ float thresh = 0.0f;
+ const float *ml_mean, *ml_std;
+ if (bsize == BLOCK_128X128) {
+ nn_config = &simple_motion_search_prune_rect_nn_config_128;
+ ml_mean = simple_motion_search_prune_rect_mean_128;
+ ml_std = simple_motion_search_prune_rect_std_128;
+ thresh = simple_motion_search_prune_rect_thresh_128;
+ } else if (bsize == BLOCK_64X64) {
+ nn_config = &simple_motion_search_prune_rect_nn_config_64;
+ ml_mean = simple_motion_search_prune_rect_mean_64;
+ ml_std = simple_motion_search_prune_rect_std_64;
+ thresh = simple_motion_search_prune_rect_thresh_64;
+ } else if (bsize == BLOCK_32X32) {
+ nn_config = &simple_motion_search_prune_rect_nn_config_32;
+ ml_mean = simple_motion_search_prune_rect_mean_32;
+ ml_std = simple_motion_search_prune_rect_std_32;
+ thresh = simple_motion_search_prune_rect_thresh_32;
+ } else if (bsize == BLOCK_16X16) {
+ nn_config = &simple_motion_search_prune_rect_nn_config_16;
+ ml_mean = simple_motion_search_prune_rect_mean_16;
+ ml_std = simple_motion_search_prune_rect_std_16;
+ thresh = simple_motion_search_prune_rect_thresh_16;
+ } else if (bsize == BLOCK_8X8) {
+ nn_config = &simple_motion_search_prune_rect_nn_config_8;
+ ml_mean = simple_motion_search_prune_rect_mean_8;
+ ml_std = simple_motion_search_prune_rect_std_8;
+ thresh = simple_motion_search_prune_rect_thresh_8;
+ } else {
+ assert(0 && "Unexpected block size in simple_motion_prune_rect");
+ }
+
+ if (nn_config && thresh > 0.0f) {
+ // Get Features
+ float features[FEATURES] = { 0.0f };
+ simple_motion_search_prune_rect_features(cpi, x, pc_tree, mi_row, mi_col,
+ bsize, features);
+ for (int f_idx = 0; f_idx < FEATURES; f_idx++) {
+ features[f_idx] =
+ (features[f_idx] - ml_mean[f_idx]) / (0.0001f + ml_std[f_idx]);
+ }
+
+ // Some features are constant in the training data. In this case, disable
+ // these features.
+ if (bsize == BLOCK_128X128) {
+ features[6] = 0.0f;
+ features[7] = 0.0f;
+ }
+ if (bsize < BLOCK_64X64) {
+ features[FEATURES - 2] = 0.0f;
+ features[FEATURES - 1] = 0.0f;
+ }
+
+ const int HORZ = 0, VERT = 1;
+ float scores[NUM_CLASSES] = { 0.0f }, probs[NUM_CLASSES] = { 0.0f };
+
+ av1_nn_predict(features, nn_config, scores);
+ aom_clear_system_state();
+
+ av1_nn_softmax(scores, probs, NUM_CLASSES);
+
+ if (probs[HORZ] <= thresh) {
+ *prune_horz = 1;
+ }
+ if (probs[VERT] <= thresh) {
+ *prune_vert = 1;
+ }
+ }
+}
+#undef NUM_CLASSES
+#undef FEATURES
+
+// TODO(jinging,jimbankoski,rbultje): properly skip partition types that are
// unlikely to be selected depending on previous rate-distortion optimization
// results, for encoding speed-up.
static void rd_pick_partition(AV1_COMP *const cpi, ThreadData *td,
@@ -3563,6 +3817,8 @@
int64_t split_rd[4] = { 0, 0, 0, 0 };
int64_t horz_rd[2] = { 0, 0 };
int64_t vert_rd[2] = { 0, 0 };
+ int prune_horz = 0;
+ int prune_vert = 0;
int split_ctx_is_ready[2] = { 0, 0 };
int horz_ctx_is_ready = 0;
@@ -3809,7 +4065,7 @@
// Perform a full_pixel_search and use the residue to estimate whether we
// should split directly.
- // TODO(chiyotsai@google.com): Try the algorithm on hbd and speed 0.
+ // TODO(chiyotsai@google.com): Try the algorithm on hdres and speed 0.
// Also try pruning PARTITION_SPLIT
if (cpi->sf.full_pixel_motion_search_based_split && bsize >= BLOCK_8X8 &&
do_square_split && mi_row + mi_size_high[bsize] <= cm->mi_rows &&
@@ -3853,6 +4109,15 @@
}
}
+ // Prune PARTITION_HORZ and PARTITION_VERT. This must be done prior to
+ // PARTITION_SPLIT to propagate the initial mvs to a smaller blocksize.
+ if (cpi->sf.simple_motion_search_prune_rect && !frame_is_intra_only(cm) &&
+ (partition_horz_allowed || partition_vert_allowed) &&
+ bsize >= BLOCK_8X8) {
+ simple_motion_search_prune_rect(cpi, x, pc_tree, mi_row, mi_col, bsize,
+ &prune_horz, &prune_vert);
+ }
+
BEGIN_PARTITION_SEARCH:
if (x->must_find_valid_partition) {
partition_none_allowed = has_rows && has_cols;
@@ -4181,8 +4446,6 @@
}
}
- int prune_horz = 0;
- int prune_vert = 0;
if (cpi->sf.ml_prune_rect_partition && !frame_is_intra_only(cm) &&
(partition_horz_allowed || partition_vert_allowed)) {
av1_setup_src_planes(x, cpi->source, mi_row, mi_col, num_planes, bsize);
@@ -5042,6 +5305,19 @@
}
}
+static void init_simple_motion_search_mvs(PC_TREE *pc_tree) {
+ for (int idx = 0; idx < REF_FRAMES; idx++) {
+ pc_tree->mv_ref_fulls[idx].row = 0;
+ pc_tree->mv_ref_fulls[idx].col = 0;
+ }
+ if (pc_tree->block_size >= BLOCK_8X8) {
+ init_simple_motion_search_mvs(pc_tree->split[0]);
+ init_simple_motion_search_mvs(pc_tree->split[1]);
+ init_simple_motion_search_mvs(pc_tree->split[2]);
+ init_simple_motion_search_mvs(pc_tree->split[3]);
+ }
+}
+
static void encode_rd_sb_row(AV1_COMP *cpi, ThreadData *td,
TileDataEnc *tile_data, int mi_row,
TOKENEXTRA **tp) {
@@ -5104,6 +5380,10 @@
PC_TREE *const pc_root = td->pc_root[mib_size_log2 - MIN_MIB_SIZE_LOG2];
pc_root->index = 0;
+ if (sf->simple_motion_search_prune_rect) {
+ init_simple_motion_search_mvs(pc_root);
+ }
+
const struct segmentation *const seg = &cm->seg;
int seg_skip = 0;
if (seg->enabled) {
@@ -5476,15 +5756,6 @@
return 1;
}
-static const uint8_t ref_frame_flag_list[REF_FRAMES] = { 0,
- AOM_LAST_FLAG,
- AOM_LAST2_FLAG,
- AOM_LAST3_FLAG,
- AOM_GOLD_FLAG,
- AOM_BWD_FLAG,
- AOM_ALT2_FLAG,
- AOM_ALT_FLAG };
-
// Enforce the number of references for each arbitrary frame limited to
// (INTER_REFS_PER_FRAME - 1)
static void enforce_max_ref_frames(AV1_COMP *cpi) {
diff --git a/av1/encoder/partition_model_weights.h b/av1/encoder/partition_model_weights.h
index 271764a..ab3d71b 100644
--- a/av1/encoder/partition_model_weights.h
+++ b/av1/encoder/partition_model_weights.h
@@ -2900,6 +2900,856 @@
#undef NUM_LOGITS_8
#endif
+// simple_motion_search_prune_rect
+// Thresholds
+static float simple_motion_search_prune_rect_thresh_128 = 0.0110f;
+static float simple_motion_search_prune_rect_thresh_64 = 0.0474f;
+static float simple_motion_search_prune_rect_thresh_32 = 0.0293f;
+static float simple_motion_search_prune_rect_thresh_16 = 0.0180f;
+static float simple_motion_search_prune_rect_thresh_8 = 0.0f;
+
+// Fature Mean and STD
+static const float simple_motion_search_prune_rect_mean_128[21] = {
+ 11.604144f, 11.682196f, 3.7685435f, 3.7804017f, 7.8815756f, 7.9477367f,
+ 0.0f, 0.0f, 13.777283f, 13.947528f, 9.778015f, 9.928518f,
+ 13.281822f, 13.399953f, 4.8135943f, 4.8724947f, 15.4357195f, 15.643948f,
+ 5.396575f, 0.32303867f, 0.67696136f
+};
+
+static const float simple_motion_search_prune_rect_std_128[21] = {
+ 2.37926165f, 2.39487077f, 5.55090993f, 5.56816496f, 5.86562017f, 5.91202901f,
+ 0.f, 0.f, 3.023728f, 3.09614066f, 7.2767266f, 7.38752563f,
+ 2.86607484f, 2.92342436f, 7.11769239f, 7.21289304f, 3.04497061f, 3.11716899f,
+ 2.16907162f, 0.46764017f, 0.46764017f
+};
+
+static const float simple_motion_search_prune_rect_mean_64[21] = {
+ 9.546619f, 9.643238f, 8.884359f, 8.972756f, 7.794842f, 7.8717923f,
+ 7.1152596f, 7.1850014f, 10.407013f, 10.490796f, 8.493282f, 8.560566f,
+ 10.409792f, 10.496752f, 9.690868f, 9.771279f, 11.277545f, 11.354459f,
+ 5.4520044f, 0.18779919f, 0.069017194f
+};
+
+static const float simple_motion_search_prune_rect_std_64[21] = {
+ 2.23464762f, 2.21863539f, 3.21971256f, 3.23065164f, 4.18375011f, 4.21000297f,
+ 4.53527463f, 4.56834182f, 2.21565913f, 2.2037133f, 4.46751945f, 4.49201358f,
+ 2.20418352f, 2.19160329f, 3.37069652f, 3.38308883f, 2.16617912f, 2.15762416f,
+ 2.1803145f, 0.39055183f, 0.25348345f
+};
+
+static const float simple_motion_search_prune_rect_mean_32[21] = {
+ 8.275947f, 8.388577f, 8.292438f, 8.407772f, 8.279809f, 8.392666f,
+ 8.28561f, 8.401827f, 9.224074f, 9.3211355f, 9.226464f, 9.323693f,
+ 9.212805f, 9.309509f, 9.233987f, 9.332952f, 10.133105f, 10.220646f,
+ 4.6501865f, 0.0f, 0.0f
+};
+
+static const float simple_motion_search_prune_rect_std_32[21] = {
+ 2.09335807f, 2.08341914f, 2.07920105f, 2.06925832f, 2.10582478f, 2.09748485f,
+ 2.08927523f, 2.08082628f, 2.11305703f, 2.10245119f, 2.12675492f, 2.11696847f,
+ 2.08239718f, 2.07103501f, 2.06091744f, 2.04943504f, 2.08402831f, 2.07140636f,
+ 2.02292239f, 10000000.0f, 1000000.0f
+};
+
+static const float simple_motion_search_prune_rect_mean_16[21] = {
+ 6.9436703f, 7.0858636f, 6.830941f, 6.9708f, 6.951976f, 7.09403f,
+ 6.834843f, 6.974434f, 7.936405f, 8.054485f, 7.9468045f, 8.064759f,
+ 7.933151f, 8.049844f, 7.806229f, 7.921054f, 8.88205f, 8.984465f,
+ 3.982615f, 0.0f, 0.0f
+};
+
+static const float simple_motion_search_prune_rect_std_16[21] = {
+ 1.98710805f, 1.98327083f, 2.16578f, 2.17021027f, 1.98690513f, 1.98316086f,
+ 2.16677687f, 2.17170578f, 2.0234987f, 2.01648209f, 2.02484412f, 2.01804831f,
+ 2.0183788f, 2.01223316f, 2.24933317f, 2.25114926f, 2.03808057f, 2.02950528f,
+ 1.85362437f, 1000000.0f, 1000000.0f
+};
+
+static const float simple_motion_search_prune_rect_mean_8[21] = {
+ 5.30744f, 5.5219445f, 5.307067f, 5.5238867f, 5.309048f, 5.52433f,
+ 5.3082213f, 5.5255504f, 6.3853498f, 6.5441704f, 6.389904f, 6.549225f,
+ 6.388841f, 6.5474386f, 6.39165f, 6.5517707f, 7.383806f, 7.512947f,
+ 3.6749654f, 0.0f, 0.0f
+};
+
+static const float simple_motion_search_prune_rect_std_8[21] = {
+ 1.84657375f, 1.83810653f, 1.84723929f, 1.83793395f, 1.83993859f, 1.83183525f,
+ 1.84099489f, 1.83202961f, 1.89125934f, 1.87992053f, 1.88265554f, 1.87171106f,
+ 1.88345242f, 1.87305873f, 1.88187027f, 1.87079384f, 1.91317406f, 1.90146775f,
+ 1.71587616f, 1000000.0f, 1000000.0f
+};
+
+// Model Parameters
+// BLOCK_128X128
+#define NUM_HIDDEN_LAYERS_128 1
+#define NUM_FEATURES_128 21
+#define NUM_LAYER_0_UNITS_128 24
+#define NUM_LOGITS_128 3
+
+static const float simple_motion_search_prune_rect_layer_0_bias_128[] = {
+ -1.03082f, -1.44423f, -0.0663546f, -0.273647f, -0.0271498f, -0.84201f,
+ -0.45019f, -0.581675f, -0.161953f, 0.583636f, -1.48401f, -1.61788f,
+ -0.828226f, -0.567531f, -0.888807f, -0.688982f, -1.42025f, -0.930348f,
+ -1.24374f, -0.207484f, -1.30764f, -0.753248f, -1.02665f, 0.230935f
+};
+
+static const float simple_motion_search_prune_rect_logits_bias_128[] = {
+ 0.0329258f, 0.184642f, -0.149705f
+};
+
+static const float simple_motion_search_prune_rect_layer_0_kernel_128[] = {
+ 1.21707f, 0.767617f, 0.998833f, 0.748885f, 0.730957f,
+ 0.861834f, -0.338539f, 0.013964f, -0.0727181f, 0.37719f,
+ 0.736542f, 0.970103f, -1.53509f, -1.79112f, 0.303347f,
+ -0.0237058f, -0.468634f, -0.314464f, -0.0506157f, 0.205808f,
+ -0.566808f, 0.260802f, -0.321415f, 1.08033f, 0.664636f,
+ 1.14234f, 1.45592f, 0.105783f, -0.319643f, -0.969693f,
+ -0.128036f, 0.464112f, 0.214481f, 0.0348054f, -0.795667f,
+ 0.804816f, 0.766327f, -0.661083f, -0.320675f, 1.09434f,
+ 0.426732f, -0.515712f, 0.556748f, 1.02103f, 0.0789273f,
+ -0.212123f, 0.968215f, 1.24967f, -0.170443f, 0.0887567f,
+ -0.236266f, 0.622019f, -0.0482016f, 1.21882f, -0.610779f,
+ 0.207403f, -0.298613f, 0.289028f, -0.727855f, -0.537925f,
+ -0.129818f, -0.209714f, -0.260345f, 0.977842f, 1.51966f,
+ -0.848417f, -0.344469f, -0.612265f, -0.844221f, -0.181775f,
+ -0.0752922f, 0.132546f, 1.39445f, 0.176311f, 0.0865965f,
+ 0.0885483f, 1.18521f, 0.271723f, -0.00613283f, 0.167888f,
+ -0.262459f, -1.83077f, 0.0367826f, -0.187464f, -0.448555f,
+ 0.402736f, -0.41658f, -0.772893f, -0.573372f, -0.270687f,
+ 0.0525691f, -0.0195788f, 0.906929f, 0.925847f, -0.670372f,
+ -0.695974f, -0.0617974f, -0.127294f, 0.518828f, 0.331416f,
+ -1.08477f, -0.828586f, 0.786335f, 0.121287f, -0.287118f,
+ 0.12047f, 0.0770493f, -0.206039f, -0.686495f, -2.20468f,
+ -0.0053142f, 0.0421935f, -0.228364f, 0.262388f, -0.154042f,
+ 0.56318f, 0.25525f, 0.797393f, 1.38502f, -0.70006f,
+ -0.25912f, 0.115122f, -0.425162f, -0.82411f, -0.465218f,
+ 0.576937f, 0.340786f, -0.494503f, -1.68303f, -1.89255f,
+ -0.734966f, -1.50882f, 0.152946f, 0.0355278f, 0.429251f,
+ 0.8991f, -1.10166f, -0.722933f, 0.544538f, -1.01641f,
+ -0.159005f, -0.0412827f, 0.392484f, 0.0540428f, 0.136978f,
+ 0.333809f, -0.595976f, -0.639076f, 0.149363f, -0.545998f,
+ -0.358742f, -0.734408f, -1.05771f, 0.304367f, 0.234233f,
+ 1.4708f, 1.52837f, 0.498601f, -0.155039f, -0.749137f,
+ 0.645608f, -0.313543f, -0.320999f, 0.356842f, 0.0702166f,
+ -1.02796f, 0.92566f, -1.18203f, -0.22097f, 1.37971f,
+ -0.296376f, -0.0254071f, 0.0205492f, 1.19537f, -0.286633f,
+ 0.296902f, -0.444691f, 0.976126f, -0.0065986f, 1.20317f,
+ -1.10465f, -0.295417f, 0.48273f, 0.48458f, -0.406933f,
+ 1.46102f, -1.04861f, 1.01175f, -0.946596f, 1.66844f,
+ -0.246026f, -0.57829f, -0.89914f, 0.289559f, -0.188926f,
+ 0.206735f, -0.272003f, -0.327669f, -0.113352f, -0.713005f,
+ -0.363715f, 1.25897f, 0.450371f, -1.0458f, -0.752533f,
+ -0.0799224f, 1.02614f, -1.08083f, -0.536049f, 0.504551f,
+ 0.213136f, 0.115929f, 0.523182f, 0.714035f, 1.02583f,
+ 1.6386f, 0.00803417f, 0.0973748f, -0.217814f, 0.71939f,
+ -0.140389f, -0.488582f, -1.24631f, 0.803631f, 0.138188f,
+ 0.0333013f, -0.519193f, -0.483745f, -0.36371f, 0.1839f,
+ 0.0352195f, -0.591134f, 0.139432f, -2.00368f, -1.46711f,
+ -0.268942f, 0.150863f, 0.00577831f, -0.257733f, 0.454567f,
+ -0.046806f, 0.105841f, -0.411153f, -0.58749f, 0.328028f,
+ 0.132938f, 0.454583f, 0.455181f, -0.383746f, 0.786252f,
+ 1.31958f, -1.28544f, -1.38559f, -1.99272f, 1.35343f,
+ 0.895747f, 0.27401f, 0.0801937f, 0.0635348f, 0.246139f,
+ 1.97013f, 1.48526f, 0.0988332f, -0.0769758f, 0.0800849f,
+ 0.181255f, -0.265881f, -0.135451f, 0.0176318f, -0.221732f,
+ -0.193488f, 0.158928f, -0.0669842f, 0.202504f, 0.61163f,
+ -0.744555f, -0.594422f, -0.398642f, -0.637939f, -0.324602f,
+ 0.148604f, 1.22074f, 1.31154f, -1.01658f, -1.28208f,
+ -0.129768f, -0.206114f, 0.60629f, 0.366167f, -0.134153f,
+ -0.0929645f, -0.470631f, 0.518892f, -0.733017f, -0.111685f,
+ -0.204559f, -0.267483f, -0.265051f, 1.32226f, 1.13088f,
+ -0.00946599f, -0.272144f, -0.362412f, -0.672511f, -0.652476f,
+ -0.546448f, 0.0253537f, -0.153191f, -0.824345f, -0.714531f,
+ -0.0305819f, 0.230982f, -1.10796f, -0.288268f, -0.0650801f,
+ 1.1042f, -0.245663f, 0.804774f, 0.986003f, 0.861027f,
+ -0.126863f, -0.257142f, 0.160107f, -0.725933f, -1.33207f,
+ -0.0114378f, 0.182624f, 0.829975f, 0.00865911f, 0.206114f,
+ 0.000599693f, -0.7338f, -1.62608f, 0.411364f, -0.703702f,
+ 0.192228f, 0.960493f, 0.889854f, 0.561844f, 0.833141f,
+ 0.445264f, 0.438172f, 0.269368f, -0.174156f, -1.11718f,
+ -0.690091f, -0.119548f, -0.430536f, 0.3507f, 0.804611f,
+ 0.298009f, -0.257488f, -0.887408f, -0.500912f, -0.217641f,
+ -0.338373f, 0.20756f, 0.248316f, -0.750743f, 0.310385f,
+ 0.00491777f, 0.331145f, -0.356869f, 0.356782f, 0.0577628f,
+ -0.0513289f, 0.325407f, -0.12384f, 0.723623f, -1.34327f,
+ -1.12374f, 0.183475f, 0.0640967f, 0.113537f, -0.315936f,
+ 1.61401f, -0.294137f, 0.306785f, 0.605552f, 0.199964f,
+ 0.526132f, 0.947164f, 0.685252f, 0.646895f, -0.338617f,
+ -0.00734127f, 0.648188f, -1.00204f, 0.00213791f, 0.679308f,
+ -0.202302f, -0.46856f, 0.848246f, 0.597811f, -0.0631533f,
+ -0.324955f, 1.33773f, -0.0374205f, -0.454397f, -0.397027f,
+ -0.228798f, 0.0115105f, -0.392123f, 0.701074f, 0.442658f,
+ -0.174989f, -0.156202f, -0.186211f, -1.02877f, -0.1514f,
+ -0.886684f, 0.715379f, 0.868128f, -0.203152f, -0.359135f,
+ 1.16497f, 0.602318f, 0.669703f, -0.6824f, 1.20655f,
+ -0.170322f, -0.110273f, 1.14943f, 1.07666f, 0.79441f,
+ 0.817437f, -0.103962f, -0.235231f, -0.228969f, -1.00497f,
+ -0.219239f, -0.318307f, 0.303288f, 1.58335f, -0.424882f,
+ -0.537245f, 1.51033f, 0.323441f, -0.159631f, -0.074288f,
+ 0.354562f, 1.4227f, 0.604905f, -0.834905f, -0.84153f,
+ -0.488386f, -0.75274f, 0.167785f, -0.237989f, -0.55223f,
+ 0.895587f, -0.401557f, -0.235388f, 0.673556f, -1.4807f,
+ -1.18495f, -1.03931f, -0.719854f, 0.556845f, -0.053345f,
+ 0.72716f, -1.11511f, 0.490595f, 0.283416f, 1.35235f,
+ 0.549703f, 1.08873f, 0.360714f, 0.237269f, -0.320985f,
+ 0.251012f, -0.88053f, 0.609055f, 0.0685435f, -0.0673053f,
+ -0.145312f, 0.203616f, 0.0716763f, 0.781634f, -0.624368f,
+ -2.14444f, -0.00187426f, 0.179946f, 1.42648f, 1.27037f,
+ 0.465913f, 0.820793f, -1.60283f, -0.699741f, -0.314398f,
+ -0.309158f, 0.277909f, -0.0981238f, 0.558628f, 0.862353f,
+ -1.26681f, -1.18465f, 0.348659f, 0.272992f, -0.36775f,
+ -0.342381f, 0.155123f, -0.34212f, 0.436529f
+};
+
+static const float simple_motion_search_prune_rect_logits_kernel_128[] = {
+ -1.66602f, 0.424545f, -45.8807f, -0.0704016f, 0.149002f, -1.41176f,
+ -0.984448f, -0.903546f, 1.55762f, -2.60542f, -12.5839f, 1.55755f,
+ -1.99348f, -0.0172324f, -10.8159f, 0.536906f, 0.0313958f, -0.513672f,
+ 0.0266578f, -0.768594f, 0.826601f, -3.59099f, -1.54627f, 0.287491f,
+ 0.870765f, -0.304472f, 0.785962f, -0.437929f, -0.170165f, 1.02601f,
+ 0.968915f, -0.446069f, 0.635064f, -0.0501538f, -1.07004f, -1.43273f,
+ 0.210884f, -14.4229f, 0.159498f, -0.0865989f, -1.28704f, 0.337704f,
+ 1.80598f, -0.157148f, 0.811136f, 1.36998f, -0.437967f, -1.94766f,
+ -0.506979f, 0.245296f, 0.164039f, 0.855018f, 0.410343f, -0.795219f,
+ -0.0400102f, 0.353871f, -0.622041f, 0.951203f, 0.806822f, 0.071401f,
+ 0.490487f, 0.125621f, 0.634072f, -0.464813f, -0.0219197f, -0.254174f,
+ 0.0230487f, 0.130726f, -0.487066f, -0.536771f, 0.923402f, -0.0148827f
+};
+
+static const NN_CONFIG simple_motion_search_prune_rect_nn_config_128 = {
+ NUM_FEATURES_128,
+ NUM_LOGITS_128,
+ NUM_HIDDEN_LAYERS_128,
+ {
+ NUM_LAYER_0_UNITS_128,
+ },
+ {
+ simple_motion_search_prune_rect_layer_0_kernel_128,
+ simple_motion_search_prune_rect_logits_kernel_128,
+ },
+ {
+ simple_motion_search_prune_rect_layer_0_bias_128,
+ simple_motion_search_prune_rect_logits_bias_128,
+ },
+};
+
+#undef NUM_HIDDEN_LAYERS_128
+#undef NUM_FEATURES_128
+#undef NUM_LAYER_0_UNITS_128
+#undef NUM_LOGITS_128
+
+// BLOCK_64X64
+#define NUM_HIDDEN_LAYERS_64 1
+#define NUM_FEATURES_64 21
+#define NUM_LAYER_0_UNITS_64 20
+#define NUM_LOGITS_64 3
+
+static const float simple_motion_search_prune_rect_layer_0_bias_64[] = {
+ -0.474538f, 0.182615f, -0.116926f, -0.31614f, 0.458541f,
+ -0.462508f, 0.0110579f, -0.937514f, -0.776792f, -0.749243f,
+ -0.40515f, 0.453758f, -0.181677f, -0.271274f, -0.634132f,
+ -0.0814499f, -0.363025f, -0.747829f, -0.598476f, 0.553188f
+};
+
+static const float simple_motion_search_prune_rect_logits_bias_64[] = {
+ 0.126455f, -0.308021f, 0.133681f
+};
+
+static const float simple_motion_search_prune_rect_layer_0_kernel_64[] = {
+ -0.0955396f, 0.0114924f, -0.0810431f, -0.33444f, -0.0463965f,
+ 0.222538f, 0.41684f, -0.00203436f, 0.173122f, -0.146179f,
+ 1.02976f, 0.64903f, -0.27027f, 0.0609664f, -0.869307f,
+ -0.536022f, 0.14875f, -0.105693f, 0.272891f, -0.847822f,
+ 0.722511f, 0.175457f, 0.206427f, -0.124699f, 0.0164477f,
+ 0.331568f, 0.298744f, -0.249587f, -0.0546789f, -0.165438f,
+ -0.201993f, -0.47814f, -0.284996f, 0.100211f, 0.439414f,
+ 0.00431976f, -0.607345f, 0.395876f, 0.432077f, -0.201182f,
+ -1.1626f, -0.915202f, 0.606548f, -0.00805195f, 0.214499f,
+ 0.573404f, 0.0129565f, -0.139539f, -0.195218f, -0.0423162f,
+ 0.529606f, 0.18719f, 0.775243f, 0.236413f, -1.00591f,
+ 0.00202726f, -1.07701f, -0.0113505f, -0.248246f, -0.218112f,
+ 0.126451f, -0.595388f, -0.25106f, 0.468711f, -0.322513f,
+ 0.196981f, -0.176692f, -0.178078f, -0.33736f, 0.00877613f,
+ -0.299936f, 0.29493f, -0.483572f, 0.244207f, -0.193008f,
+ 0.582392f, -0.156948f, 0.134005f, 0.227288f, 0.879863f,
+ 0.196686f, -0.300996f, -0.95266f, -0.0235455f, -0.385976f,
+ -0.000688855f, -0.328365f, -0.39592f, 0.177301f, 0.134001f,
+ -0.240523f, 0.137593f, -0.707273f, -0.407333f, -0.544081f,
+ -0.184395f, 0.37896f, 0.313908f, 0.188172f, -0.088467f,
+ 0.123425f, 0.285585f, 0.664772f, -0.107437f, -0.530605f,
+ 0.426075f, -0.0956688f, 0.475769f, -0.226957f, 0.497479f,
+ -0.0973361f, 0.646813f, -0.248913f, 0.117196f, 0.188191f,
+ 0.27117f, -0.292378f, 0.0290377f, -0.366001f, -0.203164f,
+ -0.305397f, -0.526796f, -0.923496f, 0.834984f, 0.144627f,
+ 0.0103899f, 0.534548f, -0.141897f, 0.509968f, 0.450873f,
+ 0.0828022f, 0.0413851f, 0.549486f, -0.0542229f, -0.64852f,
+ -0.781963f, -0.423665f, -0.216567f, 0.531318f, 0.167107f,
+ 1.06594f, 0.183964f, -0.405879f, -0.599571f, 0.0253738f,
+ -0.0213327f, -0.270245f, 0.636231f, 0.116171f, 0.466784f,
+ 0.137297f, 0.280382f, 0.0981868f, -0.238947f, 0.210817f,
+ 0.673252f, -0.0756914f, 0.302537f, 0.0108696f, -0.0499553f,
+ -0.730525f, -0.103359f, -0.301728f, -0.508398f, -1.09406f,
+ 0.600343f, 0.459265f, 0.514783f, -0.124542f, -0.282827f,
+ -0.405428f, -0.150063f, 0.0314231f, -0.500199f, 0.0359638f,
+ -0.160956f, 0.652848f, 0.414537f, -0.550212f, -0.526028f,
+ -0.0172567f, 0.0431145f, -0.211108f, -0.505671f, 0.118762f,
+ -0.0996169f, 1.37903f, -0.372669f, -0.214101f, 0.550215f,
+ -0.310568f, 0.0083277f, -0.0692804f, 0.407818f, 0.313041f,
+ 0.0600635f, -0.545026f, 0.169041f, -0.413315f, -0.22927f,
+ -0.493042f, 0.462788f, -0.141082f, -0.207174f, -0.145312f,
+ 0.598829f, -0.417438f, -0.507561f, 1.54015f, -0.177759f,
+ 0.603537f, -0.362839f, 0.752922f, -0.42223f, 0.452005f,
+ -0.164136f, 0.663698f, -0.293401f, 0.105774f, -0.436602f,
+ 0.0114064f, -0.521943f, 0.402816f, -0.325515f, 0.71272f,
+ -0.410154f, 0.166539f, -0.861678f, 0.241501f, 0.00812334f,
+ -0.271946f, 0.29494f, -0.336918f, 0.198301f, -0.421108f,
+ 0.276482f, -0.471011f, -0.0353971f, -0.255519f, 0.747247f,
+ -0.208496f, 0.20575f, -0.093769f, 0.371016f, -0.462553f,
+ 0.439527f, -0.501947f, 0.678913f, 0.0592761f, -0.707379f,
+ -0.487351f, 0.568444f, -0.0136548f, 0.310498f, -0.0174319f,
+ 0.538175f, -0.194489f, 0.115937f, -0.278316f, 0.207121f,
+ -0.228797f, 0.921146f, 0.0199402f, 0.189315f, -0.489682f,
+ -0.127664f, -0.0551134f, -0.242746f, -0.675769f, 0.093105f,
+ -0.0351411f, 0.350513f, 0.133148f, -0.0808761f, -0.313078f,
+ 0.189685f, -0.272904f, -0.49433f, -0.308289f, 0.477897f,
+ -0.282002f, -0.176614f, -0.28103f, -0.184417f, -0.396787f,
+ -0.233235f, -0.00850453f, -0.23164f, 0.042675f, 0.293457f,
+ 0.0409628f, 0.00362038f, -0.00953663f, 0.52735f, 0.315472f,
+ 0.128795f, -0.170787f, -0.222383f, 0.200515f, -0.257473f,
+ -0.695571f, -0.332731f, -0.189031f, 0.043103f, -0.0762694f,
+ -0.11686f, 0.194413f, 0.596174f, -0.0803632f, -0.518048f,
+ -0.61079f, -0.206706f, 0.855604f, 0.579438f, -0.296687f,
+ 0.343656f, -0.112966f, -0.183152f, 0.051364f, 0.583126f,
+ 0.163844f, 0.000238682f, -0.37819f, -0.116122f, -0.0576168f,
+ -0.395958f, -0.171348f, 0.73339f, 0.60445f, -0.28147f,
+ -0.198162f, -0.797905f, -0.335843f, 0.460551f, -0.87145f,
+ -0.666152f, -0.411679f, -0.0148538f, -0.233716f, 0.1255f,
+ 0.203786f, 0.407784f, 0.202491f, 0.0351974f, -0.45079f,
+ -0.557643f, 0.711177f, 0.282461f, -0.000344185f, 0.199394f,
+ 0.354731f, 0.218657f, -0.1121f, 0.154379f, 0.46884f,
+ -0.873247f, -0.41062f, 0.162392f, 0.300664f, 0.338705f,
+ 0.00701477f, 0.20115f, 0.0422753f, 0.0658235f, 0.193637f,
+ -0.286329f, -0.284851f, 0.00751998f, -0.0736767f, 0.281419f,
+ 0.34741f, 0.182409f, -0.209542f, -0.357005f, -0.183123f,
+ -0.983305f, 0.381148f, 1.01159f, -0.421924f, -0.0129082f,
+ -0.235917f, 0.404203f, -0.32379f, -0.416939f, -0.000212733f,
+ -0.349122f, -0.0866705f, 0.229621f, 0.311834f, 0.313783f,
+ -0.439797f, -0.267139f, 0.609396f, 0.589986f, 0.169516f,
+ -0.342366f, 0.66604f, 0.724562f, -0.225231f, -0.180633f,
+ -0.469166f, -0.353687f, -0.474233f, -0.360121f, -0.465193f,
+ -0.20589f, -0.47386f, 0.462577f, 0.105843f, 0.226433f,
+ 0.30877f, -0.0671077f, -0.171733f, -0.179051f, -0.326866f,
+ 0.217511f, 0.250185f, 1.10298f, -0.0389183f, -0.138711f
+};
+
+static const float simple_motion_search_prune_rect_logits_kernel_64[] = {
+ -0.936738f, 0.663296f, -0.890015f, -0.179846f, 0.419942f, -0.492271f,
+ 0.798717f, 1.59471f, -0.991652f, -0.0991069f, -1.67343f, -0.763593f,
+ 0.364504f, -0.489659f, 0.71856f, -0.139119f, -0.411379f, -0.79228f,
+ 0.389401f, 0.704645f, 0.608738f, 0.0178282f, 0.885372f, -0.376533f,
+ -0.424384f, -0.229964f, -0.974063f, -0.150809f, -0.189564f, -2.72888f,
+ -1.70892f, -0.430297f, -0.258505f, -0.0379024f, -0.226415f, -0.430415f,
+ 0.411709f, 0.083831f, -0.925193f, 0.535882f, 0.209211f, -0.244211f,
+ 0.264178f, 0.167529f, 0.0457353f, 1.27182f, -0.350646f, -1.64938f,
+ 0.319059f, 0.428646f, 2.78301f, 0.647146f, 0.238655f, -0.268889f,
+ -0.136987f, 0.300992f, 0.461351f, 0.477707f, 0.147197f, -0.183917f
+};
+
+static const NN_CONFIG simple_motion_search_prune_rect_nn_config_64 = {
+ NUM_FEATURES_64,
+ NUM_LOGITS_64,
+ NUM_HIDDEN_LAYERS_64,
+ {
+ NUM_LAYER_0_UNITS_64,
+ },
+ {
+ simple_motion_search_prune_rect_layer_0_kernel_64,
+ simple_motion_search_prune_rect_logits_kernel_64,
+ },
+ {
+ simple_motion_search_prune_rect_layer_0_bias_64,
+ simple_motion_search_prune_rect_logits_bias_64,
+ },
+};
+
+#undef NUM_HIDDEN_LAYERS_64
+#undef NUM_FEATURES_64
+#undef NUM_LAYER_0_UNITS_64
+#undef NUM_LOGITS_64
+
+#define NUM_HIDDEN_LAYERS_32 1
+#define NUM_FEATURES_32 21
+#define NUM_LAYER_0_UNITS_32 24
+#define NUM_LOGITS_32 3
+
+static const float simple_motion_search_prune_rect_layer_0_bias_32[] = {
+ -0.150877f, 0.377067f, -0.322903f, -0.253833f, -1.34836f, -0.0407889f,
+ 0.340694f, -0.493511f, -0.106756f, 0.306534f, -0.244238f, 0.274641f,
+ -0.251146f, -0.340148f, -0.449601f, -0.99361f, 0.242116f, -1.03158f,
+ -0.0317092f, -0.505396f, -0.286031f, 0.815326f, 0.105512f, -0.733433f
+};
+
+static const float simple_motion_search_prune_rect_logits_bias_32[] = {
+ -0.0847271f, -0.140019f, 0.123488f
+};
+
+static const float simple_motion_search_prune_rect_layer_0_kernel_32[] = {
+ 0.30266f, -0.404167f, 0.184244f, -0.204914f, 0.186292f,
+ -0.185721f, 0.2343f, -0.309748f, 0.629703f, -0.161018f,
+ 0.586971f, -0.122501f, 0.258395f, -0.345766f, 0.425087f,
+ -0.288511f, 0.58389f, -0.122772f, -1.0191f, -0.331509f,
+ -0.155374f, -0.131892f, -0.257301f, -0.0936263f, -0.173647f,
+ -0.25349f, -0.297998f, -0.165697f, -0.259397f, -0.308744f,
+ 0.13609f, -0.659645f, -0.658289f, 0.691323f, 0.302487f,
+ 0.503949f, 0.320062f, 0.798778f, 0.459502f, 0.0319676f,
+ -0.231042f, 0.216936f, 0.656985f, -0.278082f, 0.522593f,
+ -0.120114f, 0.565497f, -0.158329f, 0.599947f, -0.222883f,
+ 0.385044f, -0.58876f, 0.363486f, -0.672838f, 0.233821f,
+ -0.357066f, 0.290888f, -0.420639f, -0.376543f, -0.748431f,
+ 0.341052f, 0.305233f, -0.273799f, 0.0572371f, 0.187165f,
+ 0.31469f, -0.0141874f, 0.172004f, -0.0819225f, 0.252624f,
+ 0.190534f, -0.0790111f, -0.309345f, -0.256681f, -0.145961f,
+ -0.0955447f, -0.324261f, -0.227545f, -0.291766f, -0.176335f,
+ 0.104228f, 1.31795f, -0.122225f, -0.00231043f, 0.00262551f,
+ 0.0643949f, 0.302213f, 0.00923296f, 0.112109f, 0.0823432f,
+ -0.0480501f, 0.050152f, -0.133536f, -0.0943857f, -0.0255181f,
+ -0.104284f, 0.072475f, -0.116041f, -0.103424f, 0.0894712f,
+ -0.0565939f, -0.0803143f, -1.05708f, 0.0692672f, 0.27409f,
+ 0.646258f, 0.0493468f, 0.316645f, -0.520888f, 0.245417f,
+ -0.476851f, 0.571094f, 0.25759f, 0.111997f, -0.382122f,
+ 0.602901f, -0.387416f, 0.17528f, -0.536206f, 0.370157f,
+ -0.0598445f, 0.0351273f, -0.888124f, -0.0380012f, 0.0037939f,
+ -0.278387f, -0.349207f, -0.286866f, -0.141381f, 0.0113867f,
+ -0.363429f, -0.23672f, -0.127249f, -0.0618156f, 0.865495f,
+ 0.285948f, 0.808533f, 0.165837f, -0.589867f, -0.396041f,
+ -0.30314f, -0.186404f, 0.370238f, 0.520893f, 0.095395f,
+ 0.0105089f, 0.214409f, 0.0380188f, 0.111472f, 0.06696f,
+ 0.0996208f, 0.238311f, 0.00447955f, 0.0334197f, 0.24364f,
+ -0.159119f, -0.105443f, -0.4223f, 0.120655f, -0.0656574f,
+ -0.0979482f, -0.112141f, 0.0832164f, -0.982145f, -0.577622f,
+ 1.31481f, -0.0729726f, 0.260851f, -0.304419f, 0.05496f,
+ -0.101393f, -0.136905f, -0.113133f, 0.10068f, -0.243494f,
+ -0.0521267f, -0.396234f, 0.248386f, -0.498069f, 0.0660911f,
+ 0.391867f, 0.30568f, -0.141968f, 0.229426f, -0.098988f,
+ 0.0390286f, 1.05619f, -0.358586f, -0.220905f, 0.0801896f,
+ -0.235616f, -0.191875f, -0.195233f, 0.0236047f, -0.12518f,
+ -0.11065f, -0.201486f, -0.618409f, -0.613389f, -0.321614f,
+ -0.324938f, 0.749192f, 0.537903f, 0.761206f, 0.503924f,
+ 0.195202f, -0.00838913f, 0.128977f, 0.18535f, -0.19846f,
+ -0.222905f, -0.0526954f, -0.179f, -0.315802f, -0.028573f,
+ -0.704001f, -0.255896f, -0.292945f, 0.243154f, -0.0101149f,
+ 0.227509f, -0.323767f, 0.827498f, 0.177415f, 0.217882f,
+ -0.320858f, 0.926904f, 0.14992f, 0.137888f, -0.295178f,
+ -0.172849f, 0.111864f, -0.0638878f, -0.331824f, -0.234096f,
+ 0.0562124f, -0.115936f, 0.165391f, -0.357548f, 0.642385f,
+ 0.205559f, 0.606645f, 0.402024f, 0.0671416f, -0.341089f,
+ -0.550208f, -0.627616f, 0.386765f, -0.0826835f, 0.194135f,
+ -0.323129f, -0.216731f, -0.0473442f, -0.230099f, -0.223107f,
+ -0.157901f, -0.196825f, -0.137026f, -0.0885836f, -0.156467f,
+ -0.574477f, -0.531131f, -0.488885f, -0.585363f, 0.909019f,
+ 0.734626f, 0.662438f, 0.780993f, 0.358014f, -0.0470738f,
+ -0.0196115f, -0.159158f, -0.142333f, 0.272001f, 0.183535f,
+ 0.258324f, 0.00783186f, 0.0370277f, 0.299222f, 0.148317f,
+ 0.0255202f, -0.289325f, 0.074542f, -0.297216f, -0.134052f,
+ -0.0724699f, 0.00723407f, -0.393625f, 0.11831f, -0.925339f,
+ -0.438459f, 1.00802f, 0.247505f, 0.195977f, 0.366527f,
+ 0.129965f, 0.429437f, 0.202284f, 0.440758f, 0.200634f,
+ 0.639987f, 0.207631f, 0.245741f, -0.304722f, 0.0543015f,
+ -0.25859f, 0.0874036f, -0.336049f, 0.263197f, -0.204705f,
+ -0.552149f, -1.05707f, -0.38142f, 0.123726f, -0.31445f,
+ 0.33148f, 0.16558f, 0.470366f, 0.15454f, 0.356113f,
+ 0.294223f, 0.132882f, 0.236889f, -0.307471f, -0.187956f,
+ -0.232843f, -0.127055f, -0.327118f, -0.253123f, -0.288136f,
+ 0.293925f, -0.757913f, -0.695626f, 0.0674771f, -0.0791973f,
+ -0.0663982f, 0.138042f, 0.0944698f, -0.225499f, -0.248548f,
+ 0.25318f, 0.0517455f, -0.486571f, -0.504592f, 0.628462f,
+ 0.492846f, 0.471343f, 0.231574f, -0.592017f, 0.226039f,
+ -0.536864f, -0.404826f, 0.382626f, -0.11126f, 0.16268f,
+ -0.195043f, -0.331804f, -0.141593f, -0.177255f, 0.0455108f,
+ 0.14209f, -0.144151f, -0.159788f, 0.361794f, 0.13538f,
+ 0.180654f, 0.154808f, 0.124516f, 0.142742f, -0.480668f,
+ -0.773066f, 0.535723f, -0.336229f, 0.201306f, -0.343304f,
+ 0.432312f, 0.121089f, -0.211339f, 0.333237f, -0.587896f,
+ 0.504565f, -0.101135f, 0.717786f, -0.021451f, 0.219768f,
+ -0.0491637f, 0.351394f, -0.771172f, 0.212839f, -0.114615f,
+ 0.648602f, -0.506628f, 0.0682527f, -0.186903f, -0.17884f,
+ -0.539165f, -0.0501128f, 0.363953f, -0.0582328f, -0.108791f,
+ 0.028609f, -0.432395f, 0.00869045f, 0.0718638f, -0.0457797f,
+ 0.0460659f, -0.295409f, 0.679474f, 0.666139f, 0.586366f,
+ 0.725428f, -0.205199f, -0.540827f, -0.47579f, -0.828132f,
+ 0.174364f, -0.300155f, 0.134658f, -0.202005f, -0.21941f,
+ -0.301165f, -0.217839f, -0.00468189f, 0.0196276f, -0.273809f,
+ -0.0579939f, -0.291044f, 0.16528f, 0.117749f, 0.374272f,
+ 0.21857f, 0.149568f, -0.862803f, -0.457729f, 0.260053f,
+ 0.542802f, 0.20875f, 0.566169f, 0.0138947f, -0.00926447f,
+ 0.21053f, -0.336753f, -0.112768f, -0.0418503f, -0.120371f,
+ -0.0160341f, -0.144839f, -0.189578f, -0.188411f, -0.0410867f,
+ 0.185114f, 0.0929855f, -0.0893646f, -0.0443794f, 0.114525f,
+ -0.111265f, -0.0555613f, 0.230279f, 0.368952f, 0.988605f,
+ -0.0727516f, -0.137696f, 0.643078f, -0.283231f, 0.37273f,
+ 0.393343f, 0.137257f, -0.028331f, 0.0440161f, 0.032468f,
+ 0.71373f, 0.124146f, -0.388189f, -0.669179f, 0.0837899f,
+ -0.381673f, 0.345236f, -0.358017f, -0.0583598f, -0.736627f,
+ -0.0769623f, 0.156985f, -0.288763f, 0.767518f, 0.166668f,
+ 0.503661f, 0.179627f, 0.353413f, -0.529735f, 0.231143f,
+ 0.0659671f, 0.20884f, -0.219304f, -0.405746f, -0.924161f,
+ 0.0215154f, -0.224603f, 0.0552142f, 0.0182611f, -0.307353f,
+ -0.494348f, 0.394429f, 0.248368f, 0.054821f
+};
+
+static const float simple_motion_search_prune_rect_logits_kernel_32[] = {
+ -0.0331377f, 0.7848f, -1.19164f, 0.157774f, -0.784731f, -0.424402f,
+ -0.821959f, -1.22346f, 0.312851f, 1.0622f, -0.154046f, -0.364553f,
+ -1.21152f, -0.296875f, 0.214748f, 0.945568f, -0.378736f, 0.582235f,
+ 0.0378807f, 0.933609f, -0.181642f, -0.299656f, -0.178872f, -0.172049f,
+ -0.332916f, -0.266806f, -1.67998f, 0.278216f, -0.579313f, -0.359449f,
+ 0.465232f, -0.857095f, 0.026849f, -0.464277f, -0.447601f, 0.417111f,
+ 0.831748f, -0.390425f, 0.416616f, 0.723334f, 0.306278f, -0.890092f,
+ 0.114596f, -1.11322f, -0.100165f, -0.246978f, 0.00824933f, 0.713278f,
+ 0.809144f, -0.142374f, 2.21987f, -0.688482f, 1.1447f, 0.31233f,
+ -0.633595f, 0.541453f, -0.365008f, 0.000583967f, 0.300029f, 0.0648236f,
+ 0.191301f, 0.619809f, -1.14674f, -1.19871f, -0.0516684f, -0.26913f,
+ 0.7267f, -0.213969f, 0.328374f, 0.373149f, 0.443977f, 0.0908275f
+};
+
+static const NN_CONFIG simple_motion_search_prune_rect_nn_config_32 = {
+ NUM_FEATURES_32,
+ NUM_LOGITS_32,
+ NUM_HIDDEN_LAYERS_32,
+ {
+ NUM_LAYER_0_UNITS_32,
+ },
+ {
+ simple_motion_search_prune_rect_layer_0_kernel_32,
+ simple_motion_search_prune_rect_logits_kernel_32,
+ },
+ {
+ simple_motion_search_prune_rect_layer_0_bias_32,
+ simple_motion_search_prune_rect_logits_bias_32,
+ },
+};
+
+#undef NUM_HIDDEN_LAYERS_32
+#undef NUM_FEATURES_32
+#undef NUM_LAYER_0_UNITS_32
+#undef NUM_LOGITS_32
+
+// BLOCK_16X16
+#define NUM_HIDDEN_LAYERS_16 1
+#define NUM_FEATURES_16 21
+#define NUM_LAYER_0_UNITS_16 24
+#define NUM_LOGITS_16 3
+
+static const float simple_motion_search_prune_rect_layer_0_bias_16[] = {
+ 0.604848f, 0.905399f, -0.519689f, 0.401153f, 0.281126f, -1.27562f,
+ -0.337675f, -0.104628f, -0.156367f, -0.0754566f, 1.31977f, 0.564316f,
+ -0.716749f, 0.590499f, 0.480629f, -0.581097f, 0.0266441f, -0.836869f,
+ -0.93972f, -1.18115f, -1.43279f, -0.0912462f, 0.197468f, 0.0233385f
+};
+
+static const float simple_motion_search_prune_rect_logits_bias_16[] = {
+ 0.382982f, 0.0828581f, -0.531509f
+};
+
+static const float simple_motion_search_prune_rect_layer_0_kernel_16[] = {
+ -0.0137765f, 0.104086f, -0.44562f, 0.109335f, -0.0995125f,
+ 0.33779f, -0.247983f, -0.0269306f, -0.12548f, 0.244954f,
+ -0.141774f, 0.245495f, 0.164542f, -0.322561f, 0.278364f,
+ -0.388579f, -0.109738f, -0.00625609f, -0.619319f, -0.131171f,
+ -0.730775f, 0.281942f, 0.100904f, -0.00913587f, -0.283333f,
+ 0.111223f, 0.19052f, -0.121298f, 0.0927429f, 0.0169582f,
+ -0.113234f, -0.125363f, -0.113387f, 0.380221f, 0.249298f,
+ 0.224214f, -0.198153f, 0.294508f, -0.0908771f, -0.00896f,
+ -0.281519f, -1.10096f, 0.21474f, 0.230463f, 0.24372f,
+ 0.226703f, 0.169519f, 0.1931f, 0.276608f, 0.158364f,
+ 0.436632f, 0.494405f, 0.494894f, 0.441254f, -0.51685f,
+ -0.449008f, -0.681206f, -0.364304f, -0.697746f, -0.988111f,
+ 0.0425659f, -0.238608f, -0.262493f, -0.258514f, 0.214822f,
+ 0.202649f, 0.231151f, -0.112502f, 0.376416f, 0.0225609f,
+ 0.133387f, -0.11108f, 0.114849f, -0.786054f, -0.160745f,
+ -0.274457f, 0.298882f, -0.0566582f, 0.0962105f, -0.406176f,
+ -0.294602f, -0.486952f, 0.268228f, 0.221875f, 0.341673f,
+ -0.102889f, 0.334006f, -0.138139f, -0.0657011f, 0.0410996f,
+ 0.0249068f, -0.472228f, -0.563824f, -0.28245f, -0.271622f,
+ -0.642636f, 0.660948f, 0.166975f, 0.66627f, 0.580663f,
+ 0.0380072f, -0.222593f, 0.218306f, 0.234312f, -0.449846f,
+ 0.481742f, 0.0140617f, 0.459234f, 0.105462f, 0.43153f,
+ 0.0604343f, 0.571201f, 0.100403f, -0.198422f, -0.172223f,
+ -0.196068f, -0.14779f, 0.198848f, -0.337978f, -0.126215f,
+ -0.152699f, -0.557159f, -0.924557f, -0.148909f, 0.342301f,
+ -0.0270579f, 0.0795163f, 0.246079f, 0.258882f, 0.22873f,
+ 0.164371f, 0.214495f, 0.703272f, 0.190126f, -0.45768f,
+ -0.0380901f, -0.696992f, -0.208314f, 0.153809f, -0.0104163f,
+ -0.213472f, -0.0116897f, -0.765393f, -0.726445f, 0.889219f,
+ 0.181781f, -0.317054f, 0.195929f, -0.28841f, 0.0281734f,
+ -0.21678f, -0.0403133f, -0.28103f, 0.23518f, -0.078372f,
+ 0.324097f, 0.197703f, -0.0438831f, 0.293011f, 0.147023f,
+ -0.15583f, 0.602368f, 0.323747f, -0.0696472f, -0.138903f,
+ -0.235809f, -0.214106f, 0.381436f, -0.197114f, -0.0760917f,
+ -0.693474f, -0.125265f, 0.507725f, 0.1515f, 0.570555f,
+ 0.39068f, -0.177914f, -0.427112f, 0.559952f, 0.426243f,
+ -0.115127f, -0.238974f, 0.237318f, -0.401725f, -0.24896f,
+ 0.054505f, -0.15472f, -0.240788f, 0.00553721f, -0.0487255f,
+ -0.110616f, -0.158394f, -0.00527821f, -0.0843736f, 0.0498573f,
+ -0.223363f, -0.0990239f, -0.328193f, 0.0838312f, -0.34158f,
+ -0.053957f, 0.0707963f, 0.225876f, -0.0677109f, 0.397276f,
+ -0.715533f, -0.388504f, 1.37571f, -0.130365f, -0.906101f,
+ 0.0155999f, -0.0182067f, -0.0328974f, -0.107512f, -0.0808009f,
+ -0.0809275f, -0.177219f, 0.0284174f, -0.10669f, 0.148234f,
+ 0.0663233f, 0.0972058f, 0.0344283f, -0.087383f, 0.0990781f,
+ -0.152435f, -0.126361f, 0.220532f, 1.32584f, -0.286357f,
+ -1.62617f, 0.0802221f, -0.201848f, -0.193333f, -0.228532f,
+ -0.025903f, -0.10709f, -0.200741f, -0.332323f, 0.644584f,
+ 0.386651f, 0.621749f, 0.302185f, -0.243676f, -0.461595f,
+ -0.433389f, -0.593147f, 0.418157f, 0.299837f, 0.50064f,
+ -0.124775f, 0.31177f, 0.061886f, -0.0240068f, -0.101382f,
+ -0.0639972f, -0.190383f, -0.0549615f, -0.0423341f, 0.0745784f,
+ 0.149147f, -0.271457f, 0.305835f, -0.02771f, 0.416986f,
+ -0.0147757f, 0.262974f, 0.0109217f, 0.475815f, 0.13407f,
+ -1.67536f, 0.174608f, 0.112184f, -0.0290066f, -0.287501f,
+ 0.352614f, 0.420432f, -0.255287f, -0.228031f, 0.437014f,
+ 0.403499f, -0.250898f, -0.119217f, -0.442683f, 0.365867f,
+ -0.209472f, -0.426959f, 0.309496f, 0.105961f, 0.342443f,
+ 0.543127f, -0.693675f, -0.250245f, -0.74935f, 0.339296f,
+ 0.0147475f, 0.0775698f, 0.235613f, 0.164551f, 0.351877f,
+ 0.120343f, -0.0549392f, 0.662616f, 0.118493f, 0.625549f,
+ 0.296793f, -0.693809f, -0.318807f, -0.658186f, 0.118517f,
+ -0.625897f, -0.334193f, -0.495502f, -0.0580679f, -0.502108f,
+ 0.610184f, -0.212568f, 0.65402f, -0.205777f, 0.611087f,
+ -0.190758f, 0.469293f, -0.0106184f, 0.162331f, -0.23283f,
+ 0.26207f, -0.339728f, 0.225619f, -0.356367f, 0.232606f,
+ -0.459364f, -0.486175f, -1.20263f, 0.530313f, -0.189706f,
+ -0.459413f, -0.442404f, -0.468157f, 0.359397f, 0.508712f,
+ -0.465745f, -0.509933f, 0.579796f, 0.290483f, 0.210952f,
+ 0.0430353f, 0.126729f, 0.203994f, -0.845814f, -0.391114f,
+ 0.469904f, 0.204385f, 0.222419f, 0.0260472f, 0.165553f,
+ -0.298396f, -0.154579f, 0.184736f, -0.448324f, 0.288347f,
+ -0.225289f, 0.18267f, -0.157379f, 0.177178f, -0.425429f,
+ 0.567151f, -0.189216f, 0.344062f, -0.424986f, 0.309711f,
+ -0.0967332f, 0.417457f, -0.176185f, 0.741058f, 0.115775f,
+ -0.526939f, -0.0416508f, 0.29145f, 0.368292f, -0.0320823f,
+ -0.174854f, -0.147699f, 0.345198f, -0.0989291f, -0.108224f,
+ -0.0361128f, 0.569509f, -0.0537022f, 0.386112f, 0.0218484f,
+ -0.0917452f, -0.326464f, -0.707277f, -0.92936f, 0.529203f,
+ -0.0414848f, 0.265231f, -0.201359f, -0.278621f, -0.109272f,
+ -0.22415f, -0.166414f, 0.300664f, -0.363893f, -0.114208f,
+ 0.349553f, -0.131075f, 0.469761f, 0.292534f, 0.700264f,
+ -0.0446578f, -0.636988f, -0.592225f, -0.00240535f, -0.390981f,
+ 0.138289f, -0.0259559f, 0.552166f, 0.0787941f, -0.145882f,
+ 0.119166f, 0.0342518f, 0.0238706f, 0.0467874f, 0.159073f,
+ 0.273887f, 0.104308f, 0.0355133f, -0.240499f, 0.00161169f,
+ -0.214345f, -0.197885f, -0.0937018f, 0.298671f, -0.15795f,
+ 0.226991f, -0.648197f, -0.541824f, -0.54904f, 0.00723252f,
+ -0.0886648f, 0.249384f, 0.0171777f, 0.204561f, 0.244553f,
+ 0.173363f, 0.125727f, 0.00160048f, 0.0877024f, 0.210767f,
+ 0.294793f, 0.0564319f, 0.273757f, -0.472057f, -0.40342f,
+ -0.663498f, -0.294652f, -0.723821f, -0.556186f, 1.01032f,
+ -0.341018f, 0.487445f, 0.154666f, 0.160475f, 0.0803587f,
+ 0.122818f, -0.256329f, 0.0187389f, 0.0534024f, 0.339258f,
+ 0.449883f, 0.0913971f, 0.794922f, 0.149188f, -0.754102f,
+ -0.332147f, -1.11099f, -0.51734f, 0.37661f, 0.0851593f,
+ 0.0638272f, -0.0391679f, -0.768516f, -0.151253f, 0.0189179f,
+ -0.0957418f, 0.0703774f, -0.0844274f, 0.0122935f, -0.16257f,
+ 0.052147f, -0.125905f, 0.151829f, 0.060688f, -0.120052f,
+ -0.0462407f, -0.214985f, -0.166619f, -0.0131363f, 0.0969969f,
+ -0.0109037f, 1.60049f, -0.195615f, -0.761682f
+};
+
+static const float simple_motion_search_prune_rect_logits_kernel_16[] = {
+ 0.195953f, 0.266914f, 1.09626f, -0.278587f, 0.315735f, 0.750366f,
+ -0.0773732f, -0.011841f, -0.0652182f, -0.24263f, -0.714462f, -0.310441f,
+ -0.39794f, 0.560316f, -0.67357f, -1.25198f, -0.2683f, -0.163392f,
+ 0.470548f, 0.504874f, 0.215693f, -0.762583f, -0.650757f, 0.651298f,
+ -0.0890686f, 0.141904f, -0.367436f, -0.0478515f, -0.154226f, 1.00121f,
+ -0.311319f, -0.146908f, -0.259843f, -0.41941f, -0.650639f, 0.667579f,
+ -0.143973f, -0.076802f, 0.0112008f, -1.03765f, 0.507756f, -0.197687f,
+ -0.592847f, -1.12017f, 0.143625f, -0.139294f, 0.19386f, 0.198762f,
+ 0.104138f, -0.203013f, -0.262737f, 0.154887f, -0.0434276f, -1.03264f,
+ 0.619039f, -0.0234598f, -0.0827021f, 0.53719f, 0.478445f, -0.0073367f,
+ 0.55982f, -0.0391153f, -0.222824f, 1.93238f, 0.193033f, 0.533387f,
+ 0.142532f, -0.179864f, -0.802229f, 0.0993041f, -0.179998f, -0.837372f
+};
+
+static const NN_CONFIG simple_motion_search_prune_rect_nn_config_16 = {
+ NUM_FEATURES_16,
+ NUM_LOGITS_16,
+ NUM_HIDDEN_LAYERS_16,
+ {
+ NUM_LAYER_0_UNITS_16,
+ },
+ {
+ simple_motion_search_prune_rect_layer_0_kernel_16,
+ simple_motion_search_prune_rect_logits_kernel_16,
+ },
+ {
+ simple_motion_search_prune_rect_layer_0_bias_16,
+ simple_motion_search_prune_rect_logits_bias_16,
+ },
+};
+
+#undef NUM_HIDDEN_LAYERS_16
+#undef NUM_FEATURES_16
+#undef NUM_LAYER_0_UNITS_16
+#undef NUM_LOGITS_16
+
+// BLOCK_8X8
+#define NUM_HIDDEN_LAYERS_8 1
+#define NUM_FEATURES_8 21
+#define NUM_LAYER_0_UNITS_8 24
+#define NUM_LOGITS_8 3
+
+static const float simple_motion_search_prune_rect_layer_0_bias_8[] = {
+ 0.0929719f, -1.04451f, 0.436521f, 0.244658f, -0.211554f, 0.236841f,
+ 0.351304f, -0.335641f, -0.133174f, 0.3716f, 0.342397f, 0.00966127f,
+ 0.110529f, 0.548292f, 0.318773f, 0.218123f, 0.14769f, 0.234058f,
+ -0.0831903f, 0.134574f, 0.371851f, 0.322827f, 0.376413f, 0.537242f
+};
+
+static const float simple_motion_search_prune_rect_logits_bias_8[] = {
+ 0.00590608f, 0.0627245f, -0.131135f
+};
+
+static const float simple_motion_search_prune_rect_layer_0_kernel_8[] = {
+ 0.236236f, -0.197322f, 0.0388012f, 0.0886282f, -0.294053f,
+ -0.155901f, 0.0896536f, 0.207173f, -0.225464f, 0.245884f,
+ 0.0924547f, 0.0988347f, -0.146962f, -0.236533f, 0.242752f,
+ 0.276294f, 0.0918088f, -0.121309f, -0.265552f, 0.182409f,
+ 0.0786249f, 0.115241f, 0.12636f, 0.286668f, -0.000413442f,
+ 0.077513f, 0.105336f, 0.048894f, 0.128857f, -0.190525f,
+ -0.0230398f, -0.0545946f, -0.0740677f, -0.217745f, 0.0473918f,
+ -0.236371f, 0.0358959f, 0.0798586f, -0.273776f, -0.791735f,
+ 0.212685f, 0.013666f, -0.1398f, 0.192162f, -0.0564259f,
+ 0.121955f, 0.136823f, 0.0543089f, 0.092825f, 0.0444147f,
+ -0.422158f, -0.346276f, 0.00682844f, -0.323295f, 0.159034f,
+ -0.028898f, -0.0962342f, 0.191407f, -0.0995829f, 0.110343f,
+ 0.457121f, 0.128277f, -0.189447f, 0.122764f, -0.107316f,
+ 0.258696f, -0.137755f, -0.192561f, -0.275515f, -0.0133461f,
+ -0.0209125f, 0.135886f, 0.0973947f, 0.431854f, 0.462813f,
+ -0.423939f, 0.090637f, -0.158307f, 0.110351f, -0.188819f,
+ -0.379815f, 0.297234f, 0.116816f, 0.14929f, -0.05142f,
+ 0.142802f, -0.107308f, 0.0743166f, -0.181902f, 0.112688f,
+ 0.326051f, -0.0466441f, -0.0585087f, 0.319181f, 0.201889f,
+ -0.0519778f, 0.246045f, 0.129589f, -0.222352f, 0.410679f,
+ -0.0468719f, -0.224405f, -0.378599f, -0.0708272f, 0.291255f,
+ -0.275413f, -0.286772f, 0.146303f, 0.00502366f, 0.273997f,
+ 0.0615063f, -0.128801f, 0.140438f, 0.00988162f, -0.416282f,
+ -0.0501521f, 0.0601391f, 0.425444f, 0.204404f, -0.161582f,
+ 0.228264f, -0.147466f, -0.142093f, 0.155618f, 0.125181f,
+ -0.117226f, -0.0940137f, 0.199695f, 0.122635f, -0.0343566f,
+ 0.25744f, -0.170798f, 0.170312f, -0.221076f, 0.210397f,
+ -0.344634f, -0.42091f, -0.00364981f, -0.0145637f, 0.321783f,
+ 0.0783587f, 0.250987f, -0.00987271f, -0.695387f, 0.484135f,
+ -0.189236f, 0.340221f, -0.0261936f, 0.177004f, -0.101495f,
+ 0.0458288f, 0.00996208f, -0.131282f, 0.239959f, -0.0646483f,
+ 0.259072f, -0.294724f, -0.0485913f, 0.120665f, 0.271345f,
+ -0.0236157f, -0.186769f, 0.200163f, -0.112428f, -0.038864f,
+ -0.729764f, 0.320225f, 0.20533f, -0.0731921f, -0.0625873f,
+ -0.487145f, 0.0819456f, -0.0344899f, 0.19262f, 0.324683f,
+ 0.215074f, -0.464162f, -0.123737f, -0.062616f, 0.402956f,
+ 0.18635f, -0.197769f, 0.100533f, -0.293992f, 0.145554f,
+ 0.212232f, -0.297656f, 0.112656f, -0.00207075f, -0.163881f,
+ -0.124628f, -0.225694f, 0.268492f, 0.166006f, 0.298173f,
+ -0.122093f, 0.238944f, -0.132759f, 0.387168f, 0.283462f,
+ 0.0376998f, -0.0527518f, -0.131649f, -0.187971f, 0.0433382f,
+ -0.182108f, -0.0159221f, -0.306503f, -0.116393f, -0.278279f,
+ 0.194667f, 0.191931f, -0.0155848f, 0.061354f, -0.187866f,
+ -0.199614f, 0.27465f, 0.173959f, -0.142243f, -0.275063f,
+ -0.436406f, -0.0414135f, -0.0867722f, 0.144904f, 0.457838f,
+ 0.396556f, -0.234414f, 0.286493f, 0.182848f, -0.0964301f,
+ 0.0647563f, 0.330323f, 0.0106972f, 0.291926f, 0.249374f,
+ 0.126498f, 0.131904f, 0.144133f, 0.290967f, 0.279663f,
+ -0.07275f, 0.298849f, 0.0509303f, 0.0835576f, -0.36213f,
+ -0.215041f, -0.431314f, -0.363423f, -0.68542f, -0.311905f,
+ -0.0158718f, -0.278136f, 0.22943f, -0.065407f, -0.180358f,
+ -0.190041f, 0.178827f, -0.0956258f, -0.361751f, 0.0555846f,
+ 0.0391926f, 0.18493f, 0.349155f, 0.0620533f, 0.107822f,
+ -0.37479f, -0.214229f, 0.0156212f, 0.12353f, 0.0838783f,
+ 0.0516166f, -0.297401f, -0.324205f, 0.165416f, -0.180237f,
+ 0.000455288f, 0.0165856f, 0.269442f, -0.0050627f, -0.17379f,
+ -0.159357f, -0.0197761f, -0.442358f, 0.292338f, -0.281192f,
+ -0.220797f, -0.31968f, -0.13081f, -0.0714009f, -0.241106f,
+ 0.0445559f, 0.286437f, 0.174064f, -0.0707783f, 0.179205f,
+ -0.0858393f, -0.182413f, 0.0464337f, 0.273138f, -0.0686158f,
+ -0.0846032f, -0.00880094f, 0.500096f, -0.157471f, -0.141422f,
+ 0.381825f, -0.233019f, -0.10411f, -0.429038f, -0.383961f,
+ -0.0143021f, 0.332843f, 0.319908f, -0.200207f, 0.185621f,
+ -0.0827178f, 0.208406f, 0.249769f, -0.0723191f, -0.164118f,
+ 0.2306f, 0.514743f, -0.168576f, 0.162905f, -0.0639156f,
+ -0.00377544f, -0.0357603f, -0.366609f, -0.439581f, -0.390316f,
+ -0.0256173f, 0.184651f, 0.225793f, 0.277336f, -0.271053f,
+ -0.039194f, 0.308709f, -0.0823194f, 0.215845f, -0.0305934f,
+ 0.207156f, 0.0242133f, 0.178076f, -0.0147258f, -0.501016f,
+ 0.0425183f, -0.32334f, -0.117133f, 0.211239f, 0.11304f,
+ 0.224753f, 0.289255f, -0.353953f, -0.251153f, -0.284117f,
+ 0.0381016f, -0.0220049f, -0.146197f, 0.0198448f, 0.0830073f,
+ 0.0769781f, 0.245701f, 0.0345686f, -0.171671f, -0.0749316f,
+ -0.156164f, 0.077471f, 0.171366f, 0.00549367f, -0.0917314f,
+ -0.348183f, 0.186549f, 0.155758f, 0.12377f, 0.228549f,
+ -0.372118f, 0.224414f, 0.0303148f, -0.00673295f, 0.0855743f,
+ 0.109336f, 0.360171f, -0.0578394f, -0.34167f, -0.0415367f,
+ -0.278975f, 0.283761f, 0.398667f, -0.340301f, -0.232094f,
+ 0.126067f, 0.193787f, -0.176406f, 0.0546539f, -0.0549633f,
+ 0.105809f, -0.0926057f, -0.0116372f, -0.098266f, 0.116753f,
+ -0.0661511f, 0.439646f, -0.0927268f, 0.0999881f, -0.170887f,
+ 0.221045f, 0.0309981f, 0.253644f, 0.327211f, 0.0822908f,
+ -0.206893f, -0.0705511f, -0.0183062f, -0.062421f, -0.26241f,
+ -0.0850025f, 0.215664f, -0.445837f, 0.265127f, -0.24374f,
+ 0.0182374f, 0.199747f, 0.192634f, -0.0547674f, 0.237479f,
+ -0.22589f, 0.0199568f, -0.00226449f, -0.370026f, -0.085982f,
+ 0.120268f, -0.201913f, -0.0241852f, -0.0902752f, -0.125417f,
+ -0.138451f, 0.139834f, 0.035369f, 0.973304f, -0.133185f,
+ -0.0372511f, -0.0939797f, 0.0750327f, 0.131332f, -0.0948143f,
+ -0.227437f, 0.0718025f, -0.241555f, 0.0954081f, -0.114389f,
+ 0.144256f, 0.177365f, 0.025649f, -0.224896f, -0.0699606f,
+ -0.31351f, 0.0349252f, -0.492566f, 0.00455435f, 0.94466f,
+ 0.100314f, 0.294475f, 0.152531f, -0.165193f, -0.0367636f,
+ -0.153355f, 0.216961f, 0.0382139f, -0.251386f, 0.0728174f,
+ -0.122198f, 0.178884f, 0.0375681f, -0.215692f, 0.241714f,
+ 0.293426f, 0.110962f, -0.327579f, 0.113138f, 0.373479f,
+ -0.518696f, 0.253503f, -0.0688753f, -0.109652f, 0.0778219f,
+ 0.110266f, -0.0355493f, 0.289359f, -0.137474f, -0.0457507f,
+ -0.0755428f, -0.134834f, 0.384724f, 0.167317f, 0.227267f,
+ -0.179717f, -0.189428f, -0.389926f, -0.445401f, -0.144119f,
+ 0.0681414f, 0.5804f, -0.271505f, -0.0127296f
+};
+
+static const float simple_motion_search_prune_rect_logits_kernel_8[] = {
+ 0.0534772f, 0.76338f, 0.00330479f, -0.418013f, 0.308282f, 0.126139f,
+ 0.0381165f, 0.230419f, 0.267358f, -0.265256f, 0.314815f, -0.345259f,
+ -0.332239f, -0.0974348f, -0.135406f, -0.411826f, 0.469479f, 0.328913f,
+ -0.142056f, 0.0970277f, 0.408218f, -0.266971f, 0.496125f, -0.579164f,
+ -0.00991023f, 0.743371f, -0.305708f, 0.235066f, 0.30313f, -0.285641f,
+ -0.291385f, 0.449725f, 0.0123259f, 0.247515f, -0.0168741f, -0.0156247f,
+ 0.221771f, -0.0213741f, 0.485301f, 0.291499f, -0.423436f, 0.223715f,
+ -0.428009f, 0.563144f, 0.157696f, -0.4129f, 0.0360898f, -0.137376f,
+ -0.264407f, -1.90753f, 0.543665f, 0.0238804f, 0.0785367f, -0.315858f,
+ 0.826249f, -0.279287f, -0.0639901f, 0.269955f, 0.221804f, 0.84004f,
+ -0.102974f, -0.423812f, 0.21655f, -0.301221f, 0.969496f, -0.278917f,
+ -0.493561f, 0.34022f, -0.765727f, 0.778922f, -0.196643f, 0.120032f
+};
+
+static const NN_CONFIG simple_motion_search_prune_rect_nn_config_8 = {
+ NUM_FEATURES_8,
+ NUM_LOGITS_8,
+ NUM_HIDDEN_LAYERS_8,
+ {
+ NUM_LAYER_0_UNITS_8,
+ },
+ {
+ simple_motion_search_prune_rect_layer_0_kernel_8,
+ simple_motion_search_prune_rect_logits_kernel_8,
+ },
+ {
+ simple_motion_search_prune_rect_layer_0_bias_8,
+ simple_motion_search_prune_rect_logits_bias_8,
+ },
+};
+
+#undef NUM_HIDDEN_LAYERS_8
+#undef NUM_FEATURES_8
+#undef NUM_LAYER_0_UNITS_8
+#undef NUM_LOGITS_8
+
#ifdef __cplusplus
} // extern "C"
#endif
diff --git a/av1/encoder/speed_features.c b/av1/encoder/speed_features.c
index 1fa7d82..d6f2d57 100644
--- a/av1/encoder/speed_features.c
+++ b/av1/encoder/speed_features.c
@@ -249,6 +249,11 @@
sf->prune_single_motion_modes_by_simple_trans = 1;
sf->full_pixel_motion_search_based_split = 1;
+ // TODO(chiyotsai@google.com): Try enabling both
+ // simple_motion_search_prune_rect and ml_prune_rect_partition.
+ sf->simple_motion_search_prune_rect = 1;
+ sf->ml_prune_rect_partition = 0;
+
sf->disable_wedge_search_var_thresh = 0;
sf->disable_wedge_search_edge_thresh = 0;
sf->prune_comp_type_by_comp_avg = 1;
@@ -513,6 +518,7 @@
sf->ml_partition_search_breakout_thresh[i] = -1; // -1 means not enabled.
}
sf->full_pixel_motion_search_based_split = 0;
+ sf->simple_motion_search_prune_rect = 0;
// Set this at the appropriate speed levels
sf->use_transform_domain_distortion = 0;
diff --git a/av1/encoder/speed_features.h b/av1/encoder/speed_features.h
index 916e260..40f858b 100644
--- a/av1/encoder/speed_features.h
+++ b/av1/encoder/speed_features.h
@@ -614,6 +614,10 @@
// Gate warp evaluation for motions of type IDENTITY,
// TRANSLATION and AFFINE(based on number of warp neighbors)
int prune_warp_using_wmtype;
+
+ // Perform simple_motion_search on each possible subblock and use it to prune
+ // PARTITION_HORZ and PARTITION_VERT.
+ int simple_motion_search_prune_rect;
} SPEED_FEATURES;
struct AV1_COMP;
