window_aggregate sdk example

sdk_example/WindowAggregate.cpp

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+#include <string>
+#include <vector>
+#include <deque> 
+#include <graphlab/flexible_type/flexible_type.hpp>
+#include <graphlab/sdk/toolkit_function_macros.hpp>
+#include <graphlab/sdk/toolkit_class_macros.hpp>
+#include <graphlab/sdk/gl_sarray.hpp>
+#include <graphlab/sdk/gl_sframe.hpp>
+
+using namespace graphlab;
+
+class BASE_AGGREGATE {
+
+  protected:
+    flexible_type state;
+    bool _is_incremental;
+    size_t num_elements;
+  public: 
+
+    BASE_AGGREGATE() { 
+      initiate();
+    }
+    // init phase 
+    virtual void initiate() { 
+      state = 0;
+      _is_incremental = false;
+      num_elements = 0;
+    }
+    // process phase 
+    virtual void add_element(const flexible_type & value) { }
+
+    // delete phase 
+    virtual void remove_element(const flexible_type & value) { }
+
+    // emit phase 
+    virtual flexible_type emit() { return state; } 
+
+    virtual bool is_incremental() { 
+      return _is_incremental; 
+    }
+
+    virtual flex_type_enum output_type(const flex_type_enum & input_type) { 
+      return input_type;
+    }
+};
+
+class AVG : public BASE_AGGREGATE {
+  public: 
+    AVG(): BASE_AGGREGATE() { 
+      initiate();
+    }
+    // init phase 
+    void initiate() { 
+      state = 0;
+      _is_incremental = true;
+      num_elements = 0;
+    }
+
+    // process phase 
+    void add_element(const flexible_type & value) {
+      state += value;
+      num_elements++; 
+    }
+
+    // delete phase 
+    void remove_element(const flexible_type & value) {
+      state -= value;
+      num_elements--;
+    }
+
+    // emit phase 
+    flexible_type emit() { 
+      flex_float state_float = state;
+      return state_float / (num_elements) ;
+    }
+
+    flex_type_enum output_type(const flex_type_enum & input_type) {
+      return flex_type_enum::FLOAT;
+    }
+};
+
+class MAX : public BASE_AGGREGATE {
+  public: 
+    MAX(): BASE_AGGREGATE() { 
+      initiate();
+    }
+    // init phase 
+    void initiate() { 
+      num_elements = 0;
+      state = 0;
+      _is_incremental = false;
+    }
+
+    // process phase 
+    void add_element(const flexible_type & value) {
+      if(num_elements == 0)
+        state = value;
+      else if(value > state)
+        state = value;
+      num_elements++;
+    }
+
+    // emit phase 
+    flexible_type emit() { 
+      return state;
+    }
+
+};
+
+class MIN : public BASE_AGGREGATE {
+  public: 
+    MIN(): BASE_AGGREGATE() { 
+      initiate();
+    }
+    // init phase 
+    void initiate() { 
+      num_elements = 0;
+      state = 0;
+      _is_incremental = false;
+    }
+
+    // process phase 
+    void add_element(const flexible_type & value) {
+      if(num_elements == 0)
+        state = value;
+      else if(value < state)
+        state = value;
+      num_elements++;
+    }
+
+    // emit phase 
+    flexible_type emit() { 
+      return state;
+    }
+
+};
+
+
+
+class COUNT : public BASE_AGGREGATE {
+  public: 
+    COUNT(): BASE_AGGREGATE() { 
+      initiate();
+    }
+    // init phase 
+    void initiate() { 
+      state = 0;
+      _is_incremental = true;
+    }
+
+    // process phase 
+    void add_element(const flexible_type & value) {
+      state += 1; 
+    }
+
+    // delete phase 
+    void remove_element(const flexible_type & value) {
+      state -= 1; 
+    }
+
+    // emit phase 
+    flexible_type emit() { 
+      return state;
+    }
+
+};
+
+class SUM: public BASE_AGGREGATE {
+  public: 
+    SUM(): BASE_AGGREGATE() {
+      initiate();
+    }
+    // init phase 
+    void initiate() { 
+      state = 0;
+      _is_incremental = true;
+    }
+
+    // process phase 
+    void add_element(const flexible_type & value) {
+      state += value; 
+    }
+
+    // delete phase 
+    void remove_element(const flexible_type & value) {
+      state -= value; 
+    }
+
+    // emit phase 
+    flexible_type emit() { 
+      return state;
+    }
+};
+
+size_t COUNT_AGG() { 
+  return (size_t)new COUNT();
+}
+
+size_t SUM_AGG() { 
+  return (size_t)new SUM();
+}
+
+size_t MIN_AGG() { 
+  return (size_t)new MIN();
+}
+
+size_t MAX_AGG() { 
+  return (size_t)new MAX();
+}
+
+size_t AVG_AGG() { 
+  return (size_t)new AVG();
+}
+
+gl_sarray window_aggregate(std::function<size_t()> fn,gl_sarray & sa,size_t window_size) { 
+  BASE_AGGREGATE * agg = reinterpret_cast<BASE_AGGREGATE*>(fn());
+  gl_sarray_writer writer(agg->output_type(sa.dtype()), 1);
+  if(window_size <= 0)
+    return writer.close();
+
+  std::deque<flexible_type> * mydeque = new std::deque<flexible_type>();
+
+  for (const auto &elem: sa.range_iterator()) {
+    mydeque->push_back(elem);
+    agg->add_element(elem);
+
+    if(mydeque->size() == window_size) { 
+      flexible_type agg_value = agg->emit();
+      writer.write(agg_value,0);
+      if(agg->is_incremental()) {
+        flexible_type & oldest_value = mydeque->front();
+        agg->remove_element(oldest_value);
+        mydeque->pop_front();
+      } else { 
+        mydeque->pop_front();
+        agg->initiate();
+        std::deque<flexible_type>::iterator it = mydeque->begin();
+        while (it != mydeque->end()){ 
+          agg->add_element(*it++);
+        }
+      }
+    }
+
+  }
+  delete agg;
+  delete mydeque;
+  return writer.close();
+}
+
+BEGIN_FUNCTION_REGISTRATION
+REGISTER_FUNCTION(SUM_AGG);
+REGISTER_FUNCTION(COUNT_AGG);
+REGISTER_FUNCTION(MAX_AGG);
+REGISTER_FUNCTION(MIN_AGG);
+REGISTER_FUNCTION(AVG_AGG);
+REGISTER_FUNCTION(window_aggregate,"aggregate_fn","sarray","window_size");
+END_FUNCTION_REGISTRATION