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Hans Gaiser
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cmake_minimum_required(VERSION 3.1) | ||
project(CaffeModularLayer) | ||
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find_package(Caffe REQUIRED) | ||
find_package(CUDA REQUIRED) | ||
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include_directories(${Caffe_INCLUDE_DIRS} ${CUDA_INCLUDE_DIRS}) | ||
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# This example acts as a standalone example, but Caffe insists on building | ||
# the cpp file. We define COMPILE_MODULAR_LAYER to let the cpp file know | ||
# it is being build from this CMakeLists.txt. | ||
add_definitions(-DCOMPILE_MODULAR_LAYER) | ||
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# These variables are used as prefix and suffix for the generated module. | ||
# They can be overwritten as below, but make sure they match with what | ||
# is expected on the Caffe side (either through cmake or Makefile.config). | ||
#set(CMAKE_SHARED_MODULE_PREFIX "lib") | ||
#set(CMAKE_SHARED_MODULE_SUFFIX ".so") | ||
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# Use MODULE here to generate a module which we can load during runtime. | ||
add_library(modular_layer MODULE src/modular_layer.cpp) | ||
target_link_libraries(modular_layer ${Caffe_LIBRARIES} ${CUDA_LIBRARIES}) |
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#if defined(COMPILE_MODULAR_LAYER) | ||
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#include <caffe/caffe.hpp> | ||
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#include <vector> | ||
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/* | ||
* Example of how to use this layer in prototxt files | ||
* layer { | ||
* name: "layer_module" | ||
* type: "Module" | ||
* bottom: "some_bottom" | ||
* top: "some_top" | ||
* module_param { | ||
* library: "modular_layer" | ||
* type: "ExampleModular" | ||
* param_str: "5" | ||
* #creator_symbol: "CreateExampleModularLayer" # Only when overriding | ||
* #deleter_symbol: "DeleteExampleModularlayer" # Only when overriding | ||
* } | ||
* } | ||
*/ | ||
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namespace caffe { | ||
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template <typename Dtype> | ||
class ExampleModularLayer: public Layer<Dtype> { | ||
public: | ||
explicit ExampleModularLayer(const LayerParameter& param) | ||
: Layer<Dtype>(param) {} | ||
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void LayerSetUp(const std::vector<Blob<Dtype>*>&, | ||
const std::vector<Blob<Dtype>*>&) { | ||
// parse params from param_str | ||
// this param is a string type, but can represent | ||
// int, float, json, yaml... whatever the module implementation requires | ||
// (in this case it is parsed as an int) | ||
some_param = std::stoi(this->layer_param_.module_param().param_str()); | ||
} | ||
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virtual inline const char* type() const { return "ExampleModular"; } | ||
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protected: | ||
virtual void Reshape(const vector<Blob<Dtype>*>&, | ||
const vector<Blob<Dtype>*>&) {} | ||
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virtual void Forward_cpu(const vector<Blob<Dtype>*>&, | ||
const vector<Blob<Dtype>*>& top) { | ||
top[0]->Reshape(1, 1, 1, some_param); | ||
} | ||
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virtual void Backward_cpu(const vector<Blob<Dtype>*>&, | ||
const vector<bool>&, | ||
const vector<Blob<Dtype>*>&) {} | ||
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int some_param; | ||
}; | ||
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EXPORT_LAYER_MODULE_CLASS(ExampleModular); | ||
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// the above macro can be expanded to the code below | ||
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/* | ||
template <typename Dtype> | ||
Layer<Dtype> * CreateExampleModularLayer(const LayerParameter& param) { | ||
return new ExampleModularLayer<Dtype>(param); | ||
} | ||
EXPORT_LAYER_MODULE_CREATOR(ExampleModular, CreateExampleModularLayer); | ||
*/ | ||
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// for which the last macro can be expanded as follows: | ||
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/* | ||
extern "C" Layer<float> * CreateExampleModularLayer_float( | ||
const LayerParameter& param | ||
) { | ||
return new ExampleModularLayer<float>(param); | ||
} | ||
extern "C" Layer<double> * CreateExampleModularLayer_double( | ||
const LayerParameter& param | ||
) { | ||
return new ExampleModularLayer<double>(param); | ||
} | ||
*/ | ||
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// This function is not necessary, by default Caffe | ||
// will already call 'delete layer;', but this can be | ||
// used to override deletion behaviour. | ||
/* | ||
template <typename Dtype> | ||
void DeleteExampleModularLayer(Layer<Dtype> * layer) { | ||
delete layer; | ||
} | ||
EXPORT_LAYER_MODULE_DELETER(DeleteExampleModularLayer); | ||
*/ | ||
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} // namespace caffe | ||
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#else | ||
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// Caffe insists on building this file in their build system | ||
// so we give it a main to build | ||
int main() { | ||
return 0; | ||
} | ||
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#endif |