Warrior_EA/AI/NeuronPrimitives.mqh

//+------------------------------------------------------------------+
//|                                             NeuronPrimitives.mqh |
//|                                                     AnimateDread |
//|                                             https://www.mql5.com |
//+------------------------------------------------------------------+
//| CConnection/CArrayCon - the per-synapse weight (+ Adam moment)   |
//| storage and its owning array, used by the CPU-only CNeuronBase/  |
//| CNeuron neuron family (AI\NeuronCPU.mqh) as their fallback last- |
//| resort weight representation (no DLL import, no OpenCL/DirectML).|
//| Extracted verbatim out of AI\Network.mqh's own god-file (SOLID   |
//| cleanup) - no logic changes, this is the exact original code.    |
//+------------------------------------------------------------------+
#include <Arrays\ArrayObj.mqh>
class CConnection : public CObject
  {
public:
   double            weight;
   double            deltaWeight;
   double            mt;
   double            vt;

                     CConnection(double w) { weight = w; deltaWeight = 0; mt = 0; vt = 0; }
                    ~CConnection() {};
   //--- methods for working with files
   virtual bool      Save(int const file_handle);
   virtual bool      Load(int const file_handle);
   virtual int       Type(void)   const   {  return defConnect;   }
  };
//+------------------------------------------------------------------+
//|                                                                  |
//+------------------------------------------------------------------+
bool CConnection::Save(int file_handle)
  {
   if(file_handle == INVALID_HANDLE)
      return false;
//---
   if(FileWriteDouble(file_handle, weight) <= 0)
      return false;
   if(FileWriteDouble(file_handle, deltaWeight) <= 0)
      return false;
   if(FileWriteDouble(file_handle, mt) <= 0)
      return false;
   if(FileWriteDouble(file_handle, vt) <= 0)
      return false;
//---
   return true;
  }
//+------------------------------------------------------------------+
//|                                                                  |
//+------------------------------------------------------------------+
bool CConnection::Load(int file_handle)
  {
   if(file_handle == INVALID_HANDLE)
      return false;
//---
   weight = FileReadDouble(file_handle);
   deltaWeight = FileReadDouble(file_handle);
   mt = FileReadDouble(file_handle);
   vt = FileReadDouble(file_handle);
//---
   return true;
  }
//+------------------------------------------------------------------+
//|                                                                  |
//+------------------------------------------------------------------+
class CArrayCon  :    public CArrayObj
  {
public:
                     CArrayCon(void) {};
                    ~CArrayCon(void) {};
   //--- Fan-in-scaled element factory. Deliberately NOT named CreateElement: see the override below.
   bool              CreateElementScaled(int const index, double weighScale);
   //--- MUST keep CArrayObj::CreateElement's EXACT signature so it really overrides the base virtual -
   //--- CArrayObj::Load() dispatches through it when reading a saved CNeuronBase's connection array. In
   //--- MQL5 an added parameter (even a defaulted one) turns this into a separate hiding method and
   //--- leaves the base's `return(false)` stub in the vtable, which silently breaks every load. Same trap
   //--- as CLayer::CreateElement - see the long note there.
   virtual bool      CreateElement(const int index) { return CreateElementScaled(index, -1.0); }
   virtual void      IncreaseTotal()   {  m_data_total++;   }
   virtual int       Type(void)  const { return defArrayConnects; }
  };
//+------------------------------------------------------------------+
//|                                                                  |
//+------------------------------------------------------------------+
bool CArrayCon::CreateElementScaled(int index, double weighScale)
  {
   if(index < 0 || index >= m_data_max)
      return false;
//---
   // Fan-in-scaled to match the CNeuronBaseOCL/CNeuronConvOCL/CNeuronLSTMOCL weight-init sites -
   // callers now compute their own He/LeCun-uniform weighScale (same rationale as those) and pass it
   // down through CNeuronBase::Init(), since this per-connection constructor has no visibility into
   // its owning neuron's fan-in on its own. weighScale < 0 (no caller opinion) keeps the old flat
   // draw as a safe default.
   double weigh;
   if(weighScale > 0.0)
      weigh = ((MathRand() + 1) / 32768.0 - 0.5) * 2.0 * weighScale;
   else
      weigh = (MathRand() + 1) / 32768.0 - 0.5;
   if(weigh == 0)
      weigh = 0.001;
   m_data[index] = new CConnection(weigh);
   if(CheckPointer(m_data[index]) == POINTER_INVALID)
      return false;
//---
   return (true);
  }
//+------------------------------------------------------------------+
//|                                                                  |
//+------------------------------------------------------------------+