From b9b511281e894f51111cd77e644afd29300ce148 Mon Sep 17 00:00:00 2001
From: Sergey Lavrushkin <dualfal@gmail.com>
Date: Mon, 20 Aug 2018 20:54:16 +0300
Subject: [PATCH] libavfilter: Removes stored DNN models. Adds support for
native backend model file format in tf backend. Removes scaling and
conversion with libswscale and replaces input formats with AV_PIX_FMT_GRAYF32
in sr filter
---
doc/filters.texi | 39 +-
libavfilter/dnn_backend_native.c | 148 +-
libavfilter/dnn_backend_native.h | 34 +-
libavfilter/dnn_backend_tf.c | 502 ++--
libavfilter/dnn_backend_tf.h | 2 -
libavfilter/dnn_espcn.h | 5402 --------------------------------------
libavfilter/dnn_interface.c | 2 -
libavfilter/dnn_interface.h | 4 -
libavfilter/dnn_srcnn.h | 2114 ---------------
libavfilter/vf_sr.c | 164 +-
10 files changed, 316 insertions(+), 8095 deletions(-)
delete mode 100644 libavfilter/dnn_espcn.h
delete mode 100644 libavfilter/dnn_srcnn.h
@@ -15405,30 +15405,27 @@ option may cause flicker since the B-Frames have often larger QP. Default is
@section sr
-Scale the input by applying one of the super-resolution methods based on
-convolutional neural networks.
+Apply one of the super-resolution methods based on convolutional neural
+networks to the luminance channel. Supported models:
-Training scripts as well as scripts for model generation are provided in
-the repository at @url{https://github.com/HighVoltageRocknRoll/sr.git}.
-
-The filter accepts the following options:
-
-@table @option
-@item model
-Specify which super-resolution model to use. This option accepts the following values:
+@itemize
-@table @samp
-@item srcnn
-Super-Resolution Convolutional Neural Network model.
+@item
+Super-Resolution Convolutional Neural Network model (SRCNN). Input should be scaled
+first using bicubic upscaling with proper scaling factor.
See @url{https://arxiv.org/abs/1501.00092}.
-@item espcn
-Efficient Sub-Pixel Convolutional Neural Network model.
+@item
+Efficient Sub-Pixel Convolutional Neural Network model (ESPCN).
See @url{https://arxiv.org/abs/1609.05158}.
+@end itemize
-@end table
+Training scripts as well as scripts for model generation are provided in
+the repository at @url{https://github.com/HighVoltageRocknRoll/sr.git}.
-Default value is @samp{srcnn}.
+The filter accepts the following options:
+
+@table @option
@item dnn_backend
Specify which DNN backend to use for model loading and execution. This option accepts
@@ -15448,13 +15445,7 @@ need to install the TensorFlow for C library (see
Default value is @samp{native}.
-@item scale_factor
-Set scale factor for SRCNN model, for which custom model file was provided.
-Allowed values are @code{2}, @code{3} and @code{4}. Default value is @code{2}.
-Scale factor is necessary for SRCNN model, because it accepts input upscaled
-using bicubic upscaling with proper scale factor.
-
-@item model_filename
+@item model
Set path to model file specifying network architecture and its parameters.
Note that different backends use different file formats. TensorFlow backend
can load files for both formats, while native backend can load files for only
@@ -24,40 +24,6 @@
*/
#include "dnn_backend_native.h"
-#include "dnn_srcnn.h"
-#include "dnn_espcn.h"
-#include "libavformat/avio.h"
-
-typedef enum {INPUT, CONV, DEPTH_TO_SPACE} LayerType;
-
-typedef enum {RELU, TANH, SIGMOID} ActivationFunc;
-
-typedef struct Layer{
- LayerType type;
- float *output;
- void *params;
-} Layer;
-
-typedef struct ConvolutionalParams{
- int32_t input_num, output_num, kernel_size;
- ActivationFunc activation;
- float *kernel;
- float *biases;
-} ConvolutionalParams;
-
-typedef struct InputParams{
- int height, width, channels;
-} InputParams;
-
-typedef struct DepthToSpaceParams{
- int block_size;
-} DepthToSpaceParams;
-
-// Represents simple feed-forward convolutional network.
-typedef struct ConvolutionalNetwork{
- Layer *layers;
- int32_t layers_num;
-} ConvolutionalNetwork;
static DNNReturnType set_input_output_native(void *model, DNNData *input, DNNData *output)
{
@@ -134,7 +100,7 @@ DNNModel *ff_dnn_load_model_native(const char *model_filename)
AVIOContext *model_file_context;
int file_size, dnn_size, kernel_size, i;
int32_t layer;
- LayerType layer_type;
+ DNNLayerType layer_type;
ConvolutionalParams *conv_params;
DepthToSpaceParams *depth_to_space_params;
@@ -251,118 +217,6 @@ DNNModel *ff_dnn_load_model_native(const char *model_filename)
return model;
}
-static int set_up_conv_layer(Layer *layer, const float *kernel, const float *biases, ActivationFunc activation,
- int32_t input_num, int32_t output_num, int32_t size)
-{
- ConvolutionalParams *conv_params;
- int kernel_size;
-
- conv_params = av_malloc(sizeof(ConvolutionalParams));
- if (!conv_params){
- return DNN_ERROR;
- }
- conv_params->activation = activation;
- conv_params->input_num = input_num;
- conv_params->output_num = output_num;
- conv_params->kernel_size = size;
- kernel_size = input_num * output_num * size * size;
- conv_params->kernel = av_malloc(kernel_size * sizeof(float));
- conv_params->biases = av_malloc(conv_params->output_num * sizeof(float));
- if (!conv_params->kernel || !conv_params->biases){
- av_freep(&conv_params->kernel);
- av_freep(&conv_params->biases);
- av_freep(&conv_params);
- return DNN_ERROR;
- }
- memcpy(conv_params->kernel, kernel, kernel_size * sizeof(float));
- memcpy(conv_params->biases, biases, output_num * sizeof(float));
- layer->type = CONV;
- layer->params = conv_params;
-
- return DNN_SUCCESS;
-}
-
-DNNModel *ff_dnn_load_default_model_native(DNNDefaultModel model_type)
-{
- DNNModel *model = NULL;
- ConvolutionalNetwork *network = NULL;
- DepthToSpaceParams *depth_to_space_params;
- int32_t layer;
-
- model = av_malloc(sizeof(DNNModel));
- if (!model){
- return NULL;
- }
-
- network = av_malloc(sizeof(ConvolutionalNetwork));
- if (!network){
- av_freep(&model);
- return NULL;
- }
- model->model = (void *)network;
-
- switch (model_type){
- case DNN_SRCNN:
- network->layers_num = 4;
- break;
- case DNN_ESPCN:
- network->layers_num = 5;
- break;
- default:
- av_freep(&network);
- av_freep(&model);
- return NULL;
- }
-
- network->layers = av_malloc(network->layers_num * sizeof(Layer));
- if (!network->layers){
- av_freep(&network);
- av_freep(&model);
- return NULL;
- }
-
- for (layer = 0; layer < network->layers_num; ++layer){
- network->layers[layer].output = NULL;
- network->layers[layer].params = NULL;
- }
- network->layers[0].type = INPUT;
- network->layers[0].params = av_malloc(sizeof(InputParams));
- if (!network->layers[0].params){
- ff_dnn_free_model_native(&model);
- return NULL;
- }
-
- switch (model_type){
- case DNN_SRCNN:
- if (set_up_conv_layer(network->layers + 1, srcnn_conv1_kernel, srcnn_conv1_bias, RELU, 1, 64, 9) != DNN_SUCCESS ||
- set_up_conv_layer(network->layers + 2, srcnn_conv2_kernel, srcnn_conv2_bias, RELU, 64, 32, 1) != DNN_SUCCESS ||
- set_up_conv_layer(network->layers + 3, srcnn_conv3_kernel, srcnn_conv3_bias, RELU, 32, 1, 5) != DNN_SUCCESS){
- ff_dnn_free_model_native(&model);
- return NULL;
- }
- break;
- case DNN_ESPCN:
- if (set_up_conv_layer(network->layers + 1, espcn_conv1_kernel, espcn_conv1_bias, TANH, 1, 64, 5) != DNN_SUCCESS ||
- set_up_conv_layer(network->layers + 2, espcn_conv2_kernel, espcn_conv2_bias, TANH, 64, 32, 3) != DNN_SUCCESS ||
- set_up_conv_layer(network->layers + 3, espcn_conv3_kernel, espcn_conv3_bias, SIGMOID, 32, 4, 3) != DNN_SUCCESS){
- ff_dnn_free_model_native(&model);
- return NULL;
- }
- network->layers[4].type = DEPTH_TO_SPACE;
- depth_to_space_params = av_malloc(sizeof(DepthToSpaceParams));
- if (!depth_to_space_params){
- ff_dnn_free_model_native(&model);
- return NULL;
- }
- depth_to_space_params->block_size = 2;
- network->layers[4].params = depth_to_space_params;
- }
-
- model->set_input_output = &set_input_output_native;
-
- return model;
-}
-
#define CLAMP_TO_EDGE(x, w) ((x) < 0 ? 0 : ((x) >= (w) ? (w - 1) : (x)))
static void convolve(const float *input, float *output, const ConvolutionalParams *conv_params, int width, int height)
@@ -28,10 +28,40 @@
#define AVFILTER_DNN_BACKEND_NATIVE_H
#include "dnn_interface.h"
+#include "libavformat/avio.h"
-DNNModel *ff_dnn_load_model_native(const char *model_filename);
+typedef enum {INPUT, CONV, DEPTH_TO_SPACE} DNNLayerType;
+
+typedef enum {RELU, TANH, SIGMOID} DNNActivationFunc;
+
+typedef struct Layer{
+ DNNLayerType type;
+ float *output;
+ void *params;
+} Layer;
+
+typedef struct ConvolutionalParams{
+ int32_t input_num, output_num, kernel_size;
+ DNNActivationFunc activation;
+ float *kernel;
+ float *biases;
+} ConvolutionalParams;
-DNNModel *ff_dnn_load_default_model_native(DNNDefaultModel model_type);
+typedef struct InputParams{
+ int height, width, channels;
+} InputParams;
+
+typedef struct DepthToSpaceParams{
+ int block_size;
+} DepthToSpaceParams;
+
+// Represents simple feed-forward convolutional network.
+typedef struct ConvolutionalNetwork{
+ Layer *layers;
+ int32_t layers_num;
+} ConvolutionalNetwork;
+
+DNNModel *ff_dnn_load_model_native(const char *model_filename);
DNNReturnType ff_dnn_execute_model_native(const DNNModel *model);
@@ -24,8 +24,7 @@
*/
#include "dnn_backend_tf.h"
-#include "dnn_srcnn.h"
-#include "dnn_espcn.h"
+#include "dnn_backend_native.h"
#include "libavformat/avio.h"
#include <tensorflow/c/c_api.h>
@@ -156,32 +155,14 @@ static DNNReturnType set_input_output_tf(void *model, DNNData *input, DNNData *o
return DNN_SUCCESS;
}
-DNNModel *ff_dnn_load_model_tf(const char *model_filename)
+static DNNReturnType load_tf_model(TFModel *tf_model, const char *model_filename)
{
- DNNModel *model = NULL;
- TFModel *tf_model = NULL;
TF_Buffer *graph_def;
TF_ImportGraphDefOptions *graph_opts;
- model = av_malloc(sizeof(DNNModel));
- if (!model){
- return NULL;
- }
-
- tf_model = av_malloc(sizeof(TFModel));
- if (!tf_model){
- av_freep(&model);
- return NULL;
- }
- tf_model->session = NULL;
- tf_model->input_tensor = NULL;
- tf_model->output_data = NULL;
-
graph_def = read_graph(model_filename);
if (!graph_def){
- av_freep(&tf_model);
- av_freep(&model);
- return NULL;
+ return DNN_ERROR;
}
tf_model->graph = TF_NewGraph();
tf_model->status = TF_NewStatus();
@@ -192,26 +173,178 @@ DNNModel *ff_dnn_load_model_tf(const char *model_filename)
if (TF_GetCode(tf_model->status) != TF_OK){
TF_DeleteGraph(tf_model->graph);
TF_DeleteStatus(tf_model->status);
- av_freep(&tf_model);
- av_freep(&model);
- return NULL;
+ return DNN_ERROR;
}
- model->model = (void *)tf_model;
- model->set_input_output = &set_input_output_tf;
+ return DNN_SUCCESS;
+}
- return model;
+#define NAME_BUFFER_SIZE 256
+
+static DNNReturnType add_conv_layer(TFModel *tf_model, TF_Operation *transpose_op, TF_Operation **cur_op,
+ ConvolutionalParams* params, const int layer)
+{
+ TF_Operation *op;
+ TF_OperationDescription *op_desc;
+ TF_Output input;
+ int64_t strides[] = {1, 1, 1, 1};
+ TF_Tensor *tensor;
+ int64_t dims[4];
+ int dims_len;
+ char name_buffer[NAME_BUFFER_SIZE];
+ int32_t size;
+
+ size = params->input_num * params->output_num * params->kernel_size * params->kernel_size;
+ input.index = 0;
+
+ snprintf(name_buffer, NAME_BUFFER_SIZE, "conv_kernel%d", layer);
+ op_desc = TF_NewOperation(tf_model->graph, "Const", name_buffer);
+ TF_SetAttrType(op_desc, "dtype", TF_FLOAT);
+ dims[0] = params->output_num;
+ dims[1] = params->kernel_size;
+ dims[2] = params->kernel_size;
+ dims[3] = params->input_num;
+ dims_len = 4;
+ tensor = TF_AllocateTensor(TF_FLOAT, dims, dims_len, size * sizeof(float));
+ memcpy(TF_TensorData(tensor), params->kernel, size * sizeof(float));
+ TF_SetAttrTensor(op_desc, "value", tensor, tf_model->status);
+ if (TF_GetCode(tf_model->status) != TF_OK){
+ return DNN_ERROR;
+ }
+ op = TF_FinishOperation(op_desc, tf_model->status);
+ if (TF_GetCode(tf_model->status) != TF_OK){
+ return DNN_ERROR;
+ }
+
+ snprintf(name_buffer, NAME_BUFFER_SIZE, "transpose%d", layer);
+ op_desc = TF_NewOperation(tf_model->graph, "Transpose", name_buffer);
+ input.oper = op;
+ TF_AddInput(op_desc, input);
+ input.oper = transpose_op;
+ TF_AddInput(op_desc, input);
+ TF_SetAttrType(op_desc, "T", TF_FLOAT);
+ TF_SetAttrType(op_desc, "Tperm", TF_INT32);
+ op = TF_FinishOperation(op_desc, tf_model->status);
+ if (TF_GetCode(tf_model->status) != TF_OK){
+ return DNN_ERROR;
+ }
+
+ snprintf(name_buffer, NAME_BUFFER_SIZE, "conv2d%d", layer);
+ op_desc = TF_NewOperation(tf_model->graph, "Conv2D", name_buffer);
+ input.oper = *cur_op;
+ TF_AddInput(op_desc, input);
+ input.oper = op;
+ TF_AddInput(op_desc, input);
+ TF_SetAttrType(op_desc, "T", TF_FLOAT);
+ TF_SetAttrIntList(op_desc, "strides", strides, 4);
+ TF_SetAttrString(op_desc, "padding", "VALID", 5);
+ *cur_op = TF_FinishOperation(op_desc, tf_model->status);
+ if (TF_GetCode(tf_model->status) != TF_OK){
+ return DNN_ERROR;
+ }
+
+ snprintf(name_buffer, NAME_BUFFER_SIZE, "conv_biases%d", layer);
+ op_desc = TF_NewOperation(tf_model->graph, "Const", name_buffer);
+ TF_SetAttrType(op_desc, "dtype", TF_FLOAT);
+ dims[0] = params->output_num;
+ dims_len = 1;
+ tensor = TF_AllocateTensor(TF_FLOAT, dims, dims_len, params->output_num * sizeof(float));
+ memcpy(TF_TensorData(tensor), params->biases, params->output_num * sizeof(float));
+ TF_SetAttrTensor(op_desc, "value", tensor, tf_model->status);
+ if (TF_GetCode(tf_model->status) != TF_OK){
+ return DNN_ERROR;
+ }
+ op = TF_FinishOperation(op_desc, tf_model->status);
+ if (TF_GetCode(tf_model->status) != TF_OK){
+ return DNN_ERROR;
+ }
+
+ snprintf(name_buffer, NAME_BUFFER_SIZE, "bias_add%d", layer);
+ op_desc = TF_NewOperation(tf_model->graph, "BiasAdd", name_buffer);
+ input.oper = *cur_op;
+ TF_AddInput(op_desc, input);
+ input.oper = op;
+ TF_AddInput(op_desc, input);
+ TF_SetAttrType(op_desc, "T", TF_FLOAT);
+ *cur_op = TF_FinishOperation(op_desc, tf_model->status);
+ if (TF_GetCode(tf_model->status) != TF_OK){
+ return DNN_ERROR;
+ }
+
+ snprintf(name_buffer, NAME_BUFFER_SIZE, "activation%d", layer);
+ switch (params->activation){
+ case RELU:
+ op_desc = TF_NewOperation(tf_model->graph, "Relu", name_buffer);
+ break;
+ case TANH:
+ op_desc = TF_NewOperation(tf_model->graph, "Tanh", name_buffer);
+ break;
+ case SIGMOID:
+ op_desc = TF_NewOperation(tf_model->graph, "Sigmoid", name_buffer);
+ break;
+ default:
+ return DNN_ERROR;
+ }
+ input.oper = *cur_op;
+ TF_AddInput(op_desc, input);
+ TF_SetAttrType(op_desc, "T", TF_FLOAT);
+ *cur_op = TF_FinishOperation(op_desc, tf_model->status);
+ if (TF_GetCode(tf_model->status) != TF_OK){
+ return DNN_ERROR;
+ }
+
+ return DNN_SUCCESS;
}
-static TF_Operation *add_pad_op(TFModel *tf_model, TF_Operation *input_op, int32_t pad)
+static DNNReturnType add_depth_to_space_layer(TFModel *tf_model, TF_Operation **cur_op,
+ DepthToSpaceParams *params, const int layer)
{
TF_OperationDescription *op_desc;
+ TF_Output input;
+ char name_buffer[NAME_BUFFER_SIZE];
+
+ snprintf(name_buffer, NAME_BUFFER_SIZE, "depth_to_space%d", layer);
+ op_desc = TF_NewOperation(tf_model->graph, "DepthToSpace", name_buffer);
+ input.oper = *cur_op;
+ input.index = 0;
+ TF_AddInput(op_desc, input);
+ TF_SetAttrType(op_desc, "T", TF_FLOAT);
+ TF_SetAttrInt(op_desc, "block_size", params->block_size);
+ *cur_op = TF_FinishOperation(op_desc, tf_model->status);
+ if (TF_GetCode(tf_model->status) != TF_OK){
+ return DNN_ERROR;
+ }
+
+ return DNN_SUCCESS;
+}
+
+static int calculate_pad(const ConvolutionalNetwork *conv_network)
+{
+ ConvolutionalParams *params;
+ int32_t layer;
+ int pad = 0;
+
+ for (layer = 0; layer < conv_network->layers_num; ++layer){
+ if (conv_network->layers[layer].type == CONV){
+ params = (ConvolutionalParams *)conv_network->layers[layer].params;
+ pad += params->kernel_size >> 1;
+ }
+ }
+
+ return pad;
+}
+
+static DNNReturnType add_pad_op(TFModel *tf_model, TF_Operation **cur_op, const int32_t pad)
+{
TF_Operation *op;
TF_Tensor *tensor;
+ TF_OperationDescription *op_desc;
TF_Output input;
int32_t *pads;
int64_t pads_shape[] = {4, 2};
+ input.index = 0;
+
op_desc = TF_NewOperation(tf_model->graph, "Const", "pads");
TF_SetAttrType(op_desc, "dtype", TF_INT32);
tensor = TF_AllocateTensor(TF_INT32, pads_shape, 2, 4 * 2 * sizeof(int32_t));
@@ -222,68 +355,73 @@ static TF_Operation *add_pad_op(TFModel *tf_model, TF_Operation *input_op, int32
pads[6] = 0; pads[7] = 0;
TF_SetAttrTensor(op_desc, "value", tensor, tf_model->status);
if (TF_GetCode(tf_model->status) != TF_OK){
- return NULL;
+ return DNN_ERROR;
}
op = TF_FinishOperation(op_desc, tf_model->status);
if (TF_GetCode(tf_model->status) != TF_OK){
- return NULL;
+ return DNN_ERROR;
}
op_desc = TF_NewOperation(tf_model->graph, "MirrorPad", "mirror_pad");
- input.oper = input_op;
- input.index = 0;
+ input.oper = *cur_op;
TF_AddInput(op_desc, input);
input.oper = op;
TF_AddInput(op_desc, input);
TF_SetAttrType(op_desc, "T", TF_FLOAT);
TF_SetAttrType(op_desc, "Tpaddings", TF_INT32);
TF_SetAttrString(op_desc, "mode", "SYMMETRIC", 9);
- op = TF_FinishOperation(op_desc, tf_model->status);
+ *cur_op = TF_FinishOperation(op_desc, tf_model->status);
if (TF_GetCode(tf_model->status) != TF_OK){
- return NULL;
+ return DNN_ERROR;
}
- return op;
+ return DNN_SUCCESS;
}
-static TF_Operation *add_const_op(TFModel *tf_model, const float *values, const int64_t *dims, int dims_len, const char *name)
+static DNNReturnType load_native_model(TFModel *tf_model, const char *model_filename)
{
- int dim;
+ int32_t layer;
TF_OperationDescription *op_desc;
+ TF_Operation *op;
+ TF_Operation *transpose_op;
TF_Tensor *tensor;
- size_t len;
+ TF_Output input;
+ int32_t *transpose_perm;
+ int64_t transpose_perm_shape[] = {4};
+ int64_t input_shape[] = {1, -1, -1, -1};
+ int32_t pad;
+ DNNReturnType layer_add_res;
+ DNNModel *native_model = NULL;
+ ConvolutionalNetwork *conv_network;
+
+ native_model = ff_dnn_load_model_native(model_filename);
+ if (!native_model){
+ return DNN_ERROR;
+ }
- op_desc = TF_NewOperation(tf_model->graph, "Const", name);
- TF_SetAttrType(op_desc, "dtype", TF_FLOAT);
- len = sizeof(float);
- for (dim = 0; dim < dims_len; ++dim){
- len *= dims[dim];
+ conv_network = (ConvolutionalNetwork *)native_model->model;
+ pad = calculate_pad(conv_network);
+ tf_model->graph = TF_NewGraph();
+ tf_model->status = TF_NewStatus();
+
+#define CLEANUP_ON_ERROR(tf_model) \
+ { \
+ TF_DeleteGraph(tf_model->graph); \
+ TF_DeleteStatus(tf_model->status); \
+ return DNN_ERROR; \
}
- tensor = TF_AllocateTensor(TF_FLOAT, dims, dims_len, len);
- memcpy(TF_TensorData(tensor), values, len);
- TF_SetAttrTensor(op_desc, "value", tensor, tf_model->status);
+
+ op_desc = TF_NewOperation(tf_model->graph, "Placeholder", "x");
+ TF_SetAttrType(op_desc, "dtype", TF_FLOAT);
+ TF_SetAttrShape(op_desc, "shape", input_shape, 4);
+ op = TF_FinishOperation(op_desc, tf_model->status);
if (TF_GetCode(tf_model->status) != TF_OK){
- return NULL;
+ CLEANUP_ON_ERROR(tf_model);
}
- return TF_FinishOperation(op_desc, tf_model->status);
-}
-
-static TF_Operation* add_conv_layers(TFModel *tf_model, const float **consts, const int64_t **consts_dims,
- const int *consts_dims_len, const char **activations,
- TF_Operation *input_op, int layers_num)
-{
- int i;
- TF_OperationDescription *op_desc;
- TF_Operation *op;
- TF_Operation *transpose_op;
- TF_Output input;
- int64_t strides[] = {1, 1, 1, 1};
- int32_t *transpose_perm;
- TF_Tensor *tensor;
- int64_t transpose_perm_shape[] = {4};
- #define NAME_BUFF_SIZE 256
- char name_buffer[NAME_BUFF_SIZE];
+ if (add_pad_op(tf_model, &op, pad) != DNN_SUCCESS){
+ CLEANUP_ON_ERROR(tf_model);
+ }
op_desc = TF_NewOperation(tf_model->graph, "Const", "transpose_perm");
TF_SetAttrType(op_desc, "dtype", TF_INT32);
@@ -295,153 +433,48 @@ static TF_Operation* add_conv_layers(TFModel *tf_model, const float **consts, co
transpose_perm[3] = 0;
TF_SetAttrTensor(op_desc, "value", tensor, tf_model->status);
if (TF_GetCode(tf_model->status) != TF_OK){
- return NULL;
+ CLEANUP_ON_ERROR(tf_model);
}
transpose_op = TF_FinishOperation(op_desc, tf_model->status);
- if (TF_GetCode(tf_model->status) != TF_OK){
- return NULL;
- }
-
- input.index = 0;
- for (i = 0; i < layers_num; ++i){
- snprintf(name_buffer, NAME_BUFF_SIZE, "conv_kernel%d", i);
- op = add_const_op(tf_model, consts[i << 1], consts_dims[i << 1], consts_dims_len[i << 1], name_buffer);
- if (TF_GetCode(tf_model->status) != TF_OK || op == NULL){
- return NULL;
- }
-
- snprintf(name_buffer, NAME_BUFF_SIZE, "transpose%d", i);
- op_desc = TF_NewOperation(tf_model->graph, "Transpose", name_buffer);
- input.oper = op;
- TF_AddInput(op_desc, input);
- input.oper = transpose_op;
- TF_AddInput(op_desc, input);
- TF_SetAttrType(op_desc, "T", TF_FLOAT);
- TF_SetAttrType(op_desc, "Tperm", TF_INT32);
- op = TF_FinishOperation(op_desc, tf_model->status);
- if (TF_GetCode(tf_model->status) != TF_OK){
- return NULL;
- }
-
- snprintf(name_buffer, NAME_BUFF_SIZE, "conv2d%d", i);
- op_desc = TF_NewOperation(tf_model->graph, "Conv2D", name_buffer);
- input.oper = input_op;
- TF_AddInput(op_desc, input);
- input.oper = op;
- TF_AddInput(op_desc, input);
- TF_SetAttrType(op_desc, "T", TF_FLOAT);
- TF_SetAttrIntList(op_desc, "strides", strides, 4);
- TF_SetAttrString(op_desc, "padding", "VALID", 5);
- input_op = TF_FinishOperation(op_desc, tf_model->status);
- if (TF_GetCode(tf_model->status) != TF_OK){
- return NULL;
- }
- snprintf(name_buffer, NAME_BUFF_SIZE, "conv_biases%d", i);
- op = add_const_op(tf_model, consts[(i << 1) + 1], consts_dims[(i << 1) + 1], consts_dims_len[(i << 1) + 1], name_buffer);
- if (TF_GetCode(tf_model->status) != TF_OK || op == NULL){
- return NULL;
+ for (layer = 0; layer < conv_network->layers_num; ++layer){
+ switch (conv_network->layers[layer].type){
+ case INPUT:
+ break;
+ case CONV:
+ layer_add_res = add_conv_layer(tf_model, transpose_op, &op,
+ (ConvolutionalParams *)conv_network->layers[layer].params, layer);
+ break;
+ case DEPTH_TO_SPACE:
+ layer_add_res = add_depth_to_space_layer(tf_model, &op,
+ (DepthToSpaceParams *)conv_network->layers[layer].params, layer);
+ break;
+ default:
+ CLEANUP_ON_ERROR(tf_model);
}
- snprintf(name_buffer, NAME_BUFF_SIZE, "bias_add%d", i);
- op_desc = TF_NewOperation(tf_model->graph, "BiasAdd", name_buffer);
- input.oper = input_op;
- TF_AddInput(op_desc, input);
- input.oper = op;
- TF_AddInput(op_desc, input);
- TF_SetAttrType(op_desc, "T", TF_FLOAT);
- input_op = TF_FinishOperation(op_desc, tf_model->status);
- if (TF_GetCode(tf_model->status) != TF_OK){
- return NULL;
+ if (layer_add_res != DNN_SUCCESS){
+ CLEANUP_ON_ERROR(tf_model);
}
+ }
- snprintf(name_buffer, NAME_BUFF_SIZE, "activation%d", i);
- op_desc = TF_NewOperation(tf_model->graph, activations[i], name_buffer);
- input.oper = input_op;
- TF_AddInput(op_desc, input);
- TF_SetAttrType(op_desc, "T", TF_FLOAT);
- input_op = TF_FinishOperation(op_desc, tf_model->status);
- if (TF_GetCode(tf_model->status) != TF_OK){
- return NULL;
- }
+ op_desc = TF_NewOperation(tf_model->graph, "Identity", "y");
+ input.oper = op;
+ TF_AddInput(op_desc, input);
+ TF_FinishOperation(op_desc, tf_model->status);
+ if (TF_GetCode(tf_model->status) != TF_OK){
+ CLEANUP_ON_ERROR(tf_model);
}
- return input_op;
+ ff_dnn_free_model_native(&native_model);
+
+ return DNN_SUCCESS;
}
-DNNModel *ff_dnn_load_default_model_tf(DNNDefaultModel model_type)
+DNNModel *ff_dnn_load_model_tf(const char *model_filename)
{
DNNModel *model = NULL;
TFModel *tf_model = NULL;
- TF_OperationDescription *op_desc;
- TF_Operation *op;
- TF_Output input;
- static const int64_t input_shape[] = {1, -1, -1, 1};
- static const char tanh[] = "Tanh";
- static const char sigmoid[] = "Sigmoid";
- static const char relu[] = "Relu";
-
- static const float *srcnn_consts[] = {
- srcnn_conv1_kernel,
- srcnn_conv1_bias,
- srcnn_conv2_kernel,
- srcnn_conv2_bias,
- srcnn_conv3_kernel,
- srcnn_conv3_bias
- };
- static const long int *srcnn_consts_dims[] = {
- srcnn_conv1_kernel_dims,
- srcnn_conv1_bias_dims,
- srcnn_conv2_kernel_dims,
- srcnn_conv2_bias_dims,
- srcnn_conv3_kernel_dims,
- srcnn_conv3_bias_dims
- };
- static const int srcnn_consts_dims_len[] = {
- 4,
- 1,
- 4,
- 1,
- 4,
- 1
- };
- static const char *srcnn_activations[] = {
- relu,
- relu,
- relu
- };
-
- static const float *espcn_consts[] = {
- espcn_conv1_kernel,
- espcn_conv1_bias,
- espcn_conv2_kernel,
- espcn_conv2_bias,
- espcn_conv3_kernel,
- espcn_conv3_bias
- };
- static const long int *espcn_consts_dims[] = {
- espcn_conv1_kernel_dims,
- espcn_conv1_bias_dims,
- espcn_conv2_kernel_dims,
- espcn_conv2_bias_dims,
- espcn_conv3_kernel_dims,
- espcn_conv3_bias_dims
- };
- static const int espcn_consts_dims_len[] = {
- 4,
- 1,
- 4,
- 1,
- 4,
- 1
- };
- static const char *espcn_activations[] = {
- tanh,
- tanh,
- sigmoid
- };
-
- input.index = 0;
model = av_malloc(sizeof(DNNModel));
if (!model){
@@ -457,70 +490,13 @@ DNNModel *ff_dnn_load_default_model_tf(DNNDefaultModel model_type)
tf_model->input_tensor = NULL;
tf_model->output_data = NULL;
- tf_model->graph = TF_NewGraph();
- tf_model->status = TF_NewStatus();
-
- #define CLEANUP_ON_ERROR(tf_model, model) { \
- TF_DeleteGraph(tf_model->graph); \
- TF_DeleteStatus(tf_model->status); \
- av_freep(&tf_model); \
- av_freep(&model); \
- return NULL; \
- }
-
- op_desc = TF_NewOperation(tf_model->graph, "Placeholder", "x");
- TF_SetAttrType(op_desc, "dtype", TF_FLOAT);
- TF_SetAttrShape(op_desc, "shape", input_shape, 4);
- op = TF_FinishOperation(op_desc, tf_model->status);
- if (TF_GetCode(tf_model->status) != TF_OK){
- CLEANUP_ON_ERROR(tf_model, model);
- }
-
- switch (model_type){
- case DNN_SRCNN:
- op = add_pad_op(tf_model, op, 6);
- if (!op){
- CLEANUP_ON_ERROR(tf_model, model);
- }
- op = add_conv_layers(tf_model, srcnn_consts,
- srcnn_consts_dims, srcnn_consts_dims_len,
- srcnn_activations, op, 3);
- if (!op){
- CLEANUP_ON_ERROR(tf_model, model);
- }
- break;
- case DNN_ESPCN:
- op = add_pad_op(tf_model, op, 4);
- if (!op){
- CLEANUP_ON_ERROR(tf_model, model);
- }
- op = add_conv_layers(tf_model, espcn_consts,
- espcn_consts_dims, espcn_consts_dims_len,
- espcn_activations, op, 3);
- if (!op){
- CLEANUP_ON_ERROR(tf_model, model);
- }
+ if (load_tf_model(tf_model, model_filename) != DNN_SUCCESS){
+ if (load_native_model(tf_model, model_filename) != DNN_SUCCESS){
+ av_freep(&tf_model);
+ av_freep(&model);
- op_desc = TF_NewOperation(tf_model->graph, "DepthToSpace", "depth_to_space");
- input.oper = op;
- TF_AddInput(op_desc, input);
- TF_SetAttrType(op_desc, "T", TF_FLOAT);
- TF_SetAttrInt(op_desc, "block_size", 2);
- op = TF_FinishOperation(op_desc, tf_model->status);
- if (TF_GetCode(tf_model->status) != TF_OK){
- CLEANUP_ON_ERROR(tf_model, model);
+ return NULL;
}
- break;
- default:
- CLEANUP_ON_ERROR(tf_model, model);
- }
-
- op_desc = TF_NewOperation(tf_model->graph, "Identity", "y");
- input.oper = op;
- TF_AddInput(op_desc, input);
- TF_FinishOperation(op_desc, tf_model->status);
- if (TF_GetCode(tf_model->status) != TF_OK){
- CLEANUP_ON_ERROR(tf_model, model);
}
model->model = (void *)tf_model;
@@ -529,6 +505,8 @@ DNNModel *ff_dnn_load_default_model_tf(DNNDefaultModel model_type)
return model;
}
+
+
DNNReturnType ff_dnn_execute_model_tf(const DNNModel *model)
{
TFModel *tf_model = (TFModel *)model->model;
@@ -572,7 +550,7 @@ void ff_dnn_free_model_tf(DNNModel **model)
TF_DeleteTensor(tf_model->input_tensor);
}
if (tf_model->output_data){
- av_freep(&(tf_model->output_data->data));
+ av_freep(&tf_model->output_data->data);
}
av_freep(&tf_model);
av_freep(model);
@@ -31,8 +31,6 @@
DNNModel *ff_dnn_load_model_tf(const char *model_filename);
-DNNModel *ff_dnn_load_default_model_tf(DNNDefaultModel model_type);
-
DNNReturnType ff_dnn_execute_model_tf(const DNNModel *model);
void ff_dnn_free_model_tf(DNNModel **model);
deleted file mode 100644
@@ -1,5402 +0,0 @@
-/*
- * Copyright (c) 2018 Sergey Lavrushkin
- *
- * This file is part of FFmpeg.
- *
- * FFmpeg is free software; you can redistribute it and/or
- * modify it under the terms of the GNU Lesser General Public
- * License as published by the Free Software Foundation; either
- * version 2.1 of the License, or (at your option) any later version.
- *
- * FFmpeg is distributed in the hope that it will be useful,
- * but WITHOUT ANY WARRANTY; without even the implied warranty of
- * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
- * Lesser General Public License for more details.
- *
- * You should have received a copy of the GNU Lesser General Public
- * License along with FFmpeg; if not, write to the Free Software
- * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
- */
-
-/**
- * @file
- * This file contains CNN weights for ESPCN model (https://arxiv.org/abs/1609.05158),
- * auto generated by scripts provided in the repository: https://github.com/HighVoltageRocknRoll/sr.git.
- */
-
-#ifndef AVFILTER_DNN_ESPCN_H
-#define AVFILTER_DNN_ESPCN_H
-
-static const float espcn_conv1_kernel[] = {
- -0.033651225f, 0.08141546f, -0.028117338f, 0.1370229f,
- 0.21719787f, 0.0018106321f, -0.21415733f, 0.08370989f,
- 0.04526427f, 0.13084698f, -0.016193666f, 0.048420854f,
- -0.043297544f, -0.010689146f, -0.15213025f, 0.12779328f,
- -0.12508103f, -0.03025096f, 0.050621416f, 0.06129373f,
- -0.31008086f, 0.090241484f, 0.11289834f, 0.024204707f,
- -0.15997766f, -0.4491874f, 1.7992994f, -2.2776546f,
- 0.92356527f, -0.22333145f, -0.3484276f, -0.30224112f,
- 2.6481814f, -3.5702555f, 1.6448367f, 0.821054f,
- -2.194776f, 2.9794505f, -0.74629736f, -0.71420956f,
- -0.19285335f, 0.45863184f, -1.3390704f, 1.9217515f,
- -0.9752292f, 0.17233354f, -0.42186308f, 0.0067120134f,
- 0.15278922f, 0.25349525f, 0.04239441f, 0.32368666f,
- -0.32882598f, -0.09148329f, 0.13972661f, -0.33373186f,
- 1.3149962f, -1.3097465f, -1.0351702f, 0.5667829f,
- 0.28915232f, -0.12594104f, 0.19577143f, -0.010226973f,
- 0.27975535f, 0.08592676f, -0.3827023f, 0.28327408f,
- 0.2345602f, -0.28909206f, -0.01707916f, 0.02990479f,
- 0.029567802f, 0.16850159f, 0.03417645f, -0.089996934f,
- 0.059985105f, -0.15995955f, -0.17444675f, -0.059467997f,
- 0.08160676f, 0.26426318f, 1.01275f, 0.8737046f,
- 0.10697361f, 0.37341496f, 0.34371883f, 2.3972206f,
- 0.3797688f, 0.32201457f, -0.15579607f, 0.004243462f,
- -0.9925481f, -0.08061044f, -0.06980977f, 0.004541201f,
- 0.04380443f, 0.35560706f, -0.00929085f, 0.09188179f,
- 0.0667816f, -0.13034518f, 0.14290251f, -0.104175836f,
- 0.0013874007f, -0.21087192f, 0.33723673f, -0.81895316f,
- 0.2068736f, -0.024198757f, 0.20320402f, -0.9201378f,
- -22.43354f, -0.55837536f, -0.18251857f, -0.06481952f,
- 0.13386513f, -0.92357135f, 0.12469517f, 0.07433132f,
- -0.019609528f, 0.020879095f, -0.037496805f, -0.020767067f,
- -0.023763046f, 0.014306224f, -0.21043892f, 0.16374084f,
- 0.060567956f, -0.13136876f, -0.24900316f, 0.35642996f,
- -0.39053982f, 0.006153686f, 0.10833906f, -0.109700225f,
- 0.16616625f, 0.0967383f, 0.26237366f, -0.18988574f,
- 0.23701477f, -0.4337045f, 0.1442159f, -0.3304001f,
- 0.12143453f, 0.069193594f, 0.1799313f, -0.05647911f,
- -0.017935714f, 0.043117225f, 0.06470898f, -0.004627622f,
- -0.019676162f, 0.012499647f, 0.016022062f, 0.042290222f,
- -0.02982633f, -0.037106734f, 0.039087374f, 0.00029811377f,
- -0.15740614f, 0.13884911f, -0.06417996f, -0.102875255f,
- 0.17561884f, -0.046311516f, -0.10099872f, 0.17903659f,
- -0.055862334f, 0.059019238f, 0.11083021f, -0.015236638f,
- -0.06907288f, 0.09691499f, -0.22299959f, 0.010823794f,
- 0.010635834f, -0.0023554056f, -0.012515517f, 0.029083649f,
- -0.0041044154f, 0.039968647f, -0.036370832f, -0.056957614f,
- 0.06255996f, 0.035850722f, -0.055701878f, 0.06230328f,
- -0.080863565f, 0.035210107f, 0.015096615f, -0.04939917f,
- 0.011800731f, 0.07148536f, -0.047290847f, -0.06091541f,
- 0.113620274f, -0.080722176f, 0.056476723f, -0.066667825f,
- -0.14979011f, 0.15063208f, -0.11805492f, -0.138875f,
- 0.14232866f, -0.03414186f, 0.47239187f, 0.009407899f,
- 0.01444684f, -0.10259039f, -0.07597026f, 0.12913887f,
- -0.67652786f, 0.49300277f, -0.15496327f, 0.11434867f,
- 0.0086330585f, 0.0016397188f, -0.093785115f, 0.12697084f,
- 0.09329895f, -0.098265454f, 0.015779398f, 0.024828607f,
- -0.20260698f, -0.0043203263f, 0.008699304f, -0.0068465173f,
- 0.002962457f, 0.007240551f, 0.006284914f, -0.018137073f,
- -0.009959204f, 0.041471813f, -0.018904453f, -0.042574976f,
- 0.024426522f, 0.018850524f, -0.035666943f, 0.012505667f,
- -0.014740345f, 0.0039879885f, 0.015514583f, 0.0046489495f,
- -0.007373316f, 0.039615016f, -0.04171012f, -0.0011046156f,
- -0.013045653f, 0.027342325f, 0.034585696f, -0.025510559f,
- -0.0030336082f, 0.000485477f, -0.007296067f, -0.027812503f,
- 0.025867466f, -0.011391817f, 0.018295178f, -0.00917634f,
- -0.040564276f, 0.018141888f, -0.00067481253f, -0.022856772f,
- 0.02692952f, 0.015732365f, -0.027582686f, 0.0110019455f,
- -0.01288451f, -0.0003018919f, 0.019714799f, 0.01728935f,
- -0.002913521f, 0.008114081f, 0.0027821003f, 0.4531545f,
- 0.053950854f, -0.6977125f, 0.2064479f, -0.109914035f,
- 0.1841823f, -0.13620034f, 0.27128533f, -0.0609876f,
- 0.003371579f, 0.1930245f, 2.4499261f, -4.972192f,
- 1.2972376f, -0.14015496f, 0.2681309f, 4.5717506f,
- -4.222891f, 0.28777757f, -0.47991228f, 0.030688927f,
- 0.24025695f, -0.010329718f, 0.22207767f, -0.106166996f,
- -0.005659934f, -0.012544079f, -0.01702093f, -0.000517936f,
- 0.012638107f, -0.0033698415f, 0.007970288f, -0.011309287f,
- 0.022607557f, -0.01640778f, -0.014023224f, -0.008556073f,
- 0.04318879f, -0.03346796f, 0.014410724f, -0.00046621874f,
- 0.007378614f, -0.0073061357f, 0.0042915936f, -0.004515676f,
- 0.024914468f, -0.008171752f, -0.0017248475f, -0.0059723468f,
- 0.010641572f, -0.25384668f, 0.16646713f, 0.06976762f,
- 0.132991f, -0.11862378f, 0.3204264f, -0.2161517f,
- -0.15423734f, -0.1217866f, 0.04545744f, -0.18977062f,
- 0.03121648f, 0.28215134f, -0.05836171f, 0.19382347f,
- 0.06683978f, 0.07896366f, -0.26435596f, 0.019489296f,
- 0.008891515f, 0.08911816f, -0.08334369f, 0.07251963f,
- -0.02495827f, -0.17624144f, -0.0600965f, -0.11753576f,
- 0.15228821f, -0.15012947f, -0.102076195f, 0.07920336f,
- 0.35360602f, -0.43018606f, -0.015259097f, 0.25731575f,
- -0.027296295f, -0.40447804f, -0.2375002f, -0.25029674f,
- 0.15262108f, 0.297686f, 0.13268502f, -0.44820413f,
- -0.37434947f, 0.1261727f, 0.15368667f, -0.37884322f,
- 0.21143666f, 0.004934576f, 0.03484901f, -0.0062802057f,
- 0.011079838f, 0.013925544f, -0.07367002f, -0.00024836176f,
- -0.020962216f, 0.042730514f, -0.03942212f, 0.08173478f,
- -0.06545684f, 0.04225348f, -0.033619102f, 0.122894906f,
- -0.09198154f, 0.005074649f, 0.020633776f, 0.0038829045f,
- -0.12776504f, 0.1464373f, -0.040253535f, -0.034283984f,
- -0.05876475f, 0.06889128f, -0.09487612f, 0.12700228f,
- -0.015016703f, 0.02545879f, -0.009468004f, -0.00097389973f,
- 0.0061884173f, 0.018115327f, -0.03235417f, 0.010192787f,
- 0.010647744f, -0.006882341f, 0.00641248f, 0.0062712007f,
- -0.016744254f, 0.0058270027f, -0.012694194f, -0.022825575f,
- 0.018078726f, 0.013505268f, -0.02376646f, 0.022100678f,
- 0.022399256f, -0.024491498f, 0.003643337f, 0.0073666316f,
- -0.011214707f, 0.042343896f, 1.1964284f, 1.1262068f,
- -0.0125066f, 0.13206916f, -1.3212638f, -1.72202f,
- -1.7712481f, 0.39054653f, 0.115705706f, 1.4770936f,
- 0.9925719f, 0.77947533f, -0.68878996f, -1.4571657f,
- -0.3137554f, -0.3995305f, 0.097454146f, 1.0607964f,
- 1.258041f, 0.017379453f, 0.030014992f, -0.09101157f,
- -0.73976797f, -0.21007289f, -0.058368642f, 0.08423641f,
- -0.06387555f, -0.18031077f, -0.024950154f, -0.42568955f,
- 0.22135833f, -0.02566547f, 0.26769084f, -0.011800038f,
- -0.025906863f, -0.66306657f, -0.37567604f, -0.28611735f,
- 0.43021184f, 0.09991237f, 0.79288036f, 0.5373436f,
- 0.7736879f, 0.025644226f, 0.34796628f, -0.3276089f,
- -0.26382548f, -0.44874048f, -0.25642022f, 0.032270946f,
- -0.022875438f, 0.57005584f, -0.103805095f, -0.027593944f,
- -0.10354166f, 0.8457833f, -1.3360838f, 0.42011598f,
- 0.11129376f, 0.18282677f, -0.7165381f, -3.611883f,
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- 0.20548299f, 0.013154022f, -0.013632002f, 0.011080129f,
- -0.023512319f, 0.0034349402f, -0.024646418f, 0.047568355f,
- -0.025344204f, -0.0053444174f, 0.0009639232f, 0.016193729f,
- -0.027206594f, 0.018514376f, -0.016472122f, 0.011601346f,
- 0.024698649f, -0.029349223f, 0.0025446075f, 0.002941529f,
- 0.004151751f, -0.04827001f, 0.054990288f, -0.024588568f,
- 0.03452298f, -0.009801387f, -0.026963536f, 0.024885468f,
- 0.0077325925f, -0.12784983f, -0.0004727017f, 0.0524453f,
- -0.0024653298f, -0.16912785f, 0.39179403f, 0.068885565f,
- -0.11209827f, 1.1931618f, 0.04712435f, -2.251133f,
- 0.04459844f, -0.20346907f, 1.195541f, -0.2519252f,
- -1.2471386f, -0.1414118f, 0.07511332f, -0.23009096f,
- 0.2610551f, 0.29286104f, 0.11769671f, -0.023729652f,
- 0.019181583f, -0.028368853f, -0.011860269f, 0.032248575f,
- 0.05148718f, -0.047919888f, 0.013449175f, 0.01674022f,
- -0.038879845f, -0.049415056f, 0.045062315f, -0.0224045f,
- 0.0051458273f, 0.026753867f, -0.020444315f, -0.009118943f,
- 0.037824873f, -0.021686908f, 0.0063562766f, -0.0038951882f,
- 0.008729107f, 0.0036430436f, 0.026570326f, -0.019414574f,
- 0.047252927f, 0.24848075f, 0.049518216f, -0.2768678f,
- 0.009328891f, -0.19252661f, -0.3930677f, -0.007572138f,
- 0.11327027f, 0.09987962f, 0.18214096f, 2.3384292f,
- -0.545856f, -0.8609355f, -0.08785435f, 0.19772369f,
- 1.0370896f, -0.34821796f, -1.0101713f, -0.164299f,
- -0.06544462f, -0.24169508f, 0.18837783f, 0.20615467f,
- 0.046311665f, 0.21245573f, -0.16856518f, 0.15108292f,
- -0.27393705f, 0.015365598f, -0.3854066f, 1.1974015f,
- -0.8171824f, 0.38396147f, 0.057925183f, -0.18901315f,
- -0.8586682f, 2.095654f, -0.84733313f, 0.029171998f,
- 0.25229037f, -0.7818646f, -1.3056161f, 1.2940466f,
- -0.134979f, 0.1756112f, 0.059034463f, 0.0018894798f,
- -0.4029903f, 0.1728906f, -0.0034107924f, -0.35439357f,
- 0.19148839f, 0.03786663f, -0.00047731365f, -0.019054921f,
- 0.6592522f, 0.2706359f, 0.09047983f, -0.026447074f,
- 0.049455334f, 0.09238018f, -0.0045684935f, -0.368926f,
- -0.06521345f, 0.06581056f, -0.22142394f, -0.54163706f,
- 0.26768303f, -0.0740894f, -0.03496943f, -0.052972406f,
- 0.10855165f, -0.11435824f, 0.041386828f, -0.102326035f,
- 0.0018735762f, 0.07658435f, -0.07127314f, 0.028028022f,
- 0.116911955f, -0.033302654f, 0.04568431f, 0.082488224f,
- -0.21965177f, -0.07413175f, -0.13298523f, -0.04259496f,
- 0.10826996f, 0.17827633f, 0.14145942f, 0.111332774f,
- -0.13057046f, -0.006932171f, 0.027994003f, -0.068751104f,
- 0.0040345634f, -0.0039512743f, -0.08156678f, -0.023819147f
-};
-
-static const long int espcn_conv1_kernel_dims[] = {
- 64,
- 5,
- 5,
- 1
-};
-
-static const float espcn_conv1_bias[] = {
- -0.018524863f, -0.02344122f, -0.059815478f, -0.13828179f,
- -0.5407016f, 0.06077186f, 0.011967307f, 1.6737873e-05f,
- 0.044080056f, 7.559907e-05f, -0.0023202975f, 0.036452256f,
- -0.0011971687f, 0.037468974f, 0.5938281f, -0.0019778858f,
- -0.0029633807f, 0.032908075f, -0.082847565f, 0.5534438f,
- 0.0010720869f, 0.008382872f, -0.0005540301f, 0.007542251f,
- -0.00054567686f, 0.002956358f, 0.046740323f, 0.00097470934f,
- -0.0008472085f, -0.44804764f, 0.38280413f, 0.030789707f,
- -0.722147f, 0.46606433f, -0.03505152f, -0.0014596627f,
- 0.0030858433f, 0.0030317134f, 0.0025776294f, 0.0231461f,
- 0.01756983f, -0.07762163f, 0.0032662358f, 0.046537727f,
- -0.044725697f, -0.002968841f, 0.0005652894f, -0.0059821554f,
- 0.6851272f, -0.092141666f, -0.29181793f, 0.00046312233f,
- -0.54941076f, 0.034235522f, 0.11732721f, 0.027588358f,
- 0.0060634925f, 0.004350643f, 0.46479496f, 0.0037383304f,
- -0.2703324f, 0.026774203f, 0.017801644f, 0.04200875f
-};
-
-static const long int espcn_conv1_bias_dims[] = {
- 64
-};
-
-static const float espcn_conv2_kernel[] = {
- -0.046674103f, 0.26428235f, -0.46103826f, 0.52712137f,
- -0.33590984f, -0.17109194f, -0.0686052f, -0.07092914f,
- -0.33207268f, -0.022449905f, -0.064986974f, -0.32484075f,
- -0.0554371f, -0.59975314f, 0.11422833f, 0.068143204f,
- -0.0018858669f, 0.3688631f, 0.041308302f, -0.037440863f,
- -0.11112171f, 0.18021569f, 0.07213223f, 0.059388958f,
- 0.09809465f, -0.07924326f, 0.036813457f, -0.25266457f,
- 0.049585357f, -0.325183f, 0.659209f, 0.08045369f,
- 0.7181868f, -0.25441548f, 0.05403617f, -0.033545442f,
- -0.07890143f, 0.06283723f, -0.0036670712f, 0.060813967f,
- 0.49117467f, 0.08548931f, 0.1397057f, 0.23137523f,
- 0.23626906f, 0.15435082f, -0.0881616f, -0.08931251f,
- 0.6407793f, -0.711827f, -0.09148442f, -0.010182393f,
- -0.22424959f, 0.22931574f, -0.11653139f, -0.035417557f,
- 0.09172038f, -0.06217888f, -0.13925147f, 0.027134137f,
- -0.71670324f, 0.35419685f, -0.12383344f, 0.16469592f,
- 0.5541678f, -0.34323946f, -0.060989752f, 0.46205896f,
- -0.26838145f, -1.1341122f, -0.019517051f, 0.20830911f,
- 0.4519294f, -0.008591234f, 0.0035951894f, -0.0696347f,
- 0.04464795f, 0.16277248f, -0.7174859f, 0.07877335f,
- -0.014362606f, -0.24790181f, -0.28197056f, -0.7512798f,
- 0.38359404f, -0.18325178f, -0.020694658f, -0.24196818f,
- -0.13549626f, 0.11022808f, -0.057731092f, 0.2660348f,
- -0.08914909f, 0.97424257f, 1.0067362f, 0.23840818f,
- 1.3499018f, -0.2948939f, -0.18948932f, 0.084086366f,
- 0.13916422f, -0.053409252f, 0.034651592f, 0.6136519f,
- 0.521036f, 0.053577263f, -0.21486463f, 0.081501134f,
- -0.32000288f, -0.17460087f, 0.09788475f, 0.24676149f,
- 0.19157162f, -0.40596998f, 0.45726103f, 0.050311435f,
- -0.6772082f, -0.15382625f, 0.090584226f, -0.17078221f,
- 0.5261085f, 0.1265592f, 1.0355614f, -0.11936747f,
- -0.7620874f, 0.14844258f, 0.6093218f, -0.56291664f,
- 0.037501205f, 0.12485749f, 0.14178781f, 0.08348596f,
- -0.30096284f, 1.1994859f, 0.19401193f, -0.12891848f,
- 0.17503682f, 0.020317312f, 0.06757912f, 0.7639953f,
- -0.01018983f, 0.47289777f, 0.5996521f, -0.21656662f,
- 0.03760899f, -0.58895385f, -0.56364167f, -0.3800838f,
- -0.32080677f, -0.016804136f, -0.047808167f, 0.2457111f,
- 0.048505846f, -0.0066461437f, 0.19492339f, -0.044978056f,
- 0.03597572f, 0.973317f, 0.80091244f, -0.19597733f,
- 0.7849349f, -0.4328205f, 0.54092515f, -0.1000266f,
- -0.09305786f, 0.017513275f, -0.043898217f, -0.0011413264f,
- 0.2741364f, -0.24002706f, 0.10263537f, -0.3157341f,
- -0.1817245f, 0.06316719f, -0.045441207f, -0.19999616f,
- 0.59036136f, -0.929242f, -0.2259878f, -0.115269065f,
- -0.6086586f, -0.2443034f, 0.18262775f, -0.09070053f,
- -0.68831503f, -0.096460946f, 0.64405525f, 0.112335846f,
- 0.0651215f, 0.99067503f, 0.27747253f, 0.37193787f,
- 0.04985451f, -0.23573603f, 0.421118f, 0.431377f,
- -0.20965208f, 0.26304242f, 0.2524355f, 0.027636467f,
- 0.14990109f, 0.040952217f, 0.07939775f, 0.3484388f,
- 0.025526477f, -0.25410444f, -0.14516917f, -0.060723733f,
- 0.02533456f, -0.13899088f, -0.771202f, 0.19927137f,
- -0.16109027f, -0.0879771f, -0.030220356f, 0.17516586f,
- -0.06494486f, 0.08522494f, 0.3226843f, 0.17873856f,
- 0.015208139f, -0.77031285f, 0.43173358f, 0.082899325f,
- -0.23150858f, -0.3546863f, 0.12339482f, 0.040335365f,
- 0.08092755f, -0.037309915f, 0.05912349f, 0.26949504f,
- 0.5846339f, -1.9282948f, -0.083857276f, 0.041776888f,
- 0.5534651f, -0.16246532f, 0.0333914f, 0.10689656f,
- -0.33218884f, -0.191305f, -0.110735744f, -0.060104877f,
- 0.4205079f, -0.5120307f, 0.3012935f, 0.0059898547f,
- -0.5201543f, 0.07413049f, -0.12935893f, 0.06917478f,
- 1.1134965f, -0.63113445f, 0.295582f, -0.08106212f,
- -0.76212734f, -0.0033916542f, -0.0082135135f, 0.41783637f,
- -0.16403818f, 0.3409297f, -0.23072788f, -0.02182988f,
- 0.15994272f, -0.025851693f, -0.086990654f, 0.36421558f,
- -0.022342218f, -0.08575764f, -0.17176214f, -0.05879204f,
- 7.2425564e-07f, -0.7348249f, -0.008461221f, 0.316571f,
- 0.2553959f, 0.05026763f, 0.22897281f, -0.12187772f,
- 0.04273273f, -0.11774693f, -0.31411144f, -0.23734225f,
- 0.023199726f, -0.71966887f, 0.390865f, -0.26477832f,
- -0.26728633f, 0.22609584f, 0.14667323f, -0.15086149f,
- -0.15804252f, 0.007859211f, -0.071217954f, -0.2024186f,
- -0.17261346f, 1.1517165f, 0.16905463f, 0.527085f,
- -0.79107165f, 0.20309469f, -0.027971271f, 0.028042238f,
- -0.37720725f, 1.1990021f, 0.2861834f, 0.027881658f,
- -0.07594778f, -0.755004f, 0.37583643f, 0.20889725f,
- 0.40248895f, -0.15868257f, -0.29324895f, 0.0073413285f,
- -0.03221651f, 0.04222086f, -0.56599194f, 0.1316574f,
- 0.32267398f, -0.30811018f, 0.009511509f, 0.37700927f,
- -0.1761917f, -0.65478015f, -0.031077266f, -0.0012360336f,
- -1.4888004f, 0.0027788912f, 0.014060073f, -0.10431362f,
- 0.008857338f, 0.12252177f, 0.12191871f, 0.13308547f,
- -0.031593915f, -0.21598554f, 0.44040915f, 0.6425841f,
- -0.08555652f, 0.0565315f, -0.2560663f, -0.059711326f,
- -0.026588634f, -0.002182128f, -0.5897357f, 0.102076136f,
- -0.03339101f, -0.79707164f, 0.25357902f, 0.029758122f,
- -0.20302856f, 0.053880017f, -0.24216141f, 0.14256707f,
- 0.11925629f, 0.0009726241f, 0.020042723f, -0.22397634f,
- 0.60491306f, -0.0799372f, -0.1188527f, 0.15720364f,
- -0.10922401f, -0.10785788f, 0.023474775f, -0.07532779f,
- 0.11522492f, -0.014375704f, -0.09244887f, 0.10161737f,
- 0.7234623f, 0.08744806f, 0.03538458f, 0.2193847f,
- 0.19487795f, 0.10907811f, -0.32664987f, -0.09264603f,
- -0.17754139f, -0.26980463f, -0.10870375f, -0.08479278f,
- -0.49118847f, 0.120683394f, 0.7132835f, 0.45244792f,
- 0.21157178f, -1.3531632f, -0.02591179f, 0.008506874f,
- 1.0093842f, 0.02687048f, -0.0182936f, -0.05349838f,
- 0.025951784f, 0.525051f, 0.18124938f, 0.055352695f,
- -0.015539851f, 0.01359462f, 0.1669847f, -0.329349f,
- 0.42093417f, -0.06888676f, -0.14403322f, -0.07013914f,
- -0.045789f, 0.0077280467f, 0.20861097f, 0.034761835f,
- -0.06872854f, 0.27268225f, -0.1248414f, -0.0984672f,
- 0.024131464f, 0.2819358f, -0.52894294f, -0.048365857f,
- -0.018785186f, -0.014475937f, -0.063025676f, -0.0016713755f,
- 0.44439432f, 0.5860615f, 0.0017755321f, 0.071490906f,
- 0.01665473f, 0.01043939f, -0.0049000867f, -0.19566949f,
- 0.25060382f, -0.1115756f, 0.008380983f, -0.051830936f,
- 0.078110285f, -0.35945877f, -0.11642675f, 0.001180824f,
- 0.0578475f, -0.020864224f, 0.16781266f, -0.0017521876f,
- -0.62528956f, 0.1562274f, -0.46741173f, 0.012773457f,
- -0.42958456f, 0.35419467f, 0.7802642f, 0.7651227f,
- 0.15311906f, 1.5961279f, 0.110667616f, -0.072065115f,
- 0.7206966f, -0.04193095f, 0.0711928f, -0.0019790665f,
- -0.023330979f, -0.6372553f, 0.4749518f, -0.007703528f,
- -0.0118237855f, 0.39432898f, 0.19798014f, -0.037313983f,
- -0.39190286f, 0.069940664f, -0.11332594f, 0.25451034f,
- 0.10828647f, -0.036833063f, -0.20823239f, -0.0051089395f,
- 0.10366354f, -0.27613324f, -0.08230586f, 0.30575338f,
- -0.058297206f, 0.09497224f, -0.2009728f, 0.14842197f,
- 0.08278775f, 0.051755365f, 0.106069684f, -0.30312496f,
- -0.6279082f, 0.67748356f, -0.04157887f, 0.05925659f,
- 0.6019529f, -0.048674017f, 0.023168415f, -0.0117832f,
- 0.10957296f, -0.55471784f, 0.3902961f, 0.004402121f,
- -0.26879898f, -0.1613903f, -0.0736826f, 0.05158686f,
- -0.40968376f, 0.062633745f, 0.1909543f, 0.051297225f,
- -0.5385568f, 0.20263128f, -0.24177232f, 0.12465008f,
- 0.9497351f, 0.0942599f, -0.37810448f, 0.42079917f,
- 0.27641112f, -0.13552265f, -0.15447186f, 0.05729938f,
- -0.9949809f, -0.011660784f, -0.080264896f, 0.21001951f,
- 0.009583477f, 0.26658905f, 0.110737085f, -0.010538512f,
- 0.0073930826f, -0.10350395f, 0.2690889f, -0.06732192f,
- -0.06597211f, -0.0026426371f, 0.32086986f, -0.23931707f,
- -0.024190666f, 0.033044633f, 0.017585613f, -0.047808494f,
- -0.02701819f, 0.66567475f, -0.15553795f, -0.16383912f,
- 0.11520975f, -0.25181836f, 0.13908514f, -0.09092483f,
- -0.073647134f, -0.020011587f, -0.03323974f, 0.36156735f,
- 0.19554496f, -0.2779971f, 0.05498606f, 0.09546568f,
- -0.102127574f, 0.07539362f, -0.027212327f, 0.2002329f,
- 0.07217274f, -0.31443796f, -0.1112432f, 0.044234317f,
- 0.010144093f, 0.04564201f, -0.24525721f, -0.10580795f,
- 0.32514638f, -0.035346646f, 0.2633613f, -0.057136223f,
- 0.32189956f, -0.7063134f, 0.2205946f, -0.121362925f,
- -0.11235741f, 0.093478404f, 0.3236306f, -0.15380429f,
- -0.11459577f, 0.24943016f, 0.06301527f, 0.07359773f,
- -0.30425563f, -0.009721266f, 0.011319024f, -0.05684832f,
- 0.002824362f, 0.014445753f, 0.28266156f, -0.026186015f,
- -4.9471604e-05f, -0.038714428f, -0.08657151f, 0.09283593f,
- 0.200015f, -0.08817101f, 0.07703519f, 0.0026806525f,
- 0.010412304f, -0.054159623f, -0.0775633f, 0.042284265f,
- 0.0073298747f, 0.21470556f, 0.05467484f, 0.019926656f,
- -0.047757216f, 0.1965818f, -0.060126822f, -0.018734982f,
- 0.003734466f, 0.010669374f, 0.0101004215f, -0.079241745f,
- -0.122091696f, 0.46603644f, -0.002449234f, -0.0029658272f,
- 0.2260892f, -0.0968824f, 0.027408192f, -0.008983596f,
- 0.41098675f, -0.09793973f, 0.07739444f, 0.062839866f,
- 0.2109761f, -0.13808833f, 0.014332022f, 0.13062069f,
- 0.14733574f, 0.026309716f, -0.25325757f, 0.025179707f,
- 0.18055823f, -0.21977347f, 0.28260782f, 0.12728982f,
- -0.4268119f, 0.16071615f, 0.49010542f, 0.39210045f,
- -0.23921739f, -0.34988824f, 0.020909507f, -0.031102689f,
- 0.39786085f, 0.04060349f, -0.012260492f, 0.07701521f,
- 0.0032373392f, -0.3211925f, -0.3098456f, 0.110261254f,
- 0.02880115f, 0.023276372f, -0.23179927f, -0.09671852f,
- -0.17803997f, 0.16418648f, 0.009986631f, 0.028437436f,
- -0.0696619f, 0.070268594f, -0.23809299f, -0.1210799f,
- -0.06263444f, 0.1687488f, -0.1022174f, 0.16335264f,
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- 0.25629783f, 0.0068488107f, -0.04071218f, 0.017471593f,
- -0.0076234974f, -0.37783563f, -0.23673432f, 0.032234915f,
- 0.0057667717f, -0.054811515f, -0.33052707f, 0.06486647f,
- -0.2461012f, -0.18012646f, 0.14665681f, -0.022205314f,
- 0.015025584f, 0.07254283f, -0.05741594f, 0.029579304f,
- -0.008596518f, 0.22286049f, 0.091302015f, -0.11564156f,
- -0.3172151f, -0.072401375f, -0.020854922f, 0.063183054f,
- 0.06481689f, 0.005271729f, 0.019181084f, 0.07117706f,
- -0.009447056f, 0.20694615f, -0.030661881f, 0.03192281f,
- 0.2319241f, -0.041075595f, 0.023072409f, 0.22021848f,
- -0.25272888f, -0.07822297f, 0.0059068017f, -0.12660635f,
- 0.1333056f, -0.016372683f, 0.076377876f, -0.06776241f,
- -0.2687813f, 0.018672787f, 0.10857218f, 0.033806548f,
- -0.12842378f, 0.29520556f, 0.59129524f, -0.43744215f
-};
-
-static const long int espcn_conv2_kernel_dims[] = {
- 32,
- 3,
- 3,
- 64
-};
-
-static const float espcn_conv2_bias[] = {
- 0.33971384f, -0.23245853f, -1.0215325f, -0.2263814f,
- 0.09201997f, 0.19144128f, -1.3733093f, -1.7035905f,
- -0.6637244f, -0.08333605f, 0.44616115f, -0.076926f,
- 0.5801112f, -0.71345073f, 0.33217007f, -0.67426187f,
- -0.48569643f, -0.13424309f, -1.1751443f, 0.5630307f,
- 0.3653299f, 0.64577675f, 0.2021496f, 0.03874249f,
- 0.44926018f, 0.09768973f, -0.9930376f, -0.8841269f,
- -0.18398902f, 0.69865096f, -0.16083398f, -0.19168021f
-};
-
-static const long int espcn_conv2_bias_dims[] = {
- 32
-};
-
-static const float espcn_conv3_kernel[] = {
- -0.007667006f, 0.14104712f, 0.0028554099f, 0.046171032f,
- 0.083970614f, -0.08289577f, -0.01414775f, -0.045998544f,
- -0.10366155f, -0.051294606f, 0.02127337f, 0.01200112f,
- 0.075513035f, 0.03427472f, 0.0009242545f, 0.039481442f,
- -0.083404936f, -0.009379502f, -0.00012922293f, 0.08770353f,
- -0.019010197f, 0.024323002f, 0.00657334f, 0.020961132f,
- 0.033712275f, -0.105017915f, -0.01556234f, -0.09186359f,
- -0.029278394f, 0.22117417f, 0.053837106f, -0.09097114f,
- 0.088114634f, -0.15915282f, 0.06186595f, 0.0033195168f,
- -0.4086313f, -0.17276055f, -0.007333988f, 0.034589782f,
- -0.32201302f, 0.07693074f, 0.1128147f, 0.20464584f,
- -0.086866386f, 0.30482367f, -0.042256493f, -0.07132304f,
- 0.05204476f, 0.2028391f, 0.07791786f, -0.089417934f,
- 0.07708711f, 0.22846334f, 0.04748587f, 0.009103156f,
- -0.12805448f, 0.12475577f, -0.022960152f, 0.08536493f,
- 0.12684518f, 0.1882899f, -0.09544437f, 0.34522983f,
- -0.011966817f, 0.16707578f, -0.10880896f, 0.007993297f,
- 0.22237432f, 0.0101676f, 0.009014923f, -0.04825716f,
- 0.11847947f, -0.06317551f, -0.009806394f, -0.044970516f,
- 0.03217826f, -0.04854188f, -0.012694379f, 0.048237607f,
- 0.049305733f, -0.04797366f, -0.012059494f, -0.014990728f,
- 0.16739103f, 0.29273826f, 0.01097457f, 0.028956668f,
- 0.1346423f, 0.10767944f, -0.18557154f, -0.020515647f,
- -0.065032914f, 0.106935486f, 0.051395193f, 0.28330383f,
- -0.06297702f, -0.17837301f, -0.0659061f, -0.070493214f,
- 0.018434696f, -0.23210582f, -0.08075857f, -0.06457634f,
- -0.23998463f, -0.009786923f, -0.027664542f, 0.2262627f,
- 0.09856223f, 0.36268407f, 0.065591045f, -0.09626932f,
- 0.11624542f, 0.23481297f, -0.040730257f, -0.12155378f,
- -0.037929635f, 0.008343563f, -0.013552447f, -0.015157376f,
- -0.016931925f, -0.083783776f, 0.004607789f, 0.07565792f,
- 0.11899113f, 0.24913028f, 0.00016717051f, 0.0129345255f,
- -0.14638531f, -0.053604305f, 0.09540138f, -0.026006158f,
- 0.12681499f, -0.6076643f, 0.098777324f, 0.115070805f,
- -0.5347515f, 0.030514427f, -0.10094133f, 0.62846696f,
- -0.033593196f, 0.78771675f, -0.09244786f, -0.008667544f,
- -0.16986623f, 0.75780606f, -0.10130211f, 0.065105036f,
- 0.29966506f, 0.3343311f, -0.104222424f, -0.0943782f,
- -0.044735834f, -0.032489244f, 0.21114482f, -0.20020406f,
- 0.41298053f, 0.17389429f, -0.016944211f, 0.17826891f,
- -0.04719942f, -0.034800053f, -0.039783645f, -0.010532644f,
- -0.039469235f, 0.24107635f, 0.16123307f, -0.09022655f,
- 0.13408047f, -0.0282536f, -0.03630475f, 0.0072817653f,
- -0.07051867f, -0.076535776f, 0.059039824f, 0.122429736f,
- -0.03934417f, 0.045777347f, -0.047231924f, 0.052514616f,
- 0.31010264f, 0.016500482f, 0.007496862f, -0.03231565f,
- 0.049405616f, -0.08411538f, 0.03045642f, 0.17119631f,
- 0.03334349f, 0.11353106f, 0.041074052f, 0.19524741f,
- 0.06796808f, 0.17088167f, -0.056979932f, 0.023423648f,
- -0.04356131f, 0.12627144f, -0.052736517f, 0.07245402f,
- 0.03975933f, -0.008924116f, 0.019371016f, -0.075674504f,
- -0.004732546f, -0.04481568f, 0.02436322f, 0.04378296f,
- -0.05806777f, -0.096939705f, 0.039061844f, 0.071212545f,
- 0.015327552f, -0.004279174f, 0.031178921f, 0.008691702f,
- -0.0041847173f, -0.008024591f, -0.00088262715f, 0.045580477f,
- -0.03011504f, 0.10775189f, 0.0190155f, 0.012543175f,
- 0.12075272f, -0.029315438f, 0.027919387f, 0.046000794f,
- -0.15523206f, 0.059069097f, -0.12786487f, 0.027711906f,
- 0.15750125f, 0.01187774f, -0.012185285f, -0.007454721f,
- -0.05292222f, -0.06527724f, -0.052345403f, -0.03817037f,
- 0.16767734f, 0.005784969f, 0.08053919f, 0.002969095f,
- -0.06539606f, 0.013479305f, 0.059465107f, 0.05489724f,
- 0.018484972f, 0.10821291f, -0.07344093f, 0.022035802f,
- -0.08965972f, 0.12242154f, -0.007821743f, 0.037775896f,
- 0.021366084f, 0.054953437f, -0.000305967f, 0.0015507822f,
- 0.03209467f, -0.035142414f, 0.005562415f, -0.0014824979f,
- -0.028283753f, 0.004241433f, 0.04415266f, -0.032739647f,
- 0.051402435f, 0.037154127f, 0.02417755f, 0.017741432f,
- -0.024376478f, -0.053491775f, 0.01818964f, -0.05982778f,
- -0.018173559f, -0.05709102f, -0.002068809f, 0.024851134f,
- -0.006637969f, -0.030332753f, -0.058937836f, -0.07575009f,
- -0.025087489f, 0.012548911f, -0.0018659293f, 0.009307657f,
- 0.006538445f, -0.030516295f, 0.043202642f, 0.0022194071f,
- 0.13998812f, 0.01926017f, -0.023256416f, 0.0059284833f,
- 0.04276946f, 0.043055464f, 0.011339936f, -0.050337285f,
- -0.098842666f, -0.045672577f, -0.019297887f, 0.007744926f,
- -0.009274277f, -0.0882981f, 0.006480864f, 0.014436023f,
- 0.044652563f, -0.12512758f, -0.0061487798f, 0.0036048207f,
- -0.07216942f, 0.18390115f, 0.1189453f, 0.08375072f,
- -0.030994987f, 0.15075774f, -0.06697724f, 0.036068875f,
- 0.005174052f, 0.15762272f, -0.09359547f, 0.06011978f,
- -0.20130202f, -0.2399595f, -0.007247519f, -0.062571146f,
- -0.25810865f, -0.10054644f, 0.057966083f, 0.25557914f,
- 0.036694355f, 0.30086866f, 0.006560981f, 0.033802185f,
- -0.08347327f, 0.28710675f, 0.021880157f, 0.04767934f,
- -0.08497335f, 0.5885198f, 0.023092799f, 0.038470116f,
- 0.16157758f, 0.010583807f, -0.25718346f, -0.042735994f,
- 0.12373039f, 0.16206901f, 0.08336538f, 0.21352498f,
- 0.059582815f, -0.032146916f, 0.079257764f, -0.0016167751f,
- -0.02205234f, 0.0405716f, 0.015626704f, 0.015071891f,
- -0.06631943f, 0.07939527f, 0.05282321f, -0.031827953f,
- 0.045815617f, 0.038473863f, 0.012097371f, -0.041949954f,
- 0.10436737f, -0.04933808f, 0.03482716f, -0.10212701f,
- 0.27047437f, 0.14205115f, 0.041179992f, 0.026404373f,
- -0.065594174f, -0.12736672f, -0.0710877f, -0.053915583f,
- 0.01613588f, 0.17389613f, -0.044684675f, 0.22719298f,
- 0.015502862f, -0.14574938f, 0.085858285f, 0.0026169082f,
- 0.0089747105f, -0.11735594f, 0.06839516f, 0.07142809f,
- 0.04451523f, 0.06147266f, -0.0012151458f, -0.008291631f,
- -0.09026896f, -0.08051338f, -0.102967136f, -0.052975707f,
- 0.048517436f, -0.024674408f, 0.016117888f, 0.015603796f,
- 0.13993767f, 0.029596603f, -0.024877293f, -0.013130988f,
- -0.0232684f, 0.11352275f, -0.024990203f, -0.1607456f,
- -0.22931759f, 0.18455116f, -0.02624186f, 0.07006299f,
- -0.16019426f, -0.062050693f, -0.07570467f, -0.0948215f,
- 0.11911582f, -0.24222155f, 0.20988029f, -0.12547027f,
- -0.48145735f, -0.01521843f, -0.10649907f, 0.71631026f,
- 0.10028422f, 0.75859886f, 0.12850475f, 0.123134464f,
- 0.008657039f, 0.8846148f, -0.13880287f, -0.16307577f,
- -0.10221507f, 0.07655262f, -0.03988632f, -0.04268315f,
- 0.050553113f, -0.2896542f, 0.08483427f, 0.18624589f,
- 0.7549801f, 0.18414652f, 0.034072693f, 0.03786343f,
- -0.09295679f, -0.03666787f, -0.009160933f, -0.012920515f,
- -0.029413473f, 0.010253004f, -0.0796485f, 0.038094785f,
- -0.19285308f, -0.02273603f, -0.059900336f, 0.16111064f,
- -0.02963963f, 0.380052f, -0.019736923f, -0.086330734f,
- -0.19065458f, 0.16180964f, -0.058330737f, 0.16446571f,
- 0.5497785f, 0.2566367f, -0.061442494f, -0.08855255f,
- -0.046923388f, -0.0021147097f, 0.17849843f, -0.048363656f,
- 0.2680546f, 0.1588858f, -0.015360107f, 0.29298705f,
- 0.016426394f, 0.13549931f, 0.04652411f, 0.0071147704f,
- 0.010288967f, 0.05908408f, -0.0045378814f, 0.07343509f,
- -0.016549721f, -0.014486795f, -0.001113012f, 0.031942274f,
- 0.009040558f, 0.032813624f, -0.0424731f, 0.052078795f,
- -0.053465404f, -0.00057529495f, 0.011511385f, -0.027211199f,
- -0.060380895f, -0.013912639f, 0.00951986f, -0.0074726664f,
- 0.021073354f, 0.030663729f, 0.00809332f, -0.013936477f,
- 0.05807691f, 0.008006645f, 0.0071268706f, -0.043578595f,
- 0.11615272f, 0.06984987f, -0.0028992365f, 0.041572776f,
- -0.15604974f, 0.18731527f, -0.15413979f, 0.012749477f,
- 0.15030195f, -0.0020730947f, 0.03645586f, -0.10145699f,
- -0.040069796f, -0.07289411f, 0.00848367f, 0.001622471f,
- 0.088356435f, -0.08887693f, 0.06583668f, 0.13509107f,
- 0.062882945f, 0.02901061f, 0.0557863f, 0.042449273f,
- 0.0116659785f, 0.038361747f, -0.042015914f, -0.052616213f,
- -0.07969802f, 0.08745955f, 0.010646311f, 0.048006814f,
- 0.078400664f, 0.018272074f, -0.021945313f, 0.020994332f,
- -0.00440785f, -0.058062512f, -0.042612758f, 0.017000763f,
- 0.04425118f, 0.023721699f, 0.014297439f, -0.038070936f,
- 0.03014516f, -0.037381243f, -0.00404214f, -0.022961603f,
- 0.104961f, -0.04902547f, 0.058775403f, -0.09026729f,
- -0.101065375f, -0.046076927f, 0.017828949f, 0.048770756f,
- 0.0011011219f, 0.024923807f, -0.09660758f, 0.05639419f,
- -0.080873094f, 0.1845964f, -0.0069835014f, 0.014266926f,
- -0.02855939f, -0.056643132f, -0.0051804986f, -0.03215627f,
- 0.019358406f, 0.1768966f, 0.04088005f, 0.0048896256f,
- 0.030420236f, 0.012921552f, -0.03283905f, -0.006024614f,
- 0.030611534f, -0.028801229f, 0.002574335f, -0.03615586f,
- 0.09825823f, 0.0065917578f, -0.035536543f, -0.06725451f,
- 0.003755605f, 0.013537556f, -0.011502704f, -0.0051462594f,
- -0.017171362f, -0.06360293f, -0.034664832f, -0.04424426f,
- 0.042037055f, 0.19522013f, 0.019246215f, -0.021807862f,
- -0.13493076f, -0.18108664f, 0.027387377f, -0.057092384f,
- -0.360573f, 0.10253678f, 0.063756354f, 0.011502856f,
- 0.13754463f, 0.025544228f, -0.105598815f, -0.026410667f,
- -0.0008124341f, -0.071404435f, 0.016904969f, 0.023952119f,
- -0.09001399f, -0.014638472f, -0.107836954f, 0.038338777f,
- -0.05954155f, 0.3937112f, -0.06343964f, -0.098806344f,
- -0.040508512f, -0.15359704f, 0.28182873f, 0.08952835f,
- -0.09345569f, 0.11638065f, -0.03209807f, 0.30986494f,
- -0.026875084f, 0.13687582f, -0.057586435f, 0.0033817207f,
- 0.12819554f, -0.013082991f, -0.012207393f, 0.007877484f,
- -0.010009816f, -0.05519416f, -0.014998437f, 0.011148795f,
- -0.04913968f, 0.029449768f, 0.0018857152f, 0.013820857f,
- -0.061610684f, 0.017086286f, -0.014723202f, 0.055658128f,
- -0.08936702f, 0.15055695f, -0.019955054f, -0.0051097856f,
- 0.055257797f, 0.026368754f, -0.15075234f, -0.058290627f,
- 0.015374483f, -0.017010013f, 0.029440638f, 0.17879036f,
- 0.055987984f, 0.2014458f, -0.025986856f, 0.037391923f,
- 0.020041345f, -0.27366036f, -0.107675634f, 0.044677358f,
- -0.26006556f, -0.08148701f, 0.023839803f, 0.18195054f,
- 0.10027663f, 0.323401f, 0.012640289f, 0.033895966f,
- -0.08169412f, 0.17818142f, 0.01733072f, 0.063214764f,
- -0.06319035f, -0.03843456f, 0.044573024f, 0.012283689f,
- 0.03905451f, -0.0858922f, 0.0056206034f, -0.054033287f,
- 0.074631706f, 0.2270766f, 0.049191162f, -0.080160886f,
- 0.20265223f, 0.0034367319f, 0.08326053f, 0.055953957f,
- -0.021390092f, -0.75434166f, -0.2119513f, 0.15419082f,
- -0.5878938f, 0.09843949f, 0.10501423f, 0.6137734f,
- -0.15509549f, 0.7417564f, -0.09229847f, -0.11215972f,
- 0.1986837f, 0.7498558f, 0.15741259f, 0.031588957f,
- 0.34542522f, 0.3671338f, 0.050357416f, 0.09435209f,
- -0.12557067f, 0.23468016f, -0.106572054f, -0.044294365f,
- 0.30201787f, 0.09970023f, -0.086082414f, 0.31907186f,
- 0.0011450003f, 0.060450554f, -0.094321065f, 0.0017964012f,
- 0.1424026f, 0.19942866f, 0.058151063f, -0.09763893f,
- 0.14013672f, -0.033729076f, -0.009657222f, -0.037736878f,
- 0.06720788f, -0.075642206f, 0.007286674f, 0.11240429f,
- 0.0065294695f, -0.030203562f, -0.010721404f, -0.116738304f,
- 0.3607275f, 0.12672496f, 0.021615604f, 0.033858713f,
- 0.13400987f, 0.06431525f, -0.06691087f, 0.14595011f,
- -0.008561604f, 0.14163294f, 0.056257907f, 0.3520392f,
- -0.04394999f, -0.0028129697f, -0.08888837f, -0.029985145f,
- 0.030372502f, -0.14674705f, -0.070825584f, -0.08322254f,
- -0.08497095f, 0.010243157f, -5.5688863e-05f, -0.01099719f,
- 0.025146788f, 0.061569728f, 0.062467348f, -0.041845758f,
- 0.014052529f, -0.041381437f, -0.005965281f, -0.02505238f,
- 0.033743933f, 0.022375392f, -0.018016314f, 0.00055475975f,
- -0.022157867f, -0.017465835f, -0.0045483005f, 0.119692154f,
- -0.020166207f, 0.24603683f, -0.0071642944f, 0.024200281f,
- -0.03257321f, -0.04937859f, 0.07412929f, -0.004714887f,
- 0.0010213905f, -0.0576797f, 0.047480553f, 0.011789497f,
- -0.2318705f, -0.013216555f, -0.007650194f, 0.21737282f,
- -0.0017965994f, 0.37281004f, -0.09982479f, -0.009142261f,
- -0.13773903f, 0.23119944f, -0.020788472f, -0.06151848f,
- -0.0014226118f, -0.06132002f, -0.032428455f, -0.046841744f,
- 0.0078683f, 0.089152165f, 0.03683405f, -0.117846414f,
- 0.18142857f, 0.19151904f, -0.008181704f, -0.14283088f,
- -0.03691898f, 0.0031022264f, -0.00318654f, -0.014476929f,
- -0.02316005f, 0.035108574f, 0.12210266f, -0.038086705f,
- 0.026954912f, -0.0056925155f, 0.018069055f, -0.040836975f,
- -0.020427013f, -0.043570735f, 0.060326766f, 0.06339755f,
- 0.047302492f, -0.026342686f, -0.011594244f, 0.061395485f,
- 0.10346414f, -0.03713694f, 0.0102482885f, -0.0016179478f,
- -0.0028208077f, -0.10695704f, 0.010509528f, 0.025757857f,
- -0.04434847f, 0.13520806f, 0.008622794f, -0.053426582f,
- 0.013260353f, -0.19719706f, 0.004430872f, -0.029948913f,
- 0.03813006f, 0.0373536f, 0.0008706067f, 0.01047326f,
- -0.0045027793f, 0.019326277f, 0.007231656f, 0.008300135f,
- -0.020665932f, 0.04975184f, 0.0014273074f, -0.04876815f,
- 0.07044493f, -0.01045838f, 0.009101885f, -0.036903173f,
- -0.0004744507f, -0.046730164f, 0.0041760514f, -0.01884484f,
- 0.0063735796f, 0.06810604f, 0.107551165f, 0.09627486f,
- 0.043206997f, 0.06253923f, -0.035905674f, 0.041340932f,
- -0.119592205f, 0.094922915f, -0.065469556f, -0.03853879f,
- -0.17381419f, 0.23785266f, 0.078358285f, 0.0054959077f,
- 0.11458983f, -0.013138738f, -0.103433214f, -0.02233651f,
- 0.04934036f, -0.08529042f, 0.03650632f, 0.022829639f,
- 0.035568047f, 0.0091951545f, -0.10593388f, -0.08046578f,
- 0.002299903f, 0.30750358f, -0.05585595f, -0.014680518f,
- 0.030016491f, -0.17937884f, -0.19030805f, -0.11197273f,
- -0.046215743f, 0.14573145f, 0.031408813f, 0.061366186f,
- -0.07926941f, -0.08302711f, 0.061025552f, -0.015553272f,
- -0.06158321f, 0.0143050505f, 0.02111178f, -0.001981786f,
- 0.0767764f, 0.009569591f, -0.059213877f, 0.0063453517f,
- -0.03622294f, -0.03039037f, 0.00013941481f, 0.009374101f,
- -0.13855189f, 0.010991925f, -0.0613927f, 0.11416749f,
- -0.11961187f, 0.32238087f, -0.044924937f, -0.08240755f,
- -0.008297185f, -0.054251228f, 0.14359601f, 0.06008485f,
- -0.018592346f, 0.0648186f, -0.0020248091f, 0.38440135f,
- 0.053694524f, 0.13339223f, 0.06800024f, 0.018290306f,
- 0.10995106f, -0.12827326f, 0.0123858955f, 0.21950454f,
- 0.065632716f, 0.061837338f, 0.020810535f, -0.06626623f,
- -0.14532562f, -0.093671024f, -0.06962128f, 0.040431153f,
- -0.07160787f, -0.09618397f, 0.039452076f, 0.020019688f,
- 0.13571987f, -0.046189487f, -0.015846943f, 0.0063015823f,
- -0.09565114f, 0.22451776f, 0.00886037f, -0.02049069f,
- -0.24221073f, 0.14828478f, -0.051143408f, 0.0461805f,
- 0.09435043f, 0.09374778f, -0.08676505f, 0.066650264f,
- -0.060268547f, -0.3259086f, -0.18091676f, -0.11639267f,
- -0.5029436f, -0.09627753f, 0.02067597f, 0.7558151f,
- 0.0038006685f, 0.70143574f, 0.02178817f, 0.075308986f,
- 0.05171592f, 0.937243f, 0.037846364f, 0.12480036f,
- -0.16727677f, 0.4041633f, 0.09565084f, 0.04462478f,
- 0.18047121f, 0.025510564f, -0.054039463f, 0.14026093f,
- 0.7756441f, 0.18320186f, 0.087877594f, 0.21245043f,
- 0.128625f, 0.040841434f, 0.031882454f, 0.014652159f,
- 0.07336157f, -0.082995646f, -0.08216907f, 0.06895632f,
- -0.28883147f, 0.0687547f, 0.08278488f, 0.06376588f,
- 0.08406635f, 0.34743282f, 0.01616047f, -0.105779156f,
- 0.1468829f, 0.053489823f, 0.10077649f, -0.09239508f,
- 0.6348831f, 0.1352438f, 0.02459858f, 0.090068035f,
- -0.078240074f, -0.099081255f, -0.12910812f, -0.15346357f,
- 0.12719591f, 0.15875258f, -0.06565642f, 0.27934027f,
- -0.022967832f, -0.053190503f, 0.09059283f, 0.012006108f,
- 0.0011857292f, 0.016293127f, 0.06444683f, -0.050672583f,
- 3.5189834e-05f, 0.017987749f, -0.019098926f, 0.008637739f,
- -0.024748938f, -0.053841494f, -0.09542447f, -0.014751939f,
- 0.025203867f, -0.0032474683f, -0.006368458f, -0.0009960494f,
- 0.0013469144f, -0.027301246f, -0.012753308f, -0.012530901f,
- 0.016105907f, 0.034088247f, -0.01590232f, -0.13388981f,
- -0.0125353085f, 0.09361885f, -0.0057449047f, 0.006084462f,
- -0.06271147f, 0.031053199f, -0.04053029f, -0.044474907f,
- 0.061547633f, -0.20477249f, 0.081579626f, -0.0585398f,
- -0.20271818f, -0.011229073f, 0.03334085f, 0.15171741f,
- 0.04966151f, 0.39416173f, 0.08891907f, 0.068318516f,
- -0.12359032f, 0.14359109f, -0.023392875f, -0.064946696f,
- 0.0454515f, -0.019338306f, -0.036920782f, -0.0061167954f,
- 0.008170954f, -0.08232102f, -0.004634325f, 0.0277472f,
- 0.112698115f, 0.21048214f, -0.0012042654f, -0.029842526f,
- -0.025627753f, -0.014696349f, -0.026032865f, -0.0072196675f,
- -0.036066715f, 0.051305927f, -0.045510262f, 0.0124340765f,
- -0.05072888f, -0.005966866f, -0.021207381f, 0.0146908695f,
- -0.021395259f, 0.051524293f, -0.027837146f, -0.052131847f,
- -0.005911164f, 0.016989948f, -0.007660514f, 0.033356547f,
- 0.08252214f, -0.021740522f, -0.010158041f, -0.037607312f,
- -0.022566633f, 0.032255232f, 0.056726158f, 0.069313794f,
- 0.064242706f, 0.17749299f, -0.00038684483f, -0.16919652f
-};
-
-static const long int espcn_conv3_kernel_dims[] = {
- 4,
- 3,
- 3,
- 32
-};
-
-static const float espcn_conv3_bias[] = {
- -0.00073408236f, 0.004423303f, 0.0024515174f, 0.002585888f
-};
-
-static const long int espcn_conv3_bias_dims[] = {
- 4
-};
-
-#endif
@@ -40,14 +40,12 @@ DNNModule *ff_get_dnn_module(DNNBackendType backend_type)
switch(backend_type){
case DNN_NATIVE:
dnn_module->load_model = &ff_dnn_load_model_native;
- dnn_module->load_default_model = &ff_dnn_load_default_model_native;
dnn_module->execute_model = &ff_dnn_execute_model_native;
dnn_module->free_model = &ff_dnn_free_model_native;
break;
case DNN_TF:
#if (CONFIG_LIBTENSORFLOW == 1)
dnn_module->load_model = &ff_dnn_load_model_tf;
- dnn_module->load_default_model = &ff_dnn_load_default_model_tf;
dnn_module->execute_model = &ff_dnn_execute_model_tf;
dnn_module->free_model = &ff_dnn_free_model_tf;
#else
@@ -30,8 +30,6 @@ typedef enum {DNN_SUCCESS, DNN_ERROR} DNNReturnType;
typedef enum {DNN_NATIVE, DNN_TF} DNNBackendType;
-typedef enum {DNN_SRCNN, DNN_ESPCN} DNNDefaultModel;
-
typedef struct DNNData{
float *data;
int width, height, channels;
@@ -49,8 +47,6 @@ typedef struct DNNModel{
typedef struct DNNModule{
// Loads model and parameters from given file. Returns NULL if it is not possible.
DNNModel *(*load_model)(const char *model_filename);
- // Loads one of the default models
- DNNModel *(*load_default_model)(DNNDefaultModel model_type);
// Executes model with specified input and output. Returns DNN_ERROR otherwise.
DNNReturnType (*execute_model)(const DNNModel *model);
// Frees memory allocated for model.
deleted file mode 100644
@@ -1,2114 +0,0 @@
-/*
- * Copyright (c) 2018 Sergey Lavrushkin
- *
- * This file is part of FFmpeg.
- *
- * FFmpeg is free software; you can redistribute it and/or
- * modify it under the terms of the GNU Lesser General Public
- * License as published by the Free Software Foundation; either
- * version 2.1 of the License, or (at your option) any later version.
- *
- * FFmpeg is distributed in the hope that it will be useful,
- * but WITHOUT ANY WARRANTY; without even the implied warranty of
- * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
- * Lesser General Public License for more details.
- *
- * You should have received a copy of the GNU Lesser General Public
- * License along with FFmpeg; if not, write to the Free Software
- * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
- */
-
-/**
- * @file
- * This file contains CNN weights for SRCNN model (https://arxiv.org/abs/1501.00092),
- * auto generated by scripts provided in the repository: https://github.com/HighVoltageRocknRoll/sr.git.
- */
-
-#ifndef AVFILTER_DNN_SRCNN_H
-#define AVFILTER_DNN_SRCNN_H
-
-static const float srcnn_conv1_kernel[] = {
- -0.7263989f, 0.10602153f, 0.5026704f, -0.14831094f,
- 0.37574732f, -0.48292008f, 0.23944865f, 0.47783348f,
- -0.31678325f, 0.54115134f, -0.12013878f, -0.2609722f,
- 0.15616964f, 1.1431208f, -0.48957616f, -0.2451917f,
- 0.1284056f, -0.021970319f, 1.0423138f, -1.5206486f,
- -1.6353005f, 0.4495059f, 1.20728f, -0.47862163f,
- -0.17744678f, -0.6134415f, 0.20609367f, 1.3394631f,
- -1.722065f, -0.4467302f, 0.23103382f, 0.42106146f,
- -0.12702082f, 0.77740306f, -0.69918704f, 0.48986763f,
- 0.5589177f, -0.30944192f, 1.1438733f, -0.65396136f,
- -0.70556897f, 0.44775712f, 1.2461696f, -1.3872666f,
- 0.2169952f, -0.37848595f, 0.043647807f, 1.3152972f,
- -1.0774575f, -1.1562293f, 0.35734457f, 1.0001631f,
- -1.1782744f, 0.06567217f, -0.6173174f, 0.6298238f,
- 1.4242675f, -0.2069782f, -0.33268732f, -0.35322326f,
- 0.10217269f, 0.47913307f, 0.26337254f, -0.67979544f,
- 0.12577783f, 0.52598596f, -0.19630483f, 0.30299404f,
- -1.0643626f, -0.24875754f, 0.81885606f, 0.015991075f,
- 0.020289483f, 0.0686438f, 0.375957f, -0.69463587f,
- 0.2382723f, 0.22152439f, -0.08397214f, 0.1924622f,
- -0.46541685f, -0.38124445f, -0.17821935f, 0.5965002f,
- -0.035983816f, 0.6008474f, 0.05921357f, -0.77031547f,
- 0.2330389f, 0.13337427f, 0.1549126f, 0.067306034f,
- -0.11510281f, -1.1934607f, -0.39514753f, 0.31912854f,
- 0.11281575f, 0.20578581f, -0.24752977f, 0.37552473f,
- 0.18900225f, 0.5873591f, 0.10472243f, -0.08534039f,
- 0.16720428f, 0.09479876f, 0.2761193f, -0.18016733f,
- 0.42708036f, -1.3561232f, 0.16277355f, 1.296158f,
- 0.47224966f, -0.9756136f, 0.01429936f, 0.78976095f,
- -0.37165934f, -0.18987168f, -2.768134f, -0.75251764f,
- 2.0366445f, 0.34599665f, -1.4310564f, -0.29698998f,
- 0.7507228f, -0.24187464f, 0.26860067f, -1.29194f,
- -0.06718959f, 1.5185323f, 0.42319876f, -0.3397131f,
- 0.034438632f, 0.3394911f, -0.4155706f, 0.2498848f,
- 0.49432325f, 0.34672555f, -0.043687735f, -0.34755713f,
- 0.12991475f, 0.59121245f, -0.19544233f, 0.048664026f,
- -0.029653434f, 0.2838548f, -0.025635261f, -1.0817777f,
- -0.49922147f, 0.30909857f, -0.18102932f, 0.13793421f,
- -0.047630433f, 0.08078894f, -0.6182872f, 0.12631422f,
- 0.23384316f, 0.9919446f, -0.20500293f, -0.47246227f,
- 0.31138495f, -0.035759382f, 0.46698722f, -0.67741156f,
- -0.5294287f, 0.6026003f, 1.1834553f, 0.5267343f,
- -0.34330863f, -0.018293776f, 0.4679054f, 0.17324278f,
- -0.03554532f, 0.5563575f, 1.4066254f, 1.2233248f,
- 0.6956746f, -0.104703404f, -0.24316745f, -0.10153877f,
- -0.0018137248f, 0.24293478f, -0.04501183f, -1.2523488f,
- -2.14991f, -1.327261f, -0.21102585f, 0.30200675f,
- -0.1650284f, -0.52617776f, 0.5428086f, 0.023360383f,
- -0.98181826f, -1.0008751f, -0.44369724f, 0.27985632f,
- 0.62786746f, -0.18338394f, -0.12290207f, 0.1446639f,
- 0.30579162f, 0.84409934f, 1.2543039f, 1.2681394f,
- -0.06656643f, -0.060104124f, -0.24642299f, -0.15825404f,
- -0.12671064f, -0.3518346f, -0.52905124f, -0.46248388f,
- -0.33800587f, -0.54408455f, -0.25075534f, -0.10540969f,
- 0.13493654f, 0.35161543f, -0.035940636f, -0.08201337f,
- -0.5706626f, -0.37743926f, 0.019457942f, 0.80704933f,
- 0.32105067f, 0.037670434f, -0.3106436f, 0.17928012f,
- 0.20210204f, 0.4273411f, 0.5027316f, -0.07298674f,
- -0.09220003f, -0.5484188f, -0.16819112f, 0.20233753f,
- -0.029914672f, -0.21038392f, 0.03170107f, 0.022139158f,
- -0.15891029f, -0.11592263f, 0.2576922f, 0.0072771427f,
- -0.066282056f, -0.07872525f, 0.5865559f, 0.23848821f,
- 0.25726625f, -0.093935065f, -0.068290584f, 0.036047217f,
- -0.14091331f, 0.34567562f, -0.07219853f, -1.1261845f,
- -1.3960425f, -0.76837903f, 0.23771587f, 0.29315057f,
- -0.19119522f, 0.19012818f, -0.073937364f, 0.044728864f,
- 0.5776024f, 0.9897966f, 0.53273576f, -0.15098274f,
- -0.03573044f, 0.20435207f, 0.2714278f, -0.8547263f,
- -0.30613494f, 1.3886656f, 1.9011419f, 0.9593827f,
- -0.73553854f, -0.45517915f, 0.025867065f, 0.101844996f,
- 0.09645809f, 0.123161055f, -0.9174892f, -1.2275983f,
- -0.56873393f, 0.14470425f, 0.18598866f, 0.23721717f,
- -0.19604f, 0.29935414f, 1.0313185f, -1.770268f,
- -2.649679f, -0.7733933f, 0.99738145f, 0.23972774f,
- -0.34836933f, -0.22536243f, -0.36191761f, 0.18033181f,
- 1.698728f, 2.1854334f, 1.1074656f, -0.11460473f,
- -0.31702203f, -0.11365917f, 0.5040004f, -0.17280416f,
- -0.824993f, -0.35835874f, 0.09919185f, -0.41119656f,
- -0.7426417f, 0.026628582f, 0.36534435f, -0.2935296f,
- 0.30641884f, 0.4454501f, -0.23734173f, -0.55541134f,
- -0.07737103f, 0.5374771f, 0.029738871f, -0.16415067f,
- 0.27026442f, -0.019386277f, 0.2257843f, -0.2610451f,
- 0.29025224f, 0.0323975f, -0.24996525f, -0.13371797f,
- 0.1990057f, -0.75456816f, -0.07928557f, 0.4718667f,
- -0.58301795f, -0.6289958f, 0.043499757f, 0.47926098f,
- 0.24356067f, -0.36129156f, 0.5835884f, -0.13532665f,
- 0.38269094f, 0.7183827f, 0.067397475f, -0.42604956f,
- 0.53801775f, -0.012071161f, -0.15065268f, 1.6623957f,
- -1.0779876f, -1.5176026f, 1.1759787f, 0.492117f,
- -1.0571814f, 0.10549368f, -0.11476211f, -0.08055503f,
- 2.2380643f, -1.2825518f, -2.964976f, 0.33482534f,
- 1.092729f, -0.83073944f, 0.055731095f, 0.16512655f,
- 0.2279519f, 1.0676982f, -0.63224566f, -0.87255496f,
- -0.00030620184f, 0.61401004f, -0.6779533f, 0.20687394f,
- 0.11530533f, -0.09796175f, -0.17359062f, -0.09167872f,
- 0.5978565f, 0.44643846f, 0.5141848f, -0.37242907f,
- 0.5970414f, -0.11124167f, -0.111565225f, -0.14684688f,
- -0.047505114f, 0.18187033f, -0.30229607f, -0.4489613f,
- -0.54386234f, 0.25364923f, -0.098850206f, -0.086713634f,
- 0.25193915f, -0.11882926f, 0.13730775f, -0.21007928f,
- 0.45700842f, -0.088474065f, 0.13851145f, -0.11291132f,
- 0.061275546f, -0.066255376f, -0.015100992f, 0.08680404f,
- 0.12645586f, 0.33221236f, 0.20174214f, -0.252648f,
- -0.48872f, 0.31734344f, 0.023180632f, 0.14285406f,
- -0.32391074f, 0.2471229f, -0.19922902f, -0.7711557f,
- 0.28097668f, 0.8963695f, -0.3713026f, 0.03506874f,
- -0.29458657f, 0.29833743f, 0.021619521f, 0.10475948f,
- -0.02917348f, 0.69391185f, 0.13044725f, -0.49359274f,
- 0.023207946f, -0.22082663f, 1.2119422f, -0.9989304f,
- -0.43711343f, 1.5081764f, 0.013644039f, -1.6462599f,
- 1.0773262f, -0.21466662f, -0.4566561f, 1.3435651f,
- -1.41988f, -0.6456881f, 2.3546782f, -0.30025634f,
- -2.620215f, 1.7275296f, -0.20222616f, -0.50596696f,
- 1.2236485f, -0.8864262f, -0.41477537f, 0.829931f,
- 0.49423417f, -1.0973096f, 0.42582485f, 0.22452296f,
- -0.14031331f, 0.32969078f, -0.28245318f, -0.020392092f,
- -0.08865982f, 0.16707866f, 0.38051793f, -0.035839517f,
- 0.2306986f, -0.14719579f, -0.19459364f, 0.11216528f,
- 0.2777106f, -0.56038356f, -0.15703991f, 0.10614974f,
- -0.20249663f, -0.0694758f, 0.048343804f, 0.088438004f,
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- 0.10474255f, 0.5947698f, 1.4891676f, 1.865851f,
- 1.3237001f, 0.060181417f, 0.067600206f, 0.41384393f,
- -0.17297567f, -0.04765075f, -0.22252034f, -0.27395856f,
- -0.246198f, -0.27099508f, -0.19360836f, -0.01752873f,
- -0.19778404f, -0.13036391f, 0.22592251f, -0.061855055f,
- -0.106156975f, 0.058396168f, -0.010895029f, 0.08597891f,
- -0.10832947f, 0.042019352f, 0.34179598f, -0.555678f,
- -0.11246273f, 0.6672375f, 0.035878927f, -0.7674574f,
- 0.3498744f, 0.21752368f, -0.17594162f, 0.085941955f,
- -0.236462f, 0.2851301f, -0.17152186f, 0.15951565f,
- -0.24913298f, 0.076933585f, 0.2086695f, -0.1395177f,
- -0.3905971f, 0.5795658f, 0.67328423f, -1.8390858f,
- 0.53606087f, 1.3308287f, -0.8537784f, -0.38713288f,
- 0.3166503f, -0.6969071f, 0.96791893f, 1.253939f,
- -2.9758875f, 0.66112846f, 1.9708692f, -1.2133801f,
- -0.4198169f, 0.47366077f, -0.2923829f, 0.39353827f,
- 0.7668349f, -1.7749281f, 0.62147343f, 1.1072699f,
- -0.74991834f, -0.23913854f, 0.17176372f, 0.2455638f,
- -0.5156108f, 0.33127692f, -0.043218203f, 0.14190876f,
- -0.4060783f, 0.12943138f, 0.15177768f, -0.050740436f,
- 0.23838294f, -0.3947057f, -0.11642724f, 0.6103684f,
- -0.07549627f, -0.5260266f, 0.26238048f, 0.24568498f,
- -0.23291308f, -0.1911455f, 0.366679f, -0.16834652f,
- -0.12714441f, 0.10760262f, -0.012869022f, 0.09272179f,
- -0.17411943f, 0.10211068f, -0.052509498f, 0.21952567f,
- 0.22668256f, -0.23646128f, -0.38350084f, 0.28214347f,
- 0.18805617f, -0.3400788f, 0.3048546f, -0.034534264f,
- -0.14628288f, -0.43289933f, 0.17719355f, 0.6301316f,
- -0.4920206f, -0.25743473f, 0.551685f, -0.3978471f,
- 0.17643909f, -0.31291425f, -0.055254214f, 0.355579f,
- 0.59540635f, -0.3795307f, -0.23044683f, 0.15688989f,
- -0.18834095f, 0.09002043f, -0.4233332f, 1.3875506f,
- -0.7722245f, -1.5030309f, 0.9498494f, 0.44614583f,
- -1.0563089f, 0.4909273f, -0.27324304f, -0.4664511f,
- 2.1482472f, -2.1204903f, -3.1012022f, 1.9661518f,
- 0.99760544f, -1.8178566f, 0.76360863f, 0.00017637288f,
- -0.42241326f, 1.2867695f, -1.3358276f, -1.15727f,
- 1.0112249f, 0.46102375f, -1.0365164f, 0.6025057f,
- 0.21438183f, -0.32451186f, -0.032400884f, 0.14671092f,
- 0.5979658f, -0.48264953f, -0.325724f, 0.35937044f,
- -0.42439848f, 0.06937307f, -0.10309294f, -0.3149045f,
- 0.3198073f, 0.74574846f, -0.28509477f, -0.22185656f,
- 0.5076725f, -0.20241682f, -0.16449717f, 0.19202612f,
- 0.19054516f, -0.3462562f, -0.49572387f, 0.30162975f,
- 0.13777046f, -0.39584085f, 0.2108866f, -0.060992476f,
- 0.15498425f, 0.42318827f, -0.81097174f, -0.13913554f,
- -0.12825154f, 0.32996297f, 0.34774292f, -0.34544817f,
- -0.16122742f, -0.4645189f, 1.193955f, 0.087416485f,
- 0.35084903f, -0.6712591f, -0.74609375f, 0.21232918f,
- 0.3802732f, -0.51348263f, 0.15345207f, 1.6242088f,
- -1.6040365f, -0.5345814f, 0.59603524f, 0.7349298f,
- -0.5777116f, -0.034852803f, 0.025381984f, 0.34224764f,
- 0.98878604f, -2.3405082f, -0.7162164f, 1.4945784f,
- 1.4683962f, -1.225051f, 0.15292525f, 0.46455473f,
- -0.4680081f, -0.05451003f, -0.56235474f, 0.2794753f,
- -0.25928155f, 0.5550137f, -1.1144168f, 0.6848743f,
- 1.0526556f, -1.6383762f, -0.730813f, 1.2726651f,
- 1.2776068f, -1.1906152f, -0.16886419f, -0.105679676f,
- 0.3440661f, 0.80081064f, -1.3250022f, -0.3077597f,
- 0.84846634f, 0.90885776f, -1.1485785f, 0.3641572f,
- 0.26283768f, -0.39452577f, 0.12396227f, 0.05894564f,
- 0.2285457f, 0.09058779f, -0.121762805f, -0.60335773f,
- 0.64353937f, 0.50596815f, -0.41783166f, -0.0786552f,
- -0.32168394f, -0.05318952f, 0.022430299f, 0.996035f,
- -0.5076289f, -0.24228655f, -0.04435719f, 0.010860209f,
- -0.009106592f, 0.17272219f, -0.14766288f, -0.2550401f,
- -0.35909104f, -0.2183195f, 2.6691316e-05f, 0.1129382f,
- -0.013126863f, -0.08944891f, -0.5413976f, 0.23095663f,
- 1.4224114f, 2.0271764f, 0.90944046f, -0.16619003f,
- -0.38373736f, -0.031650756f, 0.15274753f, 0.63460743f,
- -0.19940104f, -2.0441778f, -2.870792f, -1.2604065f,
- 0.31610608f, 0.3716194f, 0.118392564f, -0.01571788f,
- 0.021131646f, 0.15188526f, 0.25206196f, 0.25282192f,
- 0.19040301f, 0.044828556f, 0.18303448f, -0.14372778f,
- -0.10433726f, -0.6754534f, -0.107342765f, 1.4732726f,
- 2.1741085f, 0.9020016f, -0.54077154f, -0.5427292f,
- 0.07939771f, 0.019122625f, 0.34452096f, 0.16994832f,
- -0.2102043f, -0.49993142f, -0.06769254f, 0.3598388f,
- 0.16470204f, 0.010494264f, 0.08212783f, 0.31939662f,
- -0.34212196f, -1.5395237f, -1.9640778f, -1.1592791f,
- 0.08330834f, 0.26592332f, -0.04055615f, -0.055766437f,
- -0.34407967f, 0.33379942f, 1.181116f, 1.6249586f,
- 0.88153195f, -0.049814224f, -0.23055519f, 0.016639953f,
- 0.0026597271f, 0.08094211f, -0.13109383f, -0.22766289f,
- -0.38948286f, -0.12864715f, -0.097963765f, 0.06906583f,
- -0.003822868f, 0.056334645f, 0.08333424f, 0.06557644f,
- 0.0697638f, -0.10315097f, 0.04006957f, 0.3301952f,
- -0.060566194f, -0.24449658f, 0.21809128f, -0.22257607f,
- -0.39310086f, -0.008146974f, 0.011479945f, -0.37145948f,
- -0.018622108f, -0.06521878f, 0.49956685f, -0.07424825f,
- 0.028826248f, 0.37591127f, 0.12016299f, 0.22374386f,
- 0.2855225f, 0.29872447f, -0.04993559f, -0.45930946f,
- -0.14527962f, 0.1422631f, 0.22470929f, -0.7610743f,
- -0.60764253f, 0.0014799612f, 0.055454344f, 0.21718188f,
- -0.16736293f, 0.16661677f, 0.013057732f, 0.17868681f,
- -0.43770465f, -0.2788161f, -0.32872653f, -0.63013315f,
- 0.25930512f, 0.4998367f, -0.5313348f, -0.511611f,
- 0.7187586f, 1.2533845f, 1.6495429f, 0.5132609f,
- -0.87743765f, -0.39281514f, -0.021659996f, 0.34815326f,
- 0.13939203f, 0.38165462f, 1.1455543f, 1.2872828f,
- 1.1853788f, 0.6597066f, 0.11613457f, 0.2253683f,
- 0.5787496f, -0.080884725f, -1.3844197f, -2.4069812f,
- -2.5197465f, -1.468663f, -0.1905152f, 0.02432437f,
- -0.04322289f, -0.42862573f, 0.013686785f, 0.27841923f,
- 0.5142223f, 0.22805548f, 0.11788975f, 0.61857027f,
- -0.28481475f, -0.32580206f, 0.20025645f, 0.050043892f,
- -0.2794318f, -0.57532954f, -0.91781276f, -0.05277319f,
- 0.5393122f, 0.31296724f, -0.17477229f, 0.19186473f,
- -0.23561923f, 0.8142192f, 1.3564693f, 1.0155638f,
- 0.38857663f, -0.5315784f, -0.34675854f, 0.0036471253f,
- -0.46166325f, 0.59063524f, -0.65321386f, -1.2793586f,
- -0.7868484f, 0.4612693f, -0.37797135f, 0.10866741f,
- 0.57137686f, -0.63054734f, 1.5022197f, -0.24725203f,
- -1.763671f, -0.72024626f, 1.0599604f, -0.14152588f,
- 0.43136743f, 0.048369113f, -0.40638736f, 0.72839314f,
- 0.6222128f, 0.2326878f, -0.12315493f, -0.6844608f,
- -1.004819f, 0.7573427f, -0.5568794f, -0.37639704f,
- -0.18573876f, 0.27267385f, 0.94952166f, -0.108780734f,
- -1.6338346f, -1.5358003f, 1.1847959f, -0.56333166f,
- 0.04403898f, -0.31153077f, 0.2167957f, 0.7788921f,
- 1.0628037f, 0.33383256f, -0.49729043f, 0.29511833f,
- -0.086260185f, 0.57543415f, -0.023307502f, -0.4246642f,
- -0.037288748f, 0.44723958f, 1.2921792f, 0.049781594f,
- -0.3188282f, 0.3135301f, -0.19162498f, -0.26112115f,
- 0.0088052405f, 0.18998624f, -0.32672372f, -0.26533398f,
- 0.22139256f, -0.259618f, 0.03374944f, 0.69480604f,
- 0.1562577f, -0.38050637f, -0.4761325f, -0.5620093f,
- -0.36318594f, 0.96705985f, -0.39626953f, -0.29212478f,
- -0.10088344f, -0.19255427f, -0.24058838f, 0.74910414f,
- 0.82689226f, -0.6004234f, 0.14357041f, 0.039516177f,
- 0.0880349f, -0.07063236f, -0.19007154f, 0.14344668f,
- 0.0026287257f, 0.3685666f, -0.6365134f, 0.26005024f,
- -0.21451813f, 0.3557145f, 0.37946618f, 0.37182269f,
- 0.25501326f, -0.8174484f, -0.117498115f, 0.27562037f,
- 0.5931977f, -0.8206178f, 0.20258304f, 0.9999096f,
- 0.82774f, 0.18709926f, -1.7302046f, -0.8171931f,
- 0.27093223f, 1.1662422f, -0.8783781f, 0.04764855f,
- 0.99150956f, 0.62471896f, 0.0050949273f, -1.0272613f,
- -0.45712996f, -0.050084952f, 0.7911946f, -0.5816935f,
- 0.133864f, 0.07529493f, -0.4205339f, -0.45023695f,
- -0.029735561f, 0.41533887f, -0.52014947f, 0.3152804f,
- -0.39374793f, 0.21145588f, -0.042243678f, -0.4867124f,
- -0.04500908f, 0.68816465f, 0.40140226f, -0.5006732f,
- 0.47050703f, -0.15960352f, 0.21951202f, 0.26238203f,
- 0.47124302f, 0.07974689f, -0.42061168f, -0.4556174f,
- -0.51491493f, 0.93874115f, -0.5408317f, -0.033821754f,
- -0.3030086f, 0.8458958f, -0.012004424f, -0.78078955f,
- -0.69143885f, -0.31044877f, -0.044980943f, 0.5889015f,
- -0.13808507f, -0.34794644f, 1.0299698f, 1.4493475f,
- 0.9734214f, 0.2856093f, -0.24660979f, 0.015078074f,
- 0.5253397f, -0.76478934f, -0.8498789f, -0.11144516f,
- -0.619453f, 0.64680994f, 0.22537453f, -0.40734524f,
- -0.5437496f, 0.5655021f, -0.19733796f, -0.23559701f,
- -0.9083139f, -1.8651907f, 0.5419178f, 1.2806929f,
- 0.031125655f, -0.39753094f, -0.2360012f, 0.8301542f,
- 0.5426837f, -0.123015404f, -0.99725187f, -0.07795487f,
- 0.5721125f, 0.72220266f, -0.17130637f, -0.7986908f,
- 0.35157883f, 0.31243104f, 0.46281502f, 0.08913258f,
- -0.5773011f, -0.9563837f, 0.31028932f, 0.55930024f,
- -0.73833925f, 0.25844994f, -0.070035614f, -0.24920309f,
- 0.24937412f, 0.32053366f, -0.0122980755f, 0.12602198f,
- 0.34236664f, -0.4932755f, 0.031631865f, 0.4289681f,
- -0.58439124f, -0.11454642f, 0.6765444f, 0.4968983f,
- 0.19068336f, -0.35479856f, -0.5249921f, 0.16310485f,
- -0.100300625f, 0.44946545f, 0.3187435f, -0.9738066f,
- -0.87102157f, 0.16394618f, 0.7275059f, 0.018069461f,
- 0.052330744f, -0.46422747f, 0.64381325f, 0.38751227f,
- -0.10304183f, -0.20357825f, -0.067489386f, 0.13081762f,
- -0.030873248f, -0.24708964f, 0.73526907f, -0.49927014f,
- -0.7841351f, -0.30329156f, -0.027965808f, -0.04182988f,
- 0.2813496f, 0.6070565f, 0.099563636f, -0.062404864f,
- -0.3196853f, 0.22805269f, 0.97728664f, 0.6428377f,
- -0.37280875f, -0.23010366f, 0.09593498f, -0.06934287f,
- -0.48989648f, 0.24761257f, 1.1431428f, -0.076457076f,
- -1.5247623f, -1.1632059f, 0.05082964f, -0.19393575f,
- -0.48874152f, -0.4361163f, 0.7745189f, 0.43908182f,
- -1.2020212f, -1.0465279f, 0.104224786f, 1.46947f,
- 0.33833075f, 0.46208444f, -0.51075315f, -0.5485718f,
- -0.72736233f, -0.80535334f, 0.009473791f, 0.7614502f,
- 0.43357086f, -0.2997292f, -0.054165408f, 0.14749096f,
- -0.2765886f, 0.17067073f, 0.6635581f, 0.96915233f,
- 0.8232187f, 0.116452776f, -0.50994647f, -0.20635909f,
- 0.6482553f, 0.5004425f, 0.30794883f, 0.3368354f,
- 0.026599415f, -0.6732439f, -0.38894758f, 0.24931672f,
- 0.22100307f, -0.1987707f, -0.27011392f, -0.14020406f,
- -0.40663993f, -0.4280321f, -0.119858265f, 0.21891454f,
- 0.18245646f, -0.16985452f, 0.0015374386f, -0.27872005f,
- -0.10738812f, 0.27467343f, -0.18803404f, -0.17770578f,
- -0.26419592f, -0.011982608f, 0.19875252f, 0.05170953f,
- 0.3456704f, 0.40990397f, 0.709854f, 0.41264763f,
- 0.49404907f, -0.09918434f, -0.0711523f, 0.095824875f,
- -0.16952364f, -0.12796776f, -0.35325912f, -1.1871777f,
- -0.86733323f, 0.1214555f, 0.44798166f, -0.22057988f,
- -0.31378666f, 0.10906465f, -0.030722225f, -0.20871378f,
- -0.12711486f, -0.54412603f, 0.0708257f, -0.18697724f,
- 0.46012503f, -0.085764565f, 0.17378625f, -1.0977216f,
- 0.45855087f, 2.0218627f, 0.91215175f, -0.39005798f,
- -1.5386198f, 0.8250969f, -0.19934095f, 0.27105054f,
- -1.0328922f, 0.96572757f, 2.7977571f, 1.6517049f,
- -0.23533392f, -1.136633f, 0.8349356f, 0.19428137f,
- 0.04198125f, -0.14317757f, 0.13129203f, 0.6917048f,
- 0.03616762f, 0.20491727f, -0.03582896f, 0.7187966f,
- -0.3182142f, 0.2736464f, 0.17198047f, -0.4654261f,
- -1.1276278f, -1.1610755f, -0.19445343f, 0.07431374f,
- 0.115876876f, -0.35029426f, -0.15556812f, -0.11100419f,
- 0.120328896f, 0.36629674f, 0.23473068f, 0.23865028f,
- -0.46826977f, -0.043584216f, 0.37287995f, -0.20233592f,
- 0.31516075f, 0.3658289f, 0.08355067f, 0.20147797f,
- -0.81688154f, 0.21714263f, 0.7141248f, -0.26354742f,
- -0.15622237f, 0.049751714f, -0.09251372f, -0.7442208f,
- 0.13619149f, 0.2007894f, -0.60607094f, -0.46117017f,
- -0.32320994f, 0.30601597f, -0.081826575f, -0.09781985f,
- -0.64223003f, 0.26154348f, 1.3581918f, 0.501311f,
- -0.09750517f, 0.68369377f, -0.008605272f, -0.35852325f,
- 1.0197587f, 0.7696466f, -0.56556654f, -0.8564765f,
- 0.8370336f, -0.14644493f, -0.2114824f, -0.36982122f,
- -0.74381566f, 1.750189f, 1.123148f, -2.2020502f,
- -2.5298035f, 1.2842436f, -0.34911287f, -0.8930842f,
- 0.20097339f, -0.08761307f, 1.4322004f, -0.1031088f,
- -1.6277033f, -0.65059525f, 1.1860843f, 0.034448836f,
- -0.06560607f, -0.005918698f, -0.12747392f, 0.029491523f,
- -0.5988291f, 0.2369485f, 0.94672f, -0.1539595f,
- -0.47678432f, 0.38821217f, -0.20152639f, -0.16364752f,
- -0.19663106f, -0.0371645f, 0.9155417f, 0.0558782f,
- -0.5354818f, -0.16877843f, 0.044295475f, 0.08495336f,
- 0.3967005f, 0.19083177f, -0.26242918f, -0.20104551f,
- -0.57343924f, 0.03203641f, 0.7416376f, -0.31398505f
-};
-
-static const long int srcnn_conv1_kernel_dims[] = {
- 64,
- 9,
- 9,
- 1
-};
-
-static const float srcnn_conv1_bias[] = {
- -0.03104757f, -0.041964848f, -0.083611324f, -0.002169974f,
- -0.07627048f, 0.25804275f, 0.046665564f, -0.105794735f,
- -0.005059599f, 0.0075850748f, -0.16695252f, 0.10687588f,
- -0.7635969f, 0.075352825f, 0.08281501f, 0.118062764f,
- 0.0062399036f, 0.3085167f, 0.04891141f, 0.16722123f,
- -0.1108275f, 0.0058327145f, -0.062004026f, -0.020524414f,
- 0.3672099f, -0.006577327f, 0.00042476706f, -0.29667565f,
- 0.0134129785f, 0.004270995f, 0.26935476f, -2.1275053f,
- 0.017589822f, 0.0005980144f, 0.02921272f, 0.034701083f,
- 0.0017111801f, 0.28400767f, -0.032340873f, 0.05517057f,
- 0.14524327f, -0.0419153f, -0.34236446f, 0.00046179228f,
- -0.00074790325f, 0.035835523f, 0.10878776f, -0.0021145006f,
- -0.15688384f, 0.011170645f, 0.2916091f, 0.043360725f,
- -0.9492841f, 0.00031853997f, 0.002931761f, -0.086825155f,
- -8.591174e-06f, -0.046959378f, -0.17770994f, -0.49371472f,
- -0.011704801f, -0.013705753f, -3.0716825f, 0.101286575f
-};
-
-static const long int srcnn_conv1_bias_dims[] = {
- 64
-};
-
-static const float srcnn_conv2_kernel[] = {
- -0.0002554064f, 0.0023899642f, -0.009100332f, 0.06056699f,
- -0.029579287f, 0.21364173f, 0.024987988f, -0.003250827f,
- -0.34216833f, -0.0016624008f, 0.00025729585f, -0.035775427f,
- 0.006553251f, 0.022515697f, -0.023953848f, 0.02906548f,
- -0.012154749f, 0.005103373f, -0.0051578665f, -0.7992084f,
- 0.33581352f, -0.0014715595f, 0.06291311f, 0.0053574033f,
- 0.0032826893f, 0.078437746f, 0.025076132f, 0.0001246283f,
- 0.07081128f, -0.087276466f, -0.14741173f, -0.004349465f,
- -8.776815e-05f, -0.020141445f, -0.0047788164f, -0.1080894f,
- 0.012616037f, -0.028747903f, 0.005360369f, -0.040356155f,
- -0.003706113f, -0.117941834f, -15.261404f, -5.986392f,
- -0.0051108436f, -0.025936209f, -0.0002097741f, -0.008293844f,
- 0.21790421f, 0.02073712f, -0.0020672043f, 0.63576335f,
- 0.04070767f, -0.9167609f, 0.056237806f, -0.020912038f,
- -0.10210692f, 0.005271496f, -0.010184779f, -0.004060786f,
- -0.011696783f, 0.004089799f, -0.033230837f, -0.024425566f,
- 0.0045808223f, 0.019738648f, 0.00159457f, -0.08491014f,
- -0.028512852f, -0.026904164f, -0.01204785f, 0.013258074f,
- -0.6294972f, 0.039659023f, 0.038586486f, -4.6992803f,
- -0.0053459215f, 0.016924486f, -0.039686054f, 0.04969527f,
- 0.0065696035f, -0.0035680728f, 0.033121888f, 0.67199767f,
- -0.16208403f, -0.020312741f, 0.009834304f, -0.01828358f,
- -0.0076933643f, -0.056906313f, 0.015940744f, 0.009852193f,
- -0.05011567f, 0.0738738f, -0.21214469f, 0.02694471f,
- -0.031959686f, -0.08422337f, -0.014053012f, -0.2684944f,
- 0.004127141f, 0.019776806f, 0.00019922777f, -0.100366786f,
- 0.0053483117f, -0.12747979f, 0.6460549f, 0.20465274f,
- 0.0005392808f, -0.012628853f, 0.020735653f, 0.0013136477f,
- 0.7598848f, 0.1812191f, -0.022512946f, -0.49779138f,
- -0.030665185f, -9.862683f, -0.14914194f, -0.004945233f,
- 0.15098566f, 0.004828689f, 0.015715465f, 0.0076724724f,
- -0.011215252f, -0.0022208947f, -0.0021873007f, -0.00064622593f,
- 0.10380185f, -0.021220172f, -0.41133305f, 0.1385379f,
- -0.10113701f, 0.05046951f, -0.028998043f, -0.077862196f,
- -0.0026313711f, 0.07207479f, 0.03417845f, -0.8867274f,
- 0.03667861f, -0.060034137f, -0.06790769f, 0.017967556f,
- -0.2640664f, -0.04266031f, -0.0037306193f, 0.12417062f,
- 0.013336957f, 0.18365395f, 0.024028538f, -0.19596553f,
- -0.101999275f, -0.03283486f, 0.3536125f, 0.1212146f,
- 0.46311057f, -1.4377803f, 0.0064242054f, -0.5467145f,
- 0.047348626f, 0.033845134f, 0.038788326f, -0.4619386f,
- -0.4026377f, -0.020518104f, -0.19901282f, -1.1181489f,
- 0.23989238f, -0.087652676f, -0.2651947f, 0.07884111f,
- -0.17780721f, -0.029750695f, -0.09210048f, -0.061390083f,
- 0.5792844f, 0.090853974f, 0.013544742f, -0.12319469f,
- -1.8110691f, -0.03525233f, -0.044628996f, -0.054026883f,
- -5.2995973f, 0.049026407f, 0.037372228f, 0.037250936f,
- 0.024675526f, 0.006012507f, 0.119033895f, -0.07103651f,
- -0.0018832803f, -0.011271933f, -0.005014377f, 0.16091253f,
- 0.0008451048f, 0.07361324f, -0.27223068f, -0.009683271f,
- -0.07241917f, 0.10176954f, -0.58777267f, 0.0068840515f,
- 0.040149122f, -2.672692f, -0.049581256f, 0.046102308f,
- -0.3039416f, -0.01708099f, 0.0185412f, -0.2613542f,
- -0.068512194f, -0.03933508f, 0.0044708136f, -0.013953701f,
- -0.054889336f, -0.718177f, 0.37320358f, 0.0019258542f,
- -1.0631531f, -0.4854715f, 0.12662071f, -0.023351932f,
- -0.074752174f, -0.26812518f, 0.00018155224f, 0.14381455f,
- -0.051278833f, 0.17964071f, -10.102844f, 0.0121083595f,
- -0.023559086f, 0.00397022f, -0.09495507f, 0.03928734f,
- 0.00081905496f, -0.073684625f, -0.042384148f, 0.0058574597f,
- 0.03498091f, 0.0020822634f, -0.0550703f, 0.14612466f,
- -16.444946f, 0.040170234f, -0.051672157f, 0.010468965f,
- -27.063047f, 0.1651197f, 0.04043117f, 0.009542242f,
- -0.006391296f, 0.040943213f, -0.17006986f, 0.009705507f,
- -0.06456855f, -0.15734419f, -0.022239685f, 0.0080621075f,
- -0.6083589f, -0.2774921f, -0.014246032f, -0.026301347f,
- -0.038306847f, -0.044747923f, 0.052509278f, -11.353132f,
- -0.10573369f, 0.110858835f, -0.069327f, -0.30167094f,
- -0.10159388f, -0.15759686f, -0.14587629f, -0.021145394f,
- -0.0026651793f, -0.094455555f, -0.05221896f, -0.14031275f,
- -0.040530227f, -0.048631087f, -0.0646318f, -0.033329662f,
- -0.13120557f, -0.07684922f, 0.005672297f, -0.0652643f,
- 0.0066869417f, -0.041431956f, 0.0020632548f, -0.025253206f,
- 0.014456385f, -0.06282962f, -0.23689137f, -0.4358406f,
- -0.06103596f, -0.07569789f, 0.1459004f, -0.34747988f,
- -0.12652436f, 0.085319795f, -0.11395488f, -0.028091274f,
- 0.68330103f, -0.23123708f, -0.14177723f, -0.19736032f,
- -0.10154678f, -0.29053602f, -0.12867033f, -0.05758738f,
- -0.018500831f, -0.022059904f, -0.07365435f, -0.08169296f,
- -0.14771183f, 0.11508332f, 0.06399398f, -0.09043867f,
- 0.03651939f, -0.4938234f, -0.3120735f, -0.2890012f,
- -0.13916342f, -0.17628759f, -0.22353305f, -0.046944514f,
- -0.37460518f, -0.107438505f, 0.061039757f, -1.7861881f,
- -0.16293253f, 0.30335924f, -0.028655829f, -0.3049877f,
- -0.12845886f, -0.05112472f, -0.029790584f, 0.10508136f,
- 0.0032049424f, -0.016324107f, -0.14696133f, 0.002153054f,
- -0.08524349f, 0.14478701f, -0.16366178f, -0.7213033f,
- -0.25844172f, -0.087510295f, 0.10028701f, -0.17504516f,
- -0.38140658f, -0.025189014f, -0.17398193f, -0.14106399f,
- -0.097576536f, -0.37243053f, 0.12278438f, 0.04048157f,
- -0.3178101f, 0.15025295f, -0.39470074f, -0.14945515f,
- -0.27459416f, -0.15698285f, -0.3676916f, 0.08977715f,
- 0.9378766f, -0.06659458f, -0.30429012f, -0.39369112f,
- -0.12025192f, -0.87033683f, -0.22903791f, -0.10713569f,
- -0.04414073f, -0.049127404f, -0.0068324413f, 0.0057248953f,
- -0.09742813f, -0.12934731f, -0.047294848f, -0.20914547f,
- 0.14814423f, -0.2777668f, -0.029271659f, 0.21507141f,
- -0.36763206f, 0.10412054f, 0.08191576f, -0.12652142f,
- -0.58834434f, -0.19195904f, 0.25059387f, -2.4687207f,
- -0.14109641f, -0.07435956f, -0.10273207f, 0.28873506f,
- -0.08833457f, -0.042864174f, -0.10548151f, -0.059883863f,
- -0.020447442f, 0.04951171f, 0.02730374f, 0.0746732f,
- -0.11377327f, 0.21695584f, 0.1539962f, -0.102783985f,
- -0.07325114f, -0.11504277f, 0.042288896f, 0.02535179f,
- 0.07583483f, -0.17288487f, 0.3004598f, -0.83335805f,
- -0.045229252f, 0.1154963f, 0.26644993f, -3.1055822f,
- 0.061228935f, 0.064988166f, -9.20083f, -4.393479f,
- -0.10626397f, -0.018426223f, -0.08110404f, -0.08273521f,
- 0.039648637f, -0.17858253f, -0.030643316f, -0.010680011f,
- -0.19519591f, -0.27500492f, -0.23175392f, 0.30603918f,
- -0.04484174f, -0.041979715f, -0.09596891f, 0.20431246f,
- -0.0059319073f, -0.001152917f, -1.1518106f, 0.026888719f,
- -0.17097403f, 0.020100247f, -0.1571006f, -0.37969878f,
- -0.3301428f, -0.20484106f, 0.01939461f, -0.019713523f,
- -0.15515928f, -0.16123447f, 0.07310325f, -0.08826874f,
- -0.10307898f, -0.0018930855f, -0.09208286f, -0.021420008f,
- -0.24134861f, -0.7577915f, -0.12299831f, -0.46233153f,
- 0.019531284f, -0.04673523f, -0.07949513f, -0.1408142f,
- -0.047253385f, -0.09263711f, -0.29100868f, -0.013803292f,
- -0.19429687f, -0.044297647f, -0.058798455f, -0.06044459f,
- -3.7506065f, -0.23349404f, 0.21300785f, -0.25435624f,
- -0.07907954f, -0.13863783f, 0.17392652f, -0.03276513f,
- -0.0047281827f, -0.12368379f, 0.0056355335f, -0.22159404f,
- -0.19433871f, -0.23018007f, -0.09205849f, -0.028791785f,
- 0.061992902f, -0.04017434f, 0.019763159f, -0.21293294f,
- -0.082997516f, -0.011148882f, -0.15318495f, -0.032940917f,
- 0.2801317f, -0.060451165f, -0.062018655f, -0.043600976f,
- -0.012885303f, -0.23512465f, -0.073871896f, -0.01703533f,
- -0.05480962f, -0.033199422f, -0.008542301f, -0.4588442f,
- -0.046556875f, -0.076017424f, -0.21684654f, -0.06280796f,
- -0.12979394f, 0.15535876f, -0.025942277f, -0.010115448f,
- -0.024180522f, 0.049558047f, -0.033290826f, -0.012201388f,
- 0.078562886f, -0.10270998f, -0.07438655f, -0.27557224f,
- -0.040359534f, -0.007805895f, -0.04367585f, -0.08447227f,
- -0.65584844f, -0.16275902f, -0.102044374f, -0.038298424f,
- -0.57958794f, -0.3340299f, -0.054195758f, -0.035933666f,
- -0.036119908f, -3.9434547f, -0.03561213f, -8.88895f,
- 0.033031765f, -0.048426013f, -0.03412329f, -1.5780998f,
- -0.031786535f, -0.09694281f, -0.2573541f, -0.032431006f,
- -0.0636573f, -0.012143146f, -0.072025545f, -0.14866143f,
- -0.089773186f, -0.052837566f, -0.046611343f, 0.11884385f,
- -0.5595826f, -0.014542388f, -0.058960862f, -0.11050742f,
- -0.08576329f, -0.108279034f, -0.16104814f, -0.061605677f,
- -0.06169712f, -0.045188982f, 0.0039299363f, 0.022347346f,
- -0.0039372863f, -0.015053024f, 0.0020795444f, 0.05163536f,
- -0.011161113f, -0.012772677f, -0.018125871f, -0.002447921f,
- 0.0019833937f, 0.038274914f, 0.10155573f, -0.016242381f,
- 0.006417834f, 0.02737545f, -0.0028348626f, 0.014301625f,
- -0.068897925f, -0.0049957596f, -0.0019842663f, 0.34180138f,
- 0.059306912f, -0.0031565214f, -0.003636651f, 0.022987254f,
- 0.011832153f, 0.01846141f, -0.028987419f, 0.005369792f,
- 0.07166064f, 0.04881596f, 0.025299864f, -0.014019668f,
- -0.034607507f, 0.002838928f, 0.010187174f, -0.015083236f,
- 0.016143717f, -0.005680763f, -0.02966857f, -0.0065442435f,
- 0.0073465593f, 0.01347335f, -0.1771045f, -0.010876795f,
- -0.00027093422f, -0.011429079f, -0.006846231f, -0.005027541f,
- -0.16644198f, -0.020179901f, -0.0032765283f, 0.10879083f,
- -0.013618999f, 0.031066671f, -0.038808636f, 0.0037537476f,
- 0.012158491f, -0.011440511f, 0.004113394f, 0.0109299915f,
- 0.008075867f, -0.0069867643f, 0.019786408f, 0.012628373f,
- -0.20250118f, 0.034400813f, -0.67724425f, 0.40202653f,
- -0.005281848f, 0.108746365f, -0.24620731f, -0.28585368f,
- -0.12793148f, -0.047930546f, 0.28682375f, -0.12658918f,
- 0.33408535f, -0.06209817f, -0.04090332f, -0.075581715f,
- -0.071691535f, -0.063172325f, 0.2702819f, -0.24249578f,
- 0.039988235f, -0.047899257f, 0.018903248f, -0.018329851f,
- -0.0013031982f, 0.18920259f, 0.061376937f, -0.15343836f,
- -0.051763907f, -1.0549822f, 0.0660796f, -0.16124636f,
- 0.14782749f, 0.022140166f, 0.13774748f, -1.4532301f,
- -0.41363075f, -0.09013689f, -1.0123385f, -1.1549144f,
- 0.13776256f, 0.021083638f, -0.19723327f, 0.021114888f,
- 0.09293215f, 0.08816332f, -0.14959121f, 0.13152279f,
- -0.029580846f, 0.034452587f, -0.17352226f, 0.15063335f,
- -4.007306f, -0.100647494f, -0.42064026f, -0.061302837f,
- -3.9997988f, -0.0066953944f, -0.2274016f, 0.016432695f,
- -0.16563258f, -0.1574255f, -3.8206737f, -0.0145850815f,
- -0.018097617f, 0.010998253f, -0.07067891f, 0.11044527f,
- -0.011802689f, -0.0060306154f, -0.04547895f, -0.0074171214f,
- 0.024399495f, -0.031562906f, -0.16474743f, -0.02705374f,
- -0.014524572f, -0.025475519f, 0.0215404f, -0.028359959f,
- 0.23869675f, 0.0522838f, 0.021087635f, 0.22253744f,
- -0.2765573f, 0.011267158f, 0.009989517f, -0.12097413f,
- 0.013857477f, -0.03714606f, -0.16983852f, -0.02982881f,
- 0.009515887f, -0.63706f, -0.055128884f, -0.0034515583f,
- 0.2547958f, -0.7977193f, 0.008025232f, 0.17544283f,
- -0.0881128f, -0.081499316f, -22.663057f, -0.009710416f,
- 0.041901004f, 0.028721489f, 0.00076376786f, 0.006816504f,
- 0.0058995257f, -0.01022998f, 0.00669438f, 0.016544892f,
- 0.15587632f, 0.030290902f, -0.03449775f, -0.16121422f,
- -6.451298f, -0.03602935f, 0.075852044f, 0.0036276423f,
- -15.688679f, -0.030885622f, 0.011437492f, 0.0048892293f,
- 0.013876477f, 0.012511129f, -0.09175642f, -0.01742146f,
- -0.034787495f, -0.005250122f, -0.05685232f, 0.6578453f,
- -0.16092344f, -0.062439f, -0.1613937f, -0.07890723f,
- -0.0656452f, -0.16353709f, -0.15748997f, -0.0196521f,
- -0.14424919f, -3.706077f, -0.1639236f, -0.021455301f,
- -0.163586f, -0.20686303f, -0.1207106f, -0.27119955f,
- -0.033577323f, -0.27859753f, -0.038682844f, -0.08760831f,
- -1.1105713f, -0.030178143f, -0.030052213f, -0.039985925f,
- -0.08769122f, -0.12531249f, -0.044713352f, -0.06129543f,
- -1.2797782f, -0.25258985f, -0.009229389f, -8.5318985f,
- -0.06462837f, 0.09118574f, -2.6138847f, -0.100799255f,
- 0.12618597f, -0.04110267f, -0.12589213f, -0.09766559f,
- -0.0957221f, -0.2264246f, -0.1339035f, -0.12756172f,
- 0.13000157f, -0.053135816f, -0.07227144f, -0.1286708f,
- -4.4187694f, -0.05904419f, -0.117670596f, -0.06353795f,
- -0.12603702f, -0.06324332f, -0.11462619f, 0.000569316f,
- -0.21483256f, -0.21736096f, 0.020371143f, 0.070574604f,
- -0.28225842f, 0.2865906f, -0.10583711f, -0.0917949f,
- 0.1259621f, 0.07176751f, -0.07136231f, -0.023260385f,
- -0.14925407f, -0.35926676f, -0.016261015f, -0.2953844f,
- 0.10633138f, -0.26824304f, -0.21949002f, -0.035100676f,
- -0.15182836f, -0.0201727f, -0.04213782f, -0.5326023f,
- 0.018552853f, -0.055092286f, 0.015503891f, -0.26309046f,
- -0.027368452f, -0.17146406f, -0.082820736f, -0.16447219f,
- -0.11264738f, 0.007875572f, -0.13795541f, -0.35631964f,
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- 0.13322625f, 0.04348976f, -0.11738568f, -0.018864898f,
- -0.0046214405f, -0.07036838f, 0.010049583f, -0.09795787f,
- 0.038541675f, 0.031575482f, 0.036769297f, -0.04329226f,
- 0.120703585f, 0.14786446f, -0.75096244f, 0.03456117f,
- 0.19886236f, 0.11463081f, 0.015373615f, 0.00037761105f,
- -0.018423336f, -0.14111903f, 0.03561617f, -0.23324834f,
- 0.054822806f, -0.045707937f, -0.030852508f, -0.030564226f,
- 0.015231905f, 0.07528449f, 0.16616575f, 0.07039869f,
- 0.046301547f, -0.081687205f, 0.06822049f, -0.26423496f,
- -0.049151573f, 0.15558332f, -0.03675628f, -0.29308766f,
- -0.02328049f, -0.015717529f, 0.5747466f, 0.012939421f,
- -0.12066133f, 0.15915905f, -0.0488304f, 0.044137027f,
- 0.027034713f, 0.11414162f, -0.28859955f, 0.0056566386f,
- 0.3618641f, 0.21375765f, 0.03214845f, 0.12223956f,
- -0.15872723f, 0.005983598f, -0.37264374f, -0.0031992833f,
- -0.059975028f, 0.023979222f, 0.093976885f, 0.058817703f,
- 0.008342197f, 0.13753864f, -0.15125398f, 0.21400113f,
- 0.0032852078f, -0.079000145f, 0.011683462f, -0.053441044f,
- -0.018021047f, -0.03721142f, -0.054268256f, -0.006861202f,
- 0.026782947f, -0.0018583052f, 0.07153665f, 0.07185435f,
- -0.00041804917f, 0.021643596f, 0.029516485f, 0.061677333f,
- -0.0045364904f, 0.0038736153f, -0.004723407f, -0.29809144f,
- -0.10497417f, 0.08566196f, 0.09184988f, 0.034002274f,
- 0.022775125f, -0.06568633f, 0.08319761f, -0.0671715f,
- -0.027632358f, 0.01723337f, -0.0009202137f, -0.16931076f,
- 0.021369275f, 0.016850395f, 0.026455214f, -0.02350888f,
- 0.011911191f, -0.0021843992f, -0.035467565f, 0.123468466f,
- 0.022269676f, -0.00060340745f, 0.2891158f, 0.027074406f,
- 0.007515906f, 0.033344127f, -0.08674246f, 0.02318655f,
- 0.3317945f, -0.06285435f, -0.07990163f, 0.39917028f,
- 0.05122926f, 0.009084175f, -0.21041119f, -0.033153832f,
- -0.0020781565f, -0.11227731f, -0.036846854f, 0.08724653f,
- 0.0061033983f, -0.0052683395f, 0.24288496f, 0.13180971f,
- 0.14320996f, 0.017054461f, -0.05583197f, -0.98216826f,
- -0.024979677f, -0.08627376f, -0.35568717f, 0.065401345f,
- -0.04301398f, -0.11425833f, -0.05705629f, -0.38612366f,
- 0.113080315f, -0.1766277f, -0.013267829f, -0.0057672095f,
- -0.0054176534f, -0.08889981f, 0.10644379f, 0.16693658f,
- -0.0075014257f, 0.20168768f, -0.09208703f, 0.011927356f,
- -0.11121552f, 0.15096149f, -0.19403197f, 0.1446407f,
- -0.6979518f, -0.08418008f, -0.0545581f, -0.07309995f,
- 0.033570565f, -4.690024f, -0.049014356f, -1.0677525f,
- -0.1434006f, 0.5812471f, 0.26198566f, -0.10585775f,
- -0.086690515f, -0.09833225f, -0.079389185f, -0.14072126f,
- -0.17031555f, 0.123617925f, -0.16268326f, -0.24517171f,
- 0.18022f, -0.10812807f, -0.010938663f, -0.09720302f,
- 0.03596163f, 0.034861602f, -0.18712914f, -0.100778416f,
- -0.21402042f, 0.023239877f, 0.0052450728f, -0.054690856f,
- 0.09734421f, 0.17317012f, 0.051361673f, -0.18778956f,
- 0.024050051f, -0.21951437f, -0.2371261f, 0.27433476f,
- 0.0068753776f, 0.13002153f, -0.059606787f, -0.06673906f,
- 0.05023737f, 0.11489527f, -0.012297243f, 0.22331347f,
- -0.03485299f, -3.7986329f, 0.12563285f, -0.08112104f,
- -0.93392766f, 0.00016941901f, 0.11025571f, -0.08144856f,
- -0.031812884f, -0.06759276f, -0.090632565f, -0.34635693f,
- -0.14232022f, -1.2967877f, -0.28220516f, -0.041944575f,
- 0.010030867f, 0.29134834f, 0.05406108f, 0.037982374f,
- 0.11766315f, -0.026829746f, 0.032626893f, -3.5479689f,
- -0.49107927f, 0.20434864f, -3.729809f, -0.032457847f,
- -0.23437662f, -0.17206596f, -0.05260036f, 0.14339517f,
- -0.034597732f, 0.06328001f, 0.15076512f, 0.11216362f,
- -0.47235742f, 0.18970121f, -0.07606776f, -0.045365106f,
- -14.357025f, -0.04406848f, -0.4272889f, 0.0060404963f,
- -10.307719f, 0.0068036634f, -0.012181842f, 0.05689607f,
- -0.19799173f, 0.27215767f, -0.22481102f, 0.001818631f
-};
-
-static const long int srcnn_conv2_kernel_dims[] = {
- 32,
- 1,
- 1,
- 64
-};
-
-static const float srcnn_conv2_bias[] = {
- 0.09001736f, -0.031720124f, -0.024846114f, -0.035022605f,
- -0.16753441f, -0.24242124f, -0.044640545f, -0.20171297f,
- -0.096079856f, -0.037742432f, -0.04986537f, -0.0038985226f,
- -0.25487283f, -0.2441333f, -0.12463038f, -0.105134524f,
- -0.14091603f, 0.098204255f, -0.1330502f, -0.13487196f,
- -0.007303758f, -0.20383103f, -0.1098435f, -0.059294518f,
- -0.07478027f, -0.12918422f, -0.081090845f, 0.06685089f,
- 0.04673613f, 0.09166999f, -0.13702203f, -0.04475111f
-};
-
-static const long int srcnn_conv2_bias_dims[] = {
- 32
-};
-
-static const float srcnn_conv3_kernel[] = {
- 0.019127084f, -0.0032154454f, -0.00428117f, 0.026741168f,
- 0.011118212f, 0.026684264f, -0.009479523f, 0.03645803f,
- -0.0063482504f, 0.061576664f, 0.0013835726f, -0.0016693487f,
- -0.017075444f, 0.020441495f, -0.00781384f, 0.0030016128f,
- -0.053964436f, -0.026388517f, -0.0049909917f, 0.002580616f,
- -0.021757139f, 0.024660343f, 0.0055393577f, 0.008278524f,
- -0.027444767f, -0.03137458f, -0.026530389f, 0.0032453507f,
- -0.0019215599f, -0.0032037555f, 0.03402517f, -0.008020393f,
- -0.0022699044f, 0.0069125392f, -0.012687769f, -0.039459616f,
- 0.027005754f, -0.040856846f, 0.0054548234f, -0.005586087f,
- -0.020182861f, 0.0032662475f, 0.014810731f, -0.036879506f,
- -0.015220405f, 0.06175228f, -0.021400414f, 0.014484598f,
- 0.044195432f, -0.018520085f, 0.0032212788f, 0.04225621f,
- -0.006386946f, -0.010992368f, 0.011425111f, 0.021510862f,
- -0.017010847f, 0.029744731f, 0.014013728f, 0.012052913f,
- -0.010782365f, -0.00109282f, 0.045324273f, 0.025857722f,
- 0.021637004f, -0.0190251f, 0.004088677f, -0.03603814f,
- -0.055743992f, -0.05849993f, 0.0081682615f, -0.037071355f,
- -0.04789998f, 0.02944714f, 0.006382897f, -0.05121989f,
- 0.033670947f, -0.031632196f, -0.010674566f, -0.010027141f,
- 0.02479738f, -0.04437422f, 0.0088139f, 0.024980627f,
- 0.019796845f, -0.028613426f, -0.000768317f, -0.002769042f,
- -0.0034064176f, -0.0183836f, 0.009662634f, -0.0072367145f,
- -0.013965247f, 0.02160308f, -0.012373075f, 0.08918079f,
- 0.024683893f, -0.02075059f, 0.01458689f, -0.013209878f,
- -0.07712333f, -1.5542608e-05f, -0.017180305f, -0.042871032f,
- -0.027714202f, 0.03546213f, -0.027864069f, -0.037651084f,
- 0.090132f, -0.03560723f, -0.031435974f, -0.0073753046f,
- -0.039156422f, -0.063137285f, 0.02264603f, 0.009021522f,
- 0.0021750596f, 0.011870727f, 0.0025016873f, 0.015726326f,
- -0.019892048f, -0.042501256f, 0.010981626f, -0.0074697845f,
- -0.0080800345f, 0.024452489f, -0.016095376f, 0.059036784f,
- 0.04750802f, -0.029078057f, 0.008415027f, 0.008868017f,
- 0.03346266f, -0.001699964f, -0.012359734f, -0.03888272f,
- -0.017006649f, 0.024409506f, -0.028362246f, -0.007340642f,
- 0.014017858f, 0.09245082f, -0.012021774f, 0.0030990127f,
- -0.0039524753f, -0.039386492f, 0.010348585f, 0.023273537f,
- -0.018672923f, 0.011368211f, 0.00973484f, 0.029561546f,
- -0.025558488f, -0.011752363f, 0.034621224f, 0.013609177f,
- -0.0025487859f, 0.00296412f, -0.004933984f, 0.005305815f,
- 0.082269095f, -0.033590768f, -0.027693102f, -0.010371271f,
- -0.03844907f, 0.0072169923f, -0.038949482f, 0.06604254f,
- -0.022394044f, -0.05591966f, 0.028778592f, -0.0061839274f,
- -0.00027146496f, -0.009920139f, -0.027555995f, 0.00957637f,
- -0.08361054f, -0.1755779f, -0.025803627f, 0.01541888f,
- -0.002682636f, 0.0066201915f, 0.023606297f, 0.012377042f,
- 0.015313622f, -0.07096226f, 0.006381305f, 0.002446035f,
- 0.008205444f, -0.052158467f, 0.046614986f, -0.0063815005f,
- 0.12661086f, -0.048895247f, -0.055835705f, -0.072478436f,
- 0.078916065f, -0.105665f, 0.026778223f, -0.031371027f,
- -0.010938509f, -0.009996021f, 0.0045175254f, -0.051404707f,
- 0.0409383f, 0.01780858f, -0.050471086f, 0.033917952f,
- 0.06284598f, -0.2523814f, -0.056115624f, 0.043654528f,
- -0.020951662f, -0.025893724f, 0.060340565f, 0.04759623f,
- 0.0033297082f, -0.0874459f, 0.08273867f, 0.022912864f,
- 0.02645664f, 0.024577431f, 0.12231305f, -0.017363032f,
- 0.1070072f, -0.08007391f, -0.049026877f, -0.1678365f,
- 0.19978085f, -0.09879173f, 0.050419565f, -0.11712573f,
- 0.031756263f, -0.08305907f, -0.07759409f, -0.113793686f,
- 0.12887736f, -0.07498805f, -0.12883864f, -0.03412193f,
- 0.0854617f, -0.13757876f, 0.020516202f, 0.025570309f,
- -0.027238337f, 0.014469013f, 0.06630953f, 0.11185548f,
- 0.025665496f, -0.061211452f, 0.028183756f, 0.053555056f,
- 0.043401394f, -0.036882043f, 0.08241813f, -0.06447008f,
- 0.07137833f, -0.02171493f, 0.020585606f, -0.11631814f,
- 0.026343375f, 0.051544514f, -0.044087294f, -0.09809999f,
- 0.010761403f, -0.12838341f, -0.08567653f, -0.07806486f,
- 0.08665608f, -0.0167863f, -0.11368635f, -0.027167885f,
- -0.09932461f, -0.07173837f, 0.05559016f, 0.01707074f,
- -0.03289501f, 0.0045396253f, 0.052864924f, 0.10871609f,
- 0.00877884f, 0.0198223f, -0.0054826727f, 0.049531184f,
- 0.06468227f, -0.10580899f, -0.039243504f, -0.05426232f,
- 0.005707834f, 0.028579846f, 0.012542792f, -0.033096105f,
- -0.04345981f, 0.10192362f, -0.012329996f, 0.052695725f,
- -0.010122231f, -0.031138055f, -0.04478803f, -0.00792971f,
- -0.008857415f, 0.04253305f, -0.052904274f, 0.031094596f,
- -0.03160298f, -0.009462089f, 0.022798128f, 0.019483171f,
- -0.0027919111f, -0.021047655f, 0.021308485f, 0.028131677f,
- 0.016693735f, 0.052992474f, -0.03971368f, 0.020562753f,
- 0.010579258f, 0.041263018f, -0.032559115f, -0.0137783885f,
- 0.18262546f, -0.07492673f, 0.01652958f, -0.027784977f,
- -0.06885007f, 0.005652198f, -0.07078074f, 0.03703155f,
- -0.035090026f, -0.1218431f, 0.00036264295f, -0.004302318f,
- -0.017798718f, 0.045640014f, -0.018915996f, 0.0047022174f,
- -0.056059193f, -0.33470836f, -0.029426904f, -0.005904975f,
- 0.00715456f, -0.058841918f, 0.0147935515f, 0.016750304f,
- 0.030222004f, -0.07975494f, 0.029583495f, 0.0039054577f,
- 0.02609234f, -0.032909695f, -0.048289504f, -0.0024331326f,
- 0.27852258f, -0.1596441f, 0.051490486f, -0.001564615f,
- -0.0038890678f, -0.14002231f, 0.04056638f, -0.0022518276f,
- 0.02109054f, 0.1283724f, -0.018654948f, -0.027087387f,
- 0.048680816f, 0.031602696f, -0.087036766f, 0.055888604f,
- -0.00033601004f, -0.46614534f, -0.11193814f, 0.09158199f,
- -0.06454686f, 0.01107551f, 0.1253215f, 0.07411327f,
- -0.057093967f, -0.16683109f, 0.15314539f, -0.018967817f,
- 0.0011005067f, 0.09221236f, -0.09667672f, -0.030207377f,
- 0.12967514f, -0.14850578f, 0.012463875f, -0.05312039f,
- 0.23635532f, -0.09000415f, 0.06463246f, 0.029066022f,
- 0.13585258f, 0.27119905f, 0.053363957f, -0.028851727f,
- 0.09164948f, 0.020143595f, -0.22324651f, -0.022674318f,
- 0.09045782f, -0.16717662f, 0.020772705f, 0.041616894f,
- -0.17941625f, 0.08882852f, 0.15445255f, 0.17941068f,
- -0.13349546f, -0.09241242f, 0.051182717f, -0.020202966f,
- -0.11319247f, 0.010372068f, -0.047673527f, -0.045919977f,
- 0.038766637f, 0.03271604f, -0.022038676f, -0.05265257f,
- 0.1284175f, 0.068387635f, -0.11397501f, 0.041810524f,
- 0.0699128f, 0.037355803f, 0.09618779f, -0.026374819f,
- 0.023181664f, 0.094332434f, -0.14650236f, -0.043561846f,
- -0.07263865f, -0.019493716f, 0.0961521f, -0.019993631f,
- -0.12155534f, -0.06266932f, 0.05413679f, 0.13108827f,
- -0.059523508f, 0.110113285f, -0.062029082f, -0.011581717f,
- 0.003386323f, -0.07541942f, 0.012912822f, -0.028074076f,
- -0.042269465f, 0.11400788f, 0.0030424078f, -0.013820954f,
- -0.028570985f, 0.110783525f, -0.004082123f, 0.029932657f,
- -0.045051247f, -0.06885513f, 0.04015483f, -0.020049619f,
- 0.03484674f, -0.019348709f, -0.053980924f, 0.060958516f,
- -0.050827764f, 0.03801794f, 0.056453474f, 0.038659614f,
- 0.0059161526f, -0.04294f, -0.026829977f, 0.021320315f,
- 0.029024016f, 0.1362351f, -0.08571378f, -0.0073285494f,
- 0.010324866f, 0.10144017f, 0.0022237976f, -0.0022290067f,
- 0.10022632f, -0.05823081f, 0.004600468f, 0.0114151f,
- -0.020145053f, 0.021084122f, -0.048244875f, -0.0056436136f,
- -0.021200394f, -0.0028133725f, -0.017129544f, -0.002152637f,
- 0.01895015f, -0.0013756528f, -0.020197468f, 0.008714176f,
- 0.018267948f, -0.21054898f, -0.029859269f, -0.023462659f,
- -0.006250528f, -0.062026106f, 0.025010638f, 0.004824336f,
- -0.008814782f, -0.075428694f, 0.038412835f, -0.0040136734f,
- -0.002435321f, 0.0006429878f, -0.0040406627f, 0.0025357383f,
- 0.14782748f, -0.088684335f, 0.038676918f, 0.042834137f,
- -0.0006689996f, -0.056231998f, 0.02539178f, 0.068343095f,
- 0.03855973f, 0.20285496f, 0.018454906f, 0.011870453f,
- 0.06106617f, -0.06067948f, -0.045309026f, 0.030770147f,
- -0.043732077f, -0.2585007f, -0.062960856f, 0.038811836f,
- -0.0879495f, 0.055159558f, 0.08013807f, 0.059439424f,
- -0.09469121f, -0.120273106f, 0.079804026f, -0.017347405f,
- -0.018899972f, -0.015865305f, -0.05154826f, 0.028653745f,
- 0.0891977f, -0.09227455f, 0.06817701f, 0.10469381f,
- 0.08751767f, -0.08328272f, 0.032699496f, 0.26593763f,
- 0.04901798f, 0.3597388f, 0.048293807f, 0.019817434f,
- 0.022177478f, 0.050291874f, -0.100771226f, -0.015024289f,
- 0.0017180572f, -0.13375147f, -0.0029184818f, 0.08732267f,
- -0.14423531f, 0.053989526f, 0.06977332f, 0.1103932f,
- -0.16381396f, -0.061638594f, 0.0068458854f, -0.06476625f,
- -0.047467716f, -0.013136254f, -0.080705665f, 0.06414101f,
- 0.042152833f, 0.0026163827f, 0.0077046067f, 0.057653226f,
- 0.13303293f, -0.012059139f, -0.063346274f, 0.2597605f,
- 0.034067884f, 0.1980113f, 0.03307191f, -0.0014418171f,
- 0.027262969f, 0.068404846f, -0.09722513f, -0.025747215f,
- 0.025726572f, -0.03557719f, 0.057889443f, -0.027377076f,
- -0.093745306f, -0.081464745f, 0.02148124f, 0.066988744f,
- -0.089866325f, 0.05285185f, -0.035930183f, -0.059155755f,
- 0.0061437828f, -0.0033301236f, 0.0011674687f, 0.05471842f,
- -0.011069387f, 0.044315003f, -0.0049189487f, 0.012165114f,
- 0.063699394f, 0.0019835704f, -0.010657591f, 0.021308336f,
- -0.019885734f, -0.07406309f, 0.020023476f, -0.01945352f,
- 0.0031325787f, -0.07210541f, -0.041777253f, 0.022208298f,
- -0.010981599f, 0.011811203f, 0.039425593f, 0.011485377f,
- -0.0037894538f, -0.020178733f, -0.011303665f, 0.019545972f,
- -0.0010355941f, 0.08100794f, -0.028918542f, -0.015225582f,
- -0.0017837102f, 0.020634625f, 0.02171309f, 0.0103103155f,
- 0.007068166f, 0.017987473f, -0.020762423f, 0.0013813943f,
- 0.011200677f, 0.045990907f, -0.016714178f, 0.012725914f,
- -0.020377979f, 0.032044522f, 0.014481402f, -0.0039685033f,
- 0.032849945f, -0.02679529f, -0.0117818145f, -0.0007630175f,
- 0.043941952f, -0.012154487f, 0.0126861995f, 0.022673495f,
- -0.003749631f, -0.035152864f, -0.0035407187f, -0.0143548595f,
- -0.007636749f, -0.059179034f, -0.016451692f, -0.0016817756f,
- -0.0014835648f, -0.014046453f, 0.02066587f, -0.0012379563f,
- -0.018682169f, 0.015762225f, -0.047484033f, -0.0024979308f,
- -0.03288255f, 0.099541776f, 0.011598818f, 0.09377886f,
- 0.0046042576f, 0.037841648f, -0.0014998614f, 0.0077657197f,
- 0.0033069178f, -0.049396675f, -0.010372263f, 0.0040555345f,
- -0.021479132f, -0.0012859682f, 0.007674442f, 0.018801644f,
- -0.029362932f, 0.028504226f, -0.0047227214f, 0.018753536f,
- -0.014552134f, -0.0029124669f, -0.04619487f, 0.024389582f,
- 0.018600363f, 0.0012750109f, 0.09539326f, -0.003748306f,
- 0.022758361f, -0.028588362f, -0.02500385f, 0.011305852f,
- -0.06053989f, 0.041890737f, 0.009994292f, 0.1063151f,
- 0.00771171f, 0.008038703f, -0.06300363f, 0.020420384f,
- -0.017138101f, 0.050928462f, -0.013024183f, -0.014382469f,
- -0.043005273f, -0.04193176f, 0.009224726f, 0.03600104f,
- -0.024950083f, 0.013462415f, -0.00393155f, 0.00924695f,
- -0.013724889f, -0.019483887f, -0.023154782f, 0.09336456f,
- 0.041106716f, -0.027537618f, 0.07280973f, -0.0151903145f,
- 0.047721397f, -0.02151579f, 0.006306229f, 0.014262441f,
- 0.021946602f, 0.0008238514f, -0.006620565f, 0.101019785f,
- 0.021668717f, -0.01850138f, -0.05421734f, -0.00065647287f,
- 0.021186927f, 0.058880445f, -0.029064175f, 0.004069868f,
- 0.0399042f, -0.069781736f, 0.009408938f, 0.033046875f,
- -0.02984415f, -0.025545202f, 0.01868365f, 0.030643685f,
- -0.010837246f, -0.03391039f, 0.048808366f, 0.08413867f,
- 0.014929379f, -0.04224127f, 0.0058361897f, 0.00072932575f,
- 0.050401546f, -0.022220707f, 0.0029678247f, -0.008482333f,
- 0.051029056f, 0.032010645f, -0.0077761905f, 0.07501094f,
- 0.013484056f, -0.00011394604f, -0.017044518f, -0.005894822f,
- 0.03696393f, -0.013207752f, -0.0058263885f, 0.007181503f,
- 0.021234246f, -0.053955767f, -0.01809653f, 0.024020784f,
- -0.01475719f, 0.00027727667f, 0.044240512f, 0.015886465f,
- 0.0063994094f, -0.012050431f, 0.051986873f, 0.017731274f,
- -0.0012407436f, -0.0058228252f, -0.012938402f, 0.0020163327f
-};
-
-static const long int srcnn_conv3_kernel_dims[] = {
- 1,
- 5,
- 5,
- 32
-};
-
-static const float srcnn_conv3_bias[] = {
- -0.020475434f
-};
-
-static const long int srcnn_conv3_bias_dims[] = {
- 1
-};
-
-#endif
@@ -29,39 +29,27 @@
#include "formats.h"
#include "internal.h"
#include "libavutil/opt.h"
-#include "libavformat/avio.h"
-#include "libswscale/swscale.h"
#include "dnn_interface.h"
-typedef enum {SRCNN, ESPCN} SRModel;
-
typedef struct SRContext {
const AVClass *class;
- SRModel model_type;
char *model_filename;
DNNBackendType backend_type;
DNNModule *dnn_module;
DNNModel *model;
DNNData input, output;
- int scale_factor;
- struct SwsContext *sws_contexts[3];
- int sws_slice_h, sws_input_linesize, sws_output_linesize;
} SRContext;
#define OFFSET(x) offsetof(SRContext, x)
#define FLAGS AV_OPT_FLAG_FILTERING_PARAM | AV_OPT_FLAG_VIDEO_PARAM
static const AVOption sr_options[] = {
- { "model", "specifies what DNN model to use", OFFSET(model_type), AV_OPT_TYPE_FLAGS, { .i64 = 0 }, 0, 1, FLAGS, "model_type" },
- { "srcnn", "Super-Resolution Convolutional Neural Network model (scale factor should be specified for custom SRCNN model)", 0, AV_OPT_TYPE_CONST, { .i64 = 0 }, 0, 0, FLAGS, "model_type" },
- { "espcn", "Efficient Sub-Pixel Convolutional Neural Network model", 0, AV_OPT_TYPE_CONST, { .i64 = 1 }, 0, 0, FLAGS, "model_type" },
{ "dnn_backend", "DNN backend used for model execution", OFFSET(backend_type), AV_OPT_TYPE_FLAGS, { .i64 = 0 }, 0, 1, FLAGS, "backend" },
{ "native", "native backend flag", 0, AV_OPT_TYPE_CONST, { .i64 = 0 }, 0, 0, FLAGS, "backend" },
#if (CONFIG_LIBTENSORFLOW == 1)
{ "tensorflow", "tensorflow backend flag", 0, AV_OPT_TYPE_CONST, { .i64 = 1 }, 0, 0, FLAGS, "backend" },
#endif
- {"scale_factor", "scale factor for SRCNN model", OFFSET(scale_factor), AV_OPT_TYPE_INT, { .i64 = 2 }, 2, 4, FLAGS},
- { "model_filename", "path to model file specifying network architecture and its parameters", OFFSET(model_filename), AV_OPT_TYPE_STRING, {.str=NULL}, 0, 0, FLAGS },
+ { "model", "path to model file specifying network architecture and its parameters", OFFSET(model_filename), AV_OPT_TYPE_STRING, {.str=NULL}, 0, 0, FLAGS },
{ NULL }
};
@@ -77,15 +65,8 @@ static av_cold int init(AVFilterContext *context)
return AVERROR(ENOMEM);
}
if (!sr_context->model_filename){
- av_log(context, AV_LOG_VERBOSE, "model file for network was not specified, using default network for x2 upsampling\n");
- sr_context->scale_factor = 2;
- switch (sr_context->model_type){
- case SRCNN:
- sr_context->model = (sr_context->dnn_module->load_default_model)(DNN_SRCNN);
- break;
- case ESPCN:
- sr_context->model = (sr_context->dnn_module->load_default_model)(DNN_ESPCN);
- }
+ av_log(context, AV_LOG_ERROR, "model file for network was not specified\n");
+ return AVERROR(EIO);
}
else{
sr_context->model = (sr_context->dnn_module->load_model)(sr_context->model_filename);
@@ -95,18 +76,12 @@ static av_cold int init(AVFilterContext *context)
return AVERROR(EIO);
}
- sr_context->sws_contexts[0] = NULL;
- sr_context->sws_contexts[1] = NULL;
- sr_context->sws_contexts[2] = NULL;
-
return 0;
}
static int query_formats(AVFilterContext *context)
{
- const enum AVPixelFormat pixel_formats[] = {AV_PIX_FMT_YUV420P, AV_PIX_FMT_YUV422P, AV_PIX_FMT_YUV444P,
- AV_PIX_FMT_YUV410P, AV_PIX_FMT_YUV411P, AV_PIX_FMT_GRAY8,
- AV_PIX_FMT_NONE};
+ const enum AVPixelFormat pixel_formats[] = {AV_PIX_FMT_GRAYF32, AV_PIX_FMT_NONE};
AVFilterFormats *formats_list;
formats_list = ff_make_format_list(pixel_formats);
@@ -124,17 +99,9 @@ static int config_props(AVFilterLink *inlink)
SRContext *sr_context = context->priv;
AVFilterLink *outlink = context->outputs[0];
DNNReturnType result;
- int sws_src_h, sws_src_w, sws_dst_h, sws_dst_w;
- switch (sr_context->model_type){
- case SRCNN:
- sr_context->input.width = inlink->w * sr_context->scale_factor;
- sr_context->input.height = inlink->h * sr_context->scale_factor;
- break;
- case ESPCN:
- sr_context->input.width = inlink->w;
- sr_context->input.height = inlink->h;
- }
+ sr_context->input.width = inlink->w;
+ sr_context->input.height = inlink->h;
sr_context->input.channels = 1;
result = (sr_context->model->set_input_output)(sr_context->model->model, &sr_context->input, &sr_context->output);
@@ -142,79 +109,11 @@ static int config_props(AVFilterLink *inlink)
av_log(context, AV_LOG_ERROR, "could not set input and output for the model\n");
return AVERROR(EIO);
}
- else{
- outlink->h = sr_context->output.height;
- outlink->w = sr_context->output.width;
- sr_context->sws_contexts[1] = sws_getContext(sr_context->input.width, sr_context->input.height, AV_PIX_FMT_GRAY8,
- sr_context->input.width, sr_context->input.height, AV_PIX_FMT_GRAYF32,
- 0, NULL, NULL, NULL);
- sr_context->sws_input_linesize = sr_context->input.width << 2;
- sr_context->sws_contexts[2] = sws_getContext(sr_context->output.width, sr_context->output.height, AV_PIX_FMT_GRAYF32,
- sr_context->output.width, sr_context->output.height, AV_PIX_FMT_GRAY8,
- 0, NULL, NULL, NULL);
- sr_context->sws_output_linesize = sr_context->output.width << 2;
- if (!sr_context->sws_contexts[1] || !sr_context->sws_contexts[2]){
- av_log(context, AV_LOG_ERROR, "could not create SwsContext for conversions\n");
- return AVERROR(ENOMEM);
- }
- switch (sr_context->model_type){
- case SRCNN:
- sr_context->sws_contexts[0] = sws_getContext(inlink->w, inlink->h, inlink->format,
- outlink->w, outlink->h, outlink->format,
- SWS_BICUBIC, NULL, NULL, NULL);
- if (!sr_context->sws_contexts[0]){
- av_log(context, AV_LOG_ERROR, "could not create SwsContext for scaling\n");
- return AVERROR(ENOMEM);
- }
- sr_context->sws_slice_h = inlink->h;
- break;
- case ESPCN:
- if (inlink->format != AV_PIX_FMT_GRAY8){
- sws_src_h = sr_context->input.height;
- sws_src_w = sr_context->input.width;
- sws_dst_h = sr_context->output.height;
- sws_dst_w = sr_context->output.width;
- switch (inlink->format){
- case AV_PIX_FMT_YUV420P:
- sws_src_h = AV_CEIL_RSHIFT(sws_src_h, 1);
- sws_src_w = AV_CEIL_RSHIFT(sws_src_w, 1);
- sws_dst_h = AV_CEIL_RSHIFT(sws_dst_h, 1);
- sws_dst_w = AV_CEIL_RSHIFT(sws_dst_w, 1);
- break;
- case AV_PIX_FMT_YUV422P:
- sws_src_w = AV_CEIL_RSHIFT(sws_src_w, 1);
- sws_dst_w = AV_CEIL_RSHIFT(sws_dst_w, 1);
- break;
- case AV_PIX_FMT_YUV444P:
- break;
- case AV_PIX_FMT_YUV410P:
- sws_src_h = AV_CEIL_RSHIFT(sws_src_h, 2);
- sws_src_w = AV_CEIL_RSHIFT(sws_src_w, 2);
- sws_dst_h = AV_CEIL_RSHIFT(sws_dst_h, 2);
- sws_dst_w = AV_CEIL_RSHIFT(sws_dst_w, 2);
- break;
- case AV_PIX_FMT_YUV411P:
- sws_src_w = AV_CEIL_RSHIFT(sws_src_w, 2);
- sws_dst_w = AV_CEIL_RSHIFT(sws_dst_w, 2);
- break;
- default:
- av_log(context, AV_LOG_ERROR, "could not create SwsContext for scaling for given input pixel format");
- return AVERROR(EIO);
- }
- sr_context->sws_contexts[0] = sws_getContext(sws_src_w, sws_src_h, AV_PIX_FMT_GRAY8,
- sws_dst_w, sws_dst_h, AV_PIX_FMT_GRAY8,
- SWS_BICUBIC, NULL, NULL, NULL);
- if (!sr_context->sws_contexts[0]){
- av_log(context, AV_LOG_ERROR, "could not create SwsContext for scaling\n");
- return AVERROR(ENOMEM);
- }
- sr_context->sws_slice_h = sws_src_h;
- }
- }
+ outlink->h = sr_context->output.height;
+ outlink->w = sr_context->output.width;
- return 0;
- }
+ return 0;
}
static int filter_frame(AVFilterLink *inlink, AVFrame *in)
@@ -224,6 +123,8 @@ static int filter_frame(AVFilterLink *inlink, AVFrame *in)
AVFilterLink *outlink = context->outputs[0];
AVFrame *out = ff_get_video_buffer(outlink, outlink->w, outlink->h);
DNNReturnType dnn_result;
+ float *src, *dst;
+ int y, linesize;
if (!out){
av_log(context, AV_LOG_ERROR, "could not allocate memory for output frame\n");
@@ -233,24 +134,15 @@ static int filter_frame(AVFilterLink *inlink, AVFrame *in)
av_frame_copy_props(out, in);
out->height = sr_context->output.height;
out->width = sr_context->output.width;
- switch (sr_context->model_type){
- case SRCNN:
- sws_scale(sr_context->sws_contexts[0], (const uint8_t **)in->data, in->linesize,
- 0, sr_context->sws_slice_h, out->data, out->linesize);
-
- sws_scale(sr_context->sws_contexts[1], (const uint8_t **)out->data, out->linesize,
- 0, out->height, (uint8_t * const*)(&sr_context->input.data), &sr_context->sws_input_linesize);
- break;
- case ESPCN:
- if (sr_context->sws_contexts[0]){
- sws_scale(sr_context->sws_contexts[0], (const uint8_t **)(in->data + 1), in->linesize + 1,
- 0, sr_context->sws_slice_h, out->data + 1, out->linesize + 1);
- sws_scale(sr_context->sws_contexts[0], (const uint8_t **)(in->data + 2), in->linesize + 2,
- 0, sr_context->sws_slice_h, out->data + 2, out->linesize + 2);
- }
- sws_scale(sr_context->sws_contexts[1], (const uint8_t **)in->data, in->linesize,
- 0, in->height, (uint8_t * const*)(&sr_context->input.data), &sr_context->sws_input_linesize);
+ // Set DNN input
+ src = (float *)in->data[0];
+ dst = sr_context->input.data;
+ linesize = in->linesize[0] >> 2;
+ for (y = 0; y < in->height; ++y){
+ memcpy(dst, src, in->width * sizeof(float));
+ src += linesize;
+ dst += in->width;
}
av_frame_free(&in);
@@ -260,27 +152,27 @@ static int filter_frame(AVFilterLink *inlink, AVFrame *in)
return AVERROR(EIO);
}
- sws_scale(sr_context->sws_contexts[2], (const uint8_t **)(&sr_context->output.data), &sr_context->sws_output_linesize,
- 0, out->height, (uint8_t * const*)out->data, out->linesize);
+ // Get DNN output
+ src = sr_context->output.data;
+ dst = (float *)out->data[0];
+ linesize = out->linesize[0] >> 2;
+ for (y = 0; y < out->height; ++y){
+ memcpy(dst, src, out->width * sizeof(float));
+ src += out->width;
+ dst += linesize;
+ }
return ff_filter_frame(outlink, out);
}
static av_cold void uninit(AVFilterContext *context)
{
- int i;
SRContext *sr_context = context->priv;
if (sr_context->dnn_module){
(sr_context->dnn_module->free_model)(&sr_context->model);
av_freep(&sr_context->dnn_module);
}
-
- for (i = 0; i < 3; ++i){
- if (sr_context->sws_contexts[i]){
- sws_freeContext(sr_context->sws_contexts[i]);
- }
- }
}
static const AVFilterPad sr_inputs[] = {
--
2.14.1