ref: 33218c2034f1b97fc5de933128edc2d79dce080f
parent: ce4336c2ab60d185b431345987b2188511760e54
author: Hui Su <huisu@google.com>
date: Wed Feb 6 15:09:33 EST 2019
Refactor the model for rect partition pruning Remove the block variance and skip flags from the input features. They do not seem to reduce the average loss of the model. Also decrease the number of hidden nodes. The model size is reduced significantly. Compression quality and speed are both neutral. Change-Id: Ic62f73c4f4c0a3148285f575747f0423ff568c64
--- a/vp9/encoder/vp9_encodeframe.c
+++ b/vp9/encoder/vp9_encodeframe.c
@@ -3292,13 +3292,13 @@
}
#undef FEATURES
-#define FEATURES 17
+#define FEATURES 8
#define LABELS 4
static void ml_prune_rect_partition(VP9_COMP *const cpi, MACROBLOCK *const x,
BLOCK_SIZE bsize,
const PC_TREE *const pc_tree,
int *allow_horz, int *allow_vert,
- int64_t ref_rd, int mi_row, int mi_col) {+ int64_t ref_rd) {const NN_CONFIG *nn_config = NULL;
float score[LABELS] = {0.0f,
@@ -3305,6 +3305,7 @@
};
int thresh = -1;
int i;
+ (void)x;
if (ref_rd <= 0 || ref_rd > 1000000000) return;
@@ -3328,7 +3329,6 @@
// Feature extraction and model score calculation.
{- const int64_t none_rdcost = pc_tree->none.rdcost;
const VP9_COMMON *const cm = &cpi->common;
#if CONFIG_VP9_HIGHBITDEPTH
const int dc_q =
@@ -3336,83 +3336,32 @@
#else
const int dc_q = vp9_dc_quant(cm->base_qindex, 0, cm->bit_depth);
#endif // CONFIG_VP9_HIGHBITDEPTH
+ const int bs = 4 * num_4x4_blocks_wide_lookup[bsize];
int feature_index = 0;
- unsigned int block_var = 0;
- unsigned int sub_block_var[4] = { 0 };float features[FEATURES];
+ features[feature_index++] = logf((float)dc_q + 1.0f);
features[feature_index++] =
(float)(pc_tree->partitioning == PARTITION_NONE);
- features[feature_index++] = logf((float)(dc_q * dc_q) / 256.0f + 1.0f);
+ features[feature_index++] = logf((float)ref_rd / bs / bs + 1.0f);
- // Calculate source pixel variance.
{- struct buf_2d buf;
- const BLOCK_SIZE subsize = get_subsize(bsize, PARTITION_SPLIT);
- const int bs = 4 * num_4x4_blocks_wide_lookup[bsize];
- const MACROBLOCKD *const xd = &x->e_mbd;
- vp9_setup_src_planes(x, cpi->Source, mi_row, mi_col);
+ const float norm_factor = 1.0f / ((float)ref_rd + 1.0f);
+ const int64_t none_rdcost = pc_tree->none.rdcost;
+ float rd_ratio = 2.0f;
+ if (none_rdcost > 0 && none_rdcost < 1000000000)
+ rd_ratio = (float)none_rdcost * norm_factor;
+ features[feature_index++] = VPXMIN(rd_ratio, 2.0f);
- (void)xd;
-#if CONFIG_VP9_HIGHBITDEPTH
- if (xd->cur_buf->flags & YV12_FLAG_HIGHBITDEPTH) {- block_var = vp9_high_get_sby_perpixel_variance(cpi, &x->plane[0].src,
- bsize, xd->bd);
- } else {- block_var = vp9_get_sby_perpixel_variance(cpi, &x->plane[0].src, bsize);
- }
-#else
- block_var = vp9_get_sby_perpixel_variance(cpi, &x->plane[0].src, bsize);
-#endif // CONFIG_VP9_HIGHBITDEPTH
-
- buf.stride = x->plane[0].src.stride;
for (i = 0; i < 4; ++i) {- const int x_idx = (i & 1) * bs / 2;
- const int y_idx = (i >> 1) * bs / 2;
- buf.buf = x->plane[0].src.buf + x_idx + y_idx * buf.stride;
-#if CONFIG_VP9_HIGHBITDEPTH
- if (xd->cur_buf->flags & YV12_FLAG_HIGHBITDEPTH) {- sub_block_var[i] =
- vp9_high_get_sby_perpixel_variance(cpi, &buf, subsize, xd->bd);
- } else {- sub_block_var[i] = vp9_get_sby_perpixel_variance(cpi, &buf, subsize);
- }
-#else
- sub_block_var[i] = vp9_get_sby_perpixel_variance(cpi, &buf, subsize);
-#endif // CONFIG_VP9_HIGHBITDEPTH
+ const int64_t this_rd = pc_tree->split[i]->none.rdcost;
+ const int rd_valid = this_rd > 0 && this_rd < 1000000000;
+ // Ratio between sub-block RD and whole block RD.
+ features[feature_index++] =
+ rd_valid ? (float)this_rd * norm_factor : 1.0f;
}
}
- features[feature_index++] = logf((float)block_var + 1.0f);
- features[feature_index++] = logf((float)ref_rd + 1.0f);
- features[feature_index++] = (none_rdcost > 0 && none_rdcost < 1000000000)
- ? (float)pc_tree->none.skippable
- : 0.0f;
-
- for (i = 0; i < 4; ++i) {- const int64_t this_rd = pc_tree->split[i]->none.rdcost;
- const int rd_valid = this_rd > 0 && this_rd < 1000000000;
- // Ratio between sub-block RD and whole block RD.
- features[feature_index++] =
- rd_valid ? ((float)this_rd / (float)ref_rd) : 1.0f;
- // Sub-block skippable.
- features[feature_index++] =
- rd_valid ? ((float)pc_tree->split[i]->none.skippable) : 0.0f;
- }
-
- {- const float denom = (float)(block_var + 1);
- const float low_b = 0.1f;
- const float high_b = 10.0f;
- for (i = 0; i < 4; ++i) {- // Ratio between the quarter sub-block variance and the
- // whole-block variance.
- float var_ratio = (float)(sub_block_var[i] + 1) / denom;
- if (var_ratio < low_b) var_ratio = low_b;
- if (var_ratio > high_b) var_ratio = high_b;
- features[feature_index++] = var_ratio;
- }
- }
assert(feature_index == FEATURES);
nn_predict(features, nn_config, score);
}
@@ -4112,8 +4061,7 @@
(partition_horz_allowed || partition_vert_allowed) && bsize > BLOCK_8X8;
if (do_ml_rect_partition_pruning) {ml_prune_rect_partition(cpi, x, bsize, pc_tree, &partition_horz_allowed,
- &partition_vert_allowed, best_rdc.rdcost, mi_row,
- mi_col);
+ &partition_vert_allowed, best_rdc.rdcost);
}
}
--- a/vp9/encoder/vp9_partition_models.h
+++ b/vp9/encoder/vp9_partition_models.h
@@ -241,141 +241,59 @@
#undef RESOLUTION_CTX
// Rectangular partition search pruning model.
-#define FEATURES 17
+#define FEATURES 8
#define LABELS 4
-static const float vp9_rect_part_nn_weights_16_layer0[FEATURES * 32] = {- 1.262885f, -0.533345f, -0.161280f, 0.106098f, 0.194799f, 0.003600f,
- 0.394783f, -0.053954f, 0.264474f, -0.016651f, 0.376765f, 0.221471f,
- 0.489799f, 0.054924f, 0.018292f, 0.037633f, -0.053430f, 1.092426f,
- 0.205791f, -0.055661f, -0.227335f, 0.301274f, -0.169917f, 0.100426f,
- 0.254388f, 0.103465f, 0.189560f, 0.116479f, 1.647195f, -0.667044f,
- 0.067795f, -0.044580f, 0.019428f, 0.072938f, -0.797569f, -0.077539f,
- -0.225636f, 0.262883f, -1.048009f, 0.210118f, -0.416156f, -0.143741f,
- -0.296985f, 0.205918f, -0.517383f, -0.118527f, -0.396606f, -0.113128f,
- -0.279468f, 0.096141f, -0.342051f, -0.337036f, 0.143222f, -0.860280f,
- 0.137169f, 0.339767f, -0.336076f, 0.071988f, 0.251557f, -0.004068f,
- 0.170734f, 0.237283f, -0.332443f, 0.073643f, 0.375357f, 0.220407f,
- 0.150708f, -0.176979f, 0.265786f, -0.105878f, -0.337465f, -0.000491f,
- 0.234308f, -0.098973f, 0.129038f, -0.205936f, -0.034793f, -0.106981f,
- 0.009974f, 0.037861f, -0.282874f, -0.354414f, 0.023021f, -0.266749f,
- -0.041762f, -0.721725f, 0.182262f, -0.273945f, 0.123722f, -0.036749f,
- -0.788645f, -0.081560f, -0.472226f, 0.004654f, -0.756766f, -0.132186f,
- 1.085412f, -0.221324f, -0.072577f, -0.172834f, -0.104831f, -1.391641f,
- -0.345893f, 0.194442f, -0.306583f, -0.041813f, -0.267635f, -0.218568f,
- -0.178452f, 0.044421f, -0.128042f, -0.094797f, -0.253724f, 0.273931f,
- 0.144843f, -0.401416f, -0.014354f, -0.348929f, 0.123550f, 0.494504f,
- -0.007050f, -0.143830f, 0.111292f, 0.211057f, -1.579988f, 0.117744f,
- -1.732487f, 0.009320f, -1.162696f, 0.176687f, -0.705609f, 0.524827f,
- 0.089822f, 0.082976f, -0.023681f, 0.006120f, -0.907175f, -0.026273f,
- 0.019027f, 0.027170f, -0.462563f, -0.535335f, 0.202231f, 0.709803f,
- -0.112251f, -1.213869f, 0.225714f, 0.323785f, -0.518254f, -0.014235f,
- -0.070790f, -0.369589f, 0.373399f, 0.002738f, 0.175113f, 0.084529f,
- -0.101586f, -0.018978f, 0.773392f, -0.673230f, -0.549279f, 0.790196f,
- 0.658609f, -0.826831f, -0.514211f, 0.575341f, -0.711311f, 0.276289f,
- -0.435715f, 0.392986f, -0.079298f, -0.318719f, 0.188429f, -0.114366f,
- 0.172527f, -0.261721f, -0.216761f, 0.163822f, -0.189374f, -0.391901f,
- 0.142013f, -0.135046f, 0.144419f, 0.053887f, 0.074673f, -0.290791f,
- -0.039560f, -0.103830f, -0.330263f, -0.042091f, 0.050646f, -0.057466f,
- -0.069064f, -0.412864f, 0.071097f, 0.126693f, 0.175397f, -0.168485f,
- 0.018129f, -0.419188f, -0.272024f, -0.436859f, -0.425711f, -0.024382f,
- 0.248042f, -0.169090f, -0.346878f, -0.070926f, 0.292278f, -0.197610f,
- -0.218286f, 0.290846f, 0.297843f, 0.247394f, -0.160736f, 0.110314f,
- 0.276000f, -0.301676f, -0.232816f, -0.127576f, -0.174457f, -0.124503f,
- 0.264880f, -0.332379f, 0.012659f, -0.197333f, 0.604700f, 0.801582f,
- 0.758702f, 0.691880f, 0.440917f, 0.773548f, 0.064242f, 1.147508f,
- -0.127543f, -0.189628f, -0.122994f, -0.226776f, -0.053531f, -0.187548f,
- 0.226554f, -0.273451f, 0.011751f, 0.009133f, 0.185091f, 0.003031f,
- 0.000525f, 0.221829f, 0.331550f, -0.202558f, -0.286550f, 0.100683f,
- 0.268818f, 0.179971f, -0.050016f, 0.579665f, 0.015911f, 0.033068f,
- 0.077768f, -0.017757f, -1.411251f, 0.051519f, -1.745767f, 0.011258f,
- -1.947372f, 0.111396f, -1.112755f, -0.008989f, -0.006211f, -0.002098f,
- -0.015236f, -0.095697f, -0.095820f, 0.044622f, -0.112096f, 0.060000f,
- 0.138957f, -0.462708f, 0.590790f, -0.021405f, -0.283744f, -1.141749f,
- 0.213121f, -0.332311f, -0.314090f, -0.789311f, 0.157605f, -0.438019f,
- 0.642189f, -0.340764f, -0.996025f, 0.109871f, 0.106128f, -0.010505f,
- -0.117233f, -0.223194f, 0.344105f, -0.308754f, 0.386020f, -0.305270f,
- -0.538281f, -0.270720f, -0.101688f, 0.207580f, 0.237153f, -0.055730f,
- 0.842779f, 0.393543f, 0.007886f, -0.318167f, 0.603768f, 0.388241f,
- 0.421536f, 0.632080f, 0.423965f, 0.371472f, 0.456827f, 0.488134f,
- 0.358997f, 0.032621f, -0.017104f, 0.032198f, 0.113266f, -0.312277f,
- 0.178189f, 0.234180f, 0.134271f, -0.414889f, 0.774141f, -0.225043f,
- 0.614052f, -0.279921f, 1.329141f, -0.140827f, 0.797267f, -0.171361f,
- 0.066205f, 0.339976f, 0.015223f, 0.193725f, -0.245067f, -0.035578f,
- -0.084043f, 0.086756f, 0.029478f, -0.845370f, 0.388613f, -1.215236f,
- 0.304573f, -0.439884f, -0.293969f, -0.107988f, -0.267837f, -0.695339f,
- -0.702099f, 0.359047f, 0.511730f, 1.429516f, 0.216959f, -0.313828f,
- 0.068062f, -0.124917f, -0.648327f, -0.308411f, -0.378467f, -0.429288f,
- -0.032415f, -0.357005f, 0.170068f, 0.161167f, -0.250280f, -0.320468f,
- -0.408987f, -0.201496f, -0.155996f, 0.021067f, 0.141083f, -0.202733f,
- -0.130953f, -0.278148f, -0.042051f, 0.070576f, 0.009982f, -0.044326f,
- -0.346851f, -0.255397f, -0.346456f, 0.281781f, 0.001618f, 0.120648f,
- 0.297140f, 0.198343f, 0.186104f, 0.183548f, -0.344482f, 0.182258f,
- 0.291003f, -0.330228f, -0.048174f, 0.133694f, 0.264582f, 0.229671f,
- -0.167251f, -0.316040f, 0.191829f, 0.153417f, -0.345158f, -0.212790f,
- -0.878872f, -0.313099f, -0.028368f, 0.065869f, -0.695388f, 1.102812f,
- -0.605539f, 0.400680f, -0.350120f, -0.432965f, 0.034553f, -0.693476f,
- -0.045708f, 0.492409f, -0.043825f, -0.430522f, 0.071159f, -0.317376f,
- -1.164842f, 0.112394f, 0.034137f, -0.611882f, 0.251020f, -0.245113f,
- 0.286093f, -0.187883f, 0.340263f, -0.211592f, -0.065706f, -0.332148f,
- 0.104026f, -0.003206f, 0.036397f, 0.206499f, 0.161962f, 0.037663f,
- -0.313039f, -0.199837f, 0.117952f, -0.182145f, -0.343724f, 0.017625f,
- 0.033427f, -0.288075f, -0.101873f, -0.083378f, 0.147870f, 0.049598f,
- -0.241824f, 0.070494f, 0.140942f, -0.013795f, 0.020023f, -0.192213f,
- -0.320505f, -0.193072f, 0.147260f, 0.311352f, 0.053486f, 0.183716f,
- 0.142535f, 0.294333f, -0.054853f, 0.293314f, -0.025398f, 0.190815f,
- -0.137574f, -0.191864f, -0.190950f, -0.205988f, -0.199046f, -0.017582f,
- -0.149347f, 0.131040f, 0.006854f, -0.350732f, 0.113301f, -0.194371f,
- -0.296885f, -0.249199f, -0.193946f, 0.116150f, -0.310411f, -0.325851f,
- -0.053275f, -0.063419f, 0.204170f, -0.091940f, -0.146229f, 0.298173f,
- 0.053349f, -0.368540f, 0.235629f, -0.317825f, -0.107304f, -0.114618f,
- 0.058709f, -0.272070f, 0.076224f, 0.110668f, -0.193282f, -0.135440f,
- -0.267950f, -0.102285f, 0.102699f, -0.159082f, 0.262721f, -0.263227f,
- 0.094509f, -0.113405f, 0.069888f, -0.169665f, 0.070800f, 0.035432f,
- 0.054243f, 0.264229f, 0.117416f, 0.091568f, -0.022069f, -0.069214f,
- 0.124543f, 0.070413f, -0.039343f, 0.082823f, -0.838348f, 0.153727f,
- -0.000947f, 0.270348f, -1.404952f, -0.159680f, -0.234320f, 0.061023f,
- 0.271660f, -0.541834f, 0.570828f, -0.277254f,
+#define NODES 16
+static const float vp9_rect_part_nn_weights_16_layer0[FEATURES * NODES] = {+ -0.432522f, 0.133070f, -0.169187f, 0.768340f, 0.891228f, 0.554458f,
+ 0.356000f, 0.403621f, 0.809165f, 0.778214f, -0.520357f, 0.301451f,
+ -0.386972f, -0.314402f, 0.021878f, 1.148746f, -0.462258f, -0.175524f,
+ -0.344589f, -0.475159f, -0.232322f, 0.471147f, -0.489948f, 0.467740f,
+ -0.391550f, 0.208601f, 0.054138f, 0.076859f, -0.309497f, -0.095927f,
+ 0.225917f, 0.011582f, -0.520730f, -0.585497f, 0.174036f, 0.072521f,
+ 0.120771f, -0.517234f, -0.581908f, -0.034003f, -0.694722f, -0.364368f,
+ 0.290584f, 0.038373f, 0.685654f, 0.394019f, 0.759667f, 1.257502f,
+ -0.610516f, -0.185434f, 0.211997f, -0.172458f, 0.044605f, 0.145316f,
+ -0.182525f, -0.147376f, 0.578742f, 0.312412f, -0.446135f, -0.389112f,
+ 0.454033f, 0.260490f, 0.664285f, 0.395856f, -0.231827f, 0.215228f,
+ 0.014856f, -0.395462f, 0.479646f, -0.391445f, -0.357788f, 0.166238f,
+ -0.056818f, -0.027783f, 0.060880f, -1.604710f, 0.531268f, 0.282184f,
+ 0.714944f, 0.093523f, -0.218312f, -0.095546f, -0.285621f, -0.190871f,
+ -0.448340f, -0.016611f, 0.413913f, -0.286720f, -0.158828f, -0.092635f,
+ -0.279551f, 0.166509f, -0.088162f, 0.446543f, -0.276830f, -0.065642f,
+ -0.176346f, -0.984754f, 0.338738f, 0.403809f, 0.738065f, 1.154439f,
+ 0.750764f, 0.770959f, -0.269403f, 0.295651f, -0.331858f, 0.367144f,
+ 0.279279f, 0.157419f, -0.348227f, -0.168608f, -0.956000f, -0.647136f,
+ 0.250516f, 0.858084f, 0.809802f, 0.492408f, 0.804841f, 0.282802f,
+ 0.079395f, -0.291771f, -0.024382f, -1.615880f, -0.445166f, -0.407335f,
+ -0.483044f, 0.141126f,
};
-static const float vp9_rect_part_nn_bias_16_layer0[32] = {- 0.045740f, 0.292685f, -0.754007f, -0.150412f, -0.006171f, 0.005915f,
- 0.000167f, 0.322797f, -0.381793f, 0.349786f, 0.003878f, -0.307203f,
- 0.000000f, 0.029122f, 0.000000f, 0.625494f, 0.302105f, -0.362807f,
- -0.034002f, -0.573278f, 0.240021f, 0.083965f, 0.000000f, -0.018979f,
- -0.147739f, -0.036990f, 0.000000f, 0.000000f, -0.026790f, -0.000036f,
- -0.073448f, 0.398328f,
+static const float vp9_rect_part_nn_bias_16_layer0[NODES] = {+ 0.275384f, -0.053745f, 0.000000f, 0.000000f, -0.178103f, 0.513965f,
+ -0.161352f, 0.228551f, 0.000000f, 1.013712f, 0.000000f, 0.000000f,
+ -1.144009f, -0.000006f, -0.241727f, 2.048764f,
};
-static const float vp9_rect_part_nn_weights_16_layer1[32 * LABELS] = {- 0.095090f, 0.831754f, 0.484433f, 0.472945f, 0.086165f, -0.442388f,
- 0.176263f, -0.760247f, 0.419932f, -0.131377f, 0.075814f, 0.089844f,
- -0.294718f, 0.299808f, -0.318435f, -0.623205f, -0.346703f, 0.494356f,
- 0.949221f, 0.524653f, 0.044095f, 0.428540f, 0.402571f, -0.216920f,
- 0.423915f, 1.023334f, -0.366449f, 0.395057f, 0.057576f, 0.094019f,
- 0.247685f, -0.007200f, -0.420023f, -0.728965f, -0.063040f, -0.071321f,
- 0.209298f, 0.486625f, -0.244375f, 0.263219f, -0.250463f, -0.260301f,
- 0.068579f, 0.177644f, -0.155311f, -0.027606f, -0.101614f, 0.553046f,
- -0.462729f, -0.237568f, -0.589316f, 0.045182f, 0.551759f, -0.196872f,
- 0.183040f, 0.054341f, 0.252784f, -0.536486f, -0.024425f, 0.154942f,
- -0.086636f, 0.360416f, 0.214773f, -0.170876f, -0.363522f, -0.464099f,
- 0.145494f, -0.099329f, 0.343718f, 0.286427f, 0.085540f, -0.105182f,
- 0.155543f, 0.290939f, -0.067069f, 0.228399f, 0.178247f, 0.113031f,
- -0.067336f, 0.441062f, 0.132364f, -0.263403f, -0.263925f, -0.083613f,
- -0.268577f, -0.204442f, 0.052526f, 0.334787f, -0.064285f, -0.197875f,
- 0.296405f, 0.396440f, 0.033231f, 0.229087f, 0.118289f, 0.490894f,
- -0.527582f, -0.897206f, -0.325708f, -0.433018f, -0.053989f, 0.223814f,
- -0.352319f, 0.772440f, -0.108648f, -0.082859f, -0.342718f, 0.033022f,
- -0.309199f, -0.560337f, 0.208476f, 0.520309f, -0.241035f, -0.560391f,
- -1.268968f, -0.267567f, 0.129461f, -0.385547f, 0.080142f, 0.065785f,
- -0.159324f, -0.580704f, -0.315150f, -0.224900f, -0.110807f, -0.230163f,
- 0.307266f, 0.153446f,
+static const float vp9_rect_part_nn_weights_16_layer1[NODES * LABELS] = {+ -1.435278f, 2.204691f, -0.410718f, 0.202708f, 0.109208f, 1.059142f,
+ -0.306360f, 0.845906f, 0.489654f, -1.121915f, -0.169133f, -0.003385f,
+ 0.660590f, -0.018711f, 1.227158f, -2.967504f, 1.407345f, -1.293243f,
+ -0.386921f, 0.300492f, 0.338824f, -0.083250f, -0.069454f, -1.001827f,
+ -0.327891f, 0.899353f, 0.367397f, -0.118601f, -0.171936f, -0.420646f,
+ -0.803319f, 2.029634f, 0.940268f, -0.664484f, 0.339916f, 0.315944f,
+ 0.157374f, -0.402482f, -0.491695f, 0.595827f, 0.015031f, 0.255887f,
+ -0.466327f, -0.212598f, 0.136485f, 0.033363f, -0.796921f, 1.414304f,
+ -0.282185f, -2.673571f, -0.280994f, 0.382658f, -0.350902f, 0.227926f,
+ 0.062602f, -1.000199f, 0.433731f, 1.176439f, -0.163216f, -0.229015f,
+ -0.640098f, -0.438852f, -0.947700f, 2.203434f,
};
static const float vp9_rect_part_nn_bias_16_layer1[LABELS] = {- -0.455437f,
- 0.255310f,
- 0.452974f,
- -0.278733f,
+ -0.875510f,
+ 0.982408f,
+ 0.560854f,
+ -0.415209f,
};
static const NN_CONFIG vp9_rect_part_nnconfig_16 = {@@ -383,7 +301,7 @@
LABELS, // num_outputs
1, // num_hidden_layers
{- 32,
+ NODES,
}, // num_hidden_nodes
{vp9_rect_part_nn_weights_16_layer0,
@@ -395,139 +313,56 @@
},
};
-static const float vp9_rect_part_nn_weights_32_layer0[FEATURES * 32] = {- 0.735110f, -0.238477f, 0.101978f, 0.311671f, -0.123833f, 1.596506f,
- -0.341982f, -0.480170f, -0.247587f, 0.613159f, -0.279899f, -0.740856f,
- 0.499051f, 0.039041f, 0.056763f, 0.258874f, 0.470812f, -0.121635f,
- -0.318852f, -0.098677f, -0.214714f, -0.159974f, -0.305400f, -0.344477f,
- -0.260653f, -0.007737f, -0.053016f, -0.158079f, 0.151911f, -0.057685f,
- -0.230948f, -0.165940f, -0.127591f, -0.192084f, 1.890390f, -0.315123f,
- -0.714531f, -0.015355f, 0.186437f, 0.305504f, 0.035343f, -0.556783f,
- 0.239364f, -0.297789f, 0.202735f, -0.707576f, 0.710250f, 0.223346f,
- -0.291511f, 0.235778f, 0.455338f, -0.059402f, 0.084530f, -0.115117f,
- -0.103696f, -0.192821f, 0.114579f, -0.223487f, 0.306864f, 0.021887f,
- -0.028040f, 0.087866f, 0.038870f, -0.081742f, -0.056052f, -0.130837f,
- 0.201058f, 0.293391f, 1.880344f, 0.339162f, 0.040928f, -0.503942f,
- 0.476333f, 0.259272f, 0.629416f, 0.869369f, 0.622841f, 1.012843f,
- 0.715795f, 1.958844f, -1.697462f, 0.071334f, 0.074189f, 0.014585f,
- -0.002536f, 0.021900f, 0.151883f, 0.169501f, -0.333018f, -0.247512f,
- -0.418575f, -0.473960f, -0.004501f, -0.280939f, -0.162188f, -0.355632f,
- 0.136654f, -0.100967f, -0.350435f, -0.135386f, 0.037237f, 0.136982f,
- -0.084157f, -0.073248f, 0.021792f, 0.077429f, -0.083042f, -3.169569f,
- 0.016261f, -3.351328f, 0.021120f, -3.572247f, 0.023870f, -4.312754f,
- 0.040973f, -0.038328f, -0.015052f, 0.017702f, 0.101427f, 0.115458f,
- -0.304792f, 0.021826f, -0.157998f, 0.341022f, -0.013465f, 0.105076f,
- -0.261465f, 0.318730f, 0.065701f, 0.314879f, -0.064785f, 0.282824f,
- 0.100542f, 0.057260f, -0.003756f, -0.026214f, -0.264641f, 0.275545f,
- -0.049201f, -0.283015f, -0.057363f, 0.183570f, 0.243161f, -0.255764f,
- 0.099747f, -0.156157f, -0.262494f, 0.231521f, -0.262617f, -0.186096f,
- 0.171720f, 0.018983f, -0.145545f, 0.197662f, -0.001502f, -0.267526f,
- 0.001960f, 0.003260f, 0.045237f, -0.377174f, -0.042499f, -0.015278f,
- -0.196779f, -0.262797f, -0.318427f, -0.126092f, -0.339723f, 0.205288f,
- -0.544284f, -0.507896f, -0.316622f, -0.090312f, -0.250917f, -0.337263f,
- -0.220199f, -0.296591f, -0.116816f, 0.052381f, 0.145681f, 0.016521f,
- -0.093549f, -0.097822f, 0.023140f, -0.010346f, 0.036181f, 0.145826f,
- -0.139123f, -0.462638f, -0.007315f, 0.156533f, -0.102787f, 0.143586f,
- -0.092094f, -0.144220f, -0.168994f, -0.045833f, 0.021628f, -0.421794f,
- -0.055857f, 0.217931f, -0.061937f, -0.028768f, -0.078250f, -0.426939f,
- -0.223118f, -0.230080f, -0.194988f, -0.197673f, -0.020918f, 0.139945f,
- 0.186951f, -0.071317f, -0.084007f, -0.138597f, 0.101950f, 0.093870f,
- 0.153226f, 0.017799f, -0.088539f, -0.037796f, 0.340412f, 0.183305f,
- 0.391880f, -1.127417f, 0.132762f, -0.228565f, 0.399035f, 0.017483f,
- -0.041619f, 0.017849f, 0.092340f, 0.054204f, 0.681185f, 0.421034f,
- 0.112520f, -0.040618f, -0.040148f, -0.360647f, 0.053555f, 0.192854f,
- 0.076968f, -0.179224f, -0.081617f, -0.287661f, -0.191072f, -0.310227f,
- -0.332226f, -0.039786f, -0.247795f, -0.232201f, -0.333533f, -0.077995f,
- -0.471732f, 0.051829f, 0.090488f, 0.142465f, -0.120490f, -0.286151f,
- -0.049117f, -0.251082f, 0.211884f, -0.223366f, 0.063565f, 0.229938f,
- -0.059348f, -0.029573f, -0.064303f, -0.156148f, 0.086958f, -0.297613f,
- -0.125107f, 0.062718f, 0.339137f, -0.218896f, -0.057290f, -0.236670f,
- -0.143783f, -0.119429f, 0.242320f, -0.323464f, -0.178377f, 0.238275f,
- -0.025042f, 0.074798f, 0.111329f, -0.299773f, -0.151748f, -0.261607f,
- 0.215626f, 0.202243f, -0.121896f, -0.024283f, -0.293854f, -0.018232f,
- -0.012629f, -0.199297f, -0.060595f, 0.432339f, -0.158735f, -0.028380f,
- 0.326639f, 0.222546f, -0.218135f, -0.495955f, -0.015055f, -0.104206f,
- -0.268823f, 0.116765f, 0.041769f, -0.187095f, 0.225090f, 0.198195f,
- 0.001502f, -0.219212f, -0.244779f, -0.017690f, -0.033197f, -0.339813f,
- -0.325453f, 0.002499f, -0.066113f, 0.043235f, 0.324275f, -0.630642f,
- -1.440551f, 0.174527f, 0.124619f, -1.187345f, 1.372693f, -0.278393f,
- -0.058673f, -0.286338f, 1.708757f, -0.325094f, -0.543172f, -0.229411f,
- 0.169927f, 0.175064f, 0.198321f, 0.117351f, 0.220882f, 0.138078f,
- -0.158000f, -0.286708f, 0.096046f, -0.321788f, 0.206949f, -0.014473f,
- -0.321234f, 0.100033f, -0.108266f, 0.166824f, 0.032904f, -0.065760f,
- -0.303896f, 0.180342f, -0.301145f, -0.352554f, 0.149089f, 0.013277f,
- 0.256019f, -0.109770f, 1.832588f, -0.132568f, 1.527658f, -0.164252f,
- -0.857880f, -0.242694f, -0.553797f, 0.334023f, -0.332759f, -0.166203f,
- -0.223175f, 0.007953f, -0.175865f, -0.134590f, -0.023858f, -0.011983f,
- 0.054403f, -0.147054f, -0.176901f, -0.166893f, -0.292662f, -0.010569f,
- -0.041744f, -0.060398f, -0.237584f, 0.154246f, -0.083270f, -0.314016f,
- -0.374736f, 0.100063f, 0.048401f, -0.061952f, -0.178816f, 0.157243f,
- 0.221991f, -0.065035f, 0.098517f, -0.190704f, -0.210613f, -0.274884f,
- -0.341442f, -0.205281f, 0.073644f, 0.130667f, 0.149194f, -0.018172f,
- 1.796154f, -1.017806f, -0.169655f, 0.104239f, 0.344313f, 0.643042f,
- 0.730177f, 0.270776f, 0.581631f, -1.090649f, 0.707472f, 1.411035f,
- 0.268739f, 0.178860f, -0.062251f, -0.118611f, -0.215759f, 0.023485f,
- -0.105320f, 0.036396f, -0.059604f, 0.090024f, 0.095224f, -0.053497f,
- -0.084040f, 0.055836f, 0.111678f, 0.014886f, -0.178380f, 0.079662f,
- -0.123580f, 0.057379f, -0.409844f, -0.305386f, -0.987808f, -0.291094f,
- 0.063966f, 0.263709f, -0.337221f, 0.720093f, 0.105030f, 0.848950f,
- 0.071835f, 0.228972f, 0.057705f, -2.154561f, -0.201303f, -0.058856f,
- -0.020081f, 0.029375f, 0.234837f, -0.001063f, 0.042527f, 0.014567f,
- -0.299420f, -0.289117f, 0.275219f, 0.263596f, -0.186026f, -0.111364f,
- -0.118393f, -0.318778f, 0.010710f, -0.286836f, -0.070330f, -0.049497f,
- 0.093162f, -0.298085f, 0.204761f, -0.206633f, -0.009057f, -0.235372f,
- 0.185300f, -0.271814f, 0.281732f, 0.268149f, -0.018967f, 0.162748f,
- -0.086694f, -0.063839f, -0.097473f, -0.280120f, 0.324688f, 0.157911f,
- -0.064794f, -0.266017f, -0.305608f, -0.196854f, -0.185767f, 0.199455f,
- 0.102264f, 0.070866f, 0.172045f, 0.266433f, -0.176167f, 0.251657f,
- -0.239220f, 0.229667f, 0.156115f, -0.221345f, 0.270720f, 0.109367f,
- 0.230352f, -0.384561f, -0.026329f, 0.005928f, -0.087685f, -0.097995f,
- -0.153864f, 0.117211f, -0.226492f, -0.379832f, -0.201714f, 0.049707f,
- -0.292120f, 0.114074f, -0.085307f, -0.485356f, -0.347405f, 0.089361f,
- -0.419273f, -0.320764f, -0.107254f, -0.274615f, -0.292991f, 0.095602f,
- -0.078789f, 0.138927f, 0.270813f, 0.205814f, 0.065003f, 0.169171f,
- 0.056142f, -0.005792f, 0.059483f, 0.060149f,
+static const float vp9_rect_part_nn_weights_32_layer0[FEATURES * NODES] = {+ -0.147312f, -0.753248f, 0.540206f, 0.661415f, 0.484117f, -0.341609f,
+ 0.016183f, 0.064177f, 0.781580f, 0.902232f, -0.505342f, 0.325183f,
+ -0.231072f, -0.120107f, -0.076216f, 0.120038f, 0.403695f, -0.463301f,
+ -0.192158f, 0.407442f, 0.106633f, 1.072371f, -0.446779f, 0.467353f,
+ 0.318812f, -0.505996f, -0.008768f, -0.239598f, 0.085480f, 0.284640f,
+ -0.365045f, -0.048083f, -0.112090f, -0.067089f, 0.304138f, -0.228809f,
+ 0.383651f, -0.196882f, 0.477039f, -0.217978f, -0.506931f, -0.125675f,
+ 0.050456f, 1.086598f, 0.732128f, 0.326941f, 0.103952f, 0.121769f,
+ -0.154487f, -0.255514f, 0.030591f, -0.382797f, -0.019981f, -0.326570f,
+ 0.149691f, -0.435633f, -0.070795f, 0.167691f, 0.251413f, -0.153405f,
+ 0.160347f, 0.455107f, -0.968580f, -0.575879f, 0.623115f, -0.069793f,
+ -0.379768f, -0.965807f, -0.062057f, 0.071312f, 0.457098f, 0.350372f,
+ -0.460659f, -0.985393f, 0.359963f, -0.093677f, 0.404272f, -0.326896f,
+ -0.277752f, 0.609322f, -0.114193f, -0.230701f, 0.089208f, 0.645381f,
+ 0.494485f, 0.467876f, -0.166187f, 0.251044f, -0.394661f, 0.192895f,
+ -0.344777f, -0.041893f, -0.111163f, 0.066347f, 0.378158f, -0.455465f,
+ 0.339839f, -0.418207f, -0.356515f, -0.227536f, -0.211091f, -0.122945f,
+ 0.361772f, -0.338095f, 0.004564f, -0.398510f, 0.060876f, -2.132504f,
+ -0.086776f, -0.029166f, 0.039241f, 0.222534f, -0.188565f, -0.288792f,
+ -0.160789f, -0.123905f, 0.397916f, -0.063779f, 0.167210f, -0.445004f,
+ 0.056889f, 0.207280f, 0.000101f, 0.384507f, -1.721239f, -2.036402f,
+ -2.084403f, -2.060483f,
};
-static const float vp9_rect_part_nn_bias_32_layer0[32] = {- -1.749808f, 0.000000f, 0.239736f, -0.000424f, 0.431792f, -0.150833f,
- 2.866760f, 0.000000f, 0.000000f, -0.281434f, 0.000000f, -0.150086f,
- 0.000000f, -0.008346f, -0.204104f, -0.006581f, 0.000000f, -0.197006f,
- 0.000000f, -0.735287f, -0.028345f, -1.180116f, -0.106524f, 0.000000f,
- 0.075879f, -0.150966f, -2.438914f, 0.000000f, -0.011775f, -0.024204f,
- -0.138235f, -0.123763f,
+static const float vp9_rect_part_nn_bias_32_layer0[NODES] = {+ -0.859251f, -0.109938f, 0.091838f, 0.187817f, -0.728265f, 0.253080f,
+ 0.000000f, -0.357195f, -0.031290f, -1.373237f, -0.761086f, 0.000000f,
+ -0.024504f, 1.765711f, 0.000000f, 1.505390f,
};
-static const float vp9_rect_part_nn_weights_32_layer1[32 * LABELS] = {- 0.622235f, 0.264894f, -0.424216f, 0.103989f, 1.401192f, -0.063838f,
- -5.216846f, 0.329234f, -0.293113f, 0.457519f, -0.271899f, 0.043771f,
- -0.203823f, 0.573535f, -0.192703f, 0.054939f, 0.163019f, 0.124803f,
- 0.160664f, 0.385406f, -0.091403f, 0.320204f, 0.101181f, -0.157792f,
- -0.095555f, -0.255011f, 1.326614f, -0.138076f, -0.082434f, -0.342442f,
- 0.184067f, -0.076395f, 0.050263f, 0.251065f, 0.291743f, 0.197838f,
- -0.950922f, 0.280202f, 2.904905f, -0.219434f, 0.284386f, 0.375005f,
- 0.193817f, -0.298663f, -0.255364f, -0.297545f, 0.030518f, -0.023892f,
- -0.396120f, -0.253027f, 0.237235f, -0.550249f, -0.076817f, -0.201374f,
- 0.292708f, 0.341936f, -0.532215f, 0.180634f, -0.943291f, -0.217179f,
- 0.251611f, -0.306310f, 0.229054f, -0.350337f, -0.192707f, 0.146781f,
- 0.409007f, 0.279088f, -0.307357f, 0.199059f, 2.780962f, 0.163723f,
- -0.226445f, 0.242830f, 0.220356f, -0.057621f, 0.196677f, -0.179975f,
- -0.314636f, 0.218271f, -0.278653f, -0.226286f, 0.034275f, -0.320149f,
- 0.154779f, 0.074937f, -0.015650f, -0.281735f, -0.495227f, -0.075036f,
- -0.871024f, -0.350643f, 0.343468f, 0.095665f, 0.447121f, -0.059040f,
- 0.244757f, 0.223122f, 0.272544f, 0.129678f, -1.700183f, 0.254869f,
- 2.528983f, 0.217362f, 0.327765f, -0.129369f, -0.003560f, -0.532537f,
- 0.080216f, -0.739488f, -0.299813f, 0.185421f, 0.265994f, 0.152268f,
- -0.401829f, -0.901380f, 0.347747f, -0.524845f, -0.201163f, 0.063585f,
- -0.517479f, -0.077816f, -0.735739f, -0.161411f, -0.113607f, -0.306188f,
- 0.190817f, -0.362567f,
+static const float vp9_rect_part_nn_weights_32_layer1[NODES * LABELS] = {+ 0.680940f, 1.367178f, 0.403075f, 0.029957f, 0.500917f, 1.407776f,
+ -0.354002f, 0.011667f, 1.663767f, 0.959155f, 0.428323f, -0.205345f,
+ -0.081850f, -3.920103f, -0.243802f, -4.253933f, -0.034020f, -1.361057f,
+ 0.128236f, -0.138422f, -0.025790f, -0.563518f, -0.148715f, -0.344381f,
+ -1.677389f, -0.868332f, -0.063792f, 0.052052f, 0.359591f, 2.739808f,
+ -0.414304f, 3.036597f, -0.075368f, -1.019680f, 0.642501f, 0.209779f,
+ -0.374539f, -0.718294f, -0.116616f, -0.043212f, -1.787809f, -0.773262f,
+ 0.068734f, 0.508309f, 0.099334f, 1.802239f, -0.333538f, 2.708645f,
+ -0.447682f, -2.355555f, -0.506674f, -0.061028f, -0.310305f, -0.375475f,
+ 0.194572f, 0.431788f, -0.789624f, -0.031962f, 0.358353f, 0.382937f,
+ 0.232002f, 2.321813f, -0.037523f, 2.104652f,
};
static const float vp9_rect_part_nn_bias_32_layer1[LABELS] = {- -0.833530f,
- 0.860502f,
- 0.708645f,
- -1.083700f,
+ -0.693383f,
+ 0.773661f,
+ 0.426878f,
+ -0.070619f,
};
static const NN_CONFIG vp9_rect_part_nnconfig_32 = {@@ -535,7 +370,7 @@
LABELS, // num_outputs
1, // num_hidden_layers
{- 32,
+ NODES,
}, // num_hidden_nodes
{vp9_rect_part_nn_weights_32_layer0,
@@ -546,140 +381,75 @@
vp9_rect_part_nn_bias_32_layer1,
},
};
+#undef NODES
-static const float vp9_rect_part_nn_weights_64_layer0[FEATURES * 32] = {- 0.029424f, -0.295893f, -0.313259f, -0.090484f, -0.104946f, 0.121361f,
- 0.137971f, -0.137984f, -0.328158f, -0.137280f, -0.276995f, -0.153118f,
- 0.187893f, 0.105787f, -0.236591f, -0.114325f, -0.000708f, 1.936191f,
- 0.048491f, -0.026048f, -0.206916f, 0.830237f, -0.152354f, 0.074191f,
- -0.153813f, 0.148942f, -0.103457f, 0.028252f, 1.758264f, -2.123016f,
- 0.120182f, 0.049954f, 0.110450f, -0.199360f, 0.642198f, 0.040225f,
- -0.140886f, 0.091833f, -0.122788f, 1.172115f, -0.833333f, -0.505218f,
- 0.736050f, -0.109958f, -0.839030f, -0.399916f, 1.029718f, 0.408977f,
- -0.836882f, 0.389683f, -1.134413f, -1.529672f, -0.146351f, 0.089298f,
- 0.083772f, -0.697869f, 1.683311f, -0.882446f, 0.494428f, -0.122128f,
- 0.659819f, -0.057178f, -0.915390f, -0.192412f, 0.046613f, 0.010697f,
- 0.040782f, 0.110807f, -0.225332f, -0.327730f, -0.114825f, 0.063511f,
- 0.050503f, 0.023602f, 0.006524f, -0.274547f, -0.607145f, -0.143812f,
- -0.327689f, -0.333072f, -0.017138f, -0.183992f, -0.200622f, -0.262463f,
- -0.132799f, -0.018155f, -0.534214f, -0.385994f, 0.116278f, -0.752879f,
- -0.090734f, -0.249152f, 0.071716f, 0.029603f, -0.382456f, -0.122894f,
- 1.349552f, -0.885192f, 0.257903f, -0.265945f, -0.045579f, 0.112247f,
- -0.122810f, -0.258285f, -0.145427f, -0.127442f, 0.072778f, 0.072549f,
- 0.182149f, 0.239403f, 0.167205f, -0.291616f, -0.281237f, 0.335735f,
- 0.208511f, -0.239628f, -0.022236f, -0.177370f, 0.207808f, 0.023535f,
- 0.137455f, 0.016406f, -0.138685f, 0.188732f, 0.205513f, 0.209787f,
- 0.060592f, 0.239954f, -0.128341f, -0.291585f, 0.022141f, -0.311201f,
- -0.010199f, -0.314224f, -0.351915f, -0.079775f, -0.260028f, -0.015953f,
- 0.007404f, 0.051589f, 0.019771f, -2.337926f, 0.024596f, -2.512399f,
- -0.023138f, -2.421380f, 0.016515f, -3.269775f, 0.026844f, -0.053660f,
- -0.013213f, -0.029248f, 0.114357f, 0.259100f, -0.141749f, -0.106802f,
- -0.117323f, -0.294698f, -0.316012f, -0.328013f, 0.016459f, 0.136175f,
- 0.223327f, 0.322312f, -0.297297f, 0.118286f, -0.317197f, -0.116692f,
- 0.262236f, -0.032443f, -0.392128f, -0.199989f, -0.383621f, 0.008347f,
- -0.079302f, -0.005529f, 0.049261f, 0.145948f, -0.263592f, -0.317109f,
- 0.260015f, -0.499341f, -0.171764f, -0.017815f, 0.149186f, 0.178294f,
- -0.492198f, 0.016956f, 0.008067f, -0.057734f, -0.189979f, -0.131489f,
- -0.163303f, 0.121378f, -0.172272f, 0.125891f, 0.120654f, 0.071314f,
- 0.117423f, -0.242167f, 0.047170f, 0.234302f, -0.355370f, -0.336112f,
- -0.255471f, -0.267792f, -0.135367f, -0.284411f, 0.254592f, 0.098749f,
- 0.224989f, 0.258450f, -0.306878f, 0.153551f, -0.175806f, -0.244459f,
- -0.274922f, 0.254346f, 0.110309f, 0.036054f, 0.095133f, -0.589646f,
- 0.080543f, 0.154155f, 0.133797f, -0.401518f, 0.798127f, 0.066742f,
- 1.449216f, 0.282498f, 1.210638f, -0.280643f, 0.572386f, -0.308133f,
- -0.053143f, 0.008437f, 0.269565f, 0.347616f, 0.087180f, -0.771104f,
- 0.200800f, 0.157578f, 0.474128f, -0.971488f, 0.193451f, 0.340339f,
- -0.123425f, 0.560754f, -0.139621f, -0.281721f, -0.100162f, 0.250926f,
- 0.281100f, 0.197680f, 0.138629f, 1.045823f, 0.339047f, 0.036698f,
- -0.159210f, 0.727869f, -1.371850f, 0.116241f, -2.180194f, 0.214055f,
- -0.213691f, 0.447957f, -1.129966f, 0.543598f, 0.147599f, 0.060034f,
- -0.049415f, -0.095858f, 0.290599f, 0.059512f, 0.198343f, -0.211903f,
- 0.158736f, -0.090220f, -0.221992f, 0.198320f, 0.028632f, -0.408238f,
- -0.368266f, -0.218740f, -0.379023f, -0.173573f, -0.035179f, 0.240176f,
- 0.237714f, -0.417132f, -0.184989f, 0.046818f, -0.016965f, -0.524012f,
- -0.094848f, -0.225678f, 0.021766f, -0.028366f, 0.072343f, -0.039980f,
- 0.023334f, -0.392397f, 0.164450f, -0.201650f, -0.519754f, -0.023352f,
- -4.559466f, -0.115996f, 0.135844f, 0.152599f, -0.111570f, 1.870310f,
- 0.003522f, 1.893098f, -0.134055f, 1.850787f, 0.085160f, -2.203354f,
- 0.380799f, -0.074047f, 0.023760f, 0.077310f, 0.273381f, -1.163135f,
- -0.024976f, 0.093252f, 0.011445f, -0.129009f, -2.200677f, -0.013703f,
- -1.964109f, -0.027246f, -2.135679f, 0.049465f, -3.879032f, 0.195114f,
- -0.018085f, 0.016755f, 0.036330f, 0.169138f, 0.003548f, -0.028565f,
- -0.178196f, -0.020577f, -0.104330f, -0.270961f, -0.282822f, -0.228735f,
- -0.292561f, 0.271648f, 0.129171f, 0.376168f, -0.265005f, -0.093002f,
- -0.185514f, 0.025598f, 0.055265f, -0.212784f, -0.249005f, 0.051507f,
- -0.267868f, 0.162227f, -0.237365f, 0.267479f, -0.051543f, -0.288800f,
- -0.246119f, 0.216296f, 0.226888f, -0.123005f, 0.068040f, -0.096630f,
- -0.100500f, 0.161640f, -0.349187f, -0.061229f, 0.042915f, 0.024949f,
- -0.083086f, -0.407249f, -0.428306f, -0.381137f, -0.508822f, 0.354796f,
- -0.612346f, -0.230076f, -0.734103f, -0.550571f, -0.318788f, -0.300091f,
- -0.336045f, -0.494406f, -0.206900f, 0.079942f, 0.149065f, -0.533360f,
- 0.940431f, -0.078860f, 1.418633f, -0.117527f, 1.349170f, 0.242658f,
- 0.559328f, 0.258770f, -0.014508f, -0.204775f, -0.292631f, 0.498345f,
- -0.274918f, 0.051670f, 0.157748f, -0.179721f, -0.183330f, -0.393550f,
- -0.208848f, 0.060742f, -0.159654f, 0.047757f, -0.400256f, -0.084606f,
- -0.080619f, -0.359664f, -0.078305f, -0.455653f, 0.227624f, -0.385606f,
- -0.060326f, -0.209831f, -0.077008f, 0.148862f, 0.209908f, 0.047655f,
- -0.342292f, -0.088375f, -0.115465f, 0.082700f, 0.036465f, -0.001792f,
- -0.285730f, 0.114632f, 0.239254f, -0.348543f, 0.044916f, -0.299003f,
- -0.244756f, -0.180802f, 0.314253f, -0.127788f, -0.221512f, 0.034787f,
- -0.208388f, 0.349156f, 0.265975f, -0.068335f, 0.261372f, 0.146705f,
- -0.098729f, 0.293699f, -0.111342f, 0.207402f, -0.038772f, 0.124135f,
- -0.237450f, -0.191511f, -0.052240f, -0.237151f, 0.005013f, 0.139441f,
- -0.153634f, -0.021596f, -0.036220f, -0.077873f, -0.085995f, -0.254555f,
- -0.204382f, -0.082362f, 0.941796f, 0.253800f, -0.957468f, 0.095795f,
- 0.122046f, -0.310364f, 0.087301f, 0.012704f, 0.193265f, -0.058303f,
- 0.250452f, 0.835269f, 0.507383f, 0.109957f, -0.145028f, -0.114419f,
- -0.225618f, 0.132387f, -0.063335f, -0.325776f, -0.346173f, -0.006653f,
- -0.133534f, -0.085549f, -0.050177f, 0.173103f, 0.025421f, 0.105512f,
- 0.258036f, 0.153116f, 0.290202f, -0.333699f, -0.072405f, -0.124069f,
- -0.241933f, -0.313318f, 0.013623f, -0.237440f, -0.232228f, -0.170850f,
- -0.039212f, 0.162468f, -0.330162f, -0.218462f, -0.287064f, -0.181673f,
- -0.161059f, 0.024664f, -0.108642f, -0.231707f, 0.217994f, -1.128878f,
- 0.093010f, 0.101513f, 0.055895f, -0.354538f, 0.844174f, 0.254335f,
- 1.920298f, -0.230777f, 0.798144f, 0.206425f, 0.580655f, -0.177645f,
- -0.412061f, 0.112629f, -0.476438f, 0.209436f,
+#define NODES 24
+static const float vp9_rect_part_nn_weights_64_layer0[FEATURES * NODES] = {+ 0.024671f, -0.220610f, -0.284362f, -0.069556f, -0.315700f, 0.187861f,
+ 0.139782f, 0.063110f, 0.796561f, 0.172868f, -0.662194f, -1.393074f,
+ 0.085003f, 0.393381f, 0.358477f, -0.187268f, -0.370745f, 0.218287f,
+ 0.027271f, -0.254089f, -0.048236f, -0.459137f, 0.253171f, 0.122598f,
+ -0.550107f, -0.568456f, 0.159866f, -0.246534f, 0.096384f, -0.255460f,
+ 0.077864f, -0.334837f, 0.026921f, -0.697252f, 0.345262f, 1.343578f,
+ 0.815984f, 1.118211f, 1.574016f, 0.578476f, -0.285967f, -0.508672f,
+ 0.118137f, 0.037695f, 1.540510f, 1.256648f, 1.163819f, 1.172027f,
+ 0.661551f, -0.111980f, -0.434204f, -0.894217f, 0.570524f, 0.050292f,
+ -0.113680f, 0.000784f, -0.211554f, -0.369394f, 0.158306f, -0.512505f,
+ -0.238696f, 0.091498f, -0.448490f, -0.491268f, -0.353112f, -0.303315f,
+ -0.428438f, 0.127998f, -0.406790f, -0.401786f, -0.279888f, -0.384223f,
+ 0.026100f, 0.041621f, -0.315818f, -0.087888f, 0.353497f, 0.163123f,
+ -0.380128f, -0.090334f, -0.216647f, -0.117849f, -0.173502f, 0.301871f,
+ 0.070854f, 0.114627f, -0.050545f, -0.160381f, 0.595294f, 0.492696f,
+ -0.453858f, -1.154139f, 0.126000f, 0.034550f, 0.456665f, -0.236618f,
+ -0.112640f, 0.050759f, -0.449162f, 0.110059f, 0.147116f, 0.249358f,
+ -0.049894f, 0.063351f, -0.004467f, 0.057242f, -0.482015f, -0.174335f,
+ -0.085617f, -0.333808f, -0.358440f, -0.069006f, 0.099260f, -1.243430f,
+ -0.052963f, 0.112088f, -2.661115f, -2.445893f, -2.688174f, -2.624232f,
+ 0.030494f, 0.161311f, 0.012136f, 0.207564f, -2.776856f, -2.791940f,
+ -2.623962f, -2.918820f, 1.231619f, -0.376692f, -0.698078f, 0.110336f,
+ -0.285378f, 0.258367f, -0.180159f, -0.376608f, -0.034348f, -0.130206f,
+ 0.160020f, 0.852977f, 0.580573f, 1.450782f, 1.357596f, 0.787382f,
+ -0.544004f, -0.014795f, 0.032121f, -0.557696f, 0.159994f, -0.540908f,
+ 0.180380f, -0.398045f, 0.705095f, 0.515103f, -0.511521f, -1.271374f,
+ -0.231019f, 0.423647f, 0.064907f, -0.255338f, -0.877748f, -0.667205f,
+ 0.267847f, 0.135229f, 0.617844f, 1.349849f, 1.012623f, 0.730506f,
+ -0.078571f, 0.058401f, 0.053221f, -2.426146f, -0.098808f, -0.138508f,
+ -0.153299f, 0.149116f, -0.444243f, 0.301807f, 0.065066f, 0.092929f,
+ -0.372784f, -0.095540f, 0.192269f, 0.237894f, 0.080228f, -0.214074f,
+ -0.011426f, -2.352367f, -0.085394f, -0.190361f, -0.001177f, 0.089197f,
};
-static const float vp9_rect_part_nn_bias_64_layer0[32] = {- 0.000000f, 0.345406f, -0.499542f, -1.718246f, -0.147443f, -0.408843f,
- -0.008997f, -0.107946f, 2.117510f, 0.000000f, -0.141830f, -0.049079f,
- 0.000000f, -1.331136f, -1.417843f, -0.485054f, -0.100856f, -0.230750f,
- -2.574372f, 2.310627f, -0.030363f, 0.000000f, -0.310119f, -1.314316f,
- -0.108766f, -0.107918f, 0.000000f, 0.000000f, 0.093643f, 0.000000f,
- 0.000000f, -0.902343f,
+static const float vp9_rect_part_nn_bias_64_layer0[NODES] = {+ 0.000000f, -0.057652f, -0.175413f, -0.175389f, -1.084097f, -1.423801f,
+ -0.076307f, -0.193803f, 0.000000f, -0.066474f, -0.050318f, -0.019832f,
+ -0.038814f, -0.144184f, 2.652451f, 2.415006f, 0.197464f, -0.729842f,
+ -0.173774f, 0.239171f, 0.486425f, 2.463304f, -0.175279f, 2.352637f,
};
-static const float vp9_rect_part_nn_weights_64_layer1[32 * LABELS] = {- 0.404567f, 1.168492f, 0.051714f, 0.827941f, 0.135334f, 0.456922f,
- -0.370524f, 0.062865f, -3.076300f, -0.290613f, 0.280029f, -0.101778f,
- 0.250216f, 0.347721f, 0.466400f, 0.030845f, 0.114570f, 0.089456f,
- 1.519938f, -3.493788f, 0.264212f, -0.109125f, 0.306644f, 0.368206f,
- -0.052168f, -0.229630f, -0.339932f, -0.080472f, 0.319845f, 0.143818f,
- -0.172595f, 0.372777f, -0.082072f, -0.505781f, -0.288321f, -0.473028f,
- -0.027567f, -0.034329f, -0.291965f, -0.063262f, 1.721741f, 0.118914f,
- 0.183681f, 0.041611f, 0.266371f, 0.005896f, -0.484705f, 0.665535f,
- -0.240945f, -0.017963f, -1.409440f, 2.031976f, 0.240327f, -0.116604f,
- 0.273245f, -0.170570f, -0.085491f, -0.340315f, -0.209651f, -0.217460f,
- -0.249373f, 0.009193f, 0.009467f, -0.272909f, 0.308472f, -0.551173f,
- 0.168374f, -0.583229f, 0.140082f, -0.585715f, -0.010929f, 0.159779f,
- 1.438104f, 0.293111f, -0.053339f, -0.101828f, -0.280573f, -0.211265f,
- -0.323605f, -0.540908f, 0.101366f, -0.005288f, -1.517046f, 2.078767f,
- 0.215597f, 0.144012f, 0.315888f, -0.251324f, 0.150482f, -0.137871f,
- 0.235116f, -0.194202f, -0.153475f, -0.312384f, -0.375510f, 0.336488f,
- -0.379837f, -1.004979f, -0.312587f, -0.406174f, 0.154290f, -0.539766f,
- -0.230074f, 0.303564f, 0.719439f, -0.235108f, -0.204978f, 0.399229f,
- 0.290222f, -0.278713f, -0.667069f, -0.420550f, 0.164893f, -0.459689f,
- -1.035368f, 0.818909f, 0.275137f, -0.291006f, -0.061505f, 0.052737f,
- -0.084871f, -0.348335f, 0.312544f, 0.120753f, -0.707222f, -0.010050f,
- -0.137148f, -0.351765f,
+static const float vp9_rect_part_nn_weights_64_layer1[NODES * LABELS] = {+ -0.063237f, 1.925696f, -0.182145f, -0.226687f, 0.602941f, -0.941140f,
+ 0.814598f, -0.117063f, 0.282988f, 0.066369f, 0.096951f, 1.049735f,
+ -0.188188f, -0.281227f, -4.836746f, -5.047797f, 0.892358f, 0.417145f,
+ -0.279849f, 1.335945f, 0.660338f, -2.757938f, -0.115714f, -1.862183f,
+ -0.045980f, -1.597624f, -0.586822f, -0.615589f, -0.330537f, 1.068496f,
+ -0.167290f, 0.141290f, -0.112100f, 0.232761f, 0.252307f, -0.399653f,
+ 0.353118f, 0.241583f, 2.635241f, 4.026119f, -1.137327f, -0.052446f,
+ -0.139814f, -1.104256f, -0.759391f, 2.508457f, -0.526297f, 2.095348f,
+ -0.444473f, -1.090452f, 0.584122f, 0.468729f, -0.368865f, 1.041425f,
+ -1.079504f, 0.348837f, 0.390091f, 0.416191f, 0.212906f, -0.660255f,
+ 0.053630f, 0.209476f, 3.595525f, 2.257293f, -0.514030f, 0.074203f,
+ -0.375862f, -1.998307f, -0.930310f, 1.866686f, -0.247137f, 1.087789f,
+ 0.100186f, 0.298150f, 0.165265f, 0.050478f, 0.249167f, 0.371789f,
+ -0.294497f, 0.202954f, 0.037310f, 0.193159f, 0.161551f, 0.301597f,
+ 0.299286f, 0.185946f, 0.822976f, 2.066130f, -1.724588f, 0.055977f,
+ -0.330747f, -0.067747f, -0.475801f, 1.555958f, -0.025808f, -0.081516f,
};
static const float vp9_rect_part_nn_bias_64_layer1[LABELS] = {- -0.926768f,
- 0.765832f,
- 0.663683f,
- -0.621865f,
+ -0.090723f,
+ 0.894968f,
+ 0.844754f,
+ -3.496194f,
};
static const NN_CONFIG vp9_rect_part_nnconfig_64 = {@@ -687,7 +457,7 @@
LABELS, // num_outputs
1, // num_hidden_layers
{- 32,
+ NODES,
}, // num_hidden_nodes
{vp9_rect_part_nn_weights_64_layer0,
@@ -700,6 +470,7 @@
};
#undef FEATURES
#undef LABELS
+#undef NODES
#define FEATURES 7
// Partition pruning model(neural nets).
--- a/vp9/encoder/vp9_speed_features.c
+++ b/vp9/encoder/vp9_speed_features.c
@@ -239,9 +239,9 @@
if (speed >= 1) {sf->temporal_filter_search_method = NSTEP;
sf->ml_var_partition_pruning = !boosted;
- sf->ml_prune_rect_partition_threhold[1] = 200;
- sf->ml_prune_rect_partition_threhold[2] = 200;
- sf->ml_prune_rect_partition_threhold[3] = 200;
+ sf->ml_prune_rect_partition_threhold[1] = 225;
+ sf->ml_prune_rect_partition_threhold[2] = 225;
+ sf->ml_prune_rect_partition_threhold[3] = 225;
if (oxcf->pass == 2) {TWO_PASS *const twopass = &cpi->twopass;