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author | Daniel Baumann <daniel.baumann@progress-linux.org> | 2024-04-19 00:47:55 +0000 |
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committer | Daniel Baumann <daniel.baumann@progress-linux.org> | 2024-04-19 00:47:55 +0000 |
commit | 26a029d407be480d791972afb5975cf62c9360a6 (patch) | |
tree | f435a8308119effd964b339f76abb83a57c29483 /third_party/aom/av1/encoder/tx_prune_model_weights.h | |
parent | Initial commit. (diff) | |
download | firefox-26a029d407be480d791972afb5975cf62c9360a6.tar.xz firefox-26a029d407be480d791972afb5975cf62c9360a6.zip |
Adding upstream version 124.0.1.upstream/124.0.1
Signed-off-by: Daniel Baumann <daniel.baumann@progress-linux.org>
Diffstat (limited to '')
-rw-r--r-- | third_party/aom/av1/encoder/tx_prune_model_weights.h | 3422 |
1 files changed, 3422 insertions, 0 deletions
diff --git a/third_party/aom/av1/encoder/tx_prune_model_weights.h b/third_party/aom/av1/encoder/tx_prune_model_weights.h new file mode 100644 index 0000000000..aab5e1398d --- /dev/null +++ b/third_party/aom/av1/encoder/tx_prune_model_weights.h @@ -0,0 +1,3422 @@ +/* + * Copyright (c) 2016, Alliance for Open Media. All rights reserved + * + * This source code is subject to the terms of the BSD 2 Clause License and + * the Alliance for Open Media Patent License 1.0. If the BSD 2 Clause License + * was not distributed with this source code in the LICENSE file, you can + * obtain it at www.aomedia.org/license/software. If the Alliance for Open + * Media Patent License 1.0 was not distributed with this source code in the + * PATENTS file, you can obtain it at www.aomedia.org/license/patent. + */ + +/*! \file + * Contains the details of the ML models used for pruning transform size. This + * file is only included by av1/encoder/tx_search.c. + */ +#ifndef AOM_AV1_ENCODER_TX_PRUNE_MODEL_WEIGHTS_H_ +#define AOM_AV1_ENCODER_TX_PRUNE_MODEL_WEIGHTS_H_ + +#ifdef __cplusplus +extern "C" { +#endif + +#include "av1/encoder/ml.h" + +/***************************CONFIG_NN_V2 (New)********************************/ +#if CONFIG_NN_V2 +// Tx type model for 4x4 block. +static float av1_tx_type_nn_4x4_hor_layer0_weights[32] = { + -1.64947f, -1.54497f, -1.62832f, -0.17774f, -2.89498f, -0.72498f, 0.72036f, + 0.17996f, 1.20000f, -0.27654f, 0.77396f, 1.21684f, -1.75909f, -0.51272f, + -1.25923f, 0.35005f, -0.04257f, -0.23389f, -0.41841f, -0.08229f, 0.09503f, + 2.73144f, -0.16875f, -0.23482f, 0.02194f, -0.26427f, 0.28049f, 0.21260f, + 1.35792f, 0.27733f, 0.88660f, -0.68304f, +}; + +static float av1_tx_type_nn_4x4_hor_layer0_bias[8] = { + 1.38742f, 0.59540f, -1.37622f, 1.92114f, + 0.00000f, -0.38998f, -0.32726f, -0.15650f, +}; + +static float av1_tx_type_nn_4x4_hor_layer1_weights[32] = { + 1.65254f, 1.00915f, -0.89318f, -2.05142f, -0.23235f, 0.96781f, -0.37145f, + -0.21056f, 1.13891f, 0.38675f, 0.87739f, -1.42697f, 0.48015f, 0.61883f, + -0.03979f, 0.11487f, 0.48042f, 0.45200f, -0.23242f, 0.75166f, 0.55458f, + 0.39452f, -0.35285f, 1.59120f, -1.49221f, -0.48349f, -0.64692f, 1.49297f, + -0.26782f, -0.65416f, -0.10648f, 0.05568f, +}; + +static float av1_tx_type_nn_4x4_hor_layer1_bias[4] = { + 4.07177f, + 3.26961f, + 0.58083f, + 1.21199f, +}; + +static float av1_tx_type_nn_4x4_hor_layer0_out[8] = { 0 }; +static float av1_tx_type_nn_4x4_hor_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_4x4_hor = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 4, // num_inputs + 8, // num_outputs + av1_tx_type_nn_4x4_hor_layer0_weights, // weights + av1_tx_type_nn_4x4_hor_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_4x4_hor_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 8, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_4x4_hor_layer1_weights, + av1_tx_type_nn_4x4_hor_layer1_bias, + NONE, + av1_tx_type_nn_4x4_hor_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_4x4_hor_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; + +static float av1_tx_type_nn_4x4_ver_layer0_weights[32] = { + -0.02032f, 2.61610f, 0.02098f, -0.30217f, 0.12637f, 0.11017f, -3.01996f, + 0.35144f, 1.93776f, -0.20463f, 1.64102f, -1.41986f, -3.66717f, -0.51655f, + 0.43910f, 0.37778f, -1.02634f, 0.85337f, -0.69753f, 1.00206f, 2.11784f, + 1.89427f, 1.92919f, 0.43201f, -1.67358f, -1.67035f, -1.54623f, 0.16714f, + -0.06589f, -0.28142f, -0.33118f, 1.72227f, +}; + +static float av1_tx_type_nn_4x4_ver_layer0_bias[8] = { + -0.33685f, 0.22025f, 0.28140f, 0.56138f, + 0.93489f, -1.77048f, 1.34989f, -0.93747f, +}; + +static float av1_tx_type_nn_4x4_ver_layer1_weights[32] = { + -1.39506f, -1.06271f, -1.10886f, -1.69719f, 0.19699f, -2.39850f, -1.26457f, + 0.75328f, -1.26005f, -0.82738f, -0.12015f, -1.02702f, 1.40828f, -2.37739f, + -0.65639f, -0.71992f, -0.90453f, -1.12510f, -2.41362f, -1.16061f, -1.85577f, + -0.99165f, -1.91366f, 0.16785f, 0.34776f, 0.58154f, -0.18217f, -0.29257f, + -0.86315f, -0.53336f, 0.30320f, -1.32331f, +}; + +static float av1_tx_type_nn_4x4_ver_layer1_bias[4] = { + -1.31519f, + -3.26321f, + 1.71794f, + -1.90778f, +}; + +static float av1_tx_type_nn_4x4_ver_layer0_out[8] = { 0 }; +static float av1_tx_type_nn_4x4_ver_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_4x4_ver = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 4, // num_inputs + 8, // num_outputs + av1_tx_type_nn_4x4_ver_layer0_weights, // weights + av1_tx_type_nn_4x4_ver_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_4x4_ver_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 8, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_4x4_ver_layer1_weights, + av1_tx_type_nn_4x4_ver_layer1_bias, + NONE, + av1_tx_type_nn_4x4_ver_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_4x4_ver_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; +/******************************************************************************/ + +// Tx type model for 4x8 block. +static float av1_tx_type_nn_4x8_hor_layer0_weights[32] = { + 0.00218f, -0.41880f, -0.61215f, -0.92588f, 0.54291f, -0.10898f, 0.70691f, + 0.46819f, -1.61598f, -0.08834f, -0.96839f, 1.18489f, -0.45171f, -0.65445f, + -0.32179f, -0.10399f, 1.04379f, 0.91895f, 0.85589f, 0.08267f, 1.35388f, + -2.03096f, 0.08168f, -0.06372f, -0.26732f, -0.48262f, -0.08682f, 2.44071f, + -1.35896f, -1.17121f, 1.68866f, 0.10357f, +}; + +static float av1_tx_type_nn_4x8_hor_layer0_bias[8] = { + 2.93391f, 0.66831f, -0.21419f, 0.00000f, + -0.72878f, 0.15127f, -1.46755f, 0.16658f, +}; + +static float av1_tx_type_nn_4x8_hor_layer1_weights[32] = { + -1.52077f, -1.06243f, 0.35319f, -0.49207f, 0.54524f, 0.44271f, 1.37117f, + -0.38957f, -1.28889f, -0.57133f, 0.04658f, 0.62278f, 0.37984f, 0.33247f, + 1.65547f, -0.56806f, -1.38645f, -0.76258f, 0.67926f, 0.08783f, -0.01443f, + 0.34950f, 1.45812f, -0.51332f, -1.41331f, -0.16453f, 0.05755f, 0.31405f, + -0.50191f, 0.18219f, 1.83664f, -0.75276f, +}; + +static float av1_tx_type_nn_4x8_hor_layer1_bias[4] = { + -1.17455f, + -2.26089f, + -1.79863f, + -2.26333f, +}; + +static float av1_tx_type_nn_4x8_hor_layer0_out[8] = { 0 }; +static float av1_tx_type_nn_4x8_hor_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_4x8_hor = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 4, // num_inputs + 8, // num_outputs + av1_tx_type_nn_4x8_hor_layer0_weights, // weights + av1_tx_type_nn_4x8_hor_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_4x8_hor_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 8, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_4x8_hor_layer1_weights, + av1_tx_type_nn_4x8_hor_layer1_bias, + NONE, + av1_tx_type_nn_4x8_hor_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_4x8_hor_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; + +static float av1_tx_type_nn_4x8_ver_layer0_weights[128] = { + -0.00952f, -0.98858f, -0.93181f, 1.39594f, 0.96559f, 0.18162f, -0.76064f, + -0.06066f, 0.07907f, -0.09365f, -0.21313f, -0.02187f, -2.61707f, -2.68702f, + -0.10982f, 0.18559f, 1.17049f, 1.11387f, 1.12697f, 1.05804f, 1.12764f, + 1.06318f, 1.12052f, 0.17406f, 1.83157f, 0.19362f, 0.46910f, 0.39608f, + 0.33342f, 0.40083f, 0.27645f, 1.06864f, -4.06645f, -0.38775f, -0.11070f, + 0.03781f, -0.09141f, 0.06185f, -0.04852f, 0.20163f, 0.16784f, 0.16641f, + -0.50941f, -0.61087f, 2.07008f, -0.82381f, -0.85558f, 0.05528f, -0.10535f, + -2.81150f, 0.67038f, 0.43643f, 0.49062f, -0.04465f, 0.90438f, 0.00977f, + 0.46272f, 1.59751f, 0.95234f, 0.35086f, 0.85624f, 0.73149f, 1.67779f, + -2.21511f, -1.24746f, -1.09014f, -0.92441f, -1.22591f, -1.06961f, -0.95897f, + -1.24956f, 0.73797f, 1.23275f, -0.60064f, -0.07851f, 0.14397f, 0.22110f, + -0.04422f, 0.14350f, 0.75926f, 0.35032f, 0.48104f, 2.81408f, 0.34662f, + 0.42090f, 0.35521f, -1.36804f, -0.14974f, -0.47696f, -0.07892f, 0.36910f, + 0.32299f, 0.23916f, 0.06032f, -0.17844f, -0.17558f, -1.42746f, -0.55828f, + -1.00418f, -0.64823f, -0.73654f, -0.85197f, -1.50989f, 1.69385f, -0.04973f, + -0.09273f, 1.04249f, 0.79235f, 1.13229f, 0.99617f, 0.03851f, 0.56334f, + 0.90795f, 1.08296f, 0.58519f, 1.74765f, 0.63971f, 1.35951f, 0.07803f, + -0.05127f, 0.26514f, -0.84629f, -0.66343f, -2.10630f, 0.11017f, 2.18528f, + -0.21958f, 0.05970f, +}; + +static float av1_tx_type_nn_4x8_ver_layer0_bias[16] = { + 0.04205f, 0.22260f, -1.03870f, -1.19568f, 0.44283f, 0.01143f, + 0.00235f, 4.26772f, 0.44364f, -0.33199f, -0.39076f, -0.35129f, + 0.08288f, 0.18195f, -0.79890f, 0.10047f, +}; + +static float av1_tx_type_nn_4x8_ver_layer1_weights[64] = { + -0.38193f, -0.12095f, 1.57802f, 0.34932f, -0.47333f, -0.12304f, -0.01736f, + -2.52445f, 0.18983f, -0.64707f, -0.60889f, -0.53750f, 0.91666f, -0.62823f, + -0.13377f, -0.43594f, -0.38618f, -0.01328f, 0.97457f, 1.48589f, -1.03238f, + -0.33459f, -0.35108f, -2.42417f, 0.60229f, 0.06824f, -0.75495f, 0.26902f, + 0.65311f, -0.23887f, -0.44604f, -0.55800f, -0.33842f, 0.04259f, -0.59589f, + 0.49738f, -0.62301f, -0.30896f, -0.29602f, -2.57052f, 2.00943f, -0.66490f, + -0.76312f, 0.28256f, 1.06311f, -0.38364f, -0.63508f, -0.57609f, -0.88765f, + -1.04403f, -0.46531f, 0.34084f, -1.20498f, -0.68352f, -0.72251f, -2.63242f, + -0.68736f, -0.37904f, -1.32371f, 0.47288f, 1.51904f, 0.78372f, -1.01830f, + -1.01848f, +}; + +static float av1_tx_type_nn_4x8_ver_layer1_bias[4] = { + -1.45955f, + -2.08949f, + -1.24813f, + -1.55368f, +}; + +static float av1_tx_type_nn_4x8_ver_layer0_out[16] = { 0 }; +static float av1_tx_type_nn_4x8_ver_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_4x8_ver = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 8, // num_inputs + 16, // num_outputs + av1_tx_type_nn_4x8_ver_layer0_weights, // weights + av1_tx_type_nn_4x8_ver_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_4x8_ver_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 16, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_4x8_ver_layer1_weights, + av1_tx_type_nn_4x8_ver_layer1_bias, + NONE, + av1_tx_type_nn_4x8_ver_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_4x8_ver_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; + +/******************************************************************************/ + +// Tx type model for 8x4 block. +static float av1_tx_type_nn_8x4_hor_layer0_weights[128] = { + -0.22492f, 0.13341f, -4.03243f, -0.64015f, 0.02783f, 0.60466f, -0.13335f, + 0.16828f, 0.12336f, 0.52904f, 1.18455f, -0.32425f, 0.13052f, 0.93810f, + -3.71165f, 0.02990f, -4.63558f, 0.05666f, 0.03524f, -0.07449f, -0.44006f, + -0.33215f, -0.33713f, 0.08097f, 0.60873f, 0.29582f, 0.21696f, -0.78729f, + -0.16757f, -0.26567f, -0.00720f, -1.11226f, 1.58189f, 1.58463f, 1.48536f, + 1.54374f, 1.60069f, 1.46125f, 1.53932f, 0.05974f, -1.82192f, 0.47043f, + 0.38090f, 0.20833f, -0.05637f, 0.05183f, 0.01323f, -0.25662f, 0.78634f, + -0.55069f, -0.02975f, -1.29294f, -0.77192f, -2.34299f, -1.28074f, 0.77894f, + -1.69740f, -1.66032f, -1.44323f, -1.55063f, -1.50845f, -1.23690f, -1.80663f, + 0.75079f, 2.32551f, 0.05878f, 0.80438f, 0.88584f, 0.69153f, 0.89060f, + 0.73660f, 0.87259f, -0.00745f, -1.30044f, -0.59430f, 2.07270f, 1.03307f, + -0.84697f, -1.19393f, 0.17549f, -0.24978f, -3.67234f, 0.20781f, -0.53946f, + -0.05068f, 0.88274f, 1.30371f, 0.10288f, 0.07585f, 0.12259f, -0.30815f, + 0.25437f, -2.82096f, -2.69482f, 0.02370f, 0.12500f, -0.21019f, -0.49220f, + 0.03638f, -0.29795f, 0.28645f, -0.48432f, -0.38584f, -0.32148f, -0.47197f, + 0.32437f, 0.32528f, -0.19437f, 0.30383f, -0.31879f, 0.26359f, -0.12164f, + -0.43647f, -0.08288f, -0.33438f, -0.63608f, -0.46647f, -0.46574f, 0.47806f, + -0.49012f, -1.51234f, -1.13502f, -1.20470f, -1.02913f, -1.09182f, -0.93921f, + -1.85523f, 0.92532f, +}; + +static float av1_tx_type_nn_8x4_hor_layer0_bias[16] = { + 0.36631f, 0.02901f, 0.64305f, 1.53074f, -1.40229f, 0.03852f, + -0.05043f, 0.89632f, -1.23312f, 0.07036f, 0.17070f, 0.56250f, + -0.28958f, -0.32869f, -0.01704f, 0.68171f, +}; + +static float av1_tx_type_nn_8x4_hor_layer1_weights[64] = { + -0.49441f, -0.31960f, -0.84946f, -0.85800f, -2.37767f, 0.81373f, -0.73172f, + -0.69337f, 0.88807f, -0.49242f, -0.44717f, -0.11436f, 0.09978f, 0.15393f, + 0.17083f, 1.44850f, -0.20582f, -0.04906f, 0.42990f, -0.61939f, -1.09692f, + -1.14885f, -1.36879f, -1.30828f, -0.59558f, -0.30903f, -0.08906f, 0.06953f, + 0.15383f, -0.04193f, -0.54858f, 1.82676f, -0.22411f, 0.05264f, -0.45848f, + -0.72985f, 0.87553f, 0.04116f, -1.29774f, -2.63018f, 1.09089f, -0.36048f, + -0.16725f, 0.11627f, 0.49918f, 0.07539f, 0.00763f, 0.73706f, 0.87800f, + 0.57049f, 0.60969f, 1.02779f, 1.53339f, -0.35915f, 0.06410f, 1.44582f, + 0.09698f, 0.71888f, 0.60594f, 0.84103f, -0.50440f, -0.38825f, 0.15626f, + -1.10654f, +}; + +static float av1_tx_type_nn_8x4_hor_layer1_bias[4] = { + -0.92861f, + -1.45151f, + -1.33588f, + -4.33853f, +}; + +static float av1_tx_type_nn_8x4_hor_layer0_out[16] = { 0 }; +static float av1_tx_type_nn_8x4_hor_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_8x4_hor = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 8, // num_inputs + 16, // num_outputs + av1_tx_type_nn_8x4_hor_layer0_weights, // weights + av1_tx_type_nn_8x4_hor_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_8x4_hor_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 16, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_8x4_hor_layer1_weights, + av1_tx_type_nn_8x4_hor_layer1_bias, + NONE, + av1_tx_type_nn_8x4_hor_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_8x4_hor_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; + +static float av1_tx_type_nn_8x4_ver_layer0_weights[32] = { + -1.10946f, 1.86574f, -1.59343f, 0.27018f, -1.70676f, -0.73982f, -0.19021f, + -1.94208f, -2.29759f, -1.44402f, 0.28700f, -1.18340f, -1.50158f, -0.44175f, + -1.36831f, 1.00374f, 2.59312f, 0.50291f, -0.71042f, -0.12238f, -0.15901f, + -0.22807f, -0.67376f, -0.30215f, 0.54407f, -0.45538f, 1.18262f, 2.28687f, + 1.66212f, 1.70826f, 1.55182f, 0.12230f, +}; + +static float av1_tx_type_nn_8x4_ver_layer0_bias[8] = { + 0.10943f, 2.09789f, 2.16578f, 0.15766f, + -0.42461f, 0.00000f, 1.22090f, -1.28717f, +}; + +static float av1_tx_type_nn_8x4_ver_layer1_weights[32] = { + 1.20426f, -1.23237f, 2.41053f, -0.72488f, 1.25249f, 0.18018f, -0.09586f, + 2.17901f, 0.15364f, 1.21535f, -0.38263f, -0.74309f, 0.50551f, -0.54208f, + 0.59139f, 1.16095f, 0.55919f, -0.60183f, 1.18949f, 1.60787f, 0.54002f, + -0.10712f, -0.16153f, 0.16207f, -0.32338f, 2.68712f, -2.83483f, -0.27086f, + -1.15005f, -0.39311f, 1.51236f, -1.68973f, +}; + +static float av1_tx_type_nn_8x4_ver_layer1_bias[4] = { + 1.81013f, + 1.10517f, + 2.90059f, + 0.95391f, +}; + +static float av1_tx_type_nn_8x4_ver_layer0_out[8] = { 0 }; +static float av1_tx_type_nn_8x4_ver_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_8x4_ver = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 4, // num_inputs + 8, // num_outputs + av1_tx_type_nn_8x4_ver_layer0_weights, // weights + av1_tx_type_nn_8x4_ver_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_8x4_ver_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 8, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_8x4_ver_layer1_weights, + av1_tx_type_nn_8x4_ver_layer1_bias, + NONE, + av1_tx_type_nn_8x4_ver_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_8x4_ver_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; +/******************************************************************************/ + +// Tx type model for 8x8 block. +static float av1_tx_type_nn_8x8_hor_layer0_weights[128] = { + -0.85529f, 0.37619f, 0.12754f, 0.08622f, 0.45278f, 0.54929f, 1.60651f, + -0.62654f, -0.54929f, -0.10131f, -0.17569f, 0.13948f, 0.31695f, -0.05616f, + 0.20483f, -0.36448f, 2.27203f, -0.33087f, 0.47679f, 0.86888f, 0.39370f, + 0.46239f, 0.01113f, 1.50327f, -1.48226f, -1.69621f, -1.49777f, -1.38885f, + -1.37753f, -1.22681f, -1.70576f, 0.51329f, -1.65662f, 1.74197f, -0.13579f, + -0.13133f, -0.58396f, -0.55510f, -1.10709f, -2.34975f, 0.22445f, -0.56491f, + -0.83432f, 0.13492f, 1.32147f, 2.85285f, 0.13819f, 0.03792f, -1.30792f, + 0.04155f, -0.70644f, -0.43430f, -0.16212f, -0.86945f, -1.16976f, 1.68339f, + 0.29540f, 0.01137f, -0.25335f, -0.16856f, 0.12028f, 0.05207f, 0.39357f, + -0.01545f, -0.21980f, -1.94091f, -1.01315f, -0.68270f, -0.40590f, -0.67111f, + 2.08283f, 0.19291f, -4.81426f, -0.65044f, -0.24598f, 0.06371f, -0.10272f, + -0.14502f, -0.06821f, 0.45202f, 0.21091f, -0.80864f, 0.39255f, 1.79189f, + 1.80453f, 1.10484f, 1.17608f, 0.96901f, -0.35871f, -0.94311f, 0.63147f, + 2.95157f, 0.45917f, -0.42849f, -0.55643f, -0.06097f, 3.49299f, -0.50972f, + 0.11075f, -0.08405f, -0.09274f, -0.22694f, -0.42426f, 0.48632f, -1.61074f, + 1.82998f, 0.37623f, -1.20330f, -0.01142f, -1.33307f, -0.27492f, -2.23621f, + 1.38846f, 1.42085f, 1.42568f, 1.36152f, 1.46910f, 1.27473f, 1.34752f, + 0.12753f, -1.08197f, -1.08280f, -0.79489f, -1.12338f, -1.06795f, -0.87857f, + -0.99892f, 1.09823f, +}; + +static float av1_tx_type_nn_8x8_hor_layer0_bias[16] = { + -0.49232f, -0.29685f, -1.44020f, 1.10940f, 1.16452f, -0.34862f, + -0.38761f, -0.36243f, 0.21776f, 0.28234f, 2.34269f, -0.04104f, + -0.26319f, 2.65579f, -1.30137f, -0.01487f, +}; + +static float av1_tx_type_nn_8x8_hor_layer1_weights[64] = { + -0.38058f, -0.41295f, -1.26884f, -0.75560f, -1.57450f, 0.56072f, -1.42322f, + -0.29106f, 0.07228f, 0.04391f, 1.61388f, -0.03055f, 0.81637f, 2.06045f, + 0.27119f, -0.48328f, -0.45528f, -0.60534f, -1.61209f, -0.78157f, -1.65034f, + 0.60958f, -1.30523f, 0.25143f, 0.11398f, 0.37860f, 1.54829f, 0.02309f, + 0.67288f, 2.11447f, 0.44845f, -0.70406f, -0.67897f, -0.38759f, -1.30383f, + -1.22646f, -1.54571f, 0.60552f, -1.52565f, 0.11469f, 0.17344f, 0.08622f, + 1.57906f, -0.00909f, 0.81634f, 2.04909f, 1.26466f, -1.45741f, -0.75229f, + 0.06200f, -1.05835f, -0.66257f, -1.73766f, 0.99923f, -1.87082f, 0.14580f, + 0.49525f, 0.46839f, 1.32203f, 0.33923f, 0.97001f, 2.38584f, 1.58811f, + 0.06161f, +}; + +static float av1_tx_type_nn_8x8_hor_layer1_bias[4] = { + 1.70385f, + 1.82373f, + 1.78496f, + 1.80826f, +}; + +static float av1_tx_type_nn_8x8_hor_layer0_out[16] = { 0 }; +static float av1_tx_type_nn_8x8_hor_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_8x8_hor = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 8, // num_inputs + 16, // num_outputs + av1_tx_type_nn_8x8_hor_layer0_weights, // weights + av1_tx_type_nn_8x8_hor_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_8x8_hor_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 16, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_8x8_hor_layer1_weights, + av1_tx_type_nn_8x8_hor_layer1_bias, + NONE, + av1_tx_type_nn_8x8_hor_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_8x8_hor_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; + +static float av1_tx_type_nn_8x8_ver_layer0_weights[128] = { + -0.67016f, -1.72366f, -1.86576f, -1.50962f, -1.70419f, -1.73964f, -1.84615f, + 2.09681f, -0.05081f, -0.61030f, 2.02541f, 0.60222f, 0.99936f, 2.02114f, + -0.53893f, -0.23757f, 0.73566f, 0.25443f, 0.00132f, -0.74036f, -0.75351f, + -0.76964f, -1.71007f, -0.15770f, 1.60982f, 2.17638f, 0.90681f, 0.64973f, + 0.85914f, 0.58786f, -1.46228f, 0.05187f, 1.18804f, 0.30850f, 0.29512f, + 0.40526f, 0.37635f, 0.32311f, 0.37471f, 1.12346f, 3.41856f, -0.36653f, + 0.42537f, -0.19240f, 0.00155f, 0.30826f, -0.02116f, -0.53435f, -0.34829f, + -0.52466f, -0.11521f, -0.29163f, -2.05689f, -2.87372f, -0.62626f, 0.09585f, + -0.75257f, 0.10057f, 1.43474f, 0.89450f, 0.75900f, 1.11147f, 1.00558f, + 0.25886f, 2.22095f, -0.17926f, 0.57161f, 0.39546f, 0.47846f, 0.40452f, + 0.54298f, 0.45814f, -3.62788f, -3.02374f, 0.03716f, -0.13937f, -0.09415f, + -0.12463f, 0.05682f, 0.03672f, 1.20746f, 1.25003f, 1.27071f, 1.31883f, + 1.27473f, 1.34943f, 1.23158f, 0.09039f, 0.19388f, 0.63420f, 2.79612f, + 0.93803f, -0.11323f, -0.02027f, 0.41286f, -0.05979f, -3.80705f, -0.52451f, + -0.77098f, -0.68132f, -0.65559f, -0.60975f, -1.26165f, 0.25582f, 0.05346f, + 0.61403f, 0.32140f, -2.39831f, -1.42355f, 1.30541f, 1.02361f, 0.12930f, + -1.61469f, -0.77036f, -0.59144f, 1.27769f, 1.52068f, 0.82137f, 1.83159f, + -0.66626f, -0.69806f, -1.00564f, -0.85995f, -0.90889f, -0.84412f, -0.85712f, + -1.29848f, 0.39308f, +}; + +static float av1_tx_type_nn_8x8_ver_layer0_bias[16] = { + -0.14868f, -0.48343f, 3.94416f, -0.78037f, -1.33789f, -0.60611f, + 0.51793f, 0.44030f, -0.71563f, 0.22561f, -1.19083f, -0.46149f, + 0.83015f, 0.06024f, 1.17180f, 0.65122f, +}; + +static float av1_tx_type_nn_8x8_ver_layer1_weights[64] = { + -1.42711f, -0.21683f, 2.12061f, 0.20489f, -0.50228f, -0.24770f, 0.23391f, + 1.03470f, -0.44847f, -0.63225f, -0.21583f, -0.06467f, -0.21892f, -0.07786f, + 1.43322f, 0.00280f, -1.53057f, -0.18912f, 1.95333f, 0.31151f, -2.07601f, + 0.06776f, 0.25529f, 0.94800f, -1.11453f, -0.20594f, -0.13281f, 0.01485f, + 0.17650f, -0.07955f, 1.43734f, -0.23193f, -2.06463f, -0.21238f, 2.13707f, + 0.30351f, 0.27594f, -0.36245f, 0.19539f, 0.91045f, -0.24068f, -0.37616f, + 0.88792f, 0.02947f, -0.16903f, -0.04932f, 1.51293f, -0.95967f, -1.62903f, + 0.05326f, 2.30703f, 0.64445f, -1.09464f, -0.16623f, 1.00240f, 0.07548f, + -0.50406f, 0.63854f, 1.02340f, 0.49833f, 0.13671f, 0.26722f, 2.09516f, + -0.41305f, +}; + +static float av1_tx_type_nn_8x8_ver_layer1_bias[4] = { + 2.14067f, + 2.76699f, + 2.04233f, + 1.34803f, +}; + +static float av1_tx_type_nn_8x8_ver_layer0_out[16] = { 0 }; +static float av1_tx_type_nn_8x8_ver_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_8x8_ver = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 8, // num_inputs + 16, // num_outputs + av1_tx_type_nn_8x8_ver_layer0_weights, // weights + av1_tx_type_nn_8x8_ver_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_8x8_ver_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 16, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_8x8_ver_layer1_weights, + av1_tx_type_nn_8x8_ver_layer1_bias, + NONE, + av1_tx_type_nn_8x8_ver_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_8x8_ver_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; +/******************************************************************************/ + +// Tx type model for 8x16 block. +static float av1_tx_type_nn_8x16_hor_layer0_weights[128] = { + -1.61872f, -1.58520f, -1.41236f, -1.53255f, -1.59794f, -1.25769f, -1.90043f, + 0.73431f, 1.10135f, 0.47054f, 0.43230f, -0.43009f, -0.09135f, -0.07289f, + -0.38785f, 1.23775f, -0.35312f, 0.73789f, 0.88864f, 0.75957f, 0.62579f, + 0.46974f, 0.21851f, 1.63821f, -2.27289f, -0.68522f, -0.69814f, -0.84368f, + -0.91320f, -0.63055f, -1.03296f, 0.55778f, -0.00071f, 1.27539f, 1.60068f, + 1.40975f, 0.97372f, 0.92843f, 1.90853f, 0.12626f, 1.71953f, 1.41978f, + -0.12234f, -1.27058f, 0.76207f, 0.02495f, -0.67038f, -0.05255f, 1.72923f, + 1.47630f, 1.47058f, 1.47614f, 1.49354f, 1.66131f, 1.50801f, 0.17145f, + -2.30947f, -2.10850f, -1.25636f, -0.24900f, 0.72602f, 1.26572f, 0.97865f, + -0.65466f, 1.31129f, 0.26916f, 0.12139f, -0.12761f, -0.39143f, -0.28134f, + 0.06584f, 2.24418f, 0.22516f, 0.05011f, -0.01671f, -0.29476f, -0.40326f, + 0.21138f, -0.11573f, -0.31154f, -0.36828f, 0.03694f, -0.07172f, -0.63419f, + -3.14351f, -1.23125f, 0.65311f, -0.11406f, 1.97287f, -0.10422f, 0.83896f, + 0.85033f, 0.49724f, 0.80482f, 0.51454f, 1.06447f, 0.76693f, 0.72599f, + -0.78573f, -0.53950f, 0.40894f, 0.00086f, 0.10784f, -0.70498f, 1.16395f, + 1.14597f, 1.13496f, 1.12177f, 1.02100f, -1.37574f, -2.97144f, 0.33899f, + 0.42013f, 0.86327f, 2.31983f, 2.04008f, 0.95503f, 0.15081f, 0.11530f, + -0.02574f, -4.77119f, 0.13257f, -0.01704f, -0.23087f, -0.00825f, 0.07029f, + -0.28136f, 0.42556f, +}; + +static float av1_tx_type_nn_8x16_hor_layer0_bias[16] = { + 0.93617f, -0.24000f, -1.26821f, 0.78780f, 0.13690f, -0.21948f, + -1.45162f, 0.44584f, -1.92582f, -0.23169f, 0.56004f, -1.19937f, + 1.81560f, -1.02643f, -0.81690f, 0.08302f, +}; + +static float av1_tx_type_nn_8x16_hor_layer1_weights[64] = { + 0.06696f, -0.11538f, -1.42029f, 0.32965f, 0.81046f, 0.01146f, 1.20945f, + -0.16899f, 0.53224f, -0.40232f, 0.01786f, -0.73242f, 1.29750f, 1.95185f, + 0.70143f, 1.43287f, 0.76220f, 0.79937f, -1.79011f, -1.15178f, 0.42526f, + -0.67519f, 0.77267f, -0.30697f, 2.46004f, -0.49828f, 0.02875f, 1.09972f, + 1.47662f, 0.61719f, 0.61417f, -0.12363f, 2.53048f, 0.00418f, -1.38964f, + 0.88117f, 0.39239f, -0.19347f, -2.58600f, -0.33715f, 1.09323f, -0.32127f, + 0.02456f, -0.19125f, 1.12728f, 0.66502f, 0.34296f, 1.14897f, 0.29967f, + 1.19209f, 0.22108f, -0.11975f, 1.49776f, -1.34624f, -2.58478f, -1.34632f, + 1.53207f, 0.45634f, -1.48476f, 0.17489f, 0.71790f, -2.12086f, -1.21778f, + -1.31243f, +}; + +static float av1_tx_type_nn_8x16_hor_layer1_bias[4] = { + 0.83359f, + 1.06875f, + 1.77645f, + 1.49570f, +}; + +static float av1_tx_type_nn_8x16_hor_layer0_out[16] = { 0 }; +static float av1_tx_type_nn_8x16_hor_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_8x16_hor = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 8, // num_inputs + 16, // num_outputs + av1_tx_type_nn_8x16_hor_layer0_weights, // weights + av1_tx_type_nn_8x16_hor_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_8x16_hor_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 16, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_8x16_hor_layer1_weights, + av1_tx_type_nn_8x16_hor_layer1_bias, + NONE, + av1_tx_type_nn_8x16_hor_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_8x16_hor_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; + +static float av1_tx_type_nn_8x16_ver_layer0_weights[128] = { + 0.32858f, -1.28887f, 0.25632f, -0.05262f, 2.69203f, -0.07004f, 1.37337f, + -0.05725f, -0.05659f, 0.05592f, 0.01039f, -0.29343f, 1.58628f, -0.30003f, + -3.43118f, 0.00272f, 1.70928f, -0.76348f, 0.05889f, -0.03263f, -0.07724f, + 0.03523f, -0.19890f, 1.18005f, -0.03605f, -0.20530f, -4.00733f, 0.10210f, + -0.05368f, -0.17650f, -0.15317f, 0.06499f, 0.56705f, 1.04341f, 0.62890f, + 0.73451f, -0.22199f, 0.86659f, 0.78443f, -0.61664f, -0.50606f, 0.30247f, + 0.14455f, 0.39276f, 0.49203f, 0.65019f, 0.12269f, 1.64080f, 1.68289f, + 1.42694f, 1.60825f, 1.58501f, 1.47252f, 1.62589f, 1.48218f, 0.17726f, + -0.04884f, 0.35376f, -0.04796f, 0.32589f, 0.35087f, 0.35258f, -0.46103f, + -0.31176f, -0.05203f, 0.07247f, -0.26756f, 0.22019f, 0.03412f, 0.33773f, + 0.29811f, -0.11140f, 0.12831f, -0.44673f, -0.09858f, 0.07889f, 0.15137f, + 0.00347f, -0.23394f, 0.08886f, -0.31201f, -0.79912f, -0.51092f, 0.14123f, + -1.09599f, -4.26020f, -0.68675f, -0.02842f, -1.54538f, -1.28977f, -1.30558f, + -1.21074f, -1.37142f, -1.14743f, -1.85397f, 0.82985f, -0.30681f, 0.04494f, + -0.24023f, -4.18053f, -0.16096f, -0.55492f, -0.27882f, 0.05829f, -0.41224f, + -2.52088f, -0.56162f, -1.04547f, -1.70685f, -0.28842f, -1.43673f, -0.01468f, + -3.20585f, -0.69120f, -0.43931f, -0.46270f, -0.65885f, -0.55884f, -0.75138f, + 0.36381f, -5.70858f, -0.14548f, -0.15745f, -0.11812f, -0.07605f, -0.07693f, + -0.12236f, 0.16075f, +}; + +static float av1_tx_type_nn_8x16_ver_layer0_bias[16] = { + -0.35385f, 0.30491f, -0.90011f, 0.42941f, 1.20928f, -0.88331f, + -1.48818f, -0.34785f, -0.32668f, -0.22695f, 0.89188f, 0.65521f, + 0.57598f, 0.99819f, 0.75175f, 0.17044f, +}; + +static float av1_tx_type_nn_8x16_ver_layer1_weights[64] = { + -0.62913f, -0.34304f, 0.42963f, -0.17440f, -1.44092f, 0.69142f, -1.36067f, + 0.52211f, 0.44658f, -0.26501f, -0.41657f, 0.34428f, -0.34390f, -0.58567f, + -0.84097f, -1.96311f, -0.37215f, -0.22250f, -1.23811f, -0.07247f, -0.81731f, + 0.58755f, -1.30559f, 0.39551f, 0.41743f, -0.09940f, -0.33230f, 0.14458f, + -0.25139f, -0.54517f, 0.13469f, -0.38157f, -0.39109f, -0.18205f, 0.06834f, + -0.08395f, -0.92187f, 0.56724f, 1.44381f, 0.53226f, -0.22356f, 0.12285f, + -0.29418f, -1.86749f, -0.22372f, -0.60204f, -0.87746f, -1.16936f, 0.56884f, + 0.62641f, -0.11823f, 1.00395f, 1.64794f, -0.64535f, 2.29322f, -0.23397f, + 0.17251f, -0.35927f, 0.65631f, -0.26812f, 0.80128f, 0.85748f, 0.47404f, + 2.20547f, +}; + +static float av1_tx_type_nn_8x16_ver_layer1_bias[4] = { + -0.44080f, + -1.67455f, + -1.46332f, + -6.13206f, +}; + +static float av1_tx_type_nn_8x16_ver_layer0_out[16] = { 0 }; +static float av1_tx_type_nn_8x16_ver_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_8x16_ver = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 8, // num_inputs + 16, // num_outputs + av1_tx_type_nn_8x16_ver_layer0_weights, // weights + av1_tx_type_nn_8x16_ver_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_8x16_ver_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 16, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_8x16_ver_layer1_weights, + av1_tx_type_nn_8x16_ver_layer1_bias, + NONE, + av1_tx_type_nn_8x16_ver_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_8x16_ver_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; +/******************************************************************************/ + +// Tx type model for 16x8 block. +static float av1_tx_type_nn_16x8_hor_layer0_weights[128] = { + 0.02600f, 0.09786f, -1.05107f, -0.35594f, -0.15658f, 2.99828f, -0.07106f, + -0.10101f, -0.14412f, -0.83790f, -0.19434f, 2.28368f, 1.91727f, -0.00956f, + -0.90640f, 0.09174f, 1.58895f, 1.38945f, 1.49431f, 1.51381f, 1.44803f, + 1.53544f, 1.44694f, 0.17753f, 1.69735f, -0.78652f, 0.31092f, -0.23736f, + 0.02231f, -0.09884f, -0.00493f, 1.21189f, -1.94382f, -0.34629f, -0.58309f, + 0.72291f, -0.30056f, 0.90660f, -0.57495f, 3.07809f, 0.73644f, 1.43050f, + 1.34356f, -0.66554f, 0.50102f, -0.64305f, 0.42044f, -1.66165f, -0.05733f, + -2.51402f, -1.01067f, -0.33390f, -0.32986f, -0.92431f, 1.86281f, -0.07290f, + -0.26290f, -0.68941f, 1.81156f, 0.66125f, -2.09974f, 0.17032f, -0.67461f, + -0.00876f, -1.50154f, 1.17153f, 1.00377f, 0.33022f, 0.74689f, 0.42878f, + 0.61725f, -0.83967f, 0.09467f, -0.39892f, 0.33863f, 0.10656f, -0.09249f, + -0.39757f, 0.48481f, -0.35162f, 1.47014f, 1.67827f, -1.84051f, 0.16291f, + -0.50135f, -2.29911f, -0.42217f, -0.13358f, 1.45899f, -0.14743f, -0.02763f, + -0.28003f, -0.01364f, 0.21014f, -0.29026f, -0.20198f, 1.38782f, 0.56731f, + 0.27489f, 0.43227f, 0.41326f, 0.42721f, 0.87720f, -1.90067f, -5.04951f, + -0.17638f, -0.58119f, -0.08954f, -0.13692f, -0.12325f, -0.38548f, 0.66462f, + -1.42377f, -1.21917f, -1.38193f, -1.36539f, -1.39378f, -1.19629f, -1.59812f, + 0.28689f, 0.32394f, 0.52128f, 0.01013f, -0.28948f, -0.26293f, -0.44331f, + -0.36570f, -0.50757f, +}; + +static float av1_tx_type_nn_16x8_hor_layer0_bias[16] = { + -0.08696f, -0.22110f, -1.43604f, -1.00451f, -1.51029f, 0.63736f, + 0.45260f, 0.16229f, 4.01393f, -0.21748f, 0.36411f, -0.08764f, + -0.12329f, 0.08986f, 1.08117f, -0.00220f, +}; + +static float av1_tx_type_nn_16x8_hor_layer1_weights[64] = { + 0.55824f, -0.14648f, 0.81947f, -0.45867f, -1.86078f, -0.17291f, 0.34849f, + 0.15153f, 1.75625f, -0.25760f, 0.72015f, -0.30059f, -0.57975f, 0.07609f, + -0.02036f, 0.07912f, 0.57080f, -0.13792f, 0.74184f, -0.87669f, -1.87572f, + -0.27270f, 0.39751f, 0.19652f, 2.03514f, -0.32944f, 0.76251f, 0.04399f, + -0.63175f, 0.37420f, 0.08309f, 0.04466f, 0.60255f, -0.12820f, 1.66065f, + -0.59496f, -1.94794f, -0.14847f, 0.39424f, 0.16273f, 1.80587f, 0.41197f, + 0.74691f, -0.21217f, -0.63173f, 0.09510f, -0.35538f, -0.04407f, 0.92847f, + 0.20141f, 1.68680f, -0.56528f, -2.26960f, 0.12978f, 0.73748f, 0.42438f, + 2.00673f, -0.40189f, 0.95423f, 0.23234f, -0.80953f, 0.65814f, 0.49444f, + -0.23347f, +}; + +static float av1_tx_type_nn_16x8_hor_layer1_bias[4] = { + 3.57175f, + 2.42612f, + 3.31259f, + 2.08287f, +}; + +static float av1_tx_type_nn_16x8_hor_layer0_out[16] = { 0 }; +static float av1_tx_type_nn_16x8_hor_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_16x8_hor = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 8, // num_inputs + 16, // num_outputs + av1_tx_type_nn_16x8_hor_layer0_weights, // weights + av1_tx_type_nn_16x8_hor_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_16x8_hor_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 16, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_16x8_hor_layer1_weights, + av1_tx_type_nn_16x8_hor_layer1_bias, + NONE, + av1_tx_type_nn_16x8_hor_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_16x8_hor_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; + +static float av1_tx_type_nn_16x8_ver_layer0_weights[128] = { + 0.46633f, 1.55328f, -0.11230f, -0.29571f, 0.18814f, -1.52430f, -2.34660f, + 0.08644f, -1.97718f, -1.29140f, -1.12262f, -1.12985f, -1.25911f, -0.96506f, + -1.57129f, 0.96021f, 1.34192f, 1.28623f, 1.21655f, 1.28758f, 1.25482f, + 1.30195f, 1.19190f, 0.09310f, 0.52072f, 0.91487f, 1.24100f, 1.61236f, + 1.72166f, 2.20750f, 1.62379f, -1.43936f, 0.50665f, 0.40213f, 0.66502f, + -1.66699f, -3.07618f, 0.05877f, 0.60987f, -0.09995f, -0.10916f, 0.48049f, + 0.23812f, 0.39847f, -0.21682f, -0.63455f, 0.33453f, -0.67939f, -4.14355f, + -0.62756f, -0.22502f, -0.17215f, 0.01062f, 0.27049f, -0.10748f, 0.30945f, + 2.72445f, -0.89181f, -0.06800f, 0.20595f, -0.73385f, 0.04071f, -1.30294f, + 1.83507f, 0.92570f, 0.69609f, 0.76285f, 0.69892f, 0.76409f, 0.63104f, + 0.73397f, 1.09575f, -0.20129f, -0.24022f, -0.24599f, -0.59107f, -0.88755f, + -0.68987f, -0.75495f, -1.31002f, -1.30237f, -0.94093f, -2.15678f, -1.49303f, + -1.17498f, -1.39952f, -0.91270f, -0.05587f, 1.02381f, -0.75580f, -0.65263f, + -0.78996f, -0.71075f, -0.71018f, -0.70350f, -1.26196f, 2.34208f, -0.53611f, + 0.19752f, -0.16842f, -0.24828f, 0.21857f, 0.08222f, -2.55894f, -1.75702f, + 0.11394f, 1.03083f, 0.79972f, -1.54112f, -1.82341f, -0.57597f, -0.02077f, + -0.39616f, -0.00995f, -0.12809f, 0.01188f, -0.25117f, 0.09202f, 0.09336f, + -0.05614f, -0.30039f, 0.25834f, 1.19944f, 1.22533f, 0.92330f, 0.75967f, + -0.81945f, -0.41647f, +}; + +static float av1_tx_type_nn_16x8_ver_layer0_bias[16] = { + 0.17841f, 0.67315f, -1.24450f, 3.13859f, 0.16203f, -0.14992f, + 0.29553f, -1.15567f, -0.71421f, 1.15977f, 1.14585f, 3.02460f, + -0.04510f, 0.48000f, -0.09354f, -0.42422f, +}; + +static float av1_tx_type_nn_16x8_ver_layer1_weights[64] = { + 0.29912f, -0.10009f, -1.11478f, 1.76812f, -0.27719f, 0.52148f, 0.17622f, + -1.17116f, 0.73397f, -0.69279f, -0.11080f, 1.53751f, -1.42003f, 0.14731f, + 0.13592f, -0.04883f, 0.39186f, -0.13655f, -0.43994f, 1.82759f, -0.25601f, + -0.15018f, 0.51920f, -1.56070f, 0.31683f, -0.79367f, -0.02904f, 1.28637f, + -1.15203f, 0.26627f, 0.42828f, -0.24258f, 0.38647f, -0.83352f, 0.32553f, + 2.09522f, -0.26822f, -0.42191f, 0.32825f, -1.30748f, 1.50551f, -0.52669f, + 0.20045f, 1.69318f, -1.47839f, 0.30802f, -0.07290f, -0.28106f, 0.68192f, + -0.15522f, 1.12579f, 2.21921f, 0.09720f, -0.50265f, 0.83165f, -1.31721f, + 0.72422f, -1.24952f, 0.61653f, 2.04117f, -1.42406f, 0.52568f, -0.46180f, + -0.00873f, +}; + +static float av1_tx_type_nn_16x8_ver_layer1_bias[4] = { + 3.34981f, + 3.74710f, + 1.38339f, + 0.45176f, +}; + +static float av1_tx_type_nn_16x8_ver_layer0_out[16] = { 0 }; +static float av1_tx_type_nn_16x8_ver_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_16x8_ver = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 8, // num_inputs + 16, // num_outputs + av1_tx_type_nn_16x8_ver_layer0_weights, // weights + av1_tx_type_nn_16x8_ver_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_16x8_ver_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 16, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_16x8_ver_layer1_weights, + av1_tx_type_nn_16x8_ver_layer1_bias, + NONE, + av1_tx_type_nn_16x8_ver_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_16x8_ver_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; +/******************************************************************************/ + +// Tx type model for 16x16 block. +static float av1_tx_type_nn_16x16_layer0_weights[128] = { + 1.26592f, 1.36313f, 1.30956f, 1.29926f, 1.48816f, 1.68851f, 1.32000f, + 0.13321f, -0.22477f, -0.88906f, -0.19622f, 1.69605f, 1.22180f, -1.57771f, + -1.15765f, 0.05710f, -1.13355f, -0.85486f, -0.99971f, -0.91571f, -1.06031f, + -0.77952f, -1.15723f, 1.17809f, 1.35602f, -0.05243f, -0.37596f, 0.26108f, + 0.17611f, -0.10323f, 0.77279f, -0.48911f, -0.79308f, 0.55112f, 0.43918f, + 0.27872f, 0.28714f, 0.45830f, 1.05689f, 0.03705f, -2.49975f, -0.01940f, + 0.05709f, 0.07942f, -0.13290f, -0.10359f, 0.00143f, 0.37303f, 0.96470f, + 0.53293f, 1.14459f, 0.89185f, 0.43378f, 0.47764f, 0.90924f, 0.15279f, + -0.15361f, 0.02949f, 0.42240f, 0.68143f, 0.89588f, 0.73754f, 0.10974f, + 1.57755f, -0.39870f, -0.32914f, 0.35638f, 0.34991f, -0.00003f, -0.23373f, + 0.29630f, -0.76699f, -0.01356f, 0.04234f, 0.84253f, 1.92078f, 0.93160f, + 0.71993f, 0.71604f, 0.76455f, -1.59782f, 0.32332f, 1.11628f, 0.33062f, + -0.03728f, -0.05710f, 0.80447f, -0.14719f, 1.34658f, -0.05718f, 0.64015f, + 0.21926f, 0.41653f, 0.12720f, 0.54092f, 1.39411f, 1.81819f, -0.24513f, + 0.00955f, 0.38011f, -0.57787f, -0.41759f, 0.68834f, -0.31783f, -0.40607f, + -0.10107f, -0.79374f, 0.75599f, -0.16282f, -0.14490f, -0.20783f, -0.55019f, + -0.13793f, -0.22293f, 0.18305f, 0.12445f, 0.56830f, 0.24567f, 0.09278f, + 0.70803f, 0.35803f, -1.52676f, -0.89624f, 0.77665f, 0.19877f, 0.77175f, + 0.50355f, 0.08592f, +}; + +static float av1_tx_type_nn_16x16_layer0_bias[16] = { + -1.31834f, 0.14346f, -0.10062f, 0.84489f, 0.95617f, -0.06720f, + -0.68502f, -0.91442f, -0.31932f, 0.25276f, -0.15138f, -1.57661f, + -0.14062f, -0.42120f, 0.94573f, -0.09287f, +}; + +static float av1_tx_type_nn_16x16_layer1_weights[64] = { + -1.80333f, -1.06353f, 0.55139f, 0.74644f, 0.13747f, -0.93018f, -0.10286f, + 0.67133f, 0.24460f, 1.44583f, 0.02173f, 0.26037f, -0.73687f, 0.19566f, + 0.61846f, -0.58601f, -1.03196f, -0.74415f, 0.30041f, -0.41967f, 1.08740f, + 0.96224f, -0.59139f, 0.03813f, 0.05403f, 1.33427f, -0.54375f, -1.92181f, + 0.54704f, 0.13608f, 0.22151f, -0.38076f, 1.18390f, -0.77508f, -1.84283f, + 1.00894f, 0.62318f, -0.15296f, 1.27600f, 0.22822f, 0.12751f, 0.93910f, + -0.28502f, 0.53912f, -0.96889f, 0.10182f, 0.81508f, -0.43028f, 2.67386f, + 0.52204f, 0.49820f, -0.41711f, 1.05038f, 1.12192f, 0.74349f, -0.75417f, + -0.03718f, -0.35769f, 0.89651f, 0.63236f, 0.54215f, -0.07894f, 0.48274f, + 1.08829f, +}; + +static float av1_tx_type_nn_16x16_layer1_bias[4] = { + 0.81986f, + 1.26865f, + 0.11118f, + 2.48404f, +}; + +static float av1_tx_type_nn_16x16_layer0_out[16] = { 0 }; +static float av1_tx_type_nn_16x16_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_16x16 = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 8, // num_inputs + 16, // num_outputs + av1_tx_type_nn_16x16_layer0_weights, // weights + av1_tx_type_nn_16x16_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_16x16_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 16, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_16x16_layer1_weights, + av1_tx_type_nn_16x16_layer1_bias, + NONE, + av1_tx_type_nn_16x16_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_16x16_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; +/******************************************************************************/ + +// Tx type model for 4x16 block. +static float av1_tx_type_nn_4x16_hor_layer0_weights[32] = { + 0.36539f, 0.25667f, 0.01491f, -0.21959f, 2.55105f, 0.17615f, 1.79884f, + 1.65936f, -0.44363f, 0.00706f, -0.68004f, -0.64360f, 1.75760f, 1.91906f, + 1.47682f, 0.09650f, -3.59244f, -0.35004f, 0.93295f, 0.25806f, -0.08154f, + 0.79332f, 0.79535f, 1.09467f, 1.57855f, -0.51359f, 0.90553f, -1.67744f, + -1.74563f, -0.88830f, -1.77603f, 2.15935f, +}; + +static float av1_tx_type_nn_4x16_hor_layer0_bias[8] = { + -0.36435f, -2.22731f, -0.00837f, -1.34546f, + 0.62806f, -0.20675f, 4.91940f, -0.56079f, +}; + +static float av1_tx_type_nn_4x16_hor_layer1_weights[32] = { + -0.57191f, -1.46418f, 0.67331f, -1.15027f, 0.46288f, 0.81251f, 2.51768f, + -0.27147f, 0.00761f, -2.15214f, -0.69650f, -0.50808f, 0.92832f, 0.45668f, + 2.34201f, -0.52941f, 0.51008f, -1.55496f, -0.01371f, -0.12356f, 0.66624f, + 0.88043f, 2.64862f, -1.28024f, -0.17578f, -1.80034f, -0.32217f, 0.89519f, + 1.28413f, -0.30326f, 2.45329f, -0.83335f, +}; + +static float av1_tx_type_nn_4x16_hor_layer1_bias[4] = { + 2.33198f, + 3.36245f, + 1.62603f, + 2.91056f, +}; + +static float av1_tx_type_nn_4x16_hor_layer0_out[8] = { 0 }; +static float av1_tx_type_nn_4x16_hor_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_4x16_hor = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 4, // num_inputs + 8, // num_outputs + av1_tx_type_nn_4x16_hor_layer0_weights, // weights + av1_tx_type_nn_4x16_hor_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_4x16_hor_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 8, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_4x16_hor_layer1_weights, + av1_tx_type_nn_4x16_hor_layer1_bias, + NONE, + av1_tx_type_nn_4x16_hor_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_4x16_hor_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; + +static float av1_tx_type_nn_4x16_ver_layer0_weights[128] = { + 1.61392f, 1.41239f, 1.47646f, 1.47325f, 1.46110f, 1.49208f, 1.49414f, + 0.12835f, -0.76986f, 0.07087f, -0.24572f, -0.93168f, 3.07935f, -0.18183f, + -0.09831f, -0.07703f, -0.03222f, -0.25473f, -0.06090f, 2.93713f, -0.38711f, + -0.12884f, -0.18329f, -0.06262f, -0.00327f, -0.02930f, -0.01641f, -0.00622f, + -0.03305f, -4.07069f, -2.76643f, 0.04413f, -1.03176f, -0.19217f, -0.44980f, + -2.48615f, -2.58112f, -0.87695f, 0.16187f, -0.04891f, -0.06854f, 1.08104f, + 0.75245f, 1.49302f, 0.63363f, 1.45715f, 0.92574f, 1.72029f, 0.33326f, + 3.86646f, 0.04422f, 0.41019f, 0.36212f, 0.56600f, -1.01552f, 0.05128f, + 0.40454f, -1.05100f, -0.47461f, -1.33168f, -0.46145f, -1.36870f, -0.88838f, + -1.05358f, -0.18537f, -0.34357f, -0.03698f, 0.68905f, 0.41010f, 0.31223f, + -0.43382f, -0.74715f, 2.03366f, -0.30419f, 0.45747f, 0.09526f, 0.31678f, + 0.22915f, 0.21832f, 1.26385f, -0.06814f, -0.71417f, -1.18947f, 0.03762f, + 0.10936f, 2.97396f, -0.42638f, -0.03123f, -5.49756f, -0.17029f, -0.11323f, + 0.05173f, -0.44274f, -0.15738f, 0.11311f, 0.43872f, 0.16837f, -0.52849f, + 2.90050f, -0.54735f, -0.29591f, 1.24030f, 0.21696f, -0.04443f, -1.60877f, + -1.36365f, -1.27432f, -1.52060f, -1.34397f, -1.13371f, -1.87554f, 0.80123f, + 0.42820f, -0.14157f, -2.73963f, -0.68040f, -0.35236f, 0.14490f, 2.23477f, + 0.01370f, -0.20426f, -1.51411f, -0.72293f, 0.64516f, 0.97638f, 0.32616f, + -0.27975f, -0.01149f, +}; + +static float av1_tx_type_nn_4x16_ver_layer0_bias[16] = { + -1.37863f, -0.05763f, -0.07041f, 0.15306f, 0.96026f, -1.42105f, + -0.55822f, 1.04845f, -0.17662f, -1.25345f, -0.11927f, 0.49845f, + -0.32530f, 0.73483f, 0.08322f, -0.23890f, +}; + +static float av1_tx_type_nn_4x16_ver_layer1_weights[64] = { + 0.27194f, 0.50607f, 0.49229f, -0.48192f, 0.15667f, -1.38891f, 0.38102f, + -0.58825f, -0.07337f, -0.52909f, 0.36975f, 0.28710f, 0.34992f, -0.73630f, + 0.30386f, -0.58822f, 0.36127f, 0.57950f, 0.55878f, -0.42796f, 0.19967f, + -1.45517f, 0.42529f, -0.54630f, -0.38169f, -0.84899f, 0.41622f, 0.46935f, + 0.39077f, -0.75448f, 0.31698f, -0.76187f, 0.97765f, 0.57052f, 0.55825f, + -0.54273f, 0.20466f, -1.46347f, 0.41813f, -0.55019f, -0.19948f, -0.57982f, + 0.41206f, 0.32373f, 0.38537f, -1.11657f, 0.32887f, -0.76911f, 1.12259f, + 0.72163f, 0.82603f, 0.37786f, 0.34976f, -1.86642f, 0.59961f, -0.16329f, + -0.36631f, -0.56814f, 0.60410f, 0.53158f, 0.56389f, -0.70508f, 0.51009f, + -0.56513f, +}; + +static float av1_tx_type_nn_4x16_ver_layer1_bias[4] = { + 4.60896f, + 4.53551f, + 4.53124f, + 4.27435f, +}; + +static float av1_tx_type_nn_4x16_ver_layer0_out[16] = { 0 }; +static float av1_tx_type_nn_4x16_ver_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_4x16_ver = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 8, // num_inputs + 16, // num_outputs + av1_tx_type_nn_4x16_ver_layer0_weights, // weights + av1_tx_type_nn_4x16_ver_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_4x16_ver_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 16, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_4x16_ver_layer1_weights, + av1_tx_type_nn_4x16_ver_layer1_bias, + NONE, + av1_tx_type_nn_4x16_ver_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_4x16_ver_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; +/******************************************************************************/ + +// Tx type model for 16x4 block. +static float av1_tx_type_nn_16x4_hor_layer0_weights[128] = { + 1.45347f, -0.15743f, 0.44236f, 0.25808f, 0.33944f, 0.38678f, 0.24428f, + 1.67287f, 0.09539f, -0.42940f, -0.31507f, -0.00154f, -2.98755f, -2.27744f, + -0.49183f, 0.09333f, -0.99026f, -0.22157f, 0.53701f, 0.60447f, 0.15686f, + -0.04646f, 0.26341f, 2.12361f, 0.27090f, -1.14716f, -0.64146f, -0.91604f, + -0.75335f, -0.60056f, -1.25084f, 1.68473f, -3.24075f, -4.03867f, -2.07877f, + -0.02347f, 0.00333f, -0.01259f, -0.00465f, 0.02526f, 0.36286f, -0.10324f, + 2.12780f, -0.74584f, -1.05052f, 1.78467f, -0.55065f, -0.03326f, 2.46781f, + 1.18349f, 0.96015f, 1.01696f, 1.10584f, 1.07263f, 1.11531f, -1.06413f, + 0.32389f, -1.87360f, -0.14435f, 1.77926f, 1.09966f, -0.12680f, -0.61386f, + -0.09724f, -0.33095f, 1.12122f, 1.00791f, 1.52416f, 1.35004f, 1.32657f, + 0.60950f, -1.13538f, -0.38654f, 0.06473f, 2.10669f, 0.27734f, -0.38359f, + -1.91455f, -1.22676f, 0.05786f, 0.97432f, 2.19967f, 0.50457f, 0.78976f, + 0.95183f, -0.32414f, 0.49437f, -0.04506f, 0.18993f, -0.07971f, 0.23889f, + -0.09872f, -0.66036f, 0.05377f, 2.69638f, -0.08259f, -0.69210f, -1.08296f, + -1.96504f, -2.31947f, -0.80161f, -0.80456f, -1.35556f, -0.05323f, -4.42658f, + -0.30732f, -0.12043f, 0.11126f, 0.10771f, -0.14956f, -0.02218f, 0.41016f, + 1.16599f, 1.14629f, 1.12881f, 1.18676f, 1.24677f, 1.28695f, 1.11270f, + 0.08233f, 1.75440f, 0.49228f, -0.34858f, -0.17032f, 0.29288f, 0.47175f, + 0.19055f, -1.56413f, +}; + +static float av1_tx_type_nn_16x4_hor_layer0_bias[16] = { + -1.71227f, 0.47291f, -0.97536f, -0.66216f, 0.11729f, -0.21451f, + 2.75281f, 0.04318f, 2.03965f, 0.14618f, -0.70483f, -0.24517f, + 1.14048f, 0.33308f, -1.10886f, 0.41184f, +}; + +static float av1_tx_type_nn_16x4_hor_layer1_weights[64] = { + -1.17079f, 0.19096f, -1.05753f, -0.30803f, -1.21680f, -0.67255f, 1.60115f, + 0.05972f, 1.44759f, -0.04068f, -0.26331f, 0.31400f, 0.96923f, 0.33443f, + -0.77215f, -0.91316f, -1.78928f, 0.21483f, -1.24008f, -0.46190f, -0.12127f, + -0.62144f, 1.37593f, 0.08373f, 1.56215f, 0.00279f, -0.14556f, 0.38710f, + 0.96228f, 0.66433f, -0.51798f, -0.80738f, -0.18539f, 0.19377f, -1.03090f, + -1.51044f, -0.59485f, -0.62589f, 1.90742f, 0.09078f, 1.49113f, 0.00205f, + -0.15918f, 0.40827f, 1.08553f, 0.43431f, 0.33519f, -1.12669f, -1.10274f, + 0.80004f, -1.83599f, -0.53134f, 2.00515f, -0.32670f, 1.37124f, 0.51136f, + 1.62563f, 0.24787f, 0.31757f, 0.81751f, 1.57262f, 0.83214f, 1.04661f, + -0.43819f, +}; + +static float av1_tx_type_nn_16x4_hor_layer1_bias[4] = { + 2.32575f, + 2.75703f, + 1.12304f, + 2.15567f, +}; + +static float av1_tx_type_nn_16x4_hor_layer0_out[16] = { 0 }; +static float av1_tx_type_nn_16x4_hor_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_16x4_hor = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 8, // num_inputs + 16, // num_outputs + av1_tx_type_nn_16x4_hor_layer0_weights, // weights + av1_tx_type_nn_16x4_hor_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_16x4_hor_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 16, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_16x4_hor_layer1_weights, + av1_tx_type_nn_16x4_hor_layer1_bias, + NONE, + av1_tx_type_nn_16x4_hor_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_16x4_hor_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; + +static float av1_tx_type_nn_16x4_ver_layer0_weights[32] = { + 0.26047f, 0.99930f, 1.16484f, -0.28196f, -2.67483f, -0.21456f, -0.16854f, + 0.46375f, 1.47951f, 1.13735f, 1.12356f, 0.27385f, 0.50978f, 2.09967f, + -1.47386f, 0.01950f, -0.06362f, 0.26014f, 1.04544f, -0.03099f, 0.07478f, + -0.39701f, 0.05545f, 2.73633f, -0.56305f, -0.02208f, -0.44517f, -0.00897f, + -0.17967f, -0.96622f, 0.42635f, -1.04784f, +}; + +static float av1_tx_type_nn_16x4_ver_layer0_bias[8] = { + -0.52088f, 0.52844f, -1.03655f, -0.30974f, + 2.59952f, -1.93604f, 0.00000f, 2.51787f, +}; + +static float av1_tx_type_nn_16x4_ver_layer1_weights[32] = { + 0.10916f, -0.21219f, -0.51340f, 0.69161f, 1.45988f, -1.36942f, -0.40899f, + 1.05136f, -0.08486f, 0.10008f, -0.55304f, 0.88012f, 1.61177f, -1.64507f, + 0.63428f, 1.15130f, -0.17287f, -0.18592f, -0.01143f, 0.88293f, 1.73326f, + -1.63624f, 0.09359f, 1.18393f, 0.26531f, 0.22378f, 0.15170f, 1.06965f, + 1.26814f, -1.93873f, -0.00768f, 1.58309f, +}; + +static float av1_tx_type_nn_16x4_ver_layer1_bias[4] = { + 2.34713f, + 1.68667f, + 1.25488f, + 1.69812f, +}; + +static float av1_tx_type_nn_16x4_ver_layer0_out[8] = { 0 }; +static float av1_tx_type_nn_16x4_ver_layer1_out[4] = { 0 }; + +static NN_CONFIG_V2 av1_tx_type_nnconfig_16x4_ver = { + 1, // num_hidden_layers + { + // fc layer setting + { + // layer 0 + 4, // num_inputs + 8, // num_outputs + av1_tx_type_nn_16x4_ver_layer0_weights, // weights + av1_tx_type_nn_16x4_ver_layer0_bias, // bias + RELU, // activation + av1_tx_type_nn_16x4_ver_layer0_out, // output + NULL, + NULL, + NULL, + }, + { + 8, // num_inputs (!!same as num_outputs of last layer) + 4, + av1_tx_type_nn_16x4_ver_layer1_weights, + av1_tx_type_nn_16x4_ver_layer1_bias, + NONE, + av1_tx_type_nn_16x4_ver_layer1_out, + NULL, + NULL, + NULL, + }, + }, + 4, // num_outputs + av1_tx_type_nn_16x4_ver_layer1_out, // logits (!!same as last layer output) + SOFTMAX_CROSS_ENTROPY, +}; +/******************************************************************************/ + +// Map tx_size to its corresponding neural net model for tx type prediction. +static NN_CONFIG_V2 *av1_tx_type_nnconfig_map_hor[] = { + &av1_tx_type_nnconfig_4x4_hor, // 4x4 transform + &av1_tx_type_nnconfig_8x8_hor, // 8x8 transform + &av1_tx_type_nnconfig_16x16, // 16x16 transform + NULL, // 32x32 transform + NULL, // 64x64 transform + &av1_tx_type_nnconfig_4x8_hor, // 4x8 transform + &av1_tx_type_nnconfig_8x4_hor, // 8x4 transform + &av1_tx_type_nnconfig_8x16_hor, // 8x16 transform + &av1_tx_type_nnconfig_16x8_hor, // 16x8 transform + NULL, // 16x32 transform + NULL, // 32x16 transform + NULL, // 32x64 transform + NULL, // 64x32 transform + &av1_tx_type_nnconfig_4x16_hor, // 4x16 transform + &av1_tx_type_nnconfig_16x4_hor, // 16x4 transform + NULL, // 8x32 transform + NULL, // 32x8 transform + NULL, // 16x64 transform + NULL, // 64x16 transform +}; + +static NN_CONFIG_V2 *av1_tx_type_nnconfig_map_ver[] = { + &av1_tx_type_nnconfig_4x4_ver, // 4x4 transform + &av1_tx_type_nnconfig_8x8_ver, // 8x8 transform + &av1_tx_type_nnconfig_16x16, // 16x16 transform + NULL, // 32x32 transform + NULL, // 64x64 transform + &av1_tx_type_nnconfig_4x8_ver, // 4x8 transform + &av1_tx_type_nnconfig_8x4_ver, // 8x4 transform + &av1_tx_type_nnconfig_8x16_ver, // 8x16 transform + &av1_tx_type_nnconfig_16x8_ver, // 16x8 transform + NULL, // 16x32 transform + NULL, // 32x16 transform + NULL, // 32x64 transform + NULL, // 64x32 transform + &av1_tx_type_nnconfig_4x16_ver, // 4x16 transform + &av1_tx_type_nnconfig_16x4_ver, // 16x4 transform + NULL, // 8x32 transform + NULL, // 32x8 transform + NULL, // 16x64 transform + NULL, // 64x16 transform +}; +#else +/******************************CONFIG_NN***************************************/ +// Tx type model for 4x4 block. +static const float av1_tx_type_nn_weights_4x4_hor_layer0[32] = { + -1.64947f, -1.54497f, -1.62832f, -0.17774f, -2.89498f, -0.72498f, 0.72036f, + 0.17996f, 1.20000f, -0.27654f, 0.77396f, 1.21684f, -1.75909f, -0.51272f, + -1.25923f, 0.35005f, -0.04257f, -0.23389f, -0.41841f, -0.08229f, 0.09503f, + 2.73144f, -0.16875f, -0.23482f, 0.02194f, -0.26427f, 0.28049f, 0.21260f, + 1.35792f, 0.27733f, 0.88660f, -0.68304f, +}; + +static const float av1_tx_type_nn_bias_4x4_hor_layer0[8] = { + 1.38742f, 0.59540f, -1.37622f, 1.92114f, + 0.00000f, -0.38998f, -0.32726f, -0.15650f, +}; + +static const float av1_tx_type_nn_weights_4x4_hor_layer1[32] = { + 1.65254f, 1.00915f, -0.89318f, -2.05142f, -0.23235f, 0.96781f, -0.37145f, + -0.21056f, 1.13891f, 0.38675f, 0.87739f, -1.42697f, 0.48015f, 0.61883f, + -0.03979f, 0.11487f, 0.48042f, 0.45200f, -0.23242f, 0.75166f, 0.55458f, + 0.39452f, -0.35285f, 1.59120f, -1.49221f, -0.48349f, -0.64692f, 1.49297f, + -0.26782f, -0.65416f, -0.10648f, 0.05568f, +}; + +static const float av1_tx_type_nn_bias_4x4_hor_layer1[4] = { + 4.07177f, + 3.26961f, + 0.58083f, + 1.21199f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_4x4_hor = { + 4, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 8, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_4x4_hor_layer0, + av1_tx_type_nn_weights_4x4_hor_layer1 }, + { av1_tx_type_nn_bias_4x4_hor_layer0, av1_tx_type_nn_bias_4x4_hor_layer1 } +}; + +static const float av1_tx_type_nn_weights_4x4_ver_layer0[32] = { + -0.02032f, 2.61610f, 0.02098f, -0.30217f, 0.12637f, 0.11017f, -3.01996f, + 0.35144f, 1.93776f, -0.20463f, 1.64102f, -1.41986f, -3.66717f, -0.51655f, + 0.43910f, 0.37778f, -1.02634f, 0.85337f, -0.69753f, 1.00206f, 2.11784f, + 1.89427f, 1.92919f, 0.43201f, -1.67358f, -1.67035f, -1.54623f, 0.16714f, + -0.06589f, -0.28142f, -0.33118f, 1.72227f, +}; + +static const float av1_tx_type_nn_bias_4x4_ver_layer0[8] = { + -0.33685f, 0.22025f, 0.28140f, 0.56138f, + 0.93489f, -1.77048f, 1.34989f, -0.93747f, +}; + +static const float av1_tx_type_nn_weights_4x4_ver_layer1[32] = { + -1.39506f, -1.06271f, -1.10886f, -1.69719f, 0.19699f, -2.39850f, -1.26457f, + 0.75328f, -1.26005f, -0.82738f, -0.12015f, -1.02702f, 1.40828f, -2.37739f, + -0.65639f, -0.71992f, -0.90453f, -1.12510f, -2.41362f, -1.16061f, -1.85577f, + -0.99165f, -1.91366f, 0.16785f, 0.34776f, 0.58154f, -0.18217f, -0.29257f, + -0.86315f, -0.53336f, 0.30320f, -1.32331f, +}; + +static const float av1_tx_type_nn_bias_4x4_ver_layer1[4] = { + -1.31519f, + -3.26321f, + 1.71794f, + -1.90778f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_4x4_ver = { + 4, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 8, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_4x4_ver_layer0, + av1_tx_type_nn_weights_4x4_ver_layer1 }, + { av1_tx_type_nn_bias_4x4_ver_layer0, av1_tx_type_nn_bias_4x4_ver_layer1 } +}; +/******************************************************************************/ + +// Tx type model for 4x8 block. +static const float av1_tx_type_nn_weights_4x8_hor_layer0[32] = { + 0.00218f, -0.41880f, -0.61215f, -0.92588f, 0.54291f, -0.10898f, 0.70691f, + 0.46819f, -1.61598f, -0.08834f, -0.96839f, 1.18489f, -0.45171f, -0.65445f, + -0.32179f, -0.10399f, 1.04379f, 0.91895f, 0.85589f, 0.08267f, 1.35388f, + -2.03096f, 0.08168f, -0.06372f, -0.26732f, -0.48262f, -0.08682f, 2.44071f, + -1.35896f, -1.17121f, 1.68866f, 0.10357f, +}; + +static const float av1_tx_type_nn_bias_4x8_hor_layer0[8] = { + 2.93391f, 0.66831f, -0.21419f, 0.00000f, + -0.72878f, 0.15127f, -1.46755f, 0.16658f, +}; + +static const float av1_tx_type_nn_weights_4x8_hor_layer1[32] = { + -1.52077f, -1.06243f, 0.35319f, -0.49207f, 0.54524f, 0.44271f, 1.37117f, + -0.38957f, -1.28889f, -0.57133f, 0.04658f, 0.62278f, 0.37984f, 0.33247f, + 1.65547f, -0.56806f, -1.38645f, -0.76258f, 0.67926f, 0.08783f, -0.01443f, + 0.34950f, 1.45812f, -0.51332f, -1.41331f, -0.16453f, 0.05755f, 0.31405f, + -0.50191f, 0.18219f, 1.83664f, -0.75276f, +}; + +static const float av1_tx_type_nn_bias_4x8_hor_layer1[4] = { + -1.17455f, + -2.26089f, + -1.79863f, + -2.26333f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_4x8_hor = { + 4, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 8, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_4x8_hor_layer0, + av1_tx_type_nn_weights_4x8_hor_layer1 }, + { av1_tx_type_nn_bias_4x8_hor_layer0, av1_tx_type_nn_bias_4x8_hor_layer1 } +}; + +static const float av1_tx_type_nn_weights_4x8_ver_layer0[128] = { + -0.00952f, -0.98858f, -0.93181f, 1.39594f, 0.96559f, 0.18162f, -0.76064f, + -0.06066f, 0.07907f, -0.09365f, -0.21313f, -0.02187f, -2.61707f, -2.68702f, + -0.10982f, 0.18559f, 1.17049f, 1.11387f, 1.12697f, 1.05804f, 1.12764f, + 1.06318f, 1.12052f, 0.17406f, 1.83157f, 0.19362f, 0.46910f, 0.39608f, + 0.33342f, 0.40083f, 0.27645f, 1.06864f, -4.06645f, -0.38775f, -0.11070f, + 0.03781f, -0.09141f, 0.06185f, -0.04852f, 0.20163f, 0.16784f, 0.16641f, + -0.50941f, -0.61087f, 2.07008f, -0.82381f, -0.85558f, 0.05528f, -0.10535f, + -2.81150f, 0.67038f, 0.43643f, 0.49062f, -0.04465f, 0.90438f, 0.00977f, + 0.46272f, 1.59751f, 0.95234f, 0.35086f, 0.85624f, 0.73149f, 1.67779f, + -2.21511f, -1.24746f, -1.09014f, -0.92441f, -1.22591f, -1.06961f, -0.95897f, + -1.24956f, 0.73797f, 1.23275f, -0.60064f, -0.07851f, 0.14397f, 0.22110f, + -0.04422f, 0.14350f, 0.75926f, 0.35032f, 0.48104f, 2.81408f, 0.34662f, + 0.42090f, 0.35521f, -1.36804f, -0.14974f, -0.47696f, -0.07892f, 0.36910f, + 0.32299f, 0.23916f, 0.06032f, -0.17844f, -0.17558f, -1.42746f, -0.55828f, + -1.00418f, -0.64823f, -0.73654f, -0.85197f, -1.50989f, 1.69385f, -0.04973f, + -0.09273f, 1.04249f, 0.79235f, 1.13229f, 0.99617f, 0.03851f, 0.56334f, + 0.90795f, 1.08296f, 0.58519f, 1.74765f, 0.63971f, 1.35951f, 0.07803f, + -0.05127f, 0.26514f, -0.84629f, -0.66343f, -2.10630f, 0.11017f, 2.18528f, + -0.21958f, 0.05970f, +}; + +static const float av1_tx_type_nn_bias_4x8_ver_layer0[16] = { + 0.04205f, 0.22260f, -1.03870f, -1.19568f, 0.44283f, 0.01143f, + 0.00235f, 4.26772f, 0.44364f, -0.33199f, -0.39076f, -0.35129f, + 0.08288f, 0.18195f, -0.79890f, 0.10047f, +}; + +static const float av1_tx_type_nn_weights_4x8_ver_layer1[64] = { + -0.38193f, -0.12095f, 1.57802f, 0.34932f, -0.47333f, -0.12304f, -0.01736f, + -2.52445f, 0.18983f, -0.64707f, -0.60889f, -0.53750f, 0.91666f, -0.62823f, + -0.13377f, -0.43594f, -0.38618f, -0.01328f, 0.97457f, 1.48589f, -1.03238f, + -0.33459f, -0.35108f, -2.42417f, 0.60229f, 0.06824f, -0.75495f, 0.26902f, + 0.65311f, -0.23887f, -0.44604f, -0.55800f, -0.33842f, 0.04259f, -0.59589f, + 0.49738f, -0.62301f, -0.30896f, -0.29602f, -2.57052f, 2.00943f, -0.66490f, + -0.76312f, 0.28256f, 1.06311f, -0.38364f, -0.63508f, -0.57609f, -0.88765f, + -1.04403f, -0.46531f, 0.34084f, -1.20498f, -0.68352f, -0.72251f, -2.63242f, + -0.68736f, -0.37904f, -1.32371f, 0.47288f, 1.51904f, 0.78372f, -1.01830f, + -1.01848f, +}; + +static const float av1_tx_type_nn_bias_4x8_ver_layer1[4] = { + -1.45955f, + -2.08949f, + -1.24813f, + -1.55368f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_4x8_ver = { + 8, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_4x8_ver_layer0, + av1_tx_type_nn_weights_4x8_ver_layer1 }, + { av1_tx_type_nn_bias_4x8_ver_layer0, av1_tx_type_nn_bias_4x8_ver_layer1 } +}; +/******************************************************************************/ + +// Tx type model for 8x4 block. +static const float av1_tx_type_nn_weights_8x4_hor_layer0[128] = { + -0.22492f, 0.13341f, -4.03243f, -0.64015f, 0.02783f, 0.60466f, -0.13335f, + 0.16828f, 0.12336f, 0.52904f, 1.18455f, -0.32425f, 0.13052f, 0.93810f, + -3.71165f, 0.02990f, -4.63558f, 0.05666f, 0.03524f, -0.07449f, -0.44006f, + -0.33215f, -0.33713f, 0.08097f, 0.60873f, 0.29582f, 0.21696f, -0.78729f, + -0.16757f, -0.26567f, -0.00720f, -1.11226f, 1.58189f, 1.58463f, 1.48536f, + 1.54374f, 1.60069f, 1.46125f, 1.53932f, 0.05974f, -1.82192f, 0.47043f, + 0.38090f, 0.20833f, -0.05637f, 0.05183f, 0.01323f, -0.25662f, 0.78634f, + -0.55069f, -0.02975f, -1.29294f, -0.77192f, -2.34299f, -1.28074f, 0.77894f, + -1.69740f, -1.66032f, -1.44323f, -1.55063f, -1.50845f, -1.23690f, -1.80663f, + 0.75079f, 2.32551f, 0.05878f, 0.80438f, 0.88584f, 0.69153f, 0.89060f, + 0.73660f, 0.87259f, -0.00745f, -1.30044f, -0.59430f, 2.07270f, 1.03307f, + -0.84697f, -1.19393f, 0.17549f, -0.24978f, -3.67234f, 0.20781f, -0.53946f, + -0.05068f, 0.88274f, 1.30371f, 0.10288f, 0.07585f, 0.12259f, -0.30815f, + 0.25437f, -2.82096f, -2.69482f, 0.02370f, 0.12500f, -0.21019f, -0.49220f, + 0.03638f, -0.29795f, 0.28645f, -0.48432f, -0.38584f, -0.32148f, -0.47197f, + 0.32437f, 0.32528f, -0.19437f, 0.30383f, -0.31879f, 0.26359f, -0.12164f, + -0.43647f, -0.08288f, -0.33438f, -0.63608f, -0.46647f, -0.46574f, 0.47806f, + -0.49012f, -1.51234f, -1.13502f, -1.20470f, -1.02913f, -1.09182f, -0.93921f, + -1.85523f, 0.92532f, +}; + +static const float av1_tx_type_nn_bias_8x4_hor_layer0[16] = { + 0.36631f, 0.02901f, 0.64305f, 1.53074f, -1.40229f, 0.03852f, + -0.05043f, 0.89632f, -1.23312f, 0.07036f, 0.17070f, 0.56250f, + -0.28958f, -0.32869f, -0.01704f, 0.68171f, +}; + +static const float av1_tx_type_nn_weights_8x4_hor_layer1[64] = { + -0.49441f, -0.31960f, -0.84946f, -0.85800f, -2.37767f, 0.81373f, -0.73172f, + -0.69337f, 0.88807f, -0.49242f, -0.44717f, -0.11436f, 0.09978f, 0.15393f, + 0.17083f, 1.44850f, -0.20582f, -0.04906f, 0.42990f, -0.61939f, -1.09692f, + -1.14885f, -1.36879f, -1.30828f, -0.59558f, -0.30903f, -0.08906f, 0.06953f, + 0.15383f, -0.04193f, -0.54858f, 1.82676f, -0.22411f, 0.05264f, -0.45848f, + -0.72985f, 0.87553f, 0.04116f, -1.29774f, -2.63018f, 1.09089f, -0.36048f, + -0.16725f, 0.11627f, 0.49918f, 0.07539f, 0.00763f, 0.73706f, 0.87800f, + 0.57049f, 0.60969f, 1.02779f, 1.53339f, -0.35915f, 0.06410f, 1.44582f, + 0.09698f, 0.71888f, 0.60594f, 0.84103f, -0.50440f, -0.38825f, 0.15626f, + -1.10654f, +}; + +static const float av1_tx_type_nn_bias_8x4_hor_layer1[4] = { + -0.92861f, + -1.45151f, + -1.33588f, + -4.33853f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_8x4_hor = { + 8, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_8x4_hor_layer0, + av1_tx_type_nn_weights_8x4_hor_layer1 }, + { av1_tx_type_nn_bias_8x4_hor_layer0, av1_tx_type_nn_bias_8x4_hor_layer1 } +}; + +static const float av1_tx_type_nn_weights_8x4_ver_layer0[32] = { + -1.10946f, 1.86574f, -1.59343f, 0.27018f, -1.70676f, -0.73982f, -0.19021f, + -1.94208f, -2.29759f, -1.44402f, 0.28700f, -1.18340f, -1.50158f, -0.44175f, + -1.36831f, 1.00374f, 2.59312f, 0.50291f, -0.71042f, -0.12238f, -0.15901f, + -0.22807f, -0.67376f, -0.30215f, 0.54407f, -0.45538f, 1.18262f, 2.28687f, + 1.66212f, 1.70826f, 1.55182f, 0.12230f, +}; + +static const float av1_tx_type_nn_bias_8x4_ver_layer0[8] = { + 0.10943f, 2.09789f, 2.16578f, 0.15766f, + -0.42461f, 0.00000f, 1.22090f, -1.28717f, +}; + +static const float av1_tx_type_nn_weights_8x4_ver_layer1[32] = { + 1.20426f, -1.23237f, 2.41053f, -0.72488f, 1.25249f, 0.18018f, -0.09586f, + 2.17901f, 0.15364f, 1.21535f, -0.38263f, -0.74309f, 0.50551f, -0.54208f, + 0.59139f, 1.16095f, 0.55919f, -0.60183f, 1.18949f, 1.60787f, 0.54002f, + -0.10712f, -0.16153f, 0.16207f, -0.32338f, 2.68712f, -2.83483f, -0.27086f, + -1.15005f, -0.39311f, 1.51236f, -1.68973f, +}; + +static const float av1_tx_type_nn_bias_8x4_ver_layer1[4] = { + 1.81013f, + 1.10517f, + 2.90059f, + 0.95391f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_8x4_ver = { + 4, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 8, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_8x4_ver_layer0, + av1_tx_type_nn_weights_8x4_ver_layer1 }, + { av1_tx_type_nn_bias_8x4_ver_layer0, av1_tx_type_nn_bias_8x4_ver_layer1 } +}; +/******************************************************************************/ + +// Tx type model for 8x8 block. +static const float av1_tx_type_nn_weights_8x8_hor_layer0[128] = { + -0.85529f, 0.37619f, 0.12754f, 0.08622f, 0.45278f, 0.54929f, 1.60651f, + -0.62654f, -0.54929f, -0.10131f, -0.17569f, 0.13948f, 0.31695f, -0.05616f, + 0.20483f, -0.36448f, 2.27203f, -0.33087f, 0.47679f, 0.86888f, 0.39370f, + 0.46239f, 0.01113f, 1.50327f, -1.48226f, -1.69621f, -1.49777f, -1.38885f, + -1.37753f, -1.22681f, -1.70576f, 0.51329f, -1.65662f, 1.74197f, -0.13579f, + -0.13133f, -0.58396f, -0.55510f, -1.10709f, -2.34975f, 0.22445f, -0.56491f, + -0.83432f, 0.13492f, 1.32147f, 2.85285f, 0.13819f, 0.03792f, -1.30792f, + 0.04155f, -0.70644f, -0.43430f, -0.16212f, -0.86945f, -1.16976f, 1.68339f, + 0.29540f, 0.01137f, -0.25335f, -0.16856f, 0.12028f, 0.05207f, 0.39357f, + -0.01545f, -0.21980f, -1.94091f, -1.01315f, -0.68270f, -0.40590f, -0.67111f, + 2.08283f, 0.19291f, -4.81426f, -0.65044f, -0.24598f, 0.06371f, -0.10272f, + -0.14502f, -0.06821f, 0.45202f, 0.21091f, -0.80864f, 0.39255f, 1.79189f, + 1.80453f, 1.10484f, 1.17608f, 0.96901f, -0.35871f, -0.94311f, 0.63147f, + 2.95157f, 0.45917f, -0.42849f, -0.55643f, -0.06097f, 3.49299f, -0.50972f, + 0.11075f, -0.08405f, -0.09274f, -0.22694f, -0.42426f, 0.48632f, -1.61074f, + 1.82998f, 0.37623f, -1.20330f, -0.01142f, -1.33307f, -0.27492f, -2.23621f, + 1.38846f, 1.42085f, 1.42568f, 1.36152f, 1.46910f, 1.27473f, 1.34752f, + 0.12753f, -1.08197f, -1.08280f, -0.79489f, -1.12338f, -1.06795f, -0.87857f, + -0.99892f, 1.09823f, +}; + +static const float av1_tx_type_nn_bias_8x8_hor_layer0[16] = { + -0.49232f, -0.29685f, -1.44020f, 1.10940f, 1.16452f, -0.34862f, + -0.38761f, -0.36243f, 0.21776f, 0.28234f, 2.34269f, -0.04104f, + -0.26319f, 2.65579f, -1.30137f, -0.01487f, +}; + +static const float av1_tx_type_nn_weights_8x8_hor_layer1[64] = { + -0.38058f, -0.41295f, -1.26884f, -0.75560f, -1.57450f, 0.56072f, -1.42322f, + -0.29106f, 0.07228f, 0.04391f, 1.61388f, -0.03055f, 0.81637f, 2.06045f, + 0.27119f, -0.48328f, -0.45528f, -0.60534f, -1.61209f, -0.78157f, -1.65034f, + 0.60958f, -1.30523f, 0.25143f, 0.11398f, 0.37860f, 1.54829f, 0.02309f, + 0.67288f, 2.11447f, 0.44845f, -0.70406f, -0.67897f, -0.38759f, -1.30383f, + -1.22646f, -1.54571f, 0.60552f, -1.52565f, 0.11469f, 0.17344f, 0.08622f, + 1.57906f, -0.00909f, 0.81634f, 2.04909f, 1.26466f, -1.45741f, -0.75229f, + 0.06200f, -1.05835f, -0.66257f, -1.73766f, 0.99923f, -1.87082f, 0.14580f, + 0.49525f, 0.46839f, 1.32203f, 0.33923f, 0.97001f, 2.38584f, 1.58811f, + 0.06161f, +}; + +static const float av1_tx_type_nn_bias_8x8_hor_layer1[4] = { + 1.70385f, + 1.82373f, + 1.78496f, + 1.80826f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_8x8_hor = { + 8, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_8x8_hor_layer0, + av1_tx_type_nn_weights_8x8_hor_layer1 }, + { av1_tx_type_nn_bias_8x8_hor_layer0, av1_tx_type_nn_bias_8x8_hor_layer1 } +}; + +static const float av1_tx_type_nn_weights_8x8_ver_layer0[128] = { + -0.67016f, -1.72366f, -1.86576f, -1.50962f, -1.70419f, -1.73964f, -1.84615f, + 2.09681f, -0.05081f, -0.61030f, 2.02541f, 0.60222f, 0.99936f, 2.02114f, + -0.53893f, -0.23757f, 0.73566f, 0.25443f, 0.00132f, -0.74036f, -0.75351f, + -0.76964f, -1.71007f, -0.15770f, 1.60982f, 2.17638f, 0.90681f, 0.64973f, + 0.85914f, 0.58786f, -1.46228f, 0.05187f, 1.18804f, 0.30850f, 0.29512f, + 0.40526f, 0.37635f, 0.32311f, 0.37471f, 1.12346f, 3.41856f, -0.36653f, + 0.42537f, -0.19240f, 0.00155f, 0.30826f, -0.02116f, -0.53435f, -0.34829f, + -0.52466f, -0.11521f, -0.29163f, -2.05689f, -2.87372f, -0.62626f, 0.09585f, + -0.75257f, 0.10057f, 1.43474f, 0.89450f, 0.75900f, 1.11147f, 1.00558f, + 0.25886f, 2.22095f, -0.17926f, 0.57161f, 0.39546f, 0.47846f, 0.40452f, + 0.54298f, 0.45814f, -3.62788f, -3.02374f, 0.03716f, -0.13937f, -0.09415f, + -0.12463f, 0.05682f, 0.03672f, 1.20746f, 1.25003f, 1.27071f, 1.31883f, + 1.27473f, 1.34943f, 1.23158f, 0.09039f, 0.19388f, 0.63420f, 2.79612f, + 0.93803f, -0.11323f, -0.02027f, 0.41286f, -0.05979f, -3.80705f, -0.52451f, + -0.77098f, -0.68132f, -0.65559f, -0.60975f, -1.26165f, 0.25582f, 0.05346f, + 0.61403f, 0.32140f, -2.39831f, -1.42355f, 1.30541f, 1.02361f, 0.12930f, + -1.61469f, -0.77036f, -0.59144f, 1.27769f, 1.52068f, 0.82137f, 1.83159f, + -0.66626f, -0.69806f, -1.00564f, -0.85995f, -0.90889f, -0.84412f, -0.85712f, + -1.29848f, 0.39308f, +}; + +static const float av1_tx_type_nn_bias_8x8_ver_layer0[16] = { + -0.14868f, -0.48343f, 3.94416f, -0.78037f, -1.33789f, -0.60611f, + 0.51793f, 0.44030f, -0.71563f, 0.22561f, -1.19083f, -0.46149f, + 0.83015f, 0.06024f, 1.17180f, 0.65122f, +}; + +static const float av1_tx_type_nn_weights_8x8_ver_layer1[64] = { + -1.42711f, -0.21683f, 2.12061f, 0.20489f, -0.50228f, -0.24770f, 0.23391f, + 1.03470f, -0.44847f, -0.63225f, -0.21583f, -0.06467f, -0.21892f, -0.07786f, + 1.43322f, 0.00280f, -1.53057f, -0.18912f, 1.95333f, 0.31151f, -2.07601f, + 0.06776f, 0.25529f, 0.94800f, -1.11453f, -0.20594f, -0.13281f, 0.01485f, + 0.17650f, -0.07955f, 1.43734f, -0.23193f, -2.06463f, -0.21238f, 2.13707f, + 0.30351f, 0.27594f, -0.36245f, 0.19539f, 0.91045f, -0.24068f, -0.37616f, + 0.88792f, 0.02947f, -0.16903f, -0.04932f, 1.51293f, -0.95967f, -1.62903f, + 0.05326f, 2.30703f, 0.64445f, -1.09464f, -0.16623f, 1.00240f, 0.07548f, + -0.50406f, 0.63854f, 1.02340f, 0.49833f, 0.13671f, 0.26722f, 2.09516f, + -0.41305f, +}; + +static const float av1_tx_type_nn_bias_8x8_ver_layer1[4] = { + 2.14067f, + 2.76699f, + 2.04233f, + 1.34803f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_8x8_ver = { + 8, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_8x8_ver_layer0, + av1_tx_type_nn_weights_8x8_ver_layer1 }, + { av1_tx_type_nn_bias_8x8_ver_layer0, av1_tx_type_nn_bias_8x8_ver_layer1 } +}; +/******************************************************************************/ + +// Tx type model for 8x16 block. +static const float av1_tx_type_nn_weights_8x16_hor_layer0[128] = { + -1.61872f, -1.58520f, -1.41236f, -1.53255f, -1.59794f, -1.25769f, -1.90043f, + 0.73431f, 1.10135f, 0.47054f, 0.43230f, -0.43009f, -0.09135f, -0.07289f, + -0.38785f, 1.23775f, -0.35312f, 0.73789f, 0.88864f, 0.75957f, 0.62579f, + 0.46974f, 0.21851f, 1.63821f, -2.27289f, -0.68522f, -0.69814f, -0.84368f, + -0.91320f, -0.63055f, -1.03296f, 0.55778f, -0.00071f, 1.27539f, 1.60068f, + 1.40975f, 0.97372f, 0.92843f, 1.90853f, 0.12626f, 1.71953f, 1.41978f, + -0.12234f, -1.27058f, 0.76207f, 0.02495f, -0.67038f, -0.05255f, 1.72923f, + 1.47630f, 1.47058f, 1.47614f, 1.49354f, 1.66131f, 1.50801f, 0.17145f, + -2.30947f, -2.10850f, -1.25636f, -0.24900f, 0.72602f, 1.26572f, 0.97865f, + -0.65466f, 1.31129f, 0.26916f, 0.12139f, -0.12761f, -0.39143f, -0.28134f, + 0.06584f, 2.24418f, 0.22516f, 0.05011f, -0.01671f, -0.29476f, -0.40326f, + 0.21138f, -0.11573f, -0.31154f, -0.36828f, 0.03694f, -0.07172f, -0.63419f, + -3.14351f, -1.23125f, 0.65311f, -0.11406f, 1.97287f, -0.10422f, 0.83896f, + 0.85033f, 0.49724f, 0.80482f, 0.51454f, 1.06447f, 0.76693f, 0.72599f, + -0.78573f, -0.53950f, 0.40894f, 0.00086f, 0.10784f, -0.70498f, 1.16395f, + 1.14597f, 1.13496f, 1.12177f, 1.02100f, -1.37574f, -2.97144f, 0.33899f, + 0.42013f, 0.86327f, 2.31983f, 2.04008f, 0.95503f, 0.15081f, 0.11530f, + -0.02574f, -4.77119f, 0.13257f, -0.01704f, -0.23087f, -0.00825f, 0.07029f, + -0.28136f, 0.42556f, +}; + +static const float av1_tx_type_nn_bias_8x16_hor_layer0[16] = { + 0.93617f, -0.24000f, -1.26821f, 0.78780f, 0.13690f, -0.21948f, + -1.45162f, 0.44584f, -1.92582f, -0.23169f, 0.56004f, -1.19937f, + 1.81560f, -1.02643f, -0.81690f, 0.08302f, +}; + +static const float av1_tx_type_nn_weights_8x16_hor_layer1[64] = { + 0.06696f, -0.11538f, -1.42029f, 0.32965f, 0.81046f, 0.01146f, 1.20945f, + -0.16899f, 0.53224f, -0.40232f, 0.01786f, -0.73242f, 1.29750f, 1.95185f, + 0.70143f, 1.43287f, 0.76220f, 0.79937f, -1.79011f, -1.15178f, 0.42526f, + -0.67519f, 0.77267f, -0.30697f, 2.46004f, -0.49828f, 0.02875f, 1.09972f, + 1.47662f, 0.61719f, 0.61417f, -0.12363f, 2.53048f, 0.00418f, -1.38964f, + 0.88117f, 0.39239f, -0.19347f, -2.58600f, -0.33715f, 1.09323f, -0.32127f, + 0.02456f, -0.19125f, 1.12728f, 0.66502f, 0.34296f, 1.14897f, 0.29967f, + 1.19209f, 0.22108f, -0.11975f, 1.49776f, -1.34624f, -2.58478f, -1.34632f, + 1.53207f, 0.45634f, -1.48476f, 0.17489f, 0.71790f, -2.12086f, -1.21778f, + -1.31243f, +}; + +static const float av1_tx_type_nn_bias_8x16_hor_layer1[4] = { + 0.83359f, + 1.06875f, + 1.77645f, + 1.49570f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_8x16_hor = { + 8, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_8x16_hor_layer0, + av1_tx_type_nn_weights_8x16_hor_layer1 }, + { av1_tx_type_nn_bias_8x16_hor_layer0, av1_tx_type_nn_bias_8x16_hor_layer1 } +}; + +static const float av1_tx_type_nn_weights_8x16_ver_layer0[128] = { + 0.32858f, -1.28887f, 0.25632f, -0.05262f, 2.69203f, -0.07004f, 1.37337f, + -0.05725f, -0.05659f, 0.05592f, 0.01039f, -0.29343f, 1.58628f, -0.30003f, + -3.43118f, 0.00272f, 1.70928f, -0.76348f, 0.05889f, -0.03263f, -0.07724f, + 0.03523f, -0.19890f, 1.18005f, -0.03605f, -0.20530f, -4.00733f, 0.10210f, + -0.05368f, -0.17650f, -0.15317f, 0.06499f, 0.56705f, 1.04341f, 0.62890f, + 0.73451f, -0.22199f, 0.86659f, 0.78443f, -0.61664f, -0.50606f, 0.30247f, + 0.14455f, 0.39276f, 0.49203f, 0.65019f, 0.12269f, 1.64080f, 1.68289f, + 1.42694f, 1.60825f, 1.58501f, 1.47252f, 1.62589f, 1.48218f, 0.17726f, + -0.04884f, 0.35376f, -0.04796f, 0.32589f, 0.35087f, 0.35258f, -0.46103f, + -0.31176f, -0.05203f, 0.07247f, -0.26756f, 0.22019f, 0.03412f, 0.33773f, + 0.29811f, -0.11140f, 0.12831f, -0.44673f, -0.09858f, 0.07889f, 0.15137f, + 0.00347f, -0.23394f, 0.08886f, -0.31201f, -0.79912f, -0.51092f, 0.14123f, + -1.09599f, -4.26020f, -0.68675f, -0.02842f, -1.54538f, -1.28977f, -1.30558f, + -1.21074f, -1.37142f, -1.14743f, -1.85397f, 0.82985f, -0.30681f, 0.04494f, + -0.24023f, -4.18053f, -0.16096f, -0.55492f, -0.27882f, 0.05829f, -0.41224f, + -2.52088f, -0.56162f, -1.04547f, -1.70685f, -0.28842f, -1.43673f, -0.01468f, + -3.20585f, -0.69120f, -0.43931f, -0.46270f, -0.65885f, -0.55884f, -0.75138f, + 0.36381f, -5.70858f, -0.14548f, -0.15745f, -0.11812f, -0.07605f, -0.07693f, + -0.12236f, 0.16075f, +}; + +static const float av1_tx_type_nn_bias_8x16_ver_layer0[16] = { + -0.35385f, 0.30491f, -0.90011f, 0.42941f, 1.20928f, -0.88331f, + -1.48818f, -0.34785f, -0.32668f, -0.22695f, 0.89188f, 0.65521f, + 0.57598f, 0.99819f, 0.75175f, 0.17044f, +}; + +static const float av1_tx_type_nn_weights_8x16_ver_layer1[64] = { + -0.62913f, -0.34304f, 0.42963f, -0.17440f, -1.44092f, 0.69142f, -1.36067f, + 0.52211f, 0.44658f, -0.26501f, -0.41657f, 0.34428f, -0.34390f, -0.58567f, + -0.84097f, -1.96311f, -0.37215f, -0.22250f, -1.23811f, -0.07247f, -0.81731f, + 0.58755f, -1.30559f, 0.39551f, 0.41743f, -0.09940f, -0.33230f, 0.14458f, + -0.25139f, -0.54517f, 0.13469f, -0.38157f, -0.39109f, -0.18205f, 0.06834f, + -0.08395f, -0.92187f, 0.56724f, 1.44381f, 0.53226f, -0.22356f, 0.12285f, + -0.29418f, -1.86749f, -0.22372f, -0.60204f, -0.87746f, -1.16936f, 0.56884f, + 0.62641f, -0.11823f, 1.00395f, 1.64794f, -0.64535f, 2.29322f, -0.23397f, + 0.17251f, -0.35927f, 0.65631f, -0.26812f, 0.80128f, 0.85748f, 0.47404f, + 2.20547f, +}; + +static const float av1_tx_type_nn_bias_8x16_ver_layer1[4] = { + -0.44080f, + -1.67455f, + -1.46332f, + -6.13206f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_8x16_ver = { + 8, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_8x16_ver_layer0, + av1_tx_type_nn_weights_8x16_ver_layer1 }, + { av1_tx_type_nn_bias_8x16_ver_layer0, av1_tx_type_nn_bias_8x16_ver_layer1 } +}; +/******************************************************************************/ + +// Tx type model for 16x8 block. +static const float av1_tx_type_nn_weights_16x8_hor_layer0[128] = { + 0.02600f, 0.09786f, -1.05107f, -0.35594f, -0.15658f, 2.99828f, -0.07106f, + -0.10101f, -0.14412f, -0.83790f, -0.19434f, 2.28368f, 1.91727f, -0.00956f, + -0.90640f, 0.09174f, 1.58895f, 1.38945f, 1.49431f, 1.51381f, 1.44803f, + 1.53544f, 1.44694f, 0.17753f, 1.69735f, -0.78652f, 0.31092f, -0.23736f, + 0.02231f, -0.09884f, -0.00493f, 1.21189f, -1.94382f, -0.34629f, -0.58309f, + 0.72291f, -0.30056f, 0.90660f, -0.57495f, 3.07809f, 0.73644f, 1.43050f, + 1.34356f, -0.66554f, 0.50102f, -0.64305f, 0.42044f, -1.66165f, -0.05733f, + -2.51402f, -1.01067f, -0.33390f, -0.32986f, -0.92431f, 1.86281f, -0.07290f, + -0.26290f, -0.68941f, 1.81156f, 0.66125f, -2.09974f, 0.17032f, -0.67461f, + -0.00876f, -1.50154f, 1.17153f, 1.00377f, 0.33022f, 0.74689f, 0.42878f, + 0.61725f, -0.83967f, 0.09467f, -0.39892f, 0.33863f, 0.10656f, -0.09249f, + -0.39757f, 0.48481f, -0.35162f, 1.47014f, 1.67827f, -1.84051f, 0.16291f, + -0.50135f, -2.29911f, -0.42217f, -0.13358f, 1.45899f, -0.14743f, -0.02763f, + -0.28003f, -0.01364f, 0.21014f, -0.29026f, -0.20198f, 1.38782f, 0.56731f, + 0.27489f, 0.43227f, 0.41326f, 0.42721f, 0.87720f, -1.90067f, -5.04951f, + -0.17638f, -0.58119f, -0.08954f, -0.13692f, -0.12325f, -0.38548f, 0.66462f, + -1.42377f, -1.21917f, -1.38193f, -1.36539f, -1.39378f, -1.19629f, -1.59812f, + 0.28689f, 0.32394f, 0.52128f, 0.01013f, -0.28948f, -0.26293f, -0.44331f, + -0.36570f, -0.50757f, +}; + +static const float av1_tx_type_nn_bias_16x8_hor_layer0[16] = { + -0.08696f, -0.22110f, -1.43604f, -1.00451f, -1.51029f, 0.63736f, + 0.45260f, 0.16229f, 4.01393f, -0.21748f, 0.36411f, -0.08764f, + -0.12329f, 0.08986f, 1.08117f, -0.00220f, +}; + +static const float av1_tx_type_nn_weights_16x8_hor_layer1[64] = { + 0.55824f, -0.14648f, 0.81947f, -0.45867f, -1.86078f, -0.17291f, 0.34849f, + 0.15153f, 1.75625f, -0.25760f, 0.72015f, -0.30059f, -0.57975f, 0.07609f, + -0.02036f, 0.07912f, 0.57080f, -0.13792f, 0.74184f, -0.87669f, -1.87572f, + -0.27270f, 0.39751f, 0.19652f, 2.03514f, -0.32944f, 0.76251f, 0.04399f, + -0.63175f, 0.37420f, 0.08309f, 0.04466f, 0.60255f, -0.12820f, 1.66065f, + -0.59496f, -1.94794f, -0.14847f, 0.39424f, 0.16273f, 1.80587f, 0.41197f, + 0.74691f, -0.21217f, -0.63173f, 0.09510f, -0.35538f, -0.04407f, 0.92847f, + 0.20141f, 1.68680f, -0.56528f, -2.26960f, 0.12978f, 0.73748f, 0.42438f, + 2.00673f, -0.40189f, 0.95423f, 0.23234f, -0.80953f, 0.65814f, 0.49444f, + -0.23347f, +}; + +static const float av1_tx_type_nn_bias_16x8_hor_layer1[4] = { + 3.57175f, + 2.42612f, + 3.31259f, + 2.08287f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_16x8_hor = { + 8, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_16x8_hor_layer0, + av1_tx_type_nn_weights_16x8_hor_layer1 }, + { av1_tx_type_nn_bias_16x8_hor_layer0, av1_tx_type_nn_bias_16x8_hor_layer1 } +}; + +static const float av1_tx_type_nn_weights_16x8_ver_layer0[128] = { + 0.46633f, 1.55328f, -0.11230f, -0.29571f, 0.18814f, -1.52430f, -2.34660f, + 0.08644f, -1.97718f, -1.29140f, -1.12262f, -1.12985f, -1.25911f, -0.96506f, + -1.57129f, 0.96021f, 1.34192f, 1.28623f, 1.21655f, 1.28758f, 1.25482f, + 1.30195f, 1.19190f, 0.09310f, 0.52072f, 0.91487f, 1.24100f, 1.61236f, + 1.72166f, 2.20750f, 1.62379f, -1.43936f, 0.50665f, 0.40213f, 0.66502f, + -1.66699f, -3.07618f, 0.05877f, 0.60987f, -0.09995f, -0.10916f, 0.48049f, + 0.23812f, 0.39847f, -0.21682f, -0.63455f, 0.33453f, -0.67939f, -4.14355f, + -0.62756f, -0.22502f, -0.17215f, 0.01062f, 0.27049f, -0.10748f, 0.30945f, + 2.72445f, -0.89181f, -0.06800f, 0.20595f, -0.73385f, 0.04071f, -1.30294f, + 1.83507f, 0.92570f, 0.69609f, 0.76285f, 0.69892f, 0.76409f, 0.63104f, + 0.73397f, 1.09575f, -0.20129f, -0.24022f, -0.24599f, -0.59107f, -0.88755f, + -0.68987f, -0.75495f, -1.31002f, -1.30237f, -0.94093f, -2.15678f, -1.49303f, + -1.17498f, -1.39952f, -0.91270f, -0.05587f, 1.02381f, -0.75580f, -0.65263f, + -0.78996f, -0.71075f, -0.71018f, -0.70350f, -1.26196f, 2.34208f, -0.53611f, + 0.19752f, -0.16842f, -0.24828f, 0.21857f, 0.08222f, -2.55894f, -1.75702f, + 0.11394f, 1.03083f, 0.79972f, -1.54112f, -1.82341f, -0.57597f, -0.02077f, + -0.39616f, -0.00995f, -0.12809f, 0.01188f, -0.25117f, 0.09202f, 0.09336f, + -0.05614f, -0.30039f, 0.25834f, 1.19944f, 1.22533f, 0.92330f, 0.75967f, + -0.81945f, -0.41647f, +}; + +static const float av1_tx_type_nn_bias_16x8_ver_layer0[16] = { + 0.17841f, 0.67315f, -1.24450f, 3.13859f, 0.16203f, -0.14992f, + 0.29553f, -1.15567f, -0.71421f, 1.15977f, 1.14585f, 3.02460f, + -0.04510f, 0.48000f, -0.09354f, -0.42422f, +}; + +static const float av1_tx_type_nn_weights_16x8_ver_layer1[64] = { + 0.29912f, -0.10009f, -1.11478f, 1.76812f, -0.27719f, 0.52148f, 0.17622f, + -1.17116f, 0.73397f, -0.69279f, -0.11080f, 1.53751f, -1.42003f, 0.14731f, + 0.13592f, -0.04883f, 0.39186f, -0.13655f, -0.43994f, 1.82759f, -0.25601f, + -0.15018f, 0.51920f, -1.56070f, 0.31683f, -0.79367f, -0.02904f, 1.28637f, + -1.15203f, 0.26627f, 0.42828f, -0.24258f, 0.38647f, -0.83352f, 0.32553f, + 2.09522f, -0.26822f, -0.42191f, 0.32825f, -1.30748f, 1.50551f, -0.52669f, + 0.20045f, 1.69318f, -1.47839f, 0.30802f, -0.07290f, -0.28106f, 0.68192f, + -0.15522f, 1.12579f, 2.21921f, 0.09720f, -0.50265f, 0.83165f, -1.31721f, + 0.72422f, -1.24952f, 0.61653f, 2.04117f, -1.42406f, 0.52568f, -0.46180f, + -0.00873f, +}; + +static const float av1_tx_type_nn_bias_16x8_ver_layer1[4] = { + 3.34981f, + 3.74710f, + 1.38339f, + 0.45176f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_16x8_ver = { + 8, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_16x8_ver_layer0, + av1_tx_type_nn_weights_16x8_ver_layer1 }, + { av1_tx_type_nn_bias_16x8_ver_layer0, av1_tx_type_nn_bias_16x8_ver_layer1 } +}; +/******************************************************************************/ + +// Tx type model for 16x16 block. +static const float av1_tx_type_nn_weights_16x16_layer0[128] = { + 1.26592f, 1.36313f, 1.30956f, 1.29926f, 1.48816f, 1.68851f, 1.32000f, + 0.13321f, -0.22477f, -0.88906f, -0.19622f, 1.69605f, 1.22180f, -1.57771f, + -1.15765f, 0.05710f, -1.13355f, -0.85486f, -0.99971f, -0.91571f, -1.06031f, + -0.77952f, -1.15723f, 1.17809f, 1.35602f, -0.05243f, -0.37596f, 0.26108f, + 0.17611f, -0.10323f, 0.77279f, -0.48911f, -0.79308f, 0.55112f, 0.43918f, + 0.27872f, 0.28714f, 0.45830f, 1.05689f, 0.03705f, -2.49975f, -0.01940f, + 0.05709f, 0.07942f, -0.13290f, -0.10359f, 0.00143f, 0.37303f, 0.96470f, + 0.53293f, 1.14459f, 0.89185f, 0.43378f, 0.47764f, 0.90924f, 0.15279f, + -0.15361f, 0.02949f, 0.42240f, 0.68143f, 0.89588f, 0.73754f, 0.10974f, + 1.57755f, -0.39870f, -0.32914f, 0.35638f, 0.34991f, -0.00003f, -0.23373f, + 0.29630f, -0.76699f, -0.01356f, 0.04234f, 0.84253f, 1.92078f, 0.93160f, + 0.71993f, 0.71604f, 0.76455f, -1.59782f, 0.32332f, 1.11628f, 0.33062f, + -0.03728f, -0.05710f, 0.80447f, -0.14719f, 1.34658f, -0.05718f, 0.64015f, + 0.21926f, 0.41653f, 0.12720f, 0.54092f, 1.39411f, 1.81819f, -0.24513f, + 0.00955f, 0.38011f, -0.57787f, -0.41759f, 0.68834f, -0.31783f, -0.40607f, + -0.10107f, -0.79374f, 0.75599f, -0.16282f, -0.14490f, -0.20783f, -0.55019f, + -0.13793f, -0.22293f, 0.18305f, 0.12445f, 0.56830f, 0.24567f, 0.09278f, + 0.70803f, 0.35803f, -1.52676f, -0.89624f, 0.77665f, 0.19877f, 0.77175f, + 0.50355f, 0.08592f, +}; + +static const float av1_tx_type_nn_bias_16x16_layer0[16] = { + -1.31834f, 0.14346f, -0.10062f, 0.84489f, 0.95617f, -0.06720f, + -0.68502f, -0.91442f, -0.31932f, 0.25276f, -0.15138f, -1.57661f, + -0.14062f, -0.42120f, 0.94573f, -0.09287f, +}; + +static const float av1_tx_type_nn_weights_16x16_layer1[64] = { + -1.80333f, -1.06353f, 0.55139f, 0.74644f, 0.13747f, -0.93018f, -0.10286f, + 0.67133f, 0.24460f, 1.44583f, 0.02173f, 0.26037f, -0.73687f, 0.19566f, + 0.61846f, -0.58601f, -1.03196f, -0.74415f, 0.30041f, -0.41967f, 1.08740f, + 0.96224f, -0.59139f, 0.03813f, 0.05403f, 1.33427f, -0.54375f, -1.92181f, + 0.54704f, 0.13608f, 0.22151f, -0.38076f, 1.18390f, -0.77508f, -1.84283f, + 1.00894f, 0.62318f, -0.15296f, 1.27600f, 0.22822f, 0.12751f, 0.93910f, + -0.28502f, 0.53912f, -0.96889f, 0.10182f, 0.81508f, -0.43028f, 2.67386f, + 0.52204f, 0.49820f, -0.41711f, 1.05038f, 1.12192f, 0.74349f, -0.75417f, + -0.03718f, -0.35769f, 0.89651f, 0.63236f, 0.54215f, -0.07894f, 0.48274f, + 1.08829f, +}; + +static const float av1_tx_type_nn_bias_16x16_layer1[4] = { + 0.81986f, + 1.26865f, + 0.11118f, + 2.48404f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_16x16 = { + 8, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { + av1_tx_type_nn_weights_16x16_layer0, + av1_tx_type_nn_weights_16x16_layer1, + }, + { + av1_tx_type_nn_bias_16x16_layer0, + av1_tx_type_nn_bias_16x16_layer1, + }, +}; +/******************************************************************************/ + +// Tx type model for 4x16 block. +static const float av1_tx_type_nn_weights_4x16_hor_layer0[32] = { + 0.36539f, 0.25667f, 0.01491f, -0.21959f, 2.55105f, 0.17615f, 1.79884f, + 1.65936f, -0.44363f, 0.00706f, -0.68004f, -0.64360f, 1.75760f, 1.91906f, + 1.47682f, 0.09650f, -3.59244f, -0.35004f, 0.93295f, 0.25806f, -0.08154f, + 0.79332f, 0.79535f, 1.09467f, 1.57855f, -0.51359f, 0.90553f, -1.67744f, + -1.74563f, -0.88830f, -1.77603f, 2.15935f, +}; + +static const float av1_tx_type_nn_bias_4x16_hor_layer0[8] = { + -0.36435f, -2.22731f, -0.00837f, -1.34546f, + 0.62806f, -0.20675f, 4.91940f, -0.56079f, +}; + +static const float av1_tx_type_nn_weights_4x16_hor_layer1[32] = { + -0.57191f, -1.46418f, 0.67331f, -1.15027f, 0.46288f, 0.81251f, 2.51768f, + -0.27147f, 0.00761f, -2.15214f, -0.69650f, -0.50808f, 0.92832f, 0.45668f, + 2.34201f, -0.52941f, 0.51008f, -1.55496f, -0.01371f, -0.12356f, 0.66624f, + 0.88043f, 2.64862f, -1.28024f, -0.17578f, -1.80034f, -0.32217f, 0.89519f, + 1.28413f, -0.30326f, 2.45329f, -0.83335f, +}; + +static const float av1_tx_type_nn_bias_4x16_hor_layer1[4] = { + 2.33198f, + 3.36245f, + 1.62603f, + 2.91056f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_4x16_hor = { + 4, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 8, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_4x16_hor_layer0, + av1_tx_type_nn_weights_4x16_hor_layer1 }, + { av1_tx_type_nn_bias_4x16_hor_layer0, av1_tx_type_nn_bias_4x16_hor_layer1 } +}; + +static const float av1_tx_type_nn_weights_4x16_ver_layer0[128] = { + 1.61392f, 1.41239f, 1.47646f, 1.47325f, 1.46110f, 1.49208f, 1.49414f, + 0.12835f, -0.76986f, 0.07087f, -0.24572f, -0.93168f, 3.07935f, -0.18183f, + -0.09831f, -0.07703f, -0.03222f, -0.25473f, -0.06090f, 2.93713f, -0.38711f, + -0.12884f, -0.18329f, -0.06262f, -0.00327f, -0.02930f, -0.01641f, -0.00622f, + -0.03305f, -4.07069f, -2.76643f, 0.04413f, -1.03176f, -0.19217f, -0.44980f, + -2.48615f, -2.58112f, -0.87695f, 0.16187f, -0.04891f, -0.06854f, 1.08104f, + 0.75245f, 1.49302f, 0.63363f, 1.45715f, 0.92574f, 1.72029f, 0.33326f, + 3.86646f, 0.04422f, 0.41019f, 0.36212f, 0.56600f, -1.01552f, 0.05128f, + 0.40454f, -1.05100f, -0.47461f, -1.33168f, -0.46145f, -1.36870f, -0.88838f, + -1.05358f, -0.18537f, -0.34357f, -0.03698f, 0.68905f, 0.41010f, 0.31223f, + -0.43382f, -0.74715f, 2.03366f, -0.30419f, 0.45747f, 0.09526f, 0.31678f, + 0.22915f, 0.21832f, 1.26385f, -0.06814f, -0.71417f, -1.18947f, 0.03762f, + 0.10936f, 2.97396f, -0.42638f, -0.03123f, -5.49756f, -0.17029f, -0.11323f, + 0.05173f, -0.44274f, -0.15738f, 0.11311f, 0.43872f, 0.16837f, -0.52849f, + 2.90050f, -0.54735f, -0.29591f, 1.24030f, 0.21696f, -0.04443f, -1.60877f, + -1.36365f, -1.27432f, -1.52060f, -1.34397f, -1.13371f, -1.87554f, 0.80123f, + 0.42820f, -0.14157f, -2.73963f, -0.68040f, -0.35236f, 0.14490f, 2.23477f, + 0.01370f, -0.20426f, -1.51411f, -0.72293f, 0.64516f, 0.97638f, 0.32616f, + -0.27975f, -0.01149f, +}; + +static const float av1_tx_type_nn_bias_4x16_ver_layer0[16] = { + -1.37863f, -0.05763f, -0.07041f, 0.15306f, 0.96026f, -1.42105f, + -0.55822f, 1.04845f, -0.17662f, -1.25345f, -0.11927f, 0.49845f, + -0.32530f, 0.73483f, 0.08322f, -0.23890f, +}; + +static const float av1_tx_type_nn_weights_4x16_ver_layer1[64] = { + 0.27194f, 0.50607f, 0.49229f, -0.48192f, 0.15667f, -1.38891f, 0.38102f, + -0.58825f, -0.07337f, -0.52909f, 0.36975f, 0.28710f, 0.34992f, -0.73630f, + 0.30386f, -0.58822f, 0.36127f, 0.57950f, 0.55878f, -0.42796f, 0.19967f, + -1.45517f, 0.42529f, -0.54630f, -0.38169f, -0.84899f, 0.41622f, 0.46935f, + 0.39077f, -0.75448f, 0.31698f, -0.76187f, 0.97765f, 0.57052f, 0.55825f, + -0.54273f, 0.20466f, -1.46347f, 0.41813f, -0.55019f, -0.19948f, -0.57982f, + 0.41206f, 0.32373f, 0.38537f, -1.11657f, 0.32887f, -0.76911f, 1.12259f, + 0.72163f, 0.82603f, 0.37786f, 0.34976f, -1.86642f, 0.59961f, -0.16329f, + -0.36631f, -0.56814f, 0.60410f, 0.53158f, 0.56389f, -0.70508f, 0.51009f, + -0.56513f, +}; + +static const float av1_tx_type_nn_bias_4x16_ver_layer1[4] = { + 4.60896f, + 4.53551f, + 4.53124f, + 4.27435f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_4x16_ver = { + 8, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_4x16_ver_layer0, + av1_tx_type_nn_weights_4x16_ver_layer1 }, + { av1_tx_type_nn_bias_4x16_ver_layer0, av1_tx_type_nn_bias_4x16_ver_layer1 } +}; +/******************************************************************************/ + +// Tx type model for 16x4 block. +static const float av1_tx_type_nn_weights_16x4_hor_layer0[128] = { + 1.45347f, -0.15743f, 0.44236f, 0.25808f, 0.33944f, 0.38678f, 0.24428f, + 1.67287f, 0.09539f, -0.42940f, -0.31507f, -0.00154f, -2.98755f, -2.27744f, + -0.49183f, 0.09333f, -0.99026f, -0.22157f, 0.53701f, 0.60447f, 0.15686f, + -0.04646f, 0.26341f, 2.12361f, 0.27090f, -1.14716f, -0.64146f, -0.91604f, + -0.75335f, -0.60056f, -1.25084f, 1.68473f, -3.24075f, -4.03867f, -2.07877f, + -0.02347f, 0.00333f, -0.01259f, -0.00465f, 0.02526f, 0.36286f, -0.10324f, + 2.12780f, -0.74584f, -1.05052f, 1.78467f, -0.55065f, -0.03326f, 2.46781f, + 1.18349f, 0.96015f, 1.01696f, 1.10584f, 1.07263f, 1.11531f, -1.06413f, + 0.32389f, -1.87360f, -0.14435f, 1.77926f, 1.09966f, -0.12680f, -0.61386f, + -0.09724f, -0.33095f, 1.12122f, 1.00791f, 1.52416f, 1.35004f, 1.32657f, + 0.60950f, -1.13538f, -0.38654f, 0.06473f, 2.10669f, 0.27734f, -0.38359f, + -1.91455f, -1.22676f, 0.05786f, 0.97432f, 2.19967f, 0.50457f, 0.78976f, + 0.95183f, -0.32414f, 0.49437f, -0.04506f, 0.18993f, -0.07971f, 0.23889f, + -0.09872f, -0.66036f, 0.05377f, 2.69638f, -0.08259f, -0.69210f, -1.08296f, + -1.96504f, -2.31947f, -0.80161f, -0.80456f, -1.35556f, -0.05323f, -4.42658f, + -0.30732f, -0.12043f, 0.11126f, 0.10771f, -0.14956f, -0.02218f, 0.41016f, + 1.16599f, 1.14629f, 1.12881f, 1.18676f, 1.24677f, 1.28695f, 1.11270f, + 0.08233f, 1.75440f, 0.49228f, -0.34858f, -0.17032f, 0.29288f, 0.47175f, + 0.19055f, -1.56413f, +}; + +static const float av1_tx_type_nn_bias_16x4_hor_layer0[16] = { + -1.71227f, 0.47291f, -0.97536f, -0.66216f, 0.11729f, -0.21451f, + 2.75281f, 0.04318f, 2.03965f, 0.14618f, -0.70483f, -0.24517f, + 1.14048f, 0.33308f, -1.10886f, 0.41184f, +}; + +static const float av1_tx_type_nn_weights_16x4_hor_layer1[64] = { + -1.17079f, 0.19096f, -1.05753f, -0.30803f, -1.21680f, -0.67255f, 1.60115f, + 0.05972f, 1.44759f, -0.04068f, -0.26331f, 0.31400f, 0.96923f, 0.33443f, + -0.77215f, -0.91316f, -1.78928f, 0.21483f, -1.24008f, -0.46190f, -0.12127f, + -0.62144f, 1.37593f, 0.08373f, 1.56215f, 0.00279f, -0.14556f, 0.38710f, + 0.96228f, 0.66433f, -0.51798f, -0.80738f, -0.18539f, 0.19377f, -1.03090f, + -1.51044f, -0.59485f, -0.62589f, 1.90742f, 0.09078f, 1.49113f, 0.00205f, + -0.15918f, 0.40827f, 1.08553f, 0.43431f, 0.33519f, -1.12669f, -1.10274f, + 0.80004f, -1.83599f, -0.53134f, 2.00515f, -0.32670f, 1.37124f, 0.51136f, + 1.62563f, 0.24787f, 0.31757f, 0.81751f, 1.57262f, 0.83214f, 1.04661f, + -0.43819f, +}; + +static const float av1_tx_type_nn_bias_16x4_hor_layer1[4] = { + 2.32575f, + 2.75703f, + 1.12304f, + 2.15567f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_16x4_hor = { + 8, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_16x4_hor_layer0, + av1_tx_type_nn_weights_16x4_hor_layer1 }, + { av1_tx_type_nn_bias_16x4_hor_layer0, av1_tx_type_nn_bias_16x4_hor_layer1 } +}; + +static const float av1_tx_type_nn_weights_16x4_ver_layer0[32] = { + 0.26047f, 0.99930f, 1.16484f, -0.28196f, -2.67483f, -0.21456f, -0.16854f, + 0.46375f, 1.47951f, 1.13735f, 1.12356f, 0.27385f, 0.50978f, 2.09967f, + -1.47386f, 0.01950f, -0.06362f, 0.26014f, 1.04544f, -0.03099f, 0.07478f, + -0.39701f, 0.05545f, 2.73633f, -0.56305f, -0.02208f, -0.44517f, -0.00897f, + -0.17967f, -0.96622f, 0.42635f, -1.04784f, +}; + +static const float av1_tx_type_nn_bias_16x4_ver_layer0[8] = { + -0.52088f, 0.52844f, -1.03655f, -0.30974f, + 2.59952f, -1.93604f, 0.00000f, 2.51787f, +}; + +static const float av1_tx_type_nn_weights_16x4_ver_layer1[32] = { + 0.10916f, -0.21219f, -0.51340f, 0.69161f, 1.45988f, -1.36942f, -0.40899f, + 1.05136f, -0.08486f, 0.10008f, -0.55304f, 0.88012f, 1.61177f, -1.64507f, + 0.63428f, 1.15130f, -0.17287f, -0.18592f, -0.01143f, 0.88293f, 1.73326f, + -1.63624f, 0.09359f, 1.18393f, 0.26531f, 0.22378f, 0.15170f, 1.06965f, + 1.26814f, -1.93873f, -0.00768f, 1.58309f, +}; + +static const float av1_tx_type_nn_bias_16x4_ver_layer1[4] = { + 2.34713f, + 1.68667f, + 1.25488f, + 1.69812f, +}; + +static const NN_CONFIG av1_tx_type_nnconfig_16x4_ver = { + 4, // num_inputs + 4, // num_outputs + 1, // num_hidden_layers + { + 8, + }, // num_hidden_nodes + { av1_tx_type_nn_weights_16x4_ver_layer0, + av1_tx_type_nn_weights_16x4_ver_layer1 }, + { av1_tx_type_nn_bias_16x4_ver_layer0, av1_tx_type_nn_bias_16x4_ver_layer1 } +}; +/******************************************************************************/ + +// Map tx_size to its corresponding neural net model for tx type prediction. +static const NN_CONFIG *const av1_tx_type_nnconfig_map_hor[] = { + &av1_tx_type_nnconfig_4x4_hor, // 4x4 transform + &av1_tx_type_nnconfig_8x8_hor, // 8x8 transform + &av1_tx_type_nnconfig_16x16, // 16x16 transform + NULL, // 32x32 transform + NULL, // 64x64 transform + &av1_tx_type_nnconfig_4x8_hor, // 4x8 transform + &av1_tx_type_nnconfig_8x4_hor, // 8x4 transform + &av1_tx_type_nnconfig_8x16_hor, // 8x16 transform + &av1_tx_type_nnconfig_16x8_hor, // 16x8 transform + NULL, // 16x32 transform + NULL, // 32x16 transform + NULL, // 32x64 transform + NULL, // 64x32 transform + &av1_tx_type_nnconfig_4x16_hor, // 4x16 transform + &av1_tx_type_nnconfig_16x4_hor, // 16x4 transform + NULL, // 8x32 transform + NULL, // 32x8 transform + NULL, // 16x64 transform + NULL, // 64x16 transform +}; + +static const NN_CONFIG *const av1_tx_type_nnconfig_map_ver[] = { + &av1_tx_type_nnconfig_4x4_ver, // 4x4 transform + &av1_tx_type_nnconfig_8x8_ver, // 8x8 transform + &av1_tx_type_nnconfig_16x16, // 16x16 transform + NULL, // 32x32 transform + NULL, // 64x64 transform + &av1_tx_type_nnconfig_4x8_ver, // 4x8 transform + &av1_tx_type_nnconfig_8x4_ver, // 8x4 transform + &av1_tx_type_nnconfig_8x16_ver, // 8x16 transform + &av1_tx_type_nnconfig_16x8_ver, // 16x8 transform + NULL, // 16x32 transform + NULL, // 32x16 transform + NULL, // 32x64 transform + NULL, // 64x32 transform + &av1_tx_type_nnconfig_4x16_ver, // 4x16 transform + &av1_tx_type_nnconfig_16x4_ver, // 16x4 transform + NULL, // 8x32 transform + NULL, // 32x8 transform + NULL, // 16x64 transform + NULL, // 64x16 transform +}; +#endif // CONFIG_NN_V2 + +// Tx split model for 4x8 block. +static const float av1_tx_split_nn_weights_4x8_layer0[8 * 16] = { + 0.068650f, -0.732073f, -0.040361f, 0.322550f, -0.021123f, 0.212518f, + -0.350546f, 0.435987f, -0.111756f, -0.401568f, 0.069548f, -0.313000f, + 0.073918f, -0.373805f, -0.775810f, -0.124753f, 0.181094f, -0.602641f, + -0.026219f, -0.350112f, 0.020599f, -0.311752f, -0.476482f, -0.669465f, + -0.310921f, 0.348869f, -0.115984f, 0.154250f, 0.200485f, -0.016689f, + 0.020392f, 0.413810f, 0.634064f, -0.627530f, 0.399178f, -0.012284f, + 0.472030f, 0.091087f, -0.706100f, -0.447944f, -0.274226f, 0.445656f, + 0.309339f, 0.505522f, 0.038496f, -0.152809f, 0.408684f, -0.068151f, + 0.271612f, 0.353233f, -0.150365f, 0.075212f, -0.035096f, 0.346615f, + 0.124382f, 0.477072f, 0.216288f, 0.070548f, -0.106362f, 0.681613f, + -0.145502f, -0.218631f, -0.099248f, -0.001983f, -0.196819f, -0.969045f, + 0.063009f, -0.123053f, 0.104875f, -0.137581f, -0.282933f, -0.003624f, + -0.315659f, -0.333523f, -0.503000f, -0.100063f, -0.536711f, -0.059978f, + -0.670248f, -0.353762f, 0.181109f, 0.289715f, -0.071206f, 0.261141f, + 0.052796f, -0.114554f, -0.139214f, -0.261380f, 0.075984f, -0.647925f, + -0.099528f, -0.677814f, 0.015712f, -0.389385f, -0.095622f, -0.165117f, + -0.109454f, -0.175240f, -0.393914f, 0.212330f, 0.037822f, 0.248280f, + 0.180197f, 0.110493f, -0.525727f, -0.092329f, -0.524029f, -0.407364f, + -0.542373f, -0.435626f, -0.912194f, 0.062794f, 0.160433f, 0.741485f, + -0.103659f, -0.119327f, -0.055275f, 0.334358f, 0.014713f, 0.046327f, + 0.831114f, -0.576682f, 0.354369f, -0.082088f, 0.452331f, 0.039730f, + -0.792429f, -0.385862f, +}; + +static const float av1_tx_split_nn_bias_4x8_layer0[16] = { + 0.238621f, 2.186830f, 1.383035f, -0.867139f, 1.257119f, -0.351571f, + -0.240650f, -0.971692f, 2.744843f, 1.116991f, 0.139062f, -0.165332f, + 0.262171f, -1.598153f, -1.427340f, -1.602306f, +}; + +static const float av1_tx_split_nn_weights_4x8_layer1[16] = { + -0.367134f, 1.373058f, -0.897039f, -0.326819f, -0.734030f, -0.290413f, + -0.501249f, 0.505321f, -0.537692f, -0.767893f, 0.268697f, 0.278987f, + 0.085082f, 0.614986f, 0.847904f, 0.637578f, +}; + +static const float av1_tx_split_nn_bias_4x8_layer1[1] = { + 0.20586078f, +}; + +static const NN_CONFIG av1_tx_split_nnconfig_4x8 = { + 8, // num_inputs + 1, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { + av1_tx_split_nn_weights_4x8_layer0, + av1_tx_split_nn_weights_4x8_layer1, + }, + { + av1_tx_split_nn_bias_4x8_layer0, + av1_tx_split_nn_bias_4x8_layer1, + }, +}; +/******************************************************************************/ + +// Tx split model for 8x8 block. +static const float av1_tx_split_nn_weights_8x8_layer0[144] = { + 0.177983f, -0.938386f, -0.074460f, -0.221843f, -0.073182f, -0.295155f, + -0.098202f, -0.279510f, 0.001054f, -0.119319f, -1.835282f, -0.581507f, + -1.222222f, -1.049006f, -0.807508f, -0.454252f, -0.774879f, -0.180607f, + -0.886976f, -0.231971f, -0.824677f, -0.351872f, -1.323819f, 0.235378f, + 0.015331f, -0.341818f, 0.145549f, -0.348362f, 0.147647f, -0.323400f, + 0.047558f, -0.553025f, -0.295485f, -0.330368f, -0.530605f, -0.407516f, + 0.447740f, 0.782381f, -0.179164f, -0.584675f, -0.052645f, 0.038656f, + -0.096783f, 0.038342f, -0.170762f, -0.405844f, -0.552665f, -0.509866f, + 0.757204f, -1.296465f, 0.631015f, 0.009265f, 0.646192f, 0.044523f, + 0.653161f, 0.033820f, 0.849639f, -0.068555f, -1.036085f, -0.511652f, + 0.104693f, -1.458690f, 0.286051f, -0.089800f, 0.381564f, -0.302640f, + 0.304465f, -0.268706f, 0.432603f, -0.117914f, -2.070031f, -0.565696f, + -0.073027f, -1.783570f, -0.318144f, -0.320990f, -0.343966f, -0.140996f, + -0.322977f, -0.232147f, -0.373210f, -0.158266f, -1.922305f, -0.634373f, + 0.101894f, -0.221847f, 0.018412f, -0.423887f, -0.266684f, -0.444930f, + -0.196237f, 0.106638f, -0.065834f, -0.538401f, -0.280772f, -0.620348f, + 1.089957f, -0.799928f, 0.504112f, -0.165763f, 0.578741f, -0.172653f, + 0.547316f, -0.143484f, 0.717220f, -0.297190f, -1.237854f, -0.074819f, + -0.977304f, -0.484092f, -0.646427f, -0.451443f, -0.612126f, -0.224475f, + -0.731608f, -0.257077f, -0.665857f, -0.346742f, -1.216372f, 0.227267f, + 0.231249f, -1.693073f, -0.035899f, 0.380845f, -0.058476f, 0.409405f, + -0.066679f, 0.406731f, -0.068501f, 0.396748f, 0.639462f, 0.150834f, + -0.418659f, -1.421931f, 0.101889f, 0.083573f, 0.129746f, 0.134460f, + 0.081185f, 0.127420f, 0.083664f, 0.051096f, 1.361688f, 0.386093f, +}; + +static const float av1_tx_split_nn_bias_8x8_layer0[12] = { + 4.280443f, 2.218902f, -0.256953f, 3.161431f, 2.082548f, 2.506052f, + 2.563224f, 1.421976f, -1.627813f, -1.436085f, 2.297265f, 1.500469f, +}; + +static const float av1_tx_split_nn_weights_8x8_layer1[12] = { + 1.178833f, -0.428527f, -0.078737f, 0.381434f, -0.466895f, -0.901745f, + -0.766968f, -0.356663f, 0.450146f, 0.509370f, -0.356604f, -0.443506f, +}; + +static const float av1_tx_split_nn_bias_8x8_layer1[1] = { + -0.156294f, +}; + +static const NN_CONFIG av1_tx_split_nnconfig_8x8 = { + 12, // num_inputs + 1, // num_outputs + 1, // num_hidden_layers + { + 12, + }, // num_hidden_nodes + { + av1_tx_split_nn_weights_8x8_layer0, + av1_tx_split_nn_weights_8x8_layer1, + }, + { + av1_tx_split_nn_bias_8x8_layer0, + av1_tx_split_nn_bias_8x8_layer1, + }, +}; +/******************************************************************************/ + +// Tx split model for 8x16 block. +static const float av1_tx_split_nn_weights_8x16_layer0[8 * 64] = { + 0.374660f, 0.218905f, -0.139779f, 0.212141f, 0.056517f, 0.051114f, + 0.042860f, -0.273258f, -0.340809f, 0.138983f, -0.216996f, -0.241519f, + -0.123244f, 0.078577f, -0.472273f, -0.194201f, 0.125056f, 0.239761f, + -0.332782f, 0.174782f, -0.211400f, -0.129795f, 0.062195f, 0.113176f, + -0.008869f, 0.140764f, 0.059833f, 0.163826f, 0.359293f, -0.109797f, + -0.022091f, -0.059536f, -0.188226f, 0.179709f, 0.031386f, 0.164790f, + 0.214364f, 0.198555f, 0.152262f, -0.242980f, 0.319367f, -0.136902f, + 0.046524f, -0.043591f, 0.342178f, -0.011757f, -0.014286f, 0.072871f, + -0.278314f, -0.345303f, -0.252103f, -0.107154f, -0.235101f, -0.106739f, + -0.120865f, -0.160042f, 0.240028f, 0.112902f, -0.141587f, -0.703012f, + -0.136591f, 0.318993f, -0.154417f, -0.054668f, 0.192870f, 0.176166f, + -0.029965f, 0.266942f, -0.178384f, 0.038680f, 0.134403f, -0.002426f, + 0.534825f, -0.070923f, 0.413281f, 0.418148f, 0.093729f, 0.016454f, + 0.305358f, -0.040512f, 0.069904f, -0.227588f, -0.362220f, -0.031604f, + -0.394901f, 0.071506f, -0.342833f, -0.142550f, -0.164005f, 0.182600f, + 0.213062f, 0.076805f, 0.278758f, 0.125613f, -0.035552f, 0.040971f, + 0.182785f, -0.227961f, -0.105413f, -0.074949f, -0.084629f, -0.254767f, + 0.114657f, 0.047121f, 0.195902f, 0.264759f, 0.017799f, 0.210230f, + 0.150749f, -0.142142f, 0.182494f, -0.142415f, -0.259782f, -0.114830f, + -0.198826f, 0.000061f, -0.375668f, -0.276656f, -0.373202f, 0.210298f, + 0.422680f, 0.066960f, 0.351106f, -0.209034f, 0.367195f, -0.110274f, + 0.115573f, -0.066642f, -0.389673f, -0.260447f, 0.056949f, -0.180425f, + 0.069922f, -0.153506f, -0.097053f, -0.111757f, 0.094069f, 0.144837f, + -0.052984f, -0.506681f, -0.034474f, 0.279057f, -0.105025f, 0.006656f, + -0.125017f, -0.114096f, 0.103153f, -0.117402f, -0.359472f, 0.072534f, + 0.110291f, 0.003088f, -0.456897f, 0.038331f, -0.322298f, 0.113942f, + -0.119916f, -0.194392f, 0.093167f, 0.193459f, 0.074671f, 0.033602f, + 0.004440f, -0.179578f, -0.036637f, -0.216172f, -0.296530f, -0.318992f, + 0.319160f, -0.066218f, 0.291246f, 0.181292f, 0.089914f, 0.025273f, + 0.303128f, 0.019063f, 0.078545f, -0.396919f, 0.014065f, -0.122121f, + 0.037107f, -0.151886f, -0.299392f, -0.172207f, -0.124571f, -0.232553f, + 0.102970f, -0.225040f, 0.061059f, -0.258188f, -0.469871f, -0.099607f, + -0.061524f, -0.213700f, 0.070237f, -0.289134f, -0.238225f, 0.256403f, + -0.119344f, 0.067782f, -0.398983f, -0.123975f, -0.200205f, -0.047038f, + 0.026569f, 0.031037f, 0.094302f, -0.101239f, 0.433307f, -0.303612f, + 0.088537f, -0.164436f, 0.202471f, -0.048592f, -0.251904f, 0.122577f, + -0.309874f, -0.263405f, -0.292503f, 0.216589f, 0.035378f, 0.136599f, + -0.145844f, -0.018211f, 0.174084f, -0.449941f, -0.001428f, 0.064134f, + 0.039652f, 0.111083f, -0.246076f, -0.204733f, 0.056559f, -0.000123f, + 0.104049f, 0.138512f, -0.128309f, 0.087855f, 0.232784f, 0.247138f, + 0.162766f, 0.154829f, 0.313605f, -0.164115f, -0.050844f, 0.156549f, + 0.185279f, -0.238962f, -0.308281f, -0.179592f, -0.193262f, 0.201670f, + -0.203399f, -0.096831f, -0.127867f, 0.310674f, -0.008181f, 0.004078f, + -0.211038f, -0.193480f, -0.185639f, -0.150202f, -0.204858f, -0.240758f, + 0.114268f, -0.032535f, -0.052403f, -0.234333f, -0.064072f, -0.208444f, + -0.352853f, -0.224001f, -0.156330f, 0.215436f, 0.171846f, 0.291849f, + 0.108832f, 0.046991f, -0.127801f, 0.032485f, 0.141493f, 0.123319f, + -0.057250f, 0.315346f, -0.061317f, -0.465086f, -0.130179f, -0.217841f, + -0.239089f, -0.073251f, -0.327718f, 0.054905f, -0.283169f, -0.028900f, + 0.071450f, 0.270072f, 0.248891f, 0.088052f, 0.253319f, 0.122808f, + 0.175490f, -0.147805f, 0.089169f, -0.045457f, -0.330788f, 0.099791f, + -0.137376f, -0.195977f, -0.350942f, -0.284930f, -0.559037f, 0.030504f, + 0.162554f, -0.199100f, -0.050453f, -0.131320f, -0.077863f, -0.066253f, + -0.379723f, -0.424047f, -0.081182f, -0.252261f, -0.102815f, 0.058240f, + -0.182036f, 0.176772f, -0.070823f, 0.216054f, -0.211533f, -0.232992f, + 0.279346f, 0.117984f, 0.236674f, 0.126625f, -0.046220f, 0.044919f, + 0.278492f, 0.083944f, 0.180512f, 0.217994f, 0.401170f, -0.064417f, + 0.011636f, -0.139597f, -0.050020f, -0.268438f, -0.032803f, 0.024908f, + -0.085713f, -0.012984f, -0.055192f, -0.338657f, 0.045826f, -0.312849f, + -0.023393f, -0.168800f, -0.030886f, -0.131816f, -0.253542f, -0.104812f, + -0.354389f, 0.169464f, 0.094151f, -0.217122f, -0.456397f, 0.211478f, + 0.219232f, -0.155519f, -0.353700f, -0.264759f, -0.034709f, 0.034409f, + -0.148639f, -0.132850f, -0.216791f, -0.118492f, 0.173721f, -0.144181f, + 0.335028f, 0.176439f, 0.105980f, 0.169390f, 0.155615f, -0.040618f, + -0.176029f, 0.155569f, -0.184833f, -0.171099f, -0.178663f, -0.032051f, + -0.434334f, 0.092238f, -0.263103f, 0.061804f, -0.172957f, 0.005962f, + -0.100176f, 0.125898f, 0.048092f, -0.088141f, 0.247196f, -0.221601f, + -0.114474f, -0.124410f, -0.156393f, -0.181782f, -0.083562f, 0.034937f, + 0.403401f, -0.046200f, 0.322259f, 0.219678f, 0.109850f, 0.051837f, + 0.196861f, -0.019118f, 0.248818f, -0.137567f, 0.127862f, 0.052293f, + 0.298726f, 0.275788f, 0.015344f, 0.058714f, 0.283691f, -0.053794f, + -0.123270f, -0.227761f, -0.141744f, -0.268515f, -0.007189f, -0.242117f, + -0.252396f, -0.069017f, 0.034803f, -0.003388f, -0.262577f, 0.062115f, + -0.298393f, 0.215415f, -0.153615f, 0.289902f, 0.085886f, -0.504290f, + 0.077178f, 0.150861f, -0.228848f, -0.261020f, 0.198204f, 0.162113f, + 0.346418f, -0.286950f, 0.354756f, -0.226419f, 0.024720f, 0.208037f, + 0.107286f, -0.110849f, 0.104415f, -0.207725f, 0.063932f, -0.037748f, + -0.167037f, -0.068282f, 0.320815f, -0.051884f, 0.099989f, -0.078388f, + 0.127071f, 0.046675f, -0.336571f, -0.273080f, 0.264694f, -0.007352f, + -0.093828f, 0.094773f, -0.144434f, 0.091795f, -0.031615f, 0.056914f, + 0.064673f, -0.136669f, 0.344734f, 0.225926f, 0.283451f, -0.068354f, + 0.030572f, 0.180784f, -0.378047f, -0.092962f, -0.083291f, 0.038970f, + 0.052094f, -0.017932f, 0.216302f, -0.184396f, 0.079888f, 0.210406f, + -0.020627f, 0.244744f, 0.336972f, -0.182914f, -0.220976f, -0.304225f, + -0.330974f, -0.370868f, -0.084935f, -0.136489f, -0.210082f, -0.188088f, + -0.408768f, 0.184693f, +}; + +static const float av1_tx_split_nn_bias_8x16_layer0[64] = { + -0.274107f, 0.445751f, 0.234359f, 0.291593f, 0.163298f, 0.183707f, + -0.548839f, -0.190779f, -0.163346f, -0.669028f, 0.399209f, -0.354974f, + 0.000000f, -0.254630f, 0.220149f, 0.371104f, 0.789759f, 0.270300f, + 0.195126f, -0.206958f, 0.917708f, -0.256232f, 1.131933f, 1.178944f, + 0.461270f, 0.246169f, -0.818614f, -0.111986f, 0.759355f, 0.154889f, + 0.470299f, -1.025250f, 0.678678f, 0.959346f, -0.164105f, 0.544079f, + -0.448733f, 0.649221f, -0.536672f, 0.962758f, -0.256427f, 0.808664f, + -0.118694f, 0.684873f, -0.015635f, -0.046469f, 0.075481f, 0.412647f, + 0.454456f, -0.107169f, 0.775235f, -0.261629f, -1.194849f, 0.010093f, + -0.231289f, 0.658286f, -0.769320f, 0.564545f, 0.482962f, -0.131378f, + -0.255844f, -0.078400f, 0.476752f, 0.643001f, +}; + +static const float av1_tx_split_nn_weights_8x16_layer1[64] = { + -0.145065f, -0.145101f, 0.174786f, 0.196692f, 0.102025f, -0.087735f, + 0.386353f, -0.660539f, -0.183940f, 0.490045f, -0.276404f, -0.145669f, + 0.209846f, -0.085574f, -0.156821f, -0.377450f, -0.950010f, 0.450709f, + -0.108545f, -0.261181f, 1.435606f, -0.176621f, -1.158548f, 2.035680f, + 0.218069f, -0.138629f, 0.305958f, -0.277194f, -0.602468f, 0.203873f, + 0.120720f, 0.216095f, -0.434502f, -0.579746f, -0.239450f, 0.755529f, + 0.545643f, 0.232091f, 0.330169f, 0.988136f, -0.070465f, -0.345584f, + -0.162455f, -0.617064f, 0.123881f, -0.201098f, 0.222756f, 0.112932f, + 0.048647f, -0.147890f, 0.394584f, -0.262148f, 0.280564f, -0.195432f, + -0.047515f, 1.133410f, 0.255415f, -0.299032f, -0.397807f, -0.153246f, + -0.256734f, 0.177370f, 0.213522f, -0.530158f, +}; + +static const float av1_tx_split_nn_bias_8x16_layer1[1] = { + 0.14910713f, +}; + +static const NN_CONFIG av1_tx_split_nnconfig_8x16 = { + 8, // num_inputs + 1, // num_outputs + 1, // num_hidden_layers + { + 64, + }, // num_hidden_nodes + { + av1_tx_split_nn_weights_8x16_layer0, + av1_tx_split_nn_weights_8x16_layer1, + }, + { + av1_tx_split_nn_bias_8x16_layer0, + av1_tx_split_nn_bias_8x16_layer1, + }, +}; +/******************************************************************************/ + +// Tx split model for 16x16 block. +static const float av1_tx_split_nn_weights_16x16_layer0[12 * 24] = { + -0.177215f, -0.297166f, 0.299924f, 0.207878f, 0.216871f, 0.173264f, + 0.295464f, 0.048395f, 0.154731f, 0.305880f, 0.056787f, -0.166617f, + 0.115653f, -0.529477f, -0.073995f, -0.211746f, -0.018169f, 0.000788f, + -0.024940f, -0.007055f, 0.001392f, 0.021678f, -1.594600f, -0.099593f, + 0.332930f, 0.103574f, 0.158249f, 0.182601f, 0.332665f, 0.226207f, + -0.139566f, 0.185531f, 0.099074f, -0.185654f, -0.203121f, -0.285678f, + -0.313453f, -0.294452f, -0.143707f, -0.031265f, -0.453030f, -0.061874f, + -0.066150f, -0.099058f, -0.458879f, 0.127544f, 0.338314f, -0.161350f, + 0.030091f, -0.075528f, 0.004320f, 0.353690f, -0.013480f, -0.420402f, + -0.004659f, -0.329401f, -0.001745f, 0.227384f, -0.055183f, 0.121405f, + 0.160340f, 0.143603f, -0.221813f, 0.079107f, -0.657639f, -0.084348f, + -0.303414f, 0.046774f, -0.367679f, 0.060005f, 0.168645f, 0.084421f, + -0.133625f, 0.301375f, 0.079412f, -0.419303f, 0.017235f, 0.068637f, + 0.018384f, -0.428325f, -0.019753f, 0.149444f, -0.474836f, -0.287162f, + 0.198083f, 0.028292f, -0.299092f, -0.005849f, -0.256245f, 0.233277f, + -0.217561f, -0.264003f, 0.269411f, 0.207032f, -0.339411f, -0.198431f, + -0.028521f, 0.158076f, 0.177116f, 0.345702f, -0.145132f, 0.064623f, + -0.090867f, 0.288816f, -0.263198f, -0.071028f, -0.044546f, 0.380017f, + -0.014100f, -0.271192f, -0.318559f, 0.129015f, -0.050314f, -0.093355f, + -0.578498f, 0.099090f, -0.133080f, -0.029975f, -0.059828f, -0.157765f, + -0.321153f, -0.343671f, -0.242959f, 0.128304f, 0.017170f, 0.072787f, + -0.475838f, -0.003806f, -0.068615f, 0.150556f, -0.159903f, -0.416513f, + 0.218794f, -0.290456f, -0.084569f, -0.170014f, -0.044414f, -0.153069f, + -0.077329f, -0.089747f, -0.096526f, 0.537952f, 0.134725f, -0.006469f, + -0.323335f, -0.168183f, -0.107163f, -0.139954f, 0.011286f, -0.021712f, + -0.513992f, 0.259135f, -0.319808f, 0.077811f, 0.104613f, 0.370571f, + 0.185244f, 0.065530f, -0.091098f, -0.573741f, 0.111934f, 0.437417f, + -0.123691f, 0.220641f, -0.024783f, -0.149460f, -0.354185f, -0.134127f, + 0.038015f, -0.380596f, 0.250980f, 0.142208f, 0.135170f, -0.131129f, + -0.357556f, -0.530945f, 0.159672f, -0.147025f, -0.377829f, -0.504508f, + -0.492870f, 0.020753f, 0.142818f, 0.025172f, 0.086140f, 0.091283f, + 0.087491f, -0.186415f, 0.177785f, -0.195121f, -1.191148f, -0.477102f, + 0.023371f, 0.227004f, -0.023502f, -0.242913f, -0.074398f, -0.153480f, + 0.162900f, 0.415509f, -0.162565f, -0.131709f, -0.258852f, -0.252027f, + -0.080845f, -0.330274f, 0.021874f, 0.232398f, 0.069277f, 0.220567f, + -0.024237f, -0.366771f, 0.081673f, -0.429906f, -0.302170f, 0.061045f, + 0.352777f, -0.230376f, 0.408153f, 0.064758f, 0.142051f, 0.007219f, + 0.622878f, 0.212577f, 0.036489f, 0.081150f, -0.284767f, 0.107763f, + -0.529786f, -0.072190f, -0.300421f, -0.287959f, -0.568900f, 0.011547f, + -0.131696f, -0.356854f, -0.587962f, -0.026598f, 0.405829f, 0.057565f, + 0.414265f, -0.159155f, 0.221456f, 0.146314f, 0.265776f, -0.006516f, + 0.473978f, -0.186431f, 0.288672f, -0.060437f, 0.083380f, -0.205641f, + 0.360016f, 0.222041f, 0.420011f, 0.024579f, 0.377546f, 0.250380f, + -0.069900f, 0.296743f, 0.073532f, -0.243225f, -0.374987f, -0.387288f, + -0.237255f, -0.287013f, 0.417831f, -0.252988f, -0.257652f, -0.066775f, + -0.253926f, 0.057841f, 0.346133f, -0.157797f, -0.406028f, -0.286893f, + 0.274507f, -0.452561f, 0.143381f, -0.097755f, 0.021242f, 0.034561f, + 0.044115f, 0.004065f, 0.066729f, 0.043558f, 0.102991f, -0.477574f, +}; + +static const float av1_tx_split_nn_bias_16x16_layer0[24] = { + -0.479033f, 1.467402f, -0.366291f, 0.372511f, 0.715322f, -0.605500f, + 0.176848f, 0.032318f, 0.237429f, -0.046047f, 0.452082f, 0.451805f, + -0.822845f, 0.636762f, -0.057350f, 1.163978f, 0.728287f, 0.603654f, + -0.245519f, -0.893569f, -1.428185f, 0.808870f, -0.076159f, 1.231976f, +}; + +static const float av1_tx_split_nn_weights_16x16_layer1[24] = { + -0.176161f, 1.670188f, -0.180755f, -0.321326f, 0.249728f, -0.170504f, + -0.538432f, 0.033893f, 0.149842f, 0.404140f, -0.377812f, 0.338838f, + -0.176091f, 0.249844f, -0.362533f, 1.412460f, 0.196862f, 0.278194f, + -0.140444f, 0.297746f, 0.172533f, 0.116470f, -0.151656f, -0.603250f, +}; + +static const float av1_tx_split_nn_bias_16x16_layer1[1] = { + 0.184803f, +}; + +static const NN_CONFIG av1_tx_split_nnconfig_16x16 = { + 12, // num_inputs + 1, // num_outputs + 1, // num_hidden_layers + { + 24, + }, // num_hidden_nodes + { + av1_tx_split_nn_weights_16x16_layer0, + av1_tx_split_nn_weights_16x16_layer1, + }, + { + av1_tx_split_nn_bias_16x16_layer0, + av1_tx_split_nn_bias_16x16_layer1, + }, +}; +/******************************************************************************/ + +// Tx split model for 32x32 block. +static const float av1_tx_split_nn_weights_32x32_layer0[12 * 32] = { + -0.439303f, 0.004813f, -0.365052f, -0.116868f, -0.356716f, -0.196537f, + -0.196770f, -0.076096f, 0.357004f, -0.044909f, -0.112910f, -0.129081f, + 0.156725f, -0.386346f, 0.038971f, 0.160696f, 0.204923f, -0.384333f, + -0.319546f, 0.028179f, -0.250524f, -0.289669f, -0.284138f, -0.258963f, + -0.180854f, -0.000807f, -0.029620f, -0.353134f, 0.212408f, 0.141414f, + 0.303016f, 0.098066f, 0.482455f, 0.036069f, -0.166279f, 0.210119f, + -0.086337f, -0.023550f, -0.250796f, -0.183945f, -0.393856f, 0.170608f, + -0.306403f, 0.026318f, -0.277296f, 0.092684f, -0.033584f, -0.018371f, + -0.025043f, -0.257659f, -0.139163f, -0.206949f, -0.190105f, 0.028053f, + 0.361851f, -0.364726f, -0.096771f, -0.184166f, -0.433228f, -0.182191f, + -0.097051f, 0.259172f, 0.016432f, 0.259358f, 0.145059f, 0.037196f, + 0.091581f, -0.219644f, 0.140384f, -0.446837f, -0.234531f, 0.149508f, + -0.083429f, 0.186189f, -0.099890f, -0.111277f, 0.495214f, 0.085053f, + -0.266613f, -0.051366f, 0.148593f, 0.111875f, 0.077787f, -0.371653f, + -0.146157f, -0.229235f, 0.076203f, 0.488975f, 0.096771f, -0.009483f, + 0.192985f, 0.246273f, -0.192671f, -0.557890f, -0.292650f, -0.088907f, + -0.106892f, -0.329659f, 0.012105f, -0.359326f, 0.170723f, -0.004357f, + 0.171593f, -0.478768f, -0.236016f, -0.035077f, 0.133731f, 0.137962f, + -0.397926f, -0.155164f, -0.276709f, -0.186602f, -0.258301f, 0.036965f, + -0.649359f, 0.127605f, 0.097930f, 0.182775f, -0.313324f, 0.053349f, + 0.204203f, -0.222948f, -0.059008f, -0.049759f, -0.056848f, 0.087497f, + -0.039987f, -0.055042f, -0.041623f, -0.078424f, -0.317291f, -0.191398f, + 0.632147f, 0.221825f, 0.268394f, -0.096357f, 0.442545f, -0.007117f, + -0.036125f, 0.000525f, 0.088092f, -0.203653f, 0.086925f, 0.439141f, + 0.329889f, -0.370050f, -0.194306f, -0.207430f, 0.132779f, -0.217614f, + -0.039444f, -0.053019f, -0.260725f, -0.116563f, -0.271048f, 0.283737f, + -0.007300f, 0.062257f, -0.347865f, -0.296767f, -0.359123f, 0.230459f, + -0.189117f, -0.087622f, -0.561091f, 0.184182f, -0.044980f, 0.012643f, + 0.241672f, 0.050272f, -0.204851f, -0.159285f, -0.064081f, -0.118666f, + -0.269471f, 0.231668f, 0.135749f, -0.131162f, 0.062760f, 0.100949f, + 0.074967f, -0.056918f, 0.251707f, 0.034098f, 0.341290f, -0.105027f, + 0.313246f, -0.092679f, -0.014632f, -0.390967f, 0.136881f, -0.241554f, + 0.097674f, 0.110832f, -0.390245f, 0.017654f, -0.506222f, 0.065252f, + 0.244834f, -0.171352f, -0.331702f, 0.111043f, 0.125217f, -0.058116f, + -0.382595f, -0.052545f, 0.114261f, -0.493617f, 0.243984f, -0.171053f, + 0.165009f, -0.063020f, 0.096502f, 0.341339f, -0.013443f, 0.056372f, + 0.339284f, 0.398376f, 0.389409f, 0.257252f, 0.517368f, 0.078856f, + 0.087716f, -0.171092f, 0.227461f, 0.125307f, -0.054423f, -0.143161f, + 0.224041f, -0.086477f, -0.092548f, 0.072392f, -0.061608f, 0.258347f, + 0.147033f, -0.478244f, -0.204869f, 0.038552f, -0.144563f, 0.224087f, + -0.296705f, 0.153889f, -0.064624f, 0.085265f, -0.103826f, 0.127971f, + 0.019965f, 0.111937f, -0.074187f, -0.029518f, -0.127305f, -0.012210f, + 0.042714f, 0.070052f, -0.202360f, 0.348144f, -0.132097f, -0.209585f, + -0.248286f, -0.065774f, -0.089482f, -0.133226f, 0.325430f, -0.013468f, + -0.406090f, -0.144936f, 0.208620f, 0.343445f, -0.059639f, 0.114857f, + -0.069431f, -0.218725f, 0.190575f, -0.368101f, 0.030030f, 0.062815f, + -0.239369f, -0.537852f, 0.022487f, 0.023038f, 0.190788f, 0.040123f, + -0.004304f, 0.060749f, -0.108929f, 0.136796f, -0.542875f, -0.227074f, + -0.182244f, 0.082559f, 0.019149f, 0.178854f, 0.120284f, 0.009070f, + 0.068268f, -0.544822f, 0.120536f, 0.354028f, -0.119890f, -0.122055f, + -0.405335f, 0.122341f, -0.304412f, 0.062405f, -0.302568f, -0.276505f, + -0.120915f, -0.221841f, 0.282007f, -0.253971f, 0.059517f, -0.144976f, + 0.149391f, -0.047355f, -0.167742f, -0.392333f, -0.041132f, 0.342135f, + 0.017485f, 0.021038f, -0.023728f, -0.192181f, -0.103996f, 0.092873f, + -0.114365f, -0.397732f, -0.065421f, 0.053084f, 0.035201f, 0.053019f, + -0.105377f, -0.039500f, 0.131904f, -0.123911f, -0.390328f, -0.125198f, + -0.000126f, 0.014864f, -0.220187f, 0.084056f, -0.492155f, -0.164979f, + 0.133592f, 0.121519f, -0.240813f, 0.186680f, 0.118673f, 0.235006f, + -0.239894f, -0.185759f, -0.336992f, 0.209620f, -0.298845f, 0.127803f, + -0.083992f, 0.194340f, -0.245378f, 0.212308f, 0.142512f, -0.163324f, + 0.383495f, 0.291065f, 0.286620f, -0.239957f, 0.225127f, -0.174424f, + 0.297231f, -0.045434f, 0.156444f, -0.184273f, -0.204567f, 0.202551f, + 0.370019f, -0.073910f, 0.344897f, 0.063100f, 0.338547f, -0.099145f, + 0.391863f, -0.214244f, -0.241734f, -0.281851f, -0.035133f, -0.153157f, +}; + +static const float av1_tx_split_nn_bias_32x32_layer0[32] = { + 0.143343f, -0.021982f, -0.314939f, 0.170867f, -0.081248f, 0.125758f, + -0.355762f, 0.279798f, 1.027712f, -0.434660f, 1.072005f, 0.668893f, + -0.031216f, -0.528650f, 0.328349f, 0.543645f, -0.188810f, 0.221110f, + -1.638637f, 0.058045f, -1.731105f, -0.444284f, 0.513693f, 0.890025f, + 0.160288f, 0.393312f, 0.332856f, -0.080767f, 0.299822f, 0.235876f, + 0.254942f, -0.017796f, +}; + +static const float av1_tx_split_nn_weights_32x32_layer1[32] = { + -0.090326f, -0.267553f, -0.026071f, 0.100912f, 0.279137f, 0.079064f, + -0.074885f, 0.053804f, 0.736810f, -0.031693f, -0.970514f, 0.174069f, + 0.095940f, -0.065047f, 0.052911f, 0.176728f, -0.058274f, 0.148364f, + -0.162210f, 0.093875f, -0.367663f, 0.020876f, 0.137280f, -1.099116f, + 0.146854f, 0.075590f, 0.228534f, 0.141993f, 0.072143f, 0.101421f, + -0.068547f, -0.154148f, +}; + +static const float av1_tx_split_nn_bias_32x32_layer1[1] = { + 0.316622f, +}; + +static const NN_CONFIG av1_tx_split_nnconfig_32x32 = { + 12, // num_inputs + 1, // num_outputs + 1, // num_hidden_layers + { + 32, + }, // num_hidden_nodes + { + av1_tx_split_nn_weights_32x32_layer0, + av1_tx_split_nn_weights_32x32_layer1, + }, + { + av1_tx_split_nn_bias_32x32_layer0, + av1_tx_split_nn_bias_32x32_layer1, + }, +}; +/******************************************************************************/ + +// Tx split model for 64x64 block. +static const float av1_tx_split_nn_weights_64x64_layer0[12 * 32] = { + -0.006828f, 0.149944f, -0.017614f, -0.044599f, -0.024517f, 0.507698f, + 0.001039f, 0.037164f, 0.015091f, -0.306620f, -0.162047f, -0.369440f, + 0.396310f, 0.087121f, 0.208609f, -0.083068f, 0.493774f, 0.217682f, + 0.377393f, 0.172879f, 0.397422f, 0.078919f, 0.741350f, 0.064169f, + -0.099989f, -0.192983f, -0.278230f, -0.310048f, -0.439965f, -0.226698f, + -0.436596f, -0.007551f, -0.396721f, 0.153570f, -0.190838f, -0.071869f, + 0.048799f, -0.301301f, -0.005015f, 0.500480f, -0.030622f, -0.559095f, + -0.032634f, -0.054160f, -0.056979f, -0.456545f, 0.306536f, -0.411323f, + -0.005366f, -0.069496f, 0.019990f, 0.327931f, -0.002516f, 0.393190f, + 0.001759f, 0.035093f, -0.030302f, -0.528984f, 0.174781f, 0.241462f, + -0.415427f, -0.164502f, 0.143065f, -0.122595f, 0.082049f, -0.143346f, + 0.055642f, -0.124701f, 0.004050f, -0.216235f, -2.681730f, 0.101658f, + 0.381239f, 0.465936f, 0.331154f, 0.301708f, -0.360171f, 0.054886f, + -0.118658f, 0.287921f, 0.277859f, 0.203784f, 0.247809f, 0.656924f, + -0.354628f, 0.315081f, 0.105108f, -0.510179f, 0.059267f, 0.061386f, + 0.076423f, 0.347119f, 0.100134f, 0.028402f, -0.118621f, -0.238689f, + 0.080141f, -0.138863f, 0.009009f, -0.100526f, -0.138875f, 0.066992f, + 0.005949f, 0.564336f, 0.046994f, 0.004655f, 0.366047f, 0.014695f, + -0.146928f, -0.024665f, -0.440357f, -0.109395f, 0.527231f, -0.020925f, + -0.227236f, -0.068141f, 0.282009f, 0.040192f, -0.267100f, 0.229228f, + 0.133861f, 0.338706f, -0.030178f, -0.040919f, -0.026343f, -0.330338f, + -0.066931f, -0.110580f, -0.072056f, 0.599457f, -0.020738f, 0.169200f, + 0.836240f, -0.157548f, 0.386273f, 0.002404f, 0.329410f, -0.007020f, + 0.351705f, -0.041259f, 0.388861f, 0.003899f, 0.582627f, 0.023572f, + 0.409912f, -0.158472f, 0.536383f, 0.525093f, 0.604247f, 0.439159f, + 0.692832f, 0.046272f, 0.590367f, -0.082166f, 0.262357f, 0.478671f, + 0.031935f, 0.042675f, 0.120002f, 0.398616f, -0.078967f, 0.227986f, + -0.044679f, 0.151061f, -0.085564f, 0.220205f, -0.265606f, -0.203623f, + 0.204719f, -0.125922f, 0.038544f, -0.269379f, 0.025866f, 0.109967f, + 0.019064f, -0.237297f, -0.309746f, -0.329118f, -0.278368f, -0.063859f, + 0.278496f, 0.018620f, 0.209971f, 0.296250f, 0.142850f, 0.288689f, + 0.137084f, 0.130517f, 0.128171f, -0.155396f, -0.008449f, -0.099845f, + 0.173455f, -0.059909f, -0.147318f, 0.102851f, -0.251389f, -0.001448f, + 0.103907f, 0.297273f, -0.027846f, 0.028260f, -0.382601f, 0.346695f, + -0.601641f, 0.162366f, -0.477495f, -0.042731f, -0.387871f, -0.051791f, + -0.401498f, -0.048446f, -0.456270f, -0.062287f, 0.493919f, 0.003008f, + 0.099917f, -0.358525f, -0.094903f, -0.022811f, -0.062259f, 0.019455f, + -0.050644f, 0.020041f, -0.132912f, -0.061578f, -3.083691f, -0.014961f, + -0.129115f, -0.710559f, 0.157213f, -0.844037f, -0.121991f, -0.943386f, + -0.231269f, -0.003462f, 0.331478f, -0.132703f, -1.285993f, -0.120957f, + -0.373755f, -0.322609f, 0.309059f, -0.131523f, -0.118334f, -0.063805f, + -0.104251f, 0.012166f, -0.094699f, -0.283753f, 0.128168f, -0.526929f, + -0.050331f, 0.186153f, 0.005913f, -0.221236f, 0.036363f, 0.160909f, + -0.001342f, -0.382749f, 0.037820f, 0.281689f, -0.024275f, 0.028854f, + 0.318291f, 0.318526f, 0.035778f, 0.034031f, 0.189663f, -0.293367f, + 0.082022f, 0.127923f, 0.078866f, -0.081361f, -0.268117f, 0.246675f, + 0.248605f, -0.215479f, -0.073084f, 0.496140f, -0.067327f, 0.396237f, + -0.120739f, 0.033752f, -0.044120f, -0.218941f, -0.028078f, 0.195132f, + -0.040400f, 0.281604f, -0.100471f, 0.415207f, -0.258503f, -0.429749f, + 0.150569f, -0.010859f, 0.136448f, 0.026589f, 0.148466f, 0.110764f, + 0.380967f, 0.009177f, 0.103075f, 0.116417f, 0.226273f, -0.327746f, + 0.169346f, 0.284553f, -0.094986f, 0.312745f, -0.147840f, 0.025062f, + -0.494482f, 0.112388f, -0.213962f, 0.107050f, -0.433371f, -0.096276f, + -0.244835f, -0.003518f, -0.459148f, -0.145080f, 0.017150f, 0.042846f, + -0.237479f, 0.104746f, 0.158677f, 0.358937f, 0.099921f, 0.277109f, + 0.012410f, -0.062897f, 0.116130f, 0.255309f, 0.341628f, 0.145002f, + -0.429344f, -0.016433f, -0.068985f, 0.285194f, -0.286719f, -0.018298f, + -0.179369f, -0.194655f, -0.165380f, 0.026071f, -0.428268f, -0.379929f, + -0.727543f, 0.179610f, -0.963979f, -0.042026f, -0.616202f, 0.133401f, + -0.784966f, 0.061205f, -0.713357f, 0.129795f, 0.120512f, -0.339545f, + 0.353557f, 0.114906f, -0.329813f, -0.209987f, 0.085410f, 0.214313f, + -0.122082f, 0.335770f, -0.020937f, 0.202456f, 0.289023f, -0.421186f, + 0.337905f, 0.407663f, 0.132771f, 0.071734f, 0.213914f, 0.128595f, + 0.302659f, -0.209501f, 0.217756f, 0.253079f, -0.089505f, -0.205614f, +}; + +static const float av1_tx_split_nn_bias_64x64_layer0[32] = { + 0.296914f, -1.826816f, 0.346130f, 0.969520f, -0.528154f, 1.175862f, + -0.075985f, -0.097323f, -0.233059f, 0.004846f, 0.401279f, -2.272435f, + 0.086257f, 0.414162f, -0.194786f, -0.233887f, -0.113215f, -2.453546f, + 0.861214f, 0.298361f, 0.267397f, -0.158557f, -0.119911f, -0.098134f, + -0.339263f, 0.385871f, -0.678123f, 0.263218f, 0.251611f, -1.155773f, + -0.365437f, 0.229255f, +}; + +static const float av1_tx_split_nn_weights_64x64_layer1[32] = { + 0.502104f, -0.708023f, 0.419648f, 1.583418f, 0.419355f, -1.462981f, + -0.439623f, 0.405691f, 0.823257f, 0.061654f, 0.750875f, 0.775031f, + -0.387909f, 0.447385f, 0.284690f, 0.353262f, -0.224347f, 0.832864f, + -1.708491f, -1.042447f, -0.272829f, 0.540640f, 0.310509f, 0.723745f, + 0.245592f, -0.218417f, -0.597987f, -0.362301f, 0.702217f, -0.692614f, + 0.207812f, 0.513560f, +}; + +static const float av1_tx_split_nn_bias_64x64_layer1[1] = { -0.2307045f }; + +static const NN_CONFIG av1_tx_split_nnconfig_64x64 = { + 12, // num_inputs + 1, // num_outputs + 1, // num_hidden_layers + { + 32, + }, // num_hidden_nodes + { + av1_tx_split_nn_weights_64x64_layer0, + av1_tx_split_nn_weights_64x64_layer1, + }, + { + av1_tx_split_nn_bias_64x64_layer0, + av1_tx_split_nn_bias_64x64_layer1, + }, +}; +/******************************************************************************/ + +// Tx split model for 4x16 block. +static const float av1_tx_split_nn_weights_4x16_layer0[8 * 16] = { + -1.344184f, -1.454625f, -0.703110f, -0.140570f, -0.841536f, -0.068131f, + -2.128968f, -0.655518f, 0.432180f, 0.879752f, -0.222211f, 0.061615f, + -0.230969f, 0.569496f, 1.424188f, 0.598063f, -0.436005f, -0.737606f, + -0.137875f, -0.085730f, -0.076512f, -0.583101f, -0.937377f, -0.203556f, + -0.215797f, -0.015361f, -0.124098f, -0.411917f, 0.340441f, -0.331752f, + -0.472607f, -0.097714f, -0.930572f, -1.354713f, -0.550724f, 0.176212f, + -0.636060f, 0.183271f, -0.610212f, 0.345895f, -1.100906f, -1.605713f, + 0.111888f, -0.140937f, 0.063013f, -0.013315f, -0.273472f, -0.255870f, + 1.200328f, 0.274002f, 1.005776f, 0.322392f, 1.222373f, 0.158227f, + 0.408810f, 0.145022f, 0.139842f, -1.249412f, 0.286672f, -0.635699f, + 0.312562f, -0.495606f, -1.117034f, -0.085107f, -0.097484f, -0.341521f, + -0.132199f, -0.863055f, 0.217579f, -1.161425f, -0.302087f, -1.357271f, + -0.520724f, -1.211069f, -1.048729f, -0.333087f, -1.171527f, -0.280824f, + -2.057684f, -0.228755f, 0.606278f, 0.101198f, -0.314847f, -1.303255f, + -0.294964f, 1.301923f, 0.041712f, 0.077593f, -1.152746f, 0.495315f, + -0.751566f, 0.230249f, -0.840661f, 0.100731f, 1.346269f, 0.649898f, + -1.432258f, -0.456710f, -1.018123f, -0.348559f, -1.225226f, -0.170717f, + -0.354072f, 0.068292f, -0.234168f, 0.277503f, 0.179134f, 0.907420f, + 0.354626f, -0.627210f, 0.905779f, 0.512612f, 0.161190f, -0.843177f, + 0.014953f, -0.354983f, 0.011116f, -0.429598f, -1.017138f, -0.211432f, + 0.941840f, -0.281747f, 0.957776f, -0.541914f, 1.041880f, -0.433580f, + -1.416451f, -0.166467f, +}; + +static const float av1_tx_split_nn_bias_4x16_layer0[16] = { + 3.086118f, -3.235095f, 4.830956f, -0.165706f, 0.955031f, 4.055783f, + -0.311489f, 4.660205f, -0.576277f, -0.248111f, -0.790519f, -1.686412f, + -1.191704f, -3.800073f, 4.121552f, -1.399397f, +}; + +static const float av1_tx_split_nn_weights_4x16_layer1[16] = { + -0.758677f, 0.388776f, 0.439906f, 0.011390f, -0.084319f, -0.667969f, + -0.467316f, -0.875491f, -0.160668f, 0.805292f, 0.114393f, -0.549682f, + 0.462109f, 0.343315f, 1.092593f, 0.483152f, +}; + +static const float av1_tx_split_nn_bias_4x16_layer1[1] = { + 0.8205083f, +}; + +static const NN_CONFIG av1_tx_split_nnconfig_4x16 = { + 8, // num_inputs + 1, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { + av1_tx_split_nn_weights_4x16_layer0, + av1_tx_split_nn_weights_4x16_layer1, + }, + { + av1_tx_split_nn_bias_4x16_layer0, + av1_tx_split_nn_bias_4x16_layer1, + }, +}; +/******************************************************************************/ + +// Tx split model for 16x32 block. +static const float av1_tx_split_nn_weights_16x32_layer0[8 * 32] = { + 0.180713f, 0.033211f, 0.607561f, 0.138642f, 0.637204f, -0.000940f, + 0.012630f, 0.358109f, 0.022238f, 0.190418f, 0.079088f, 0.065925f, + 0.038242f, 0.162380f, -0.122728f, 0.379382f, -0.303283f, -0.327550f, + 0.029120f, -0.284553f, 0.269588f, -0.309805f, -0.241036f, -0.161103f, + -0.304887f, 0.239843f, -0.149146f, 0.311234f, -0.073640f, -0.132718f, + 0.178901f, 0.474712f, 0.020280f, 0.063685f, -0.609170f, -0.013658f, + -0.338074f, 0.250429f, 0.082978f, -0.186315f, -0.788959f, 0.039859f, + -0.426461f, -0.001524f, -0.447211f, 0.378102f, 0.315617f, 0.017428f, + 0.745494f, -0.219024f, 0.512836f, 0.200522f, 0.680449f, 0.313686f, + -0.412569f, -0.132927f, 0.631120f, 0.042735f, 0.336153f, 0.044772f, + 0.432606f, 0.175681f, -0.634411f, -0.073509f, -0.040643f, -0.559260f, + -0.104034f, -0.570495f, -0.247365f, 0.063256f, -0.582021f, -0.492585f, + -0.194955f, -0.207934f, -0.506627f, 0.021743f, -0.416518f, 0.320876f, + 0.115889f, 0.149399f, -0.229376f, 0.095505f, 0.115191f, -0.471921f, + 0.113068f, 0.343684f, -0.036831f, 0.021240f, 0.295112f, 0.031166f, + 0.448201f, -0.132241f, 0.164032f, 0.355572f, 0.072154f, 0.017335f, + -0.046113f, 0.178719f, -0.026881f, -0.242590f, 0.055073f, -0.012958f, + 0.077904f, 0.351356f, 0.107655f, 0.260568f, -0.080052f, -0.197553f, + 0.085763f, 0.263416f, -0.327741f, 0.158855f, 0.056899f, -0.162121f, + 0.339518f, -0.571204f, 0.264966f, -0.252214f, -0.202560f, -0.134213f, + -0.330188f, 0.009470f, -0.468376f, -0.065240f, -0.307957f, 0.116479f, + -0.222238f, -0.458716f, 0.186493f, -0.391415f, 0.118649f, -0.104653f, + -0.259958f, -0.332081f, -0.403785f, -0.050147f, -0.573511f, 0.177117f, + -0.598358f, 0.164947f, -0.119694f, -0.058520f, 0.203829f, -0.267404f, + -0.048202f, -0.600006f, 0.181594f, -0.731805f, 0.146417f, -0.687148f, + -1.210525f, -0.450101f, -0.620635f, 0.208825f, -0.611357f, 0.112202f, + -0.309468f, -0.323545f, 0.357770f, 0.308061f, 0.553199f, 0.049012f, + 0.530093f, -0.208597f, 0.607882f, -0.058120f, -0.527634f, 0.018136f, + 0.060753f, 0.118894f, 0.175649f, 0.014731f, 0.428318f, -0.106465f, + -0.119077f, 0.080179f, 0.524997f, 0.368286f, 0.528286f, 0.213659f, + 0.639286f, 0.195079f, -0.049815f, -0.092008f, -0.302958f, 0.298149f, + -0.173870f, -0.145205f, -0.233589f, -0.303368f, 0.141275f, 0.325622f, + -0.115293f, 0.155188f, 0.047225f, 0.231050f, -0.167447f, 0.349754f, + 0.295544f, -0.319466f, 0.095144f, 0.174612f, -0.194652f, 0.305915f, + -0.239008f, -0.037453f, 0.280696f, 0.125850f, 0.749196f, -0.101919f, + 0.791808f, -0.236811f, 0.064157f, 0.032865f, -0.225911f, 0.350384f, + 0.723183f, -0.103992f, 0.483085f, -0.123992f, 0.602138f, 0.023895f, + -0.692601f, -0.118387f, 0.162527f, 0.145178f, -0.184702f, -0.017753f, + -0.159436f, 0.124105f, -0.131067f, 0.310275f, 0.151499f, 0.138924f, + 0.537459f, 0.263212f, 0.615896f, 0.281255f, 0.021293f, -0.473459f, + 0.210145f, -0.056682f, 0.063658f, 0.377254f, -0.314410f, -0.183487f, + 0.300384f, 0.328471f, 0.164694f, -0.159272f, -0.160942f, -0.502861f, + -0.129147f, 0.045916f, -0.606865f, -0.101378f, +}; + +static const float av1_tx_split_nn_bias_16x32_layer0[32] = { + 0.051664f, -0.212487f, -0.077596f, -0.818467f, 0.638475f, -0.759937f, + 0.157198f, 0.989640f, 1.586035f, 0.431144f, 0.041605f, 0.543085f, + 0.498379f, 0.320504f, 0.134233f, 0.670979f, -0.105562f, -1.574879f, + 1.261812f, -0.287530f, -1.610592f, 0.730899f, -0.894240f, -0.657790f, + 0.270806f, -0.181708f, 0.298578f, 0.817240f, -0.221508f, -0.201771f, + -0.294389f, 1.456413f, +}; + +static const float av1_tx_split_nn_weights_16x32_layer1[32] = { + 1.208914f, 0.324728f, 0.383352f, -0.874321f, 0.172565f, -0.580927f, + -0.432927f, 0.433698f, -0.801935f, 0.672028f, 0.563493f, 0.260077f, + -0.200557f, -0.121638f, 0.530735f, -0.525196f, 0.281799f, 0.624204f, + -0.662775f, -0.230887f, 0.980989f, 0.223437f, -0.790591f, 0.600724f, + -0.273445f, 0.427635f, -0.501641f, -0.878390f, 0.234731f, -0.172550f, + 0.418904f, 1.792187f, +}; + +static const float av1_tx_split_nn_bias_16x32_layer1[1] = { + -0.29233751f, +}; + +static const NN_CONFIG av1_tx_split_nnconfig_16x32 = { + 8, // num_inputs + 1, // num_outputs + 1, // num_hidden_layers + { + 32, + }, // num_hidden_nodes + { + av1_tx_split_nn_weights_16x32_layer0, + av1_tx_split_nn_weights_16x32_layer1, + }, + { + av1_tx_split_nn_bias_16x32_layer0, + av1_tx_split_nn_bias_16x32_layer1, + }, +}; +/******************************************************************************/ + +// Tx split model for 32x64 block. +static const float av1_tx_split_nn_weights_32x64_layer0[8 * 32] = { + 0.031614f, -0.110926f, 0.052418f, -0.702506f, 0.045708f, 0.238329f, + -0.021806f, -0.208128f, 0.509745f, -0.293891f, 0.277788f, 0.113937f, + 0.741576f, 0.062848f, 0.351878f, 0.212532f, 0.385842f, 0.081517f, + 0.398502f, -0.015156f, 0.242616f, 0.214619f, -0.182678f, -0.170546f, + 0.110605f, -0.236749f, -0.023831f, -0.285243f, 0.147156f, -0.257639f, + 0.341355f, -0.571641f, -0.721797f, 0.139588f, -0.518494f, -0.206526f, + -0.570560f, -0.184295f, 0.110271f, 0.210292f, -0.109132f, -0.001080f, + 0.129251f, -0.204230f, -0.396312f, -0.183024f, 0.421243f, -0.013154f, + 0.222627f, 0.169826f, 0.226037f, 0.218153f, -0.343528f, 0.274906f, + -0.156632f, 0.250261f, -0.484020f, 0.019909f, -0.349575f, -0.286643f, + -0.507396f, 0.202446f, -0.154110f, -0.292644f, 0.122666f, 0.306963f, + 0.424895f, 0.005579f, 0.494094f, -0.079551f, 0.473740f, 0.352414f, + -0.356917f, 0.264331f, -0.554487f, 0.119978f, 0.012291f, -0.141641f, + -0.254714f, -0.213723f, -0.116701f, -0.011267f, 0.190025f, -0.118501f, + 0.305151f, -0.316782f, -0.220801f, -0.308420f, -0.324285f, 0.421329f, + -0.177066f, -0.055114f, 0.229698f, -0.199523f, 0.054278f, 0.365020f, + -0.060586f, -0.300618f, 0.157563f, -0.064338f, -0.005711f, -0.176991f, + -0.424502f, -0.111914f, 0.092608f, 0.126621f, 0.078547f, 0.148008f, + 0.024221f, 0.124599f, 0.001343f, 0.059402f, 0.453753f, 0.047102f, + 0.242544f, 0.055735f, -0.067451f, -0.170061f, -0.170469f, -0.232173f, + 0.214908f, 0.248889f, 0.544348f, -0.084566f, 0.402478f, 0.298031f, + 0.099038f, -0.238019f, -0.475085f, -0.070042f, -0.754955f, -0.049095f, + -0.783801f, -0.099857f, -0.582008f, -0.055194f, -0.103655f, 0.143689f, + 0.100219f, 0.293934f, 0.099271f, -0.036320f, 0.356626f, -0.261445f, + 0.879544f, 0.000878f, 0.532920f, -0.093918f, 0.508867f, -0.040215f, + -0.789042f, -0.145380f, -0.090040f, -0.066636f, 0.015212f, 0.352989f, + -0.058831f, -0.164588f, 0.039890f, 0.122861f, 0.222508f, 0.061217f, + 0.466487f, 0.022666f, 0.423777f, -0.002200f, -0.656835f, -0.099760f, + -0.520606f, 0.303204f, -0.563620f, -0.160922f, -0.243203f, 0.313354f, + -0.336516f, -0.206764f, -0.236040f, 0.325899f, -0.418748f, 0.163205f, + -0.476242f, -0.121928f, 0.139178f, -0.157193f, -0.531766f, -0.180202f, + -0.485254f, 0.187703f, -0.440072f, 0.137854f, 0.029139f, 0.109530f, + -0.078475f, -0.360618f, -0.334672f, -0.350890f, -0.403976f, 0.180336f, + -0.304542f, 0.005123f, 0.413995f, 0.314639f, 0.342648f, -0.293264f, + 0.358135f, -0.180425f, -0.369530f, -0.048413f, 0.498366f, 0.121875f, + 0.270948f, -0.187966f, 0.342503f, 0.174420f, -0.352105f, 0.088080f, + 0.008277f, 0.020275f, -0.002381f, 0.504389f, -0.018832f, -0.366047f, + -0.090947f, -0.168150f, 0.016184f, -0.328914f, 0.089579f, -0.017349f, + 0.005844f, -0.005010f, -1.857514f, -0.282426f, 0.010177f, -0.214727f, + -0.182529f, 0.156943f, -0.162032f, -0.472654f, 0.069432f, 0.016901f, + -0.767905f, 0.137129f, -0.411463f, 0.049056f, -0.431657f, -0.037641f, + 0.785500f, 0.046225f, 0.195831f, 0.245204f, 0.368614f, 0.212261f, + 0.440626f, -0.158048f, -0.461031f, -0.146280f, +}; + +static const float av1_tx_split_nn_bias_32x64_layer0[32] = { + 0.490777f, -1.894238f, 0.621333f, -0.076756f, 0.286298f, 0.286375f, + -0.126431f, -0.350034f, -1.017572f, 0.620125f, 0.408128f, 0.238756f, + -0.060728f, 0.210912f, 0.043124f, 0.445649f, 0.907025f, 0.360272f, + 1.083101f, -0.068952f, 1.062348f, 0.396354f, 0.280075f, 0.501732f, + 0.328422f, 0.066241f, 0.474697f, 0.126313f, 0.741206f, 0.314796f, + 0.552712f, 0.299410f, +}; + +static const float av1_tx_split_nn_weights_32x64_layer1[32] = { + 1.033823f, 0.603439f, 0.304591f, -0.279940f, -0.780909f, -0.132801f, + 0.154059f, 0.662014f, -0.718368f, 0.198733f, 0.039766f, -0.208516f, + -0.104909f, -0.394209f, 0.081617f, 0.365041f, -0.874960f, -0.063315f, + -1.189897f, 0.337225f, 0.410893f, 0.307519f, 0.221323f, 0.233895f, + 0.469536f, 0.438557f, 0.280144f, 0.422423f, -1.394513f, 0.781900f, + 0.352981f, 0.111265f, +}; + +static const float av1_tx_split_nn_bias_32x64_layer1[1] = { + -0.18160765f, +}; + +static const NN_CONFIG av1_tx_split_nnconfig_32x64 = { + 8, // num_inputs + 1, // num_outputs + 1, // num_hidden_layers + { + 32, + }, // num_hidden_nodes + { + av1_tx_split_nn_weights_32x64_layer0, + av1_tx_split_nn_weights_32x64_layer1, + }, + { + av1_tx_split_nn_bias_32x64_layer0, + av1_tx_split_nn_bias_32x64_layer1, + }, +}; +/******************************************************************************/ + +// Tx split model for 8x32 block. +static const float av1_tx_split_nn_weights_8x32_layer0[8 * 24] = { + -0.687846f, 0.121404f, -0.372905f, 0.126770f, -0.103298f, -0.101650f, + -0.148490f, -0.271740f, 0.682915f, -0.079765f, 0.634347f, -0.151503f, + 0.287692f, -0.079072f, -0.236948f, 0.065064f, 0.713383f, 0.397123f, + 0.553621f, 0.368529f, 0.767663f, -0.046601f, -0.392402f, -0.294822f, + -0.292325f, -0.010573f, -0.837945f, 0.050113f, -0.811360f, 0.199162f, + 0.150832f, 0.011602f, 0.369694f, -0.225876f, 0.234113f, -0.269808f, + 0.303805f, -0.190281f, -0.451136f, 0.209755f, -0.308894f, 0.326956f, + 0.313591f, 0.089923f, -0.095754f, 0.390981f, 0.467366f, 0.169670f, + 0.853322f, 0.054055f, 0.830319f, -0.121918f, 0.262019f, -0.093526f, + 0.385558f, 0.419174f, 0.040198f, -0.347030f, -0.450492f, -0.106764f, + 0.487502f, -0.204188f, 0.430374f, -0.116388f, 0.236407f, -0.157376f, + 0.732294f, -0.651387f, 0.347446f, 0.342575f, 0.048406f, 0.187657f, + 0.434899f, -0.447782f, 0.032728f, -0.071168f, -0.255327f, 0.104174f, + 0.095689f, -0.431743f, 0.725694f, 0.031797f, 0.523171f, 0.061801f, + 0.469804f, -0.071068f, -0.059024f, -0.211937f, 0.392134f, -0.321490f, + 0.366060f, -0.427798f, 0.166771f, 0.299652f, 0.044660f, 0.205142f, + 0.039133f, -0.051835f, -0.465475f, 0.216976f, -0.341156f, 0.095358f, + 0.230807f, 0.201674f, 0.279266f, -0.713534f, -0.091690f, -0.569708f, + -0.119001f, 0.252160f, -1.544578f, -0.284477f, 0.555348f, 0.226471f, + 0.347690f, 0.034365f, 0.770835f, -0.241859f, -0.130241f, 0.292936f, + 0.396622f, -0.417916f, 0.492224f, 0.125517f, 0.344824f, 0.232172f, + -0.432106f, -0.278745f, 0.035069f, -0.307247f, -0.120760f, 0.170950f, + 0.433601f, 0.044286f, 0.141463f, -0.041382f, 0.529346f, 0.010868f, + -0.323674f, 0.185205f, 0.623459f, 0.232842f, -0.406693f, -0.142944f, + 0.222988f, 0.343634f, 0.065401f, 0.002621f, 0.805335f, -0.426926f, + 0.279181f, 0.131364f, 0.192339f, -0.402391f, 0.544120f, -0.060618f, + 0.467780f, 0.165224f, -0.373131f, 0.002427f, 0.688064f, 0.322317f, + 0.259713f, 0.130583f, 0.185032f, -0.189111f, -0.067821f, 0.010875f, + 0.644724f, -0.179291f, 0.463222f, 0.155230f, 0.721384f, -0.046019f, + 0.438501f, 0.440027f, -0.462090f, -0.002039f, -0.468026f, -0.008890f, + -0.328530f, 0.370102f, 0.482531f, 0.043471f, -0.469732f, -0.532663f, + 0.122081f, -0.379659f, 0.037219f, -0.519913f, -0.128975f, -0.404365f, +}; + +static const float av1_tx_split_nn_bias_8x32_layer0[24] = { + -1.198965f, 0.395204f, -0.408627f, -0.021654f, -0.658355f, 0.154525f, + -0.288354f, 1.207574f, 0.411608f, 0.964678f, -1.176893f, 1.059006f, + -0.472969f, 2.087975f, 1.065536f, 0.595569f, 0.197907f, -0.349938f, + 1.013651f, -0.931093f, -0.973595f, -0.459094f, -1.253062f, 1.624782f, +}; + +static const float av1_tx_split_nn_weights_8x32_layer1[24] = { + 0.815787f, -0.393465f, -0.483427f, -0.565592f, 0.493494f, 0.430229f, + -0.507073f, -0.251379f, -0.353418f, -0.495445f, 0.820029f, 0.649146f, + -0.487383f, 1.844503f, 0.480324f, -0.982705f, -0.501446f, -0.220584f, + 0.334299f, 0.802238f, 0.805838f, -0.487848f, 0.300772f, -1.232857f, +}; + +static const float av1_tx_split_nn_bias_8x32_layer1[1] = { + 0.13435879f, +}; + +static const NN_CONFIG av1_tx_split_nnconfig_8x32 = { + 8, // num_inputs + 1, // num_outputs + 1, // num_hidden_layers + { + 24, + }, // num_hidden_nodes + { + av1_tx_split_nn_weights_8x32_layer0, + av1_tx_split_nn_weights_8x32_layer1, + }, + { + av1_tx_split_nn_bias_8x32_layer0, + av1_tx_split_nn_bias_8x32_layer1, + }, +}; +/******************************************************************************/ + +// Tx split model for 16x32 block. +static const float av1_tx_split_nn_weights_16x64_layer0[8 * 16] = { + -0.378223f, -0.124216f, -0.514089f, -0.110117f, -0.585801f, -0.094838f, + -0.455385f, -0.220254f, -0.504568f, -0.082351f, -0.476420f, -0.253993f, + -0.454709f, -0.059461f, 0.210313f, -0.155683f, 0.192968f, -0.127804f, + 0.471996f, 0.253377f, 0.472625f, 0.485322f, 0.150560f, 0.164868f, + -0.475587f, 0.447559f, -0.455759f, -0.306665f, -0.194866f, -0.283716f, + -0.243897f, 0.293020f, -0.308298f, -0.191904f, -0.468568f, 0.014053f, + -0.618848f, 0.096273f, -0.444586f, 0.347750f, -0.280643f, -0.062872f, + 0.118661f, 0.540099f, 0.104141f, -0.279300f, -0.098721f, -0.173427f, + -0.984558f, -0.424559f, -0.411928f, -0.120875f, -0.488999f, -0.050716f, + -0.523103f, 0.093620f, -0.930396f, -0.431997f, -1.163297f, 0.190384f, + -0.422581f, -0.005354f, 0.450552f, 0.369210f, 0.562484f, 0.679922f, + 0.282099f, -0.039075f, 0.404196f, 0.006371f, 0.069679f, -0.196160f, + -0.213675f, 0.275187f, -0.104235f, -0.193090f, 0.003116f, -0.252454f, + -0.094591f, 0.210439f, -0.137070f, 0.145043f, 0.024558f, 0.121718f, + 0.010138f, 0.301651f, -0.377990f, 0.444414f, 0.001845f, -0.095334f, + 0.550259f, 0.087603f, 0.792492f, -0.044584f, 0.641706f, -0.328458f, + -0.447791f, 0.135376f, 0.356385f, 0.135748f, 0.310370f, 0.293757f, + -0.062000f, -0.056368f, 0.343930f, 0.312039f, 0.370763f, 0.452381f, + -0.023630f, -0.185909f, 0.422277f, -0.006306f, 0.045166f, 0.423359f, + -0.157735f, -0.084901f, 0.219527f, -0.209510f, 0.575057f, 0.249276f, + 0.069267f, 0.233898f, -0.229392f, 0.117197f, -0.038551f, 0.293976f, + 0.101996f, 0.120878f, +}; + +static const float av1_tx_split_nn_bias_16x64_layer0[16] = { + 1.036995f, 0.160249f, 0.100264f, 0.694881f, 0.694677f, 0.128379f, + -0.843405f, -0.405515f, 0.104139f, 0.182980f, -0.025472f, 0.901067f, + -0.299866f, -0.103079f, -0.190352f, -0.048121f, +}; + +static const float av1_tx_split_nn_weights_16x64_layer1[16] = { + -1.778868f, 0.174690f, 0.211991f, 0.712138f, 0.589352f, 0.466652f, + 1.029146f, -0.490044f, 0.483015f, 0.600215f, -0.577776f, -0.755546f, + 0.348337f, -0.205082f, 0.347129f, -0.322277f, +}; + +static const float av1_tx_split_nn_bias_16x64_layer1[1] = { + 0.04230947f, +}; + +static const NN_CONFIG av1_tx_split_nnconfig_16x64 = { + 8, // num_inputs + 1, // num_outputs + 1, // num_hidden_layers + { + 16, + }, // num_hidden_nodes + { + av1_tx_split_nn_weights_16x64_layer0, + av1_tx_split_nn_weights_16x64_layer1, + }, + { + av1_tx_split_nn_bias_16x64_layer0, + av1_tx_split_nn_bias_16x64_layer1, + }, +}; +/******************************************************************************/ + +// Map block size to its corresponding neural net model for tx split prediction. +static const NN_CONFIG *const av1_tx_split_nnconfig_map[TX_SIZES_ALL] = { + NULL, // TX_4X4, + &av1_tx_split_nnconfig_8x8, // TX_8X8, + &av1_tx_split_nnconfig_16x16, // TX_16X16, + &av1_tx_split_nnconfig_32x32, // TX_32X32, + &av1_tx_split_nnconfig_64x64, // TX_64X64, + &av1_tx_split_nnconfig_4x8, // TX_4X8, + &av1_tx_split_nnconfig_4x8, // TX_8X4, + &av1_tx_split_nnconfig_8x16, // TX_8X16, + &av1_tx_split_nnconfig_8x16, // TX_16X8, + &av1_tx_split_nnconfig_16x32, // TX_16X32, + &av1_tx_split_nnconfig_16x32, // TX_32X16, + &av1_tx_split_nnconfig_32x64, // TX_32X64, + &av1_tx_split_nnconfig_32x64, // TX_64X32, + &av1_tx_split_nnconfig_4x16, // TX_4X16, + &av1_tx_split_nnconfig_4x16, // TX_16X4, + &av1_tx_split_nnconfig_8x32, // TX_8X32, + &av1_tx_split_nnconfig_8x32, // TX_32X8, + &av1_tx_split_nnconfig_16x64, // TX_16X64, + &av1_tx_split_nnconfig_16x64, // TX_64X16, +}; + +#if !CONFIG_REALTIME_ONLY +#define NUM_INTRA_TX_SPLIT_FEATURES 14 +#define NUM_INTRA_TX_SPLIT_HIDDEN_LAYERS 1 +#define NUM_INTRA_TX_SPLIT_HIDDEN_NODES 16 +// Model to prune intra transform depth for intra 8x8 block. +static const float av1_intra_tx_split_8x8_mean[NUM_INTRA_TX_SPLIT_FEATURES] = { + 0.110706f, 18.901518f, 0.250436f, 13.483487f, 0.118141f, + 14.318728f, 0.028409f, 14.257664f, 0.045839f, 15.143358f, + 9.702971f, 14.300809f, 6.018646f, 3.682534f, +}; + +static const float av1_intra_tx_split_8x8_std[NUM_INTRA_TX_SPLIT_FEATURES] = { + 13.750575f, 13.440116f, 14.334330f, 12.236641f, 18.415247f, + 12.733355f, 18.309339f, 12.858130f, 23.465142f, 13.447014f, + 8.625048f, 10.456774f, 1.185447f, 1.810423f, +}; + +static const float av1_intra_tx_split_nn_weights_8x8_layer0 + [NUM_INTRA_TX_SPLIT_FEATURES * NUM_INTRA_TX_SPLIT_HIDDEN_NODES] = { + -0.156142f, -0.753623f, 0.026883f, 0.039188f, -0.035310f, 0.106140f, + 0.051622f, 0.077838f, 0.101632f, 0.107278f, 0.232200f, 0.269083f, + 0.048966f, -1.553293f, -0.113983f, -0.151248f, -0.067369f, 0.787292f, + 0.076651f, -0.802634f, 0.266414f, 1.107563f, -0.068848f, -0.956468f, + -0.074920f, -0.192258f, 0.006207f, 0.176196f, -0.493442f, 0.152290f, + -0.208874f, -0.014658f, 0.297385f, -0.351695f, 0.246295f, -0.178519f, + -0.204191f, 0.049663f, -0.330343f, -0.299754f, 0.246215f, -0.014558f, + -0.117611f, 0.206445f, 0.045840f, -0.047563f, -0.049679f, 0.406892f, + -0.052307f, -1.513404f, 0.166166f, 0.520760f, -0.143320f, -0.593928f, + -0.010533f, 0.250752f, 0.076738f, 0.537512f, -0.082619f, -1.534031f, + 0.047109f, 0.634247f, -0.089730f, 0.545534f, -0.022742f, -0.779047f, + -0.606358f, -0.199145f, -0.051269f, 0.248784f, 0.327545f, -0.851751f, + 0.071739f, 0.035975f, 0.387781f, -0.136427f, -0.284436f, 0.578449f, + -0.198276f, 0.579950f, 0.600111f, -0.370164f, -0.215297f, 0.517342f, + 0.200061f, -2.507660f, -0.030851f, 0.227315f, -0.078289f, 0.276052f, + -0.050281f, 0.251481f, -0.139318f, 0.281175f, 0.226524f, 0.058968f, + 0.197436f, 0.517294f, -0.105914f, -1.599567f, 0.064985f, 0.043209f, + -0.280038f, 0.126874f, 0.330387f, -0.014407f, 0.031241f, 0.237801f, + 0.948959f, -0.253791f, -0.022622f, -0.061430f, 0.265852f, 0.750823f, + 0.086606f, 0.853527f, -0.180971f, -1.255744f, -0.152979f, -1.022198f, + -0.044708f, 0.506424f, -0.501968f, -0.416863f, -0.012688f, 0.193523f, + -0.093698f, 0.430875f, 0.007379f, 0.019278f, 0.080890f, 0.462755f, + -0.054326f, -0.157611f, -0.004851f, -1.275676f, -0.060528f, -0.508170f, + 0.195429f, -0.023534f, 0.355211f, 0.983561f, -0.122036f, -0.911948f, + -0.172280f, -1.135245f, -0.043211f, 0.576456f, -0.075247f, 0.429734f, + -0.246309f, -0.355575f, -0.048809f, 0.217113f, 0.078385f, 0.720341f, + 0.007070f, 0.144617f, -0.167642f, 0.303056f, -0.031425f, 0.123448f, + -0.320530f, 0.164070f, -0.497849f, -0.233918f, -0.032123f, 0.084983f, + 0.312216f, 0.062609f, -0.389815f, 0.237593f, 0.000157f, -0.642068f, + 0.167898f, 0.495234f, -0.083493f, -0.555971f, 0.124437f, 0.381125f, + -0.459219f, 0.047924f, -0.138222f, -2.232816f, 0.127585f, -0.102420f, + 0.131598f, 0.036837f, -0.163055f, -0.067429f, -0.078521f, -0.055666f, + 1.387057f, 0.400154f, -0.003355f, -0.073627f, -0.305098f, -0.413383f, + -0.008266f, -0.038329f, 0.209808f, 0.375777f, 0.037274f, -0.050226f, + -0.100576f, 0.237441f, 0.237854f, 0.828296f, 0.001149f, -0.093964f, + 0.214051f, -0.031486f, -0.561307f, 0.014540f, 0.169357f, 0.323202f, + -0.395334f, -0.038941f, 0.476800f, -0.213122f, -0.287521f, -0.420717f, + -0.054142f, -0.102266f, + }; + +static const float + av1_intra_tx_split_nn_bias_8x8_layer0[NUM_INTRA_TX_SPLIT_HIDDEN_NODES] = { + -1.150850f, -0.236404f, 0.184554f, -0.904162f, -0.949979f, 0.427016f, + -0.546867f, -0.611094f, -0.676570f, -0.208959f, -0.286384f, 0.562238f, + 0.434197f, -0.746518f, 0.123085f, -0.549836f, + }; + +static const float av1_intra_tx_split_nn_weights_8x8_layer1 + [NUM_INTRA_TX_SPLIT_HIDDEN_NODES] = { + 0.749814f, 0.598172f, 0.375611f, 0.751612f, 0.947538f, -0.282228f, + -1.457522f, -1.092290f, 0.738657f, 0.575779f, 0.514823f, -0.560616f, + -0.491619f, -1.482014f, 0.524625f, -0.533590f, + }; + +static const float av1_intra_tx_split_nn_bias_8x8_layer1[1] = { + -0.488888f, +}; + +static const NN_CONFIG av1_intra_tx_split_nnconfig_8x8 = { + NUM_INTRA_TX_SPLIT_FEATURES, // num_inputs + 1, // num_outputs + NUM_INTRA_TX_SPLIT_HIDDEN_LAYERS, // num_hidden_layers + { + NUM_INTRA_TX_SPLIT_HIDDEN_NODES, + }, // num_hidden_nodes + { + av1_intra_tx_split_nn_weights_8x8_layer0, + av1_intra_tx_split_nn_weights_8x8_layer1, + }, + { + av1_intra_tx_split_nn_bias_8x8_layer0, + av1_intra_tx_split_nn_bias_8x8_layer1, + }, +}; + +static const float av1_intra_tx_prune_nn_thresh_8x8[2] = { -0.405465f, + 0.405465f }; +#endif // !CONFIG_REALTIME_ONLY + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // AOM_AV1_ENCODER_TX_PRUNE_MODEL_WEIGHTS_H_ |