public ExecutionResult Execute(float[] input)
{
_lap.PushLayer();
ExecutionResult ret = null;
_dataSource = new SingleRowDataSource(input, false, MiniBatchSequenceType.Standard, 0);
var provider = new MiniBatchProvider(_dataSource, false);
using (var executionContext = new ExecutionContext(_lap)) {
executionContext.Add(provider.GetMiniBatches(1, mb => _Execute(executionContext, mb)));
IGraphOperation operation;
while ((operation = executionContext.GetNextOperation()) != null)
{
_lap.PushLayer();
operation.Execute(executionContext);
ret = _GetResults().Single();
_ClearContextList();
_lap.PopLayer();
}
}
_lap.PopLayer();
_dataSource = null;
return(ret);
}
public IReadOnlyList <ExecutionResult> ExecuteSequential(IReadOnlyList <float[]> input)
{
_lap.PushLayer();
var ret = new List <ExecutionResult>();
_dataSource = new SequentialRowDataSource(input);
var provider = new MiniBatchProvider(_dataSource, false);
using (var executionContext = new ExecutionContext(_lap)) {
executionContext.Add(provider.GetMiniBatches(1, mb => _Execute(executionContext, mb)));
IGraphOperation operation;
while ((operation = executionContext.GetNextOperation()) != null)
{
_lap.PushLayer();
operation.Execute(executionContext);
ret.AddRange(_GetResults());
_ClearContextList();
_lap.PopLayer();
}
}
_lap.PopLayer();
_dataSource = null;
return(ret);
}
public ExecutionResult ExecuteSequential(int sequenceIndex, float[] input, IExecutionContext executionContext, MiniBatchSequenceType sequenceType)
{
_lap.PushLayer();
_dataSource = new SingleRowDataSource(input, true, sequenceType, sequenceIndex);
var provider = new MiniBatchProvider(_dataSource, _lap.IsStochastic);
executionContext.Add(provider.GetMiniBatches(1, mb => _Execute(executionContext, mb)));
IGraphOperation operation;
while ((operation = executionContext.GetNextOperation()) != null)
{
operation.Execute(executionContext);
_ClearContextList();
}
var ret = _GetResults().Single();
_lap.PopLayer();
_dataSource = null;
return(ret);
}