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#include <shogun/base/init.h> | |
#include <shogun/base/some.h> | |
#include <shogun/labels/BinaryLabels.h> | |
#include <shogun/lib/SGVector.h> | |
#include <shogun/lib/Signal.h> | |
#include <shogun/machine/Machine.h> | |
#include <iostream> | |
#include <thread> | |
using namespace shogun; | |
using namespace std; | |
// Mock Algorithm which implements a fake train_machine method | |
// (it's a stupid method than a fake one actually) | |
class MockAlg : public CMachine { | |
public: | |
MockAlg() : CMachine() {} | |
~MockAlg() {} | |
protected: | |
virtual bool train_machine(CFeatures * feat) { | |
cout << "Training machine..." << endl; | |
#pragma omp parallel for | |
for(int i=0; i<10000; i++) | |
{ | |
if (cancel_computation()) | |
continue; | |
pause_computation(); | |
cout << i << endl; | |
// We set up a delay to simulate long computation | |
this_thread::sleep_for(chrono::milliseconds(1000)); | |
} | |
} | |
virtual void on_pause() | |
{ | |
m_pause_computation_flag = true; | |
cout << "PAUSED" << endl; | |
/* Here you will implement your custom actions */ | |
this_thread::sleep_for(chrono::milliseconds(5000)); | |
resume_computation(); | |
} | |
}; | |
int main() { | |
init_shogun_with_defaults(); | |
// Set up binary labels | |
int * labs = new int[2]; | |
labs[0] = -1; | |
labs[1] = 1; | |
SGVector<int32_t> labs_v {labs, 2}; | |
auto train_labs = some<CBinaryLabels>(labs_v); | |
// We enable the signal handler. This way when pressing | |
// CTRL+C, it will be Shogun handler to catch the SIGINT. | |
get_global_signal()->enable_handler(); | |
MockAlg a, b; | |
a.set_labels(train_labs); | |
a.train(); | |
b.set_labels(train_labs); | |
b.train(); | |
return 0; | |
} |
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