[FFmpeg-devel,1/7] libavfilter: Adds on the fly generation of default DNN models for tensorflow backend instead of storing binary model.

Submitted by Sergey Lavrushkin on Aug. 2, 2018, 6:52 p.m.

Details

Message ID 20180802185248.18168-2-dualfal@gmail.com
State New
Headers show

Commit Message

Sergey Lavrushkin Aug. 2, 2018, 6:52 p.m.
This patch provides on the fly generation of default DNN models for tensorflow backend,
that eliminates data duplication for model weights. Also, files with internal weights
were replaced with automatically generated files for models I trained. Scripts for 
training and generating these files can be found here:
https://github.com/HighVoltageRocknRoll/sr

---
 libavfilter/dnn_backend_native.c |    12 +-
 libavfilter/dnn_backend_tf.c     |   270 +-
 libavfilter/dnn_espcn.h          | 17981 +++++++++++--------------------------
 libavfilter/dnn_srcnn.h          |  7013 +++++----------
 libavfilter/vf_sr.c              |    24 +-
 5 files changed, 7741 insertions(+), 17559 deletions(-)

Comments

Michael Niedermayer Aug. 3, 2018, 1:11 p.m.
On Thu, Aug 02, 2018 at 09:52:42PM +0300, Sergey Lavrushkin wrote:
> This patch provides on the fly generation of default DNN models for tensorflow backend,
> that eliminates data duplication for model weights. Also, files with internal weights
> were replaced with automatically generated files for models I trained. Scripts for 
> training and generating these files can be found here:
> https://github.com/HighVoltageRocknRoll/sr
> 

[...]
> +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};
> +    char name_buffer[256];
> +
> +    op_desc = TF_NewOperation(tf_model->graph, "Const", "transpose_perm");
> +    TF_SetAttrType(op_desc, "dtype", TF_INT32);
> +    tensor = TF_AllocateTensor(TF_INT32, transpose_perm_shape, 1, 4 * sizeof(int32_t));
> +    transpose_perm = (int32_t*)TF_TensorData(tensor);
> +    transpose_perm[0] = 1;
> +    transpose_perm[1] = 2;
> +    transpose_perm[2] = 3;
> +    transpose_perm[3] = 0;
> +    TF_SetAttrTensor(op_desc, "value", tensor, tf_model->status);
> +    if (TF_GetCode(tf_model->status) != TF_OK){
> +        return NULL;
> +    }
> +    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){

> +        sprintf(name_buffer, "conv_kernel%d", i);

sprintf() should normally not be used as its too easy to end up
overwriting the output.
snprintf() is a safer alternative

[...]
Pedro Arthur Aug. 6, 2018, 2:53 p.m.
2018-08-03 10:11 GMT-03:00 Michael Niedermayer <michael@niedermayer.cc>:
> On Thu, Aug 02, 2018 at 09:52:42PM +0300, Sergey Lavrushkin wrote:
>> This patch provides on the fly generation of default DNN models for tensorflow backend,
>> that eliminates data duplication for model weights. Also, files with internal weights
>> were replaced with automatically generated files for models I trained. Scripts for
>> training and generating these files can be found here:
>> https://github.com/HighVoltageRocknRoll/sr
>>
>
> [...]
>> +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};
>> +    char name_buffer[256];
>> +
>> +    op_desc = TF_NewOperation(tf_model->graph, "Const", "transpose_perm");
>> +    TF_SetAttrType(op_desc, "dtype", TF_INT32);
>> +    tensor = TF_AllocateTensor(TF_INT32, transpose_perm_shape, 1, 4 * sizeof(int32_t));
>> +    transpose_perm = (int32_t*)TF_TensorData(tensor);
>> +    transpose_perm[0] = 1;
>> +    transpose_perm[1] = 2;
>> +    transpose_perm[2] = 3;
>> +    transpose_perm[3] = 0;
>> +    TF_SetAttrTensor(op_desc, "value", tensor, tf_model->status);
>> +    if (TF_GetCode(tf_model->status) != TF_OK){
>> +        return NULL;
>> +    }
>> +    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){
>
>> +        sprintf(name_buffer, "conv_kernel%d", i);
>
> sprintf() should normally not be used as its too easy to end up
> overwriting the output.
> snprintf() is a safer alternative
>
> [...]
> --
> Michael     GnuPG fingerprint: 9FF2128B147EF6730BADF133611EC787040B0FAB
>
> Complexity theory is the science of finding the exact solution to an
> approximation. Benchmarking OTOH is finding an approximation of the exact
>
> _______________________________________________
> ffmpeg-devel mailing list
> ffmpeg-devel@ffmpeg.org
> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
>


I may push the patch with proposed changes by tomorrow.
Gyan Aug. 6, 2018, 2:58 p.m.
On 06-08-2018 08:23 PM, Pedro Arthur wrote:
> 
> 
> I may push the patch with proposed changes by tomorrow.

Please add an entry in docs/filter as well as one in docs/general for tf 
backend as applicable.

Thanks,
Gyan
Pedro Arthur Aug. 6, 2018, 6:18 p.m.
2018-08-06 11:58 GMT-03:00 Gyan Doshi <gyandoshi@gmail.com>:
>
>
> On 06-08-2018 08:23 PM, Pedro Arthur wrote:
>>
>>
>>
>> I may push the patch with proposed changes by tomorrow.
>
>
> Please add an entry in docs/filter as well as one in docs/general for tf
> backend as applicable.
The student have a patch in the works for that.

>
> Thanks,
> Gyan
>
> _______________________________________________
> ffmpeg-devel mailing list
> ffmpeg-devel@ffmpeg.org
> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
Pedro Arthur Aug. 7, 2018, 4:32 p.m.
2018-08-06 18:09 GMT-03:00 Sergey Lavrushkin <dualfal@gmail.com>:
> Changed sprintf to snprintf.
Patch pushed.
Rostislav Pehlivanov Aug. 7, 2018, 4:34 p.m.
On 7 August 2018 at 17:32, Pedro Arthur <bygrandao@gmail.com> wrote:

> 2018-08-06 18:09 GMT-03:00 Sergey Lavrushkin <dualfal@gmail.com>:
> > Changed sprintf to snprintf.
> Patch pushed.
> _______________________________________________
> ffmpeg-devel mailing list
> ffmpeg-devel@ffmpeg.org
> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
>

Why are the weights changed? Sure, some have been removed, in fact a lot,
but at the end we agreed that there should be absolutely no binary weights
left in lavf, and everything should be loadable on runtime.
Is this going to be implemented with a later patchset?
Pedro Arthur Aug. 7, 2018, 4:54 p.m.
2018-08-07 13:34 GMT-03:00 Rostislav Pehlivanov <atomnuker@gmail.com>:
> On 7 August 2018 at 17:32, Pedro Arthur <bygrandao@gmail.com> wrote:
>
>> 2018-08-06 18:09 GMT-03:00 Sergey Lavrushkin <dualfal@gmail.com>:
>> > Changed sprintf to snprintf.
>> Patch pushed.
>> _______________________________________________
>> ffmpeg-devel mailing list
>> ffmpeg-devel@ffmpeg.org
>> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
>>
>
> Why are the weights changed? Sure, some have been removed, in fact a lot,
The data is the same, I think just the formatting (spaces) changed.

> but at the end we agreed that there should be absolutely no binary weights
> left in lavf, and everything should be loadable on runtime.
> Is this going to be implemented with a later patchset?
We are removing things gradually, I'm still thinking in how to
distribute the filter data.
Do you have any tips on where it would be easily accessible for users?

> _______________________________________________
> ffmpeg-devel mailing list
> ffmpeg-devel@ffmpeg.org
> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel

Patch hide | download patch | download mbox

diff --git a/libavfilter/dnn_backend_native.c b/libavfilter/dnn_backend_native.c
index 02b174a054..3e6b86280d 100644
--- a/libavfilter/dnn_backend_native.c
+++ b/libavfilter/dnn_backend_native.c
@@ -334,17 +334,17 @@  DNNModel* ff_dnn_load_default_model_native(DNNDefaultModel model_type)
 
     switch (model_type){
     case DNN_SRCNN:
-        if (set_up_conv_layer(network->layers + 1, srcnn_conv1_kernel, srcnn_conv1_biases, RELU, 1, 64, 9) != DNN_SUCCESS ||
-            set_up_conv_layer(network->layers + 2, srcnn_conv2_kernel, srcnn_conv2_biases, RELU, 64, 32, 1) != DNN_SUCCESS ||
-            set_up_conv_layer(network->layers + 3, srcnn_conv3_kernel, srcnn_conv3_biases, RELU, 32, 1, 5) != DNN_SUCCESS){
+        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_biases, TANH, 1, 64, 5) != DNN_SUCCESS ||
-            set_up_conv_layer(network->layers + 2, espcn_conv2_kernel, espcn_conv2_biases, TANH, 64, 32, 3) != DNN_SUCCESS ||
-            set_up_conv_layer(network->layers + 3, espcn_conv3_kernel, espcn_conv3_biases, SIGMOID, 32, 4, 3) != DNN_SUCCESS){
+        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;
         }
diff --git a/libavfilter/dnn_backend_tf.c b/libavfilter/dnn_backend_tf.c
index 302ff9e4e1..21516471c3 100644
--- a/libavfilter/dnn_backend_tf.c
+++ b/libavfilter/dnn_backend_tf.c
@@ -203,52 +203,190 @@  DNNModel* ff_dnn_load_model_tf(const char* model_filename)
     return model;
 }
 
-DNNModel* ff_dnn_load_default_model_tf(DNNDefaultModel model_type)
+static TF_Operation* add_pad_op(TFModel* tf_model, TF_Operation* input_op, int32_t pad)
 {
-    DNNModel* model = NULL;
-    TFModel* tf_model = NULL;
-    TF_Buffer* graph_def;
-    unsigned char* graph_data = NULL;
-    TF_ImportGraphDefOptions* graph_opts;
+    TF_OperationDescription* op_desc;
+    TF_Operation* op;
+    TF_Tensor* tensor;
+    TF_Output input;
+    int32_t* pads;
+    int64_t pads_shape[] = {4, 2};
+
+    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));
+    pads = (int32_t*)TF_TensorData(tensor);
+    pads[0] = 0;   pads[1] = 0;
+    pads[2] = pad; pads[3] = pad;
+    pads[4] = pad; pads[5] = pad;
+    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;
+    }
+    op = TF_FinishOperation(op_desc, tf_model->status);
+    if (TF_GetCode(tf_model->status) != TF_OK){
+        return NULL;
+    }
 
-    graph_def = TF_NewBuffer();
-    switch (model_type){
-    case DNN_SRCNN:
-        graph_data = av_malloc(srcnn_tf_size);
-        if (!graph_data){
-            TF_DeleteBuffer(graph_def);
+    op_desc = TF_NewOperation(tf_model->graph, "MirrorPad", "mirror_pad");
+    input.oper = input_op;
+    input.index = 0;
+    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);
+    if (TF_GetCode(tf_model->status) != TF_OK){
+        return NULL;
+    }
+
+    return op;
+}
+
+static TF_Operation* add_const_op(TFModel* tf_model, const float* values, const int64_t* dims, int dims_len, const char* name)
+{
+    int dim;
+    TF_OperationDescription* op_desc;
+    TF_Tensor* tensor;
+    size_t len;
+
+    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];
+    }
+    tensor = TF_AllocateTensor(TF_FLOAT, dims, dims_len, len);
+    memcpy(TF_TensorData(tensor), values, len);
+    TF_SetAttrTensor(op_desc, "value", tensor, tf_model->status);
+    if (TF_GetCode(tf_model->status) != TF_OK){
+        return NULL;
+    }
+
+    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};
+    char name_buffer[256];
+
+    op_desc = TF_NewOperation(tf_model->graph, "Const", "transpose_perm");
+    TF_SetAttrType(op_desc, "dtype", TF_INT32);
+    tensor = TF_AllocateTensor(TF_INT32, transpose_perm_shape, 1, 4 * sizeof(int32_t));
+    transpose_perm = (int32_t*)TF_TensorData(tensor);
+    transpose_perm[0] = 1;
+    transpose_perm[1] = 2;
+    transpose_perm[2] = 3;
+    transpose_perm[3] = 0;
+    TF_SetAttrTensor(op_desc, "value", tensor, tf_model->status);
+    if (TF_GetCode(tf_model->status) != TF_OK){
+        return NULL;
+    }
+    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){
+        sprintf(name_buffer, "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;
         }
-        memcpy(graph_data, srcnn_tf_model, srcnn_tf_size);
-        graph_def->data = (void*)graph_data;
-        graph_def->length = srcnn_tf_size;
-        graph_def->data_deallocator = free_buffer;
-        break;
-    case DNN_ESPCN:
-        graph_data = av_malloc(espcn_tf_size);
-        if (!graph_data){
-            TF_DeleteBuffer(graph_def);
+
+        sprintf(name_buffer, "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;
+        }
+
+        sprintf(name_buffer, "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;
+        }
+
+        sprintf(name_buffer, "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;
+        }
+
+        sprintf(name_buffer, "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;
+        }
+
+        sprintf(name_buffer, "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;
         }
-        memcpy(graph_data, espcn_tf_model, espcn_tf_size);
-        graph_def->data = (void*)graph_data;
-        graph_def->length = espcn_tf_size;
-        graph_def->data_deallocator = free_buffer;
-        break;
-    default:
-        TF_DeleteBuffer(graph_def);
-        return NULL;
     }
 
+    return input_op;
+}
+
+DNNModel* ff_dnn_load_default_model_tf(DNNDefaultModel model_type)
+{
+    DNNModel* model = NULL;
+    TFModel* tf_model = NULL;
+    TF_OperationDescription* op_desc;
+    TF_Operation* op;
+    TF_Operation* const_ops_buffer[6];
+    TF_Output input;
+    int64_t input_shape[] = {1, -1, -1, 1};
+
+    input.index = 0;
+
     model = av_malloc(sizeof(DNNModel));
     if (!model){
-        TF_DeleteBuffer(graph_def);
         return NULL;
     }
 
     tf_model = av_malloc(sizeof(TFModel));
     if (!tf_model){
-        TF_DeleteBuffer(graph_def);
         av_freep(&model);
         return NULL;
     }
@@ -258,16 +396,68 @@  DNNModel* ff_dnn_load_default_model_tf(DNNDefaultModel model_type)
 
     tf_model->graph = TF_NewGraph();
     tf_model->status = TF_NewStatus();
-    graph_opts = TF_NewImportGraphDefOptions();
-    TF_GraphImportGraphDef(tf_model->graph, graph_def, graph_opts, tf_model->status);
-    TF_DeleteImportGraphDefOptions(graph_opts);
-    TF_DeleteBuffer(graph_def);
+
+    #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){
-        TF_DeleteGraph(tf_model->graph);
-        TF_DeleteStatus(tf_model->status);
-        av_freep(&tf_model);
-        av_freep(&model);
-        return NULL;
+        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);
+        }
+
+        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);
+        }
+        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;
diff --git a/libavfilter/dnn_espcn.h b/libavfilter/dnn_espcn.h
index 0bd3132ba6..315ecf031d 100644
--- a/libavfilter/dnn_espcn.h
+++ b/libavfilter/dnn_espcn.h
@@ -20,12618 +20,5419 @@ 
 
 /**
  * @file
- * Default cnn weights for x2 upsampling with espcn model.
+ * Default cnn weights for x2 upscaling with espcn model.
  */
 
 #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,
-    0.48547474f,      0.1206109f,       0.0791582f,       0.5717829f,
-    1.4082952f,       -0.13747625f,     0.028161597f,     -0.05371877f,
-    0.026620565f,     -0.27406257f,     0.06475868f,      0.10684791f,
-    0.07656841f,      0.11414447f,      -0.18679783f,     0.3174631f,
-    -0.3324665f,      -0.054792285f,    0.015518165f,     0.2820419f,
-    -0.3405606f,      0.11497142f,      -0.034227278f,    -0.15895344f,
-    -0.027250698f,    0.26229578f,      -0.029106213f,    0.07658948f,
-    0.055758134f,     -0.04704797f,     -0.09523118f,     -0.01786842f,
-    -0.24532066f,     -0.10276325f,     0.04712425f,      -0.0014071283f,
-    0.26272595f,      -0.12238576f,     0.04811111f,      0.04746326f,
-    0.06720963f,      -0.045621894f,    0.037144933f,     -0.057428807f,
-    0.0074382615f,    -0.006663423f,    0.008955534f,     -0.0017526702f,
-    0.068258256f,     -0.014245306f,    0.012218727f,     -0.06978347f,
-    0.0045066467f,    -0.05709926f,     -0.028024383f,    0.1313973f,
-    -0.08620281f,     0.0014925577f,    -0.04540824f,     0.009461808f,
-    -0.085372925f,    0.15996909f,      -0.032260284f,    -0.067303635f,
-    -0.009071448f,    0.05536098f,      0.046731256f,     0.005596734f,
-    0.050206613f,     0.0077225636f,    -0.10998435f,     0.013611023f,
-    0.065691985f,     -0.050880555f,    0.090820104f,     0.048506916f,
-    -0.123054065f,    -0.027516266f,    -0.075243846f,    -0.13243125f,
-    0.13891536f,      0.048725024f,     -0.037174966f,    0.16769321f,
-    0.050089728f,     -0.12838423f,     0.002787225f,     0.07988778f,
-    -0.0053280047f,   -0.056187253f,    -0.011433725f,    0.016641367f,
-    0.08536485f,      -0.06201575f,     0.0035803248f,    0.028980076f,
-    -0.048863932f,    -0.11342622f,     0.13643155f,      -0.08830679f,
-    -0.02103459f,     0.09369883f,      -0.006806451f,    -0.012497092f,
-    0.094690606f,     -0.050089475f,    -0.013550645f,    -0.0060583195f,
-    -0.040357545f,    -0.007459913f,    0.058476903f,     -0.070549786f,
-    0.0007626135f,    -0.012492823f,    -0.00510646f,     0.013715168f,
-    -0.009291373f,    0.008988795f,     0.013655029f,     0.027690958f,
-    -0.05720208f,     0.013017537f,     0.040551037f,     -0.0059102485f,
-    -0.047496248f,    0.07378406f,      -0.03411246f,     0.032498203f,
-    0.0007936657f,    -0.031725146f,    -0.0489591f,      0.04632291f,
-    -0.06077211f,     0.019726476f,     0.032194573f,     0.02347913f,
-    -0.030544575f,    -0.0039228355f,   0.01824424f,      -0.025985759f,
-    -0.04485126f,     0.034144726f,     0.0048262817f,    -0.016245268f,
-    0.03092239f,      0.05255696f,      -0.0527505f,      0.036376152f,
-    0.010774665f,     -0.04255956f,     -0.019309435f,    0.03162172f,
-    -0.05954396f,     0.047493123f,     0.0021444375f,    -0.031325057f,
-    0.041758582f,     0.03128625f,      -0.08789106f,     0.042219453f,
-    0.018610658f,     -0.02827738f,     0.035746276f,     -0.9474874f,
-    2.0469842f,       -1.321167f,       0.2543833f,       -1.2119492f,
-    4.2701416f,       -3.0788984f,      -0.22463766f,     0.4665166f,
-    1.4026526f,       -1.1010966f,      -2.6380749f,      2.6244087f,
-    -0.7884985f,      0.29131767f,      -1.738198f,       2.2840524f,
-    -0.9478553f,      0.23109299f,      -0.27683294f,     0.32805127f,
-    -0.3203711f,      0.261952f,        0.050106455f,     0.04158691f,
-    -0.023125503f,    -0.03719599f,     -0.056111246f,    0.05282794f,
-    -0.021825556f,    0.006073163f,     -0.018821497f,    0.12478096f,
-    -0.07695036f,     -0.025720906f,    0.029763224f,     0.053414855f,
-    -0.113284856f,    0.0674048f,       -0.055122614f,    0.0593638f,
-    0.035032593f,     -0.04542647f,     0.0038384513f,    0.081376925f,
-    -0.09966911f,     -0.040397853f,    0.049806096f,     0.0008625808f,
-    0.009346304f,     -0.016910354f,    -0.0061955294f,   0.00075164373f,
-    0.017360615f,     0.014771159f,     0.020654095f,     -0.0060036047f,
-    -0.024364313f,    -0.0064911875f,   -0.0035039433f,   -0.017624265f,
-    0.011326905f,     0.034578107f,     -0.031880025f,    0.01818495f,
-    -0.0018683636f,   -0.013890168f,    0.00048885506f,   -0.0049361764f,
-    -0.029021565f,    0.043846432f,     -0.0085247345f,   0.006515423f,
-    -0.0072788447f,   -0.22348252f,     -0.32035953f,     -0.17488877f,
-    -0.12534964f,     0.05155121f,      -0.25779155f,     0.17713468f,
-    0.4386189f,       -0.04552404f,     -0.12387897f,     0.50271976f,
-    0.2873703f,       0.2634686f,       0.04795615f,      -0.008180651f,
-    -0.22767483f,     0.18837523f,      0.4473208f,       0.047504447f,
-    -0.03341417f,     -0.025862379f,    -0.034787036f,    -0.11211656f,
-    0.09060133f,      0.14062718f,      -0.11936079f,     -0.15965782f,
-    0.31821185f,      0.5182185f,       -0.3406504f,      0.2403372f,
-    -1.7994181f,      -6.015933f,       -0.22330882f,     -0.023098761f,
-    -0.0795721f,      2.4078753f,       1.8562393f,       0.22230634f,
-    0.0073212096f,    -0.3555047f,      0.59674025f,      2.190251f,
-    -0.62903965f,     0.2844899f,       0.41804186f,      -0.5471097f,
-    0.47739178f,      -0.261793f,       0.17756975f,      0.049934085f,
-    0.007851809f,     -0.0122786295f,   -0.013898886f,    -0.0041208738f,
-    -0.041106824f,    -0.030471098f,    0.078186445f,     0.0620147f,
-    -0.09604734f,     0.0030226242f,    0.053262204f,     -0.05892392f,
-    -0.01313975f,     0.088094994f,     -0.029207155f,    -0.073151454f,
-    0.027125567f,     0.0018934088f,    0.096658505f,     -0.014958196f,
-    0.036345955f,     -0.007185197f,    -0.017472142f,    -0.1481408f,
-    -0.041528292f,    0.07346612f,      -0.074839324f,    0.07964649f,
-    -0.025005175f,    -0.11541149f,     0.2657465f,       -0.2514277f,
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+    0.004253954f,    0.027057769f,    0.00018785706f,  -0.0088780485f,
+    -0.008575791f,   0.021962967f,    -0.0003256301f,  0.0013863654f,
+    -0.013673512f,   -0.013595973f,   0.039284207f,    -0.019664254f,
+    -0.0053340485f,  0.00075133645f,  -0.014103194f,   -0.046577062f,
+    0.037992567f,    -0.0065952917f,  0.023269163f,    0.01705902f,
+    0.017225321f,    -0.02343812f,    0.0051621622f,   -0.0005592662f,
+    -0.0147186285f,  0.00040271418f,  0.027110096f,    -0.02702271f,
+    0.013710606f,    -0.006311487f,   -0.0060713515f,  -0.010298143f,
+    0.03591056f,     -0.025406174f,   0.0048258547f,   0.021302823f,
+    -0.013482781f,   0.006497144f,    0.005626027f,    -0.024558544f,
+    -0.017322414f,   0.012411624f,    -0.024183042f,   0.014873674f,
+    0.026183153f,    -0.008383793f,   0.0124931205f,   0.012457213f,
+    0.012045159f,    -0.019694531f,   -0.0066898805f,  0.0019155081f,
+    0.019189619f,    -0.04763183f,    0.023620982f,    0.035946153f,
+    -0.013889654f,   -0.026330067f,   0.016713306f,    0.017396243f,
+    0.014167993f,    -0.018667273f,   -0.0176273f,     0.021136532f,
+    0.0036439386f,   -0.0375102f,     0.02710138f,     0.002033066f,
+    0.009265898f,    -0.039189693f,   -0.025981946f,   -0.004615037f,
+    0.0032535857f,   0.018461222f,    0.0074792383f,   -0.0017322749f,
+    0.008931792f,    0.005375118f,    -0.0319608f,     0.004013289f,
+    0.009399282f,    0.0026269008f,   -0.005500013f,   -0.0083868615f,
+    0.010927849f,    0.023633521f,    -0.05956806f,    -0.013574904f,
+    0.061837375f,    -0.0026012722f,  -0.027987529f,   0.06258813f,
+    0.0054814643f,   -0.021918664f,   -0.023040216f,   -0.45757416f,
+    1.4565207f,      0.43907982f,     -1.3033811f,     -0.024905257f,
+    0.32251948f,     -3.835781f,      3.3216836f,      2.440432f,
+    -0.5298869f,     -0.28021938f,    2.749278f,       -6.4149313f,
+    0.6562477f,      0.95437104f,     0.14401948f,     -0.5539441f,
+    3.2380984f,      -2.1034584f,     0.017148938f,    0.011923728f,
+    0.13322712f,     -1.0862578f,     0.92730755f,     -0.26725858f,
+    -0.24397932f,    0.074425526f,    0.1117935f,      0.13240293f,
+    0.41784397f,     0.7404742f,      1.0318282f,      1.4331021f,
+    0.7335343f,      -0.43346286f,    -0.7830092f,     -1.9374405f,
+    -2.4191442f,     -1.3617048f,     -0.24706343f,    -0.03342432f,
+    1.5173944f,      1.8612181f,      0.6315033f,      -0.11890764f,
+    0.19086017f,     -0.7222582f,     -0.7190146f,     -0.14755085f,
+    0.3167361f,      -0.039976545f,   0.1307512f,      -0.14481206f,
+    0.0029141766f,   -0.023563737f,   0.22623633f,     -0.26986006f,
+    0.033467237f,    0.3039329f,      0.09788029f,     -0.23093647f,
+    0.04797184f,     -0.5435371f,     0.28225297f,     -0.12393708f,
+    0.06615679f,     0.21791485f,     0.23950522f,     -0.38103038f,
+    0.057797447f,    0.012778321f,    0.18788584f,     -0.23953205f,
+    0.003463926f,    0.1519535f,      -0.025784193f,   0.022954147f,
+    0.021384975f,    0.031615477f,    -0.024224572f,   0.013137536f,
+    -0.015687706f,   0.024815697f,    -0.05859628f,    0.031555064f,
+    -0.0019542053f,  0.0120559605f,   -0.027779348f,   0.04989342f,
+    -0.018062575f,   0.011863047f,    -0.009080397f,   -0.032487895f,
+    0.023245774f,    0.0034800111f,   -0.012821287f,   -0.004105503f,
+    0.0097069405f,   -0.0123393545f,  -0.01738414f,    -0.24763492f,
+    0.22560623f,     -0.33906525f,    0.17742047f,     0.29261616f,
+    0.23450398f,     0.08458583f,     0.31558466f,     -0.34477365f,
+    -0.036315188f,   -0.63012654f,    1.020803f,       -6.822575f,
+    4.672898f,       0.907094f,       0.0921175f,      0.42199847f,
+    -2.4781747f,     2.6292892f,      -0.20802575f,    -0.040282898f,
+    -0.16429797f,    0.158319f,       -0.21606922f,    0.17297447f,
+    0.10854483f,     -0.21564475f,    0.10645375f,     -0.0852769f,
+    -0.123929694f,   -0.070597954f,   0.1399093f,      -0.21883014f,
+    0.25562203f,     0.015535234f,    0.008046734f,    0.20049386f,
+    -0.10580072f,    -0.288465f,      0.12385275f,     -0.13853587f,
+    0.14443761f,     -0.11708488f,    0.16184115f,     0.32197487f,
+    -0.14791423f,    0.16313978f,     0.049589388f,    -0.09173289f,
+    -0.12055817f,    -0.03492332f,    0.0457395f,      -0.027245864f,
+    0.08227852f,     -0.03637111f,    0.019504743f,    -0.05241149f,
+    0.08827175f,     -0.09138424f,    0.049888045f,    0.03992102f,
+    -0.013001513f,   -0.06494804f,    0.10308159f,     -0.058084413f,
+    0.0041539194f,   0.03151993f,     -0.06009176f,    0.010160405f,
+    0.0142107215f,   -0.0069897706f,  -0.03624838f,    0.08260462f,
+    -0.07326148f,    -0.0082091065f,  0.05924571f,     -0.07805568f,
+    0.0003147011f,   -0.024013342f,   0.003571202f,    -0.0687727f,
+    0.085256286f,    -0.028858652f,   0.008514979f,    -0.01370254f,
+    -0.02649602f,    -0.049568724f,   0.072079524f,    -0.019674798f,
+    0.01081535f,     0.02266942f,     -0.006238329f,   -0.017271083f,
+    -0.016328055f,   0.005945148f,    0.010414125f,    0.0649988f,
+    -0.011186836f,   0.0031077736f,   0.01488379f,     0.10748715f,
+    -0.06637495f,    -0.040573314f,   -0.0037701947f,  0.08946786f,
+    0.020519216f,    0.18580866f,     -0.11058605f,    -0.10992421f,
+    0.009827032f,    0.0054510324f,   0.048547767f,    0.16061442f,
+    -0.05525848f,    -0.13149387f,    0.011624945f,    -0.11132381f,
+    -0.029880086f,   0.14393318f,     0.035286944f,    -0.098463364f,
+    0.038993724f,    -0.06352473f,    -0.06792619f,    0.098394215f,
+    -0.06928554f,    0.058781754f,    -0.059582964f,   -0.017070632f,
+    -0.0157639f,     0.1672481f,      -0.20033248f,    0.08431539f,
+    0.18242975f,     0.14837542f,     -0.17650276f,    -0.046665296f,
+    -0.1051493f,     -0.50624675f,    -0.10856225f,    -0.16793527f,
+    -0.07197735f,    0.28330138f,     -0.39458862f,    0.023908805f,
+    0.053147294f,    -0.061758015f,   -0.27711603f,    0.04967058f,
+    0.068010144f,    -0.29855344f,    0.07553203f,     0.00070996344f,
+    0.0021598968f,   -0.34284872f,    0.3667866f,      -1.7976327f,
+    -3.8050454f,     -0.27751672f,    0.06710288f,     -0.11527652f,
+    2.0488567f,      3.8449504f,      -0.019417979f,   0.25272283f,
+    -0.7124749f,     0.6854457f,      1.2635205f,      -0.6528006f,
+    0.20464845f,     0.11308838f,     -0.2125412f,     -0.4034266f,
+    -0.008234763f,   -0.02797744f,    0.041370988f,    -0.09540984f,
+    -0.001699344f,   -0.019013003f,   0.0010383653f,   -0.016509417f,
+    0.28561717f,     -0.024256004f,   0.24378292f,     -0.02724916f,
+    -0.020548128f,   -0.1074765f,     2.074155f,       -0.3262673f,
+    0.024195021f,    0.3360093f,      -0.068875425f,   -9.405202f,
+    1.627166f,       -0.37471554f,    -0.14033297f,    0.011253595f,
+    0.33248034f,     -0.101982914f,   0.038908735f,    -0.08949174f,
+    0.020867223f,    0.04687899f,     -0.060135193f,   0.05768169f,
+    -0.015182229f,   0.0089645665f,   -0.0532681f,     0.0694109f,
+    -0.029092036f,   0.052889585f,    -0.043014023f,   0.08994548f,
+    -0.074426785f,   -0.018725326f,   -0.021360457f,   0.01875993f,
+    0.0013528034f,   0.034160204f,    -0.038930826f,   0.009579829f,
+    0.009250521f,    -0.09578013f,    0.04048143f,     0.078915566f,
+    -0.13183434f,    0.40188128f,     -0.03411511f,    0.07047681f,
+    -0.10000601f,    -0.0060591656f,  0.65625215f,     0.31422958f,
+    0.18896863f,     0.17151128f,     0.34385997f,     0.030188305f,
+    -0.16014273f,    -0.42167395f,    -0.018569563f,   -0.28614002f,
+    0.029776182f,    0.049304806f,    -0.22978953f,    0.09140162f,
+    0.022890963f,    0.11712325f,     0.17694704f,     -0.21161927f,
+    0.07646972f,     -0.01295703f,    0.009571042f,    -0.106058836f,
+    0.15918256f,     -0.06587445f,    0.08662464f,     -0.19923525f,
+    0.34388235f,     -0.9267652f,     -0.09304384f,    -0.30417427f,
+    0.7931898f,      -1.7338952f,     9.8180275f,      0.55701333f,
+    0.064932264f,    -0.17937589f,    0.115376815f,    -0.09499582f,
+    -0.2485727f,     -0.0046541383f,  0.028371822f,    0.03606203f,
+    0.0067365323f,   0.11616945f,     0.043863643f,    -0.14730981f,
+    0.27774972f,     0.060969193f,    -0.11612988f,    -0.28526798f,
+    0.471017f,       -0.6997008f,     0.12838572f,     -0.055129312f,
+    0.2856449f,      -1.4332232f,     1.3067651f,      -0.24192092f,
+    0.2081171f,      -0.53965205f,    -6.1775684f,     -0.98148304f,
+    0.17084767f,     -0.17830072f,    -0.04059373f,    0.3728461f,
+    0.20867456f,     0.1925686f,      -0.057526354f,   0.14585286f,
+    -0.853003f,      0.3680343f,      -0.14916426f,    0.13524614f,
+    -0.11169913f,    0.86978984f,     0.13307375f,     0.16287537f,
+    -0.006425193f,   0.14676112f,     -2.3489091f,     0.8756857f,
+    -0.20259936f,    0.16589902f,     -0.5012086f,     5.3331738f,
+    2.7984626f,      -0.9493607f,     0.033240914f,    0.4609847f,
+    -1.6910734f,     -5.0659533f,     0.72995746f,     -0.51399076f,
+    -0.065757565f,   -0.05140033f,    -0.11702281f,    0.074511275f,
+    0.071474716f,    0.10055807f,     -0.0506172f,     0.044049654f,
+    0.0014753543f,   -0.060616218f,   -0.03317927f,    0.17350663f,
+    -0.041833654f,   -0.09485293f,    0.07951459f,     0.14834303f,
+    -0.14340387f,    0.101668894f,    0.122225344f,    -0.2774673f,
+    -0.08121955f,    0.14949931f,     -0.11217966f,    -0.1307467f,
+    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 float espcn_conv1_biases[] = {
-    -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,
-    -0.14669034f,     0.22479394f,      0.039738588f,     0.0025826024f,
-    -0.034533355f,    -0.006438025f,    0.07587747f,      0.03283625f,
-    -0.065498665f,    0.26191965f,      0.006896614f,     0.014701348f,
-    0.019605692f,     0.12325369f,      -0.11641243f,     -0.0036758208f,
-    -0.25055993f,     0.010461836f,     -0.14595032f,     -0.058902275f,
-    -0.16618772f,     0.44314942f,      -0.101349875f,    -0.016435022f,
-    -0.021817617f,    -0.06827429f,     -0.006538524f,    -0.015117204f,
-    0.10537151f,      0.14787868f,      0.51321185f,      -0.26809156f,
-    0.018769728f,     0.04534671f,      0.09445704f,      0.34622777f,
-    -0.06110584f,     -0.036286496f,    -0.20022584f,     0.008659418f,
-    0.3038453f,       -0.03234285f,     0.01122692f,      -0.054838225f,
-    -0.017392907f,    0.016833223f,     0.49745992f,      -0.06170047f,
-    -0.04826097f,     -0.0050241635f,   -0.57363427f,     -0.1872473f,
-    0.17139418f,      0.03429791f,      -0.024473784f,    -0.10805081f,
-    0.028670384f,     -0.073548235f,    -0.06016784f,     -0.0066841184f,
-    0.05512082f,      -0.6844955f,      -0.21495752f,     -0.3565604f,
-    -0.6392911f,      0.26932484f,      0.19190924f,      0.022291541f,
-    0.04126848f,      -0.0017807592f,   -0.036653258f,    0.057726976f,
-    0.17616573f,      -0.72685295f,     -0.0030662578f,   -0.04362823f,
-    0.28530198f,      -0.06680635f,     0.098419f,        0.015014377f,
-    -0.13731647f,     0.14593858f,      -0.16181391f,     0.13406125f,
-    0.61669034f,      0.09283103f,      -0.07495512f,     -0.38249707f,
-    0.007854118f,     0.072650045f,     -0.49352726f,     -0.034318488f,
-    0.48840395f,      -0.5911552f,      0.27560255f,      -0.00076505897f,
-    0.2525632f,       0.023079759f,     -0.13862175f,     -0.0050264117f,
-    -0.21578434f,     -0.39153072f,     0.007889652f,     0.04991312f,
-    0.124499984f,     0.02582332f,      -0.013385625f,    0.07202608f,
-    0.018049205f,     0.21069467f,      0.17125195f,      -0.013168845f,
-    0.015675973f,     -0.3299053f,      0.18481588f,      0.09117244f,
-    0.13362707f,      -0.03578448f,     -0.11294014f,     0.06735854f,
-    -0.04726264f,     0.18058431f,      0.013282449f,     0.10362096f,
-    -0.008768287f,    0.01906196f,      -0.09233572f,     0.0027316224f,
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+    0.01989256f,     0.28272712f,     0.07361208f,     -0.4894521f,
+    -0.10971263f,    -0.14463621f,    0.123867676f,    -0.05232632f,
+    0.017162347f,    0.13102657f,     -0.06829646f,    -0.020931115f,
+    -0.06570789f,    0.009729908f,    -0.011494637f,   0.10395261f,
+    -0.012305775f,   -0.12419146f,    0.06485625f,     -0.05503147f,
+    -0.034246754f,   0.05284914f,     0.013604411f,    -0.09160792f,
+    0.2508606f,      0.8492047f,      -0.03032245f,    -0.06467645f,
+    0.28363255f,     -0.0058166864f,  -0.0034620622f,  -0.024337957f,
+    -0.60226053f,    -0.058378335f,   -0.069567025f,   -0.031342335f,
+    0.29467267f,     -0.10145354f,    -0.13428536f,    0.005052874f,
+    -0.4197696f,     0.026848238f,    0.109865285f,    0.018523974f,
+    0.11763328f,     0.1393914f,      0.35343534f,     0.109018154f,
+    -0.48544922f,    0.1368299f,      0.49552563f,     -0.10577518f,
+    0.045806605f,    0.31055748f,     -0.18309835f,    -0.17413588f,
+    0.560546f,       0.033812296f,    0.0024860406f,   0.01574145f,
+    0.014599452f,    -0.40420765f,    -0.29772767f,    0.00468128f,
+    -0.028804325f,   0.2753411f,      -0.14398248f,    -0.26464728f,
+    0.18493845f,     0.28276762f,     -0.1376211f,     -0.042958207f,
+    -0.0033873017f,  -0.10997798f,    0.077272855f,    -0.017184507f,
+    0.079803914f,    0.038206805f,    0.094064325f,    0.048848942f,
+    0.22124124f,     -0.049226128f,   0.16821276f,     0.0005571599f,
+    -0.047699716f,   -0.017951379f,   -0.0045715286f,  0.18363976f,
+    -0.33406708f,    -0.78665245f,    0.06721005f,     -0.09595573f,
+    0.48394442f,     0.055823058f,    -0.037521962f,   -0.10687211f,
+    -0.4911064f,     -0.017642232f,   0.0067783683f,   0.19611596f,
+    0.3397407f,      0.0707443f,      0.124095924f,    -0.058695804f,
+    0.5562523f,      -0.017490463f,   0.031185184f,    -0.045185555f,
+    -0.2909993f,     -0.26819518f,    0.49520794f,     0.22235957f,
+    -0.20119916f,    -0.110272154f,   -0.22553514f,    -0.07978957f,
+    0.01880893f,     -0.7143089f,     0.06771368f,     0.19614862f,
+    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 float espcn_conv2_biases[] = {
-    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_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,      0.113522