ref: bb117189e0ac0c9f3efed2073961381463b6ddfc
dir: /vp9/encoder/vp9_partition_models.h/
/* * Copyright (c) 2018 The WebM project authors. All Rights Reserved. * * Use of this source code is governed by a BSD-style license * that can be found in the LICENSE file in the root of the source * tree. An additional intellectual property rights grant can be found * in the file PATENTS. All contributing project authors may * be found in the AUTHORS file in the root of the source tree. */ #ifndef VPX_VP9_ENCODER_VP9_PARTITION_MODELS_H_ #define VPX_VP9_ENCODER_VP9_PARTITION_MODELS_H_ #ifdef __cplusplus extern "C" { #endif #define NN_MAX_HIDDEN_LAYERS 10 #define NN_MAX_NODES_PER_LAYER 128 // Neural net model config. It defines the layout of a neural net model, such as // the number of inputs/outputs, number of layers, the number of nodes in each // layer, as well as the weights and bias of each node. typedef struct { int num_inputs; // Number of input nodes, i.e. features. int num_outputs; // Number of output nodes. int num_hidden_layers; // Number of hidden layers, maximum 10. // Number of nodes for each hidden layer. int num_hidden_nodes[NN_MAX_HIDDEN_LAYERS]; // Weight parameters, indexed by layer. const float *weights[NN_MAX_HIDDEN_LAYERS + 1]; // Bias parameters, indexed by layer. const float *bias[NN_MAX_HIDDEN_LAYERS + 1]; } NN_CONFIG; // Partition search breakout model. #define FEATURES 4 #define Q_CTX 3 #define RESOLUTION_CTX 2 static const float vp9_partition_breakout_weights_64[RESOLUTION_CTX][Q_CTX][FEATURES + 1] = { { { -0.016673f, -0.001025f, -0.000032f, 0.000833f, 1.94261885f - 2.1f, }, { -0.160867f, -0.002101f, 0.000011f, 0.002448f, 1.65738142f - 2.5f, }, { -0.628934f, -0.011459f, -0.000009f, 0.013833f, 1.47982645f - 1.6f, }, }, { { -0.064309f, -0.006121f, 0.000232f, 0.005778f, 0.7989465f - 5.0f, }, { -0.314957f, -0.009346f, -0.000225f, 0.010072f, 2.80695581f - 5.5f, }, { -0.635535f, -0.015135f, 0.000091f, 0.015247f, 2.90381241f - 5.0f, }, }, }; static const float vp9_partition_breakout_weights_32[RESOLUTION_CTX][Q_CTX][FEATURES + 1] = { { { -0.010554f, -0.003081f, -0.000134f, 0.004491f, 1.68445992f - 3.5f, }, { -0.051489f, -0.007609f, 0.000016f, 0.009792f, 1.28089404f - 2.5f, }, { -0.163097f, -0.013081f, 0.000022f, 0.019006f, 1.36129403f - 3.2f, }, }, { { -0.024629f, -0.006492f, -0.000254f, 0.004895f, 1.27919173f - 4.5f, }, { -0.083936f, -0.009827f, -0.000200f, 0.010399f, 2.73731065f - 4.5f, }, { -0.279052f, -0.013334f, 0.000289f, 0.023203f, 2.43595719f - 3.5f, }, }, }; static const float vp9_partition_breakout_weights_16[RESOLUTION_CTX][Q_CTX][FEATURES + 1] = { { { -0.013154f, -0.002404f, -0.000977f, 0.008450f, 2.57404566f - 5.5f, }, { -0.019146f, -0.004018f, 0.000064f, 0.008187f, 2.15043926f - 2.5f, }, { -0.075755f, -0.010858f, 0.000030f, 0.024505f, 2.06848121f - 2.5f, }, }, { { -0.007636f, -0.002751f, -0.000682f, 0.005968f, 0.19225763f - 4.5f, }, { -0.047306f, -0.009113f, -0.000518f, 0.016007f, 2.61068869f - 4.0f, }, { -0.069336f, -0.010448f, -0.001120f, 0.023083f, 1.47591054f - 5.5f, }, }, }; static const float vp9_partition_breakout_weights_8[RESOLUTION_CTX][Q_CTX] [FEATURES + 1] = { { { -0.011807f, -0.009873f, -0.000931f, 0.034768f, 1.32254851f - 2.0f, }, { -0.003861f, -0.002701f, 0.000100f, 0.013876f, 1.96755111f - 1.5f, }, { -0.013522f, -0.008677f, -0.000562f, 0.034468f, 1.53440356f - 1.5f, }, }, { { -0.003221f, -0.002125f, 0.000993f, 0.012768f, 0.03541421f - 2.0f, }, { -0.006069f, -0.007335f, 0.000229f, 0.026104f, 0.17135315f - 1.5f, }, { -0.039894f, -0.011419f, 0.000070f, 0.061817f, 0.6739977f - 1.5f, }, }, }; #undef FEATURES #undef Q_CTX #undef RESOLUTION_CTX // Rectangular partition search pruning model. #define FEATURES 8 #define LABELS 4 #define NODES 16 static const float vp9_rect_part_nn_weights_16_layer0[FEATURES * NODES] = { -0.432522f, 0.133070f, -0.169187f, 0.768340f, 0.891228f, 0.554458f, 0.356000f, 0.403621f, 0.809165f, 0.778214f, -0.520357f, 0.301451f, -0.386972f, -0.314402f, 0.021878f, 1.148746f, -0.462258f, -0.175524f, -0.344589f, -0.475159f, -0.232322f, 0.471147f, -0.489948f, 0.467740f, -0.391550f, 0.208601f, 0.054138f, 0.076859f, -0.309497f, -0.095927f, 0.225917f, 0.011582f, -0.520730f, -0.585497f, 0.174036f, 0.072521f, 0.120771f, -0.517234f, -0.581908f, -0.034003f, -0.694722f, -0.364368f, 0.290584f, 0.038373f, 0.685654f, 0.394019f, 0.759667f, 1.257502f, -0.610516f, -0.185434f, 0.211997f, -0.172458f, 0.044605f, 0.145316f, -0.182525f, -0.147376f, 0.578742f, 0.312412f, -0.446135f, -0.389112f, 0.454033f, 0.260490f, 0.664285f, 0.395856f, -0.231827f, 0.215228f, 0.014856f, -0.395462f, 0.479646f, -0.391445f, -0.357788f, 0.166238f, -0.056818f, -0.027783f, 0.060880f, -1.604710f, 0.531268f, 0.282184f, 0.714944f, 0.093523f, -0.218312f, -0.095546f, -0.285621f, -0.190871f, -0.448340f, -0.016611f, 0.413913f, -0.286720f, -0.158828f, -0.092635f, -0.279551f, 0.166509f, -0.088162f, 0.446543f, -0.276830f, -0.065642f, -0.176346f, -0.984754f, 0.338738f, 0.403809f, 0.738065f, 1.154439f, 0.750764f, 0.770959f, -0.269403f, 0.295651f, -0.331858f, 0.367144f, 0.279279f, 0.157419f, -0.348227f, -0.168608f, -0.956000f, -0.647136f, 0.250516f, 0.858084f, 0.809802f, 0.492408f, 0.804841f, 0.282802f, 0.079395f, -0.291771f, -0.024382f, -1.615880f, -0.445166f, -0.407335f, -0.483044f, 0.141126f, }; static const float vp9_rect_part_nn_bias_16_layer0[NODES] = { 0.275384f, -0.053745f, 0.000000f, 0.000000f, -0.178103f, 0.513965f, -0.161352f, 0.228551f, 0.000000f, 1.013712f, 0.000000f, 0.000000f, -1.144009f, -0.000006f, -0.241727f, 2.048764f, }; static const float vp9_rect_part_nn_weights_16_layer1[NODES * LABELS] = { -1.435278f, 2.204691f, -0.410718f, 0.202708f, 0.109208f, 1.059142f, -0.306360f, 0.845906f, 0.489654f, -1.121915f, -0.169133f, -0.003385f, 0.660590f, -0.018711f, 1.227158f, -2.967504f, 1.407345f, -1.293243f, -0.386921f, 0.300492f, 0.338824f, -0.083250f, -0.069454f, -1.001827f, -0.327891f, 0.899353f, 0.367397f, -0.118601f, -0.171936f, -0.420646f, -0.803319f, 2.029634f, 0.940268f, -0.664484f, 0.339916f, 0.315944f, 0.157374f, -0.402482f, -0.491695f, 0.595827f, 0.015031f, 0.255887f, -0.466327f, -0.212598f, 0.136485f, 0.033363f, -0.796921f, 1.414304f, -0.282185f, -2.673571f, -0.280994f, 0.382658f, -0.350902f, 0.227926f, 0.062602f, -1.000199f, 0.433731f, 1.176439f, -0.163216f, -0.229015f, -0.640098f, -0.438852f, -0.947700f, 2.203434f, }; static const float vp9_rect_part_nn_bias_16_layer1[LABELS] = { -0.875510f, 0.982408f, 0.560854f, -0.415209f, }; static const NN_CONFIG vp9_rect_part_nnconfig_16 = { FEATURES, // num_inputs LABELS, // num_outputs 1, // num_hidden_layers { NODES, }, // num_hidden_nodes { vp9_rect_part_nn_weights_16_layer0, vp9_rect_part_nn_weights_16_layer1, }, { vp9_rect_part_nn_bias_16_layer0, vp9_rect_part_nn_bias_16_layer1, }, }; static const float vp9_rect_part_nn_weights_32_layer0[FEATURES * NODES] = { -0.147312f, -0.753248f, 0.540206f, 0.661415f, 0.484117f, -0.341609f, 0.016183f, 0.064177f, 0.781580f, 0.902232f, -0.505342f, 0.325183f, -0.231072f, -0.120107f, -0.076216f, 0.120038f, 0.403695f, -0.463301f, -0.192158f, 0.407442f, 0.106633f, 1.072371f, -0.446779f, 0.467353f, 0.318812f, -0.505996f, -0.008768f, -0.239598f, 0.085480f, 0.284640f, -0.365045f, -0.048083f, -0.112090f, -0.067089f, 0.304138f, -0.228809f, 0.383651f, -0.196882f, 0.477039f, -0.217978f, -0.506931f, -0.125675f, 0.050456f, 1.086598f, 0.732128f, 0.326941f, 0.103952f, 0.121769f, -0.154487f, -0.255514f, 0.030591f, -0.382797f, -0.019981f, -0.326570f, 0.149691f, -0.435633f, -0.070795f, 0.167691f, 0.251413f, -0.153405f, 0.160347f, 0.455107f, -0.968580f, -0.575879f, 0.623115f, -0.069793f, -0.379768f, -0.965807f, -0.062057f, 0.071312f, 0.457098f, 0.350372f, -0.460659f, -0.985393f, 0.359963f, -0.093677f, 0.404272f, -0.326896f, -0.277752f, 0.609322f, -0.114193f, -0.230701f, 0.089208f, 0.645381f, 0.494485f, 0.467876f, -0.166187f, 0.251044f, -0.394661f, 0.192895f, -0.344777f, -0.041893f, -0.111163f, 0.066347f, 0.378158f, -0.455465f, 0.339839f, -0.418207f, -0.356515f, -0.227536f, -0.211091f, -0.122945f, 0.361772f, -0.338095f, 0.004564f, -0.398510f, 0.060876f, -2.132504f, -0.086776f, -0.029166f, 0.039241f, 0.222534f, -0.188565f, -0.288792f, -0.160789f, -0.123905f, 0.397916f, -0.063779f, 0.167210f, -0.445004f, 0.056889f, 0.207280f, 0.000101f, 0.384507f, -1.721239f, -2.036402f, -2.084403f, -2.060483f, }; static const float vp9_rect_part_nn_bias_32_layer0[NODES] = { -0.859251f, -0.109938f, 0.091838f, 0.187817f, -0.728265f, 0.253080f, 0.000000f, -0.357195f, -0.031290f, -1.373237f, -0.761086f, 0.000000f, -0.024504f, 1.765711f, 0.000000f, 1.505390f, }; static const float vp9_rect_part_nn_weights_32_layer1[NODES * LABELS] = { 0.680940f, 1.367178f, 0.403075f, 0.029957f, 0.500917f, 1.407776f, -0.354002f, 0.011667f, 1.663767f, 0.959155f, 0.428323f, -0.205345f, -0.081850f, -3.920103f, -0.243802f, -4.253933f, -0.034020f, -1.361057f, 0.128236f, -0.138422f, -0.025790f, -0.563518f, -0.148715f, -0.344381f, -1.677389f, -0.868332f, -0.063792f, 0.052052f, 0.359591f, 2.739808f, -0.414304f, 3.036597f, -0.075368f, -1.019680f, 0.642501f, 0.209779f, -0.374539f, -0.718294f, -0.116616f, -0.043212f, -1.787809f, -0.773262f, 0.068734f, 0.508309f, 0.099334f, 1.802239f, -0.333538f, 2.708645f, -0.447682f, -2.355555f, -0.506674f, -0.061028f, -0.310305f, -0.375475f, 0.194572f, 0.431788f, -0.789624f, -0.031962f, 0.358353f, 0.382937f, 0.232002f, 2.321813f, -0.037523f, 2.104652f, }; static const float vp9_rect_part_nn_bias_32_layer1[LABELS] = { -0.693383f, 0.773661f, 0.426878f, -0.070619f, }; static const NN_CONFIG vp9_rect_part_nnconfig_32 = { FEATURES, // num_inputs LABELS, // num_outputs 1, // num_hidden_layers { NODES, }, // num_hidden_nodes { vp9_rect_part_nn_weights_32_layer0, vp9_rect_part_nn_weights_32_layer1, }, { vp9_rect_part_nn_bias_32_layer0, vp9_rect_part_nn_bias_32_layer1, }, }; #undef NODES #define NODES 24 static const float vp9_rect_part_nn_weights_64_layer0[FEATURES * NODES] = { 0.024671f, -0.220610f, -0.284362f, -0.069556f, -0.315700f, 0.187861f, 0.139782f, 0.063110f, 0.796561f, 0.172868f, -0.662194f, -1.393074f, 0.085003f, 0.393381f, 0.358477f, -0.187268f, -0.370745f, 0.218287f, 0.027271f, -0.254089f, -0.048236f, -0.459137f, 0.253171f, 0.122598f, -0.550107f, -0.568456f, 0.159866f, -0.246534f, 0.096384f, -0.255460f, 0.077864f, -0.334837f, 0.026921f, -0.697252f, 0.345262f, 1.343578f, 0.815984f, 1.118211f, 1.574016f, 0.578476f, -0.285967f, -0.508672f, 0.118137f, 0.037695f, 1.540510f, 1.256648f, 1.163819f, 1.172027f, 0.661551f, -0.111980f, -0.434204f, -0.894217f, 0.570524f, 0.050292f, -0.113680f, 0.000784f, -0.211554f, -0.369394f, 0.158306f, -0.512505f, -0.238696f, 0.091498f, -0.448490f, -0.491268f, -0.353112f, -0.303315f, -0.428438f, 0.127998f, -0.406790f, -0.401786f, -0.279888f, -0.384223f, 0.026100f, 0.041621f, -0.315818f, -0.087888f, 0.353497f, 0.163123f, -0.380128f, -0.090334f, -0.216647f, -0.117849f, -0.173502f, 0.301871f, 0.070854f, 0.114627f, -0.050545f, -0.160381f, 0.595294f, 0.492696f, -0.453858f, -1.154139f, 0.126000f, 0.034550f, 0.456665f, -0.236618f, -0.112640f, 0.050759f, -0.449162f, 0.110059f, 0.147116f, 0.249358f, -0.049894f, 0.063351f, -0.004467f, 0.057242f, -0.482015f, -0.174335f, -0.085617f, -0.333808f, -0.358440f, -0.069006f, 0.099260f, -1.243430f, -0.052963f, 0.112088f, -2.661115f, -2.445893f, -2.688174f, -2.624232f, 0.030494f, 0.161311f, 0.012136f, 0.207564f, -2.776856f, -2.791940f, -2.623962f, -2.918820f, 1.231619f, -0.376692f, -0.698078f, 0.110336f, -0.285378f, 0.258367f, -0.180159f, -0.376608f, -0.034348f, -0.130206f, 0.160020f, 0.852977f, 0.580573f, 1.450782f, 1.357596f, 0.787382f, -0.544004f, -0.014795f, 0.032121f, -0.557696f, 0.159994f, -0.540908f, 0.180380f, -0.398045f, 0.705095f, 0.515103f, -0.511521f, -1.271374f, -0.231019f, 0.423647f, 0.064907f, -0.255338f, -0.877748f, -0.667205f, 0.267847f, 0.135229f, 0.617844f, 1.349849f, 1.012623f, 0.730506f, -0.078571f, 0.058401f, 0.053221f, -2.426146f, -0.098808f, -0.138508f, -0.153299f, 0.149116f, -0.444243f, 0.301807f, 0.065066f, 0.092929f, -0.372784f, -0.095540f, 0.192269f, 0.237894f, 0.080228f, -0.214074f, -0.011426f, -2.352367f, -0.085394f, -0.190361f, -0.001177f, 0.089197f, }; static const float vp9_rect_part_nn_bias_64_layer0[NODES] = { 0.000000f, -0.057652f, -0.175413f, -0.175389f, -1.084097f, -1.423801f, -0.076307f, -0.193803f, 0.000000f, -0.066474f, -0.050318f, -0.019832f, -0.038814f, -0.144184f, 2.652451f, 2.415006f, 0.197464f, -0.729842f, -0.173774f, 0.239171f, 0.486425f, 2.463304f, -0.175279f, 2.352637f, }; static const float vp9_rect_part_nn_weights_64_layer1[NODES * LABELS] = { -0.063237f, 1.925696f, -0.182145f, -0.226687f, 0.602941f, -0.941140f, 0.814598f, -0.117063f, 0.282988f, 0.066369f, 0.096951f, 1.049735f, -0.188188f, -0.281227f, -4.836746f, -5.047797f, 0.892358f, 0.417145f, -0.279849f, 1.335945f, 0.660338f, -2.757938f, -0.115714f, -1.862183f, -0.045980f, -1.597624f, -0.586822f, -0.615589f, -0.330537f, 1.068496f, -0.167290f, 0.141290f, -0.112100f, 0.232761f, 0.252307f, -0.399653f, 0.353118f, 0.241583f, 2.635241f, 4.026119f, -1.137327f, -0.052446f, -0.139814f, -1.104256f, -0.759391f, 2.508457f, -0.526297f, 2.095348f, -0.444473f, -1.090452f, 0.584122f, 0.468729f, -0.368865f, 1.041425f, -1.079504f, 0.348837f, 0.390091f, 0.416191f, 0.212906f, -0.660255f, 0.053630f, 0.209476f, 3.595525f, 2.257293f, -0.514030f, 0.074203f, -0.375862f, -1.998307f, -0.930310f, 1.866686f, -0.247137f, 1.087789f, 0.100186f, 0.298150f, 0.165265f, 0.050478f, 0.249167f, 0.371789f, -0.294497f, 0.202954f, 0.037310f, 0.193159f, 0.161551f, 0.301597f, 0.299286f, 0.185946f, 0.822976f, 2.066130f, -1.724588f, 0.055977f, -0.330747f, -0.067747f, -0.475801f, 1.555958f, -0.025808f, -0.081516f, }; static const float vp9_rect_part_nn_bias_64_layer1[LABELS] = { -0.090723f, 0.894968f, 0.844754f, -3.496194f, }; static const NN_CONFIG vp9_rect_part_nnconfig_64 = { FEATURES, // num_inputs LABELS, // num_outputs 1, // num_hidden_layers { NODES, }, // num_hidden_nodes { vp9_rect_part_nn_weights_64_layer0, vp9_rect_part_nn_weights_64_layer1, }, { vp9_rect_part_nn_bias_64_layer0, vp9_rect_part_nn_bias_64_layer1, }, }; #undef FEATURES #undef LABELS #undef NODES #define FEATURES 7 // Partition pruning model(neural nets). static const float vp9_partition_nn_weights_64x64_layer0[FEATURES * 8] = { -3.571348f, 0.014835f, -3.255393f, -0.098090f, -0.013120f, 0.000221f, 0.056273f, 0.190179f, -0.268130f, -1.828242f, -0.010655f, 0.937244f, -0.435120f, 0.512125f, 1.610679f, 0.190816f, -0.799075f, -0.377348f, -0.144232f, 0.614383f, -0.980388f, 1.754150f, -0.185603f, -0.061854f, -0.807172f, 1.240177f, 1.419531f, -0.438544f, -5.980774f, 0.139045f, -0.032359f, -0.068887f, -1.237918f, 0.115706f, 0.003164f, 2.924212f, 1.246838f, -0.035833f, 0.810011f, -0.805894f, 0.010966f, 0.076463f, -4.226380f, -2.437764f, -0.010619f, -0.020935f, -0.451494f, 0.300079f, -0.168961f, -3.326450f, -2.731094f, 0.002518f, 0.018840f, -1.656815f, 0.068039f, 0.010586f, }; static const float vp9_partition_nn_bias_64x64_layer0[8] = { -3.469882f, 0.683989f, 0.194010f, 0.313782f, -3.153335f, 2.245849f, -1.946190f, -3.740020f, }; static const float vp9_partition_nn_weights_64x64_layer1[8] = { -8.058566f, 0.108306f, -0.280620f, -0.818823f, -6.445117f, 0.865364f, -1.127127f, -8.808660f, }; static const float vp9_partition_nn_bias_64x64_layer1[1] = { 6.46909416f, }; static const NN_CONFIG vp9_partition_nnconfig_64x64 = { FEATURES, // num_inputs 1, // num_outputs 1, // num_hidden_layers { 8, }, // num_hidden_nodes { vp9_partition_nn_weights_64x64_layer0, vp9_partition_nn_weights_64x64_layer1, }, { vp9_partition_nn_bias_64x64_layer0, vp9_partition_nn_bias_64x64_layer1, }, }; static const float vp9_partition_nn_weights_32x32_layer0[FEATURES * 8] = { -0.295437f, -4.002648f, -0.205399f, -0.060919f, 0.708037f, 0.027221f, -0.039137f, -0.907724f, -3.151662f, 0.007106f, 0.018726f, -0.534928f, 0.022744f, 0.000159f, -1.717189f, -3.229031f, -0.027311f, 0.269863f, -0.400747f, -0.394366f, -0.108878f, 0.603027f, 0.455369f, -0.197170f, 1.241746f, -1.347820f, -0.575636f, -0.462879f, -2.296426f, 0.196696f, -0.138347f, -0.030754f, -0.200774f, 0.453795f, 0.055625f, -3.163116f, -0.091003f, -0.027028f, -0.042984f, -0.605185f, 0.143240f, -0.036439f, -0.801228f, 0.313409f, -0.159942f, 0.031267f, 0.886454f, -1.531644f, -0.089655f, 0.037683f, -0.163441f, -0.130454f, -0.058344f, 0.060011f, 0.275387f, 1.552226f, }; static const float vp9_partition_nn_bias_32x32_layer0[8] = { -0.838372f, -2.609089f, -0.055763f, 1.329485f, -1.297638f, -2.636622f, -0.826909f, 1.012644f, }; static const float vp9_partition_nn_weights_32x32_layer1[8] = { -1.792632f, -7.322353f, -0.683386f, 0.676564f, -1.488118f, -7.527719f, 1.240163f, 0.614309f, }; static const float vp9_partition_nn_bias_32x32_layer1[1] = { 4.97422546f, }; static const NN_CONFIG vp9_partition_nnconfig_32x32 = { FEATURES, // num_inputs 1, // num_outputs 1, // num_hidden_layers { 8, }, // num_hidden_nodes { vp9_partition_nn_weights_32x32_layer0, vp9_partition_nn_weights_32x32_layer1, }, { vp9_partition_nn_bias_32x32_layer0, vp9_partition_nn_bias_32x32_layer1, }, }; static const float vp9_partition_nn_weights_16x16_layer0[FEATURES * 8] = { -1.717673f, -4.718130f, -0.125725f, -0.183427f, -0.511764f, 0.035328f, 0.130891f, -3.096753f, 0.174968f, -0.188769f, -0.640796f, 1.305661f, 1.700638f, -0.073806f, -4.006781f, -1.630999f, -0.064863f, -0.086410f, -0.148617f, 0.172733f, -0.018619f, 2.152595f, 0.778405f, -0.156455f, 0.612995f, -0.467878f, 0.152022f, -0.236183f, 0.339635f, -0.087119f, -3.196610f, -1.080401f, -0.637704f, -0.059974f, 1.706298f, -0.793705f, -6.399260f, 0.010624f, -0.064199f, -0.650621f, 0.338087f, -0.001531f, 1.023655f, -3.700272f, -0.055281f, -0.386884f, 0.375504f, -0.898678f, 0.281156f, -0.314611f, 0.863354f, -0.040582f, -0.145019f, 0.029329f, -2.197880f, -0.108733f, }; static const float vp9_partition_nn_bias_16x16_layer0[8] = { 0.411516f, -2.143737f, -3.693192f, 2.123142f, -1.356910f, -3.561016f, -0.765045f, -2.417082f, }; static const float vp9_partition_nn_weights_16x16_layer1[8] = { -0.619755f, -2.202391f, -4.337171f, 0.611319f, 0.377677f, -4.998723f, -1.052235f, 1.949922f, }; static const float vp9_partition_nn_bias_16x16_layer1[1] = { 3.20981717f, }; static const NN_CONFIG vp9_partition_nnconfig_16x16 = { FEATURES, // num_inputs 1, // num_outputs 1, // num_hidden_layers { 8, }, // num_hidden_nodes { vp9_partition_nn_weights_16x16_layer0, vp9_partition_nn_weights_16x16_layer1, }, { vp9_partition_nn_bias_16x16_layer0, vp9_partition_nn_bias_16x16_layer1, }, }; #undef FEATURES #define FEATURES 6 static const float vp9_var_part_nn_weights_64_layer0[FEATURES * 8] = { -0.249572f, 0.205532f, -2.175608f, 1.094836f, -2.986370f, 0.193160f, -0.143823f, 0.378511f, -1.997788f, -2.166866f, -1.930158f, -1.202127f, -0.611875f, -0.506422f, -0.432487f, 0.071205f, 0.578172f, -0.154285f, -0.051830f, 0.331681f, -1.457177f, -2.443546f, -2.000302f, -1.389283f, 0.372084f, -0.464917f, 2.265235f, 2.385787f, 2.312722f, 2.127868f, -0.403963f, -0.177860f, -0.436751f, -0.560539f, 0.254903f, 0.193976f, -0.305611f, 0.256632f, 0.309388f, -0.437439f, 1.702640f, -5.007069f, -0.323450f, 0.294227f, 1.267193f, 1.056601f, 0.387181f, -0.191215f, }; static const float vp9_var_part_nn_bias_64_layer0[8] = { -0.044396f, -0.938166f, 0.000000f, -0.916375f, 1.242299f, 0.000000f, -0.405734f, 0.014206f, }; static const float vp9_var_part_nn_weights_64_layer1[8] = { 1.635945f, 0.979557f, 0.455315f, 1.197199f, -2.251024f, -0.464953f, 1.378676f, -0.111927f, }; static const float vp9_var_part_nn_bias_64_layer1[1] = { -0.37972447f, }; static const NN_CONFIG vp9_var_part_nnconfig_64 = { FEATURES, // num_inputs 1, // num_outputs 1, // num_hidden_layers { 8, }, // num_hidden_nodes { vp9_var_part_nn_weights_64_layer0, vp9_var_part_nn_weights_64_layer1, }, { vp9_var_part_nn_bias_64_layer0, vp9_var_part_nn_bias_64_layer1, }, }; static const float vp9_var_part_nn_weights_32_layer0[FEATURES * 8] = { 0.067243f, -0.083598f, -2.191159f, 2.726434f, -3.324013f, 3.477977f, 0.323736f, -0.510199f, 2.960693f, 2.937661f, 2.888476f, 2.938315f, -0.307602f, -0.503353f, -0.080725f, -0.473909f, -0.417162f, 0.457089f, 0.665153f, -0.273210f, 0.028279f, 0.972220f, -0.445596f, 1.756611f, -0.177892f, -0.091758f, 0.436661f, -0.521506f, 0.133786f, 0.266743f, 0.637367f, -0.160084f, -1.396269f, 1.020841f, -1.112971f, 0.919496f, -0.235883f, 0.651954f, 0.109061f, -0.429463f, 0.740839f, -0.962060f, 0.299519f, -0.386298f, 1.550231f, 2.464915f, 1.311969f, 2.561612f, }; static const float vp9_var_part_nn_bias_32_layer0[8] = { 0.368242f, 0.736617f, 0.000000f, 0.757287f, 0.000000f, 0.613248f, -0.776390f, 0.928497f, }; static const float vp9_var_part_nn_weights_32_layer1[8] = { 0.939884f, -2.420850f, -0.410489f, -0.186690f, 0.063287f, -0.522011f, 0.484527f, -0.639625f, }; static const float vp9_var_part_nn_bias_32_layer1[1] = { -0.6455006f, }; static const NN_CONFIG vp9_var_part_nnconfig_32 = { FEATURES, // num_inputs 1, // num_outputs 1, // num_hidden_layers { 8, }, // num_hidden_nodes { vp9_var_part_nn_weights_32_layer0, vp9_var_part_nn_weights_32_layer1, }, { vp9_var_part_nn_bias_32_layer0, vp9_var_part_nn_bias_32_layer1, }, }; static const float vp9_var_part_nn_weights_16_layer0[FEATURES * 8] = { 0.742567f, -0.580624f, -0.244528f, 0.331661f, -0.113949f, -0.559295f, -0.386061f, 0.438653f, 1.467463f, 0.211589f, 0.513972f, 1.067855f, -0.876679f, 0.088560f, -0.687483f, -0.380304f, -0.016412f, 0.146380f, 0.015318f, 0.000351f, -2.764887f, 3.269717f, 2.752428f, -2.236754f, 0.561539f, -0.852050f, -0.084667f, 0.202057f, 0.197049f, 0.364922f, -0.463801f, 0.431790f, 1.872096f, -0.091887f, -0.055034f, 2.443492f, -0.156958f, -0.189571f, -0.542424f, -0.589804f, -0.354422f, 0.401605f, 0.642021f, -0.875117f, 2.040794f, 1.921070f, 1.792413f, 1.839727f, }; static const float vp9_var_part_nn_bias_16_layer0[8] = { 2.901234f, -1.940932f, -0.198970f, -0.406524f, 0.059422f, -1.879207f, -0.232340f, 2.979821f, }; static const float vp9_var_part_nn_weights_16_layer1[8] = { -0.528731f, 0.375234f, -0.088422f, 0.668629f, 0.870449f, 0.578735f, 0.546103f, -1.957207f, }; static const float vp9_var_part_nn_bias_16_layer1[1] = { -1.95769405f, }; static const NN_CONFIG vp9_var_part_nnconfig_16 = { FEATURES, // num_inputs 1, // num_outputs 1, // num_hidden_layers { 8, }, // num_hidden_nodes { vp9_var_part_nn_weights_16_layer0, vp9_var_part_nn_weights_16_layer1, }, { vp9_var_part_nn_bias_16_layer0, vp9_var_part_nn_bias_16_layer1, }, }; #undef FEATURES #define FEATURES 12 #define LABELS 1 #define NODES 8 static const float vp9_part_split_nn_weights_64_layer0[FEATURES * NODES] = { -0.609728f, -0.409099f, -0.472449f, 0.183769f, -0.457740f, 0.081089f, 0.171003f, 0.578696f, -0.019043f, -0.856142f, 0.557369f, -1.779424f, -0.274044f, -0.320632f, -0.392531f, -0.359462f, -0.404106f, -0.288357f, 0.200620f, 0.038013f, -0.430093f, 0.235083f, -0.487442f, 0.424814f, -0.232758f, -0.442943f, 0.229397f, -0.540301f, -0.648421f, -0.649747f, -0.171638f, 0.603824f, 0.468497f, -0.421580f, 0.178840f, -0.533838f, -0.029471f, -0.076296f, 0.197426f, -0.187908f, -0.003950f, -0.065740f, 0.085165f, -0.039674f, -5.640702f, 1.909538f, -1.434604f, 3.294606f, -0.788812f, 0.196864f, 0.057012f, -0.019757f, 0.336233f, 0.075378f, 0.081503f, 0.491864f, -1.899470f, -1.764173f, -1.888137f, -1.762343f, 0.845542f, 0.202285f, 0.381948f, -0.150996f, 0.556893f, -0.305354f, 0.561482f, -0.021974f, -0.703117f, 0.268638f, -0.665736f, 1.191005f, -0.081568f, -0.115653f, 0.272029f, -0.140074f, 0.072683f, 0.092651f, -0.472287f, -0.055790f, -0.434425f, 0.352055f, 0.048246f, 0.372865f, 0.111499f, -0.338304f, 0.739133f, 0.156519f, -0.594644f, 0.137295f, 0.613350f, -0.165102f, -1.003731f, 0.043070f, -0.887896f, -0.174202f, }; static const float vp9_part_split_nn_bias_64_layer0[NODES] = { 1.182714f, 0.000000f, 0.902019f, 0.953115f, -1.372486f, -1.288740f, -0.155144f, -3.041362f, }; static const float vp9_part_split_nn_weights_64_layer1[NODES * LABELS] = { 0.841214f, 0.456016f, 0.869270f, 1.692999f, -1.700494f, -0.911761f, 0.030111f, -1.447548f, }; static const float vp9_part_split_nn_bias_64_layer1[LABELS] = { 1.17782545f, }; static const NN_CONFIG vp9_part_split_nnconfig_64 = { FEATURES, // num_inputs LABELS, // num_outputs 1, // num_hidden_layers { NODES, }, // num_hidden_nodes { vp9_part_split_nn_weights_64_layer0, vp9_part_split_nn_weights_64_layer1, }, { vp9_part_split_nn_bias_64_layer0, vp9_part_split_nn_bias_64_layer1, }, }; static const float vp9_part_split_nn_weights_32_layer0[FEATURES * NODES] = { -0.105488f, -0.218662f, 0.010980f, -0.226979f, 0.028076f, 0.743430f, 0.789266f, 0.031907f, -1.464200f, 0.222336f, -1.068493f, -0.052712f, -0.176181f, -0.102654f, -0.973932f, -0.182637f, -0.198000f, 0.335977f, 0.271346f, 0.133005f, 1.674203f, 0.689567f, 0.657133f, 0.283524f, 0.115529f, 0.738327f, 0.317184f, -0.179736f, 0.403691f, 0.679350f, 0.048925f, 0.271338f, -1.538921f, -0.900737f, -1.377845f, 0.084245f, 0.803122f, -0.107806f, 0.103045f, -0.023335f, -0.098116f, -0.127809f, 0.037665f, -0.523225f, 1.622185f, 1.903999f, 1.358889f, 1.680785f, 0.027743f, 0.117906f, -0.158810f, 0.057775f, 0.168257f, 0.062414f, 0.086228f, -0.087381f, -3.066082f, 3.021855f, -4.092155f, 2.550104f, -0.230022f, -0.207445f, -0.000347f, 0.034042f, 0.097057f, 0.220088f, -0.228841f, -0.029405f, -1.507174f, -1.455184f, 2.624904f, 2.643355f, 0.319912f, 0.585531f, -1.018225f, -0.699606f, 1.026490f, 0.169952f, -0.093579f, -0.142352f, -0.107256f, 0.059598f, 0.043190f, 0.507543f, -0.138617f, 0.030197f, 0.059574f, -0.634051f, -0.586724f, -0.148020f, -0.334380f, 0.459547f, 1.620600f, 0.496850f, 0.639480f, -0.465715f, }; static const float vp9_part_split_nn_bias_32_layer0[NODES] = { -1.125885f, 0.753197f, -0.825808f, 0.004839f, 0.583920f, 0.718062f, 0.976741f, 0.796188f, }; static const float vp9_part_split_nn_weights_32_layer1[NODES * LABELS] = { -0.458745f, 0.724624f, -0.479720f, -2.199872f, 1.162661f, 1.194153f, -0.716896f, 0.824080f, }; static const float vp9_part_split_nn_bias_32_layer1[LABELS] = { 0.71644074f, }; static const NN_CONFIG vp9_part_split_nnconfig_32 = { FEATURES, // num_inputs LABELS, // num_outputs 1, // num_hidden_layers { NODES, }, // num_hidden_nodes { vp9_part_split_nn_weights_32_layer0, vp9_part_split_nn_weights_32_layer1, }, { vp9_part_split_nn_bias_32_layer0, vp9_part_split_nn_bias_32_layer1, }, }; static const float vp9_part_split_nn_weights_16_layer0[FEATURES * NODES] = { -0.003629f, -0.046852f, 0.220428f, -0.033042f, 0.049365f, 0.112818f, -0.306149f, -0.005872f, 1.066947f, -2.290226f, 2.159505f, -0.618714f, -0.213294f, 0.451372f, -0.199459f, 0.223730f, -0.321709f, 0.063364f, 0.148704f, -0.293371f, 0.077225f, -0.421947f, -0.515543f, -0.240975f, -0.418516f, 1.036523f, -0.009165f, 0.032484f, 1.086549f, 0.220322f, -0.247585f, -0.221232f, -0.225050f, 0.993051f, 0.285907f, 1.308846f, 0.707456f, 0.335152f, 0.234556f, 0.264590f, -0.078033f, 0.542226f, 0.057777f, 0.163471f, 0.039245f, -0.725960f, 0.963780f, -0.972001f, 0.252237f, -0.192745f, -0.836571f, -0.460539f, -0.528713f, -0.160198f, -0.621108f, 0.486405f, -0.221923f, 1.519426f, -0.857871f, 0.411595f, 0.947188f, 0.203339f, 0.174526f, 0.016382f, 0.256879f, 0.049818f, 0.057836f, -0.659096f, 0.459894f, 0.174695f, 0.379359f, 0.062530f, -0.210201f, -0.355788f, -0.208432f, -0.401723f, -0.115373f, 0.191336f, -0.109342f, 0.002455f, -0.078746f, -0.391871f, 0.149892f, -0.239615f, -0.520709f, 0.118568f, -0.437975f, 0.118116f, -0.565426f, -0.206446f, 0.113407f, 0.558894f, 0.534627f, 1.154350f, -0.116833f, 1.723311f, }; static const float vp9_part_split_nn_bias_16_layer0[NODES] = { 0.013109f, -0.034341f, 0.679845f, -0.035781f, -0.104183f, 0.098055f, -0.041130f, 0.160107f, }; static const float vp9_part_split_nn_weights_16_layer1[NODES * LABELS] = { 1.499564f, -0.403259f, 1.366532f, -0.469868f, 0.482227f, -2.076697f, 0.527691f, 0.540495f, }; static const float vp9_part_split_nn_bias_16_layer1[LABELS] = { 0.01134653f, }; static const NN_CONFIG vp9_part_split_nnconfig_16 = { FEATURES, // num_inputs LABELS, // num_outputs 1, // num_hidden_layers { NODES, }, // num_hidden_nodes { vp9_part_split_nn_weights_16_layer0, vp9_part_split_nn_weights_16_layer1, }, { vp9_part_split_nn_bias_16_layer0, vp9_part_split_nn_bias_16_layer1, }, }; static const float vp9_part_split_nn_weights_8_layer0[FEATURES * NODES] = { -0.668875f, -0.159078f, -0.062663f, -0.483785f, -0.146814f, -0.608975f, -0.589145f, 0.203704f, -0.051007f, -0.113769f, -0.477511f, -0.122603f, -1.329890f, 1.403386f, 0.199636f, -0.161139f, 2.182090f, -0.014307f, 0.015755f, -0.208468f, 0.884353f, 0.815920f, 0.632464f, 0.838225f, 1.369483f, -0.029068f, 0.570213f, -0.573546f, 0.029617f, 0.562054f, -0.653093f, -0.211910f, -0.661013f, -0.384418f, -0.574038f, -0.510069f, 0.173047f, -0.274231f, -1.044008f, -0.422040f, -0.810296f, 0.144069f, -0.406704f, 0.411230f, -0.144023f, 0.745651f, -0.595091f, 0.111787f, 0.840651f, 0.030123f, -0.242155f, 0.101486f, -0.017889f, -0.254467f, -0.285407f, -0.076675f, -0.549542f, -0.013544f, -0.686566f, -0.755150f, 1.623949f, -0.286369f, 0.170976f, 0.016442f, -0.598353f, -0.038540f, 0.202597f, -0.933582f, 0.599510f, 0.362273f, 0.577722f, 0.477603f, 0.767097f, 0.431532f, 0.457034f, 0.223279f, 0.381349f, 0.033777f, 0.423923f, -0.664762f, 0.385662f, 0.075744f, 0.182681f, 0.024118f, 0.319408f, -0.528864f, 0.976537f, -0.305971f, -0.189380f, -0.241689f, -1.318092f, 0.088647f, -0.109030f, -0.945654f, 1.082797f, 0.184564f, }; static const float vp9_part_split_nn_bias_8_layer0[NODES] = { -0.237472f, 2.051396f, 0.297062f, -0.730194f, 0.060472f, -0.565959f, 0.560869f, -0.395448f, }; static const float vp9_part_split_nn_weights_8_layer1[NODES * LABELS] = { 0.568121f, 1.575915f, -0.544309f, 0.751595f, -0.117911f, -1.340730f, -0.739671f, 0.661216f, }; static const float vp9_part_split_nn_bias_8_layer1[LABELS] = { -0.63375306f, }; static const NN_CONFIG vp9_part_split_nnconfig_8 = { FEATURES, // num_inputs LABELS, // num_outputs 1, // num_hidden_layers { NODES, }, // num_hidden_nodes { vp9_part_split_nn_weights_8_layer0, vp9_part_split_nn_weights_8_layer1, }, { vp9_part_split_nn_bias_8_layer0, vp9_part_split_nn_bias_8_layer1, }, }; #undef NODES #undef FEATURES #undef LABELS // Partition pruning model(linear). static const float vp9_partition_feature_mean[24] = { 303501.697372f, 3042630.372158f, 24.694696f, 1.392182f, 689.413511f, 162.027012f, 1.478213f, 0.0, 135382.260230f, 912738.513263f, 28.845217f, 1.515230f, 544.158492f, 131.807995f, 1.436863f, 0.0f, 43682.377587f, 208131.711766f, 28.084737f, 1.356677f, 138.254122f, 119.522553f, 1.252322f, 0.0f, }; static const float vp9_partition_feature_std[24] = { 673689.212982f, 5996652.516628f, 0.024449f, 1.989792f, 985.880847f, 0.014638f, 2.001898f, 0.0f, 208798.775332f, 1812548.443284f, 0.018693f, 1.838009f, 396.986910f, 0.015657f, 1.332541f, 0.0f, 55888.847031f, 448587.962714f, 0.017900f, 1.904776f, 98.652832f, 0.016598f, 1.320992f, 0.0f, }; // Error tolerance: 0.01%-0.0.05%-0.1% static const float vp9_partition_linear_weights[24] = { 0.111736f, 0.289977f, 0.042219f, 0.204765f, 0.120410f, -0.143863f, 0.282376f, 0.847811f, 0.637161f, 0.131570f, 0.018636f, 0.202134f, 0.112797f, 0.028162f, 0.182450f, 1.124367f, 0.386133f, 0.083700f, 0.050028f, 0.150873f, 0.061119f, 0.109318f, 0.127255f, 0.625211f, }; #ifdef __cplusplus } // extern "C" #endif #endif // VPX_VP9_ENCODER_VP9_PARTITION_MODELS_H_