Trains a set of networks using gradient descent. Training with GradientDescentTrainer requires a Loss structure and thus the output of the network must be known. If only a relative loss about the network is known, a GeneticTrainer needs to be used. More...
#include <GradientDescentTrainer.h>
Inheritance diagram for SmartEngine::IGradientDescentTrainer:
Public Member Functions | |
| virtual void | SetTrainingInfo (const GradientDescentTrainingInfo &info)=0 |
| Overrides the training info from what was passed into the constructor More... | |
| virtual void | Train (int generationCount)=0 |
| Synchronously trains for the specified number of iterations More... | |
| virtual void | Reset ()=0 |
| Resets the internal state of the trainer. More... | |
 Public Member Functions inherited from SmartEngine::ILossTrainer | |
| virtual void | SetTrainingMethod (const LossTrainingMethodInfo &info)=0 |
| Sets the training method and associated parameters More... | |
| virtual float | GetLoss ()=0 |
| Returns the loss in the graph. More... | |
| virtual uint32 | GetGenerationCount () const =0 |
| Returns the number of generations we have been training for. More... | |
| Public Member Functions inherited from SmartEngine::IObject | |
| virtual ObjectId | GetId () const =0 |
| Returns the ID of this object. More... | |
| virtual void | AddRef () const =0 |
| Increments the internal reference count on this object. It is not common to use this method directly. More... | |
| virtual void | Release () const =0 |
| Decrements the internal reference count on this object. It is not common to use this method directly. More... | |
| virtual int | GetRefCount () const =0 |
| Returns the number of references to this object. More... | |
| virtual void * | QueryInterface (ObjectClassId id)=0 |
| Queries the object for an interface and returns a pointer to that interface if found. More... | |
| void | operator= (IObject const &x)=delete |
| Public Member Functions inherited from SmartEngine::IResource | |
| virtual const char * | GetResourceName () const =0 |
| Returns the name of this resource passed to the constructor. More... | |
| virtual SerializationResult | GetLastLoadResult () const =0 |
| Returns the result of the last call to Load(). Useful for checking loaded data state after creation. More... | |
| virtual SerializationResult | Load (const char *appendName=nullptr)=0 |
| Load this object from disk. More... | |
| virtual SerializationResult | Save (const char *appendName=nullptr)=0 |
| Save this object to disk. More... | |
| Public Member Functions inherited from SmartEngine::ISerializable | |
| virtual SerializationResult | Serialize (IMemoryBuffer *buffer)=0 |
| Write the contents of this object to a buffer. More... | |
| virtual SerializationResult | Deserialize (IMemoryBuffer *buffer)=0 |
| Fill this object with contents from a buffer. More... | |
Additional Inherited Members | |
| Public Attributes inherited from SmartEngine::IObject | |
| private | |
| __pad0__: IObject() {} IObject(IObject const&) = delete | |
Detailed Description
Trains a set of networks using gradient descent. Training with GradientDescentTrainer requires a Loss structure and thus the output of the network must be known. If only a relative loss about the network is known, a GeneticTrainer needs to be used.
Member Function Documentation
◆ Reset()
|
pure virtual |
Resets the internal state of the trainer.
◆ SetTrainingInfo()
|
pure virtual |
Overrides the training info from what was passed into the constructor
- Parameters
-
info
◆ Train()
|
pure virtual |
Synchronously trains for the specified number of iterations
- Parameters
-
generationCount
