/// <summary>
/// Set dimension of inputs, value infos, outputs and potential Reshape ops.
/// Can be used to make models have dynamic batch size or different static batch sizes.
/// </summary>
public static void SetDim(this GraphProto graph, int dimIndex, DimParamOrValue dimParamOrValue)
{
// Reshape ops have their "new shape" defined as input to the reshape op.
// This input needs to be changed to reflect new dim e.g. be set -1 if dynamic.
var reshapeDimValue = dimParamOrValue.IsParam
? Ops.Reshape.DynamicReshapeValue
: dimParamOrValue.Value;
SetDimInReshapes(graph, dimIndex, reshapeDimValue);
// Should we set this based on nodes instead? Handling input, outputs based on that?
// Shapes are defined in inputs, valueInfos and outputs
//
// Only real inputs should be changed, not "initializer" inputs
var initializserNames = new HashSet <string>(graph.Initializer.Select(i => i.Name));
var inferenceInputs = graph.Input.Where(i => !initializserNames.Contains(i.Name));
foreach (var input in inferenceInputs)
{
SetDim(input, dimIndex, dimParamOrValue);
}
//SetDim(graph.Input, dimIndex, dimParam);
SetDim(graph.ValueInfo, dimIndex, dimParamOrValue);
SetDim(graph.Output, dimIndex, dimParamOrValue);
}
internal static void SetDim(RepeatedField <ValueInfoProto> valueInfos,
int dimIndex, DimParamOrValue dimParamOrValue)
{
for (int i = 0; i < valueInfos.Count; i++)
{
var valueInfo = valueInfos[i];
SetDim(valueInfo, dimIndex, dimParamOrValue);
}
}
internal static void SetDim(TensorShapeProto.Types.Dimension dim,
DimParamOrValue dimParamOrValue)
{
dim.ClearValue();
if (dimParamOrValue.IsParam)
{
dim.DimParam = dimParamOrValue.Param;
}
else
{
dim.DimValue = dimParamOrValue.Value;
}
}
internal static void SetDim(ValueInfoProto valueInfo,
int dimIndex, DimParamOrValue dimParamOrValue)
{
var shape = valueInfo.Type.TensorType.Shape;
var dims = shape.Dim;
var dim = dims[dimIndex];
if (dim.ValueCase == TensorShapeProto.Types.Dimension.ValueOneofCase.DimValue)
{
// TODO: Should perhaps be parameter that says
// bool shouldSetDimFor(dim)
if (dim.DimValue == 1)
{
SetDim(dim, dimParamOrValue);
}
}
}
/// <summary>
/// Set dimension of inputs, value infos, outputs and potential Reshape ops.
/// Default sets leading dimension to dynamic batch size 'N'.
/// </summary>
public static void SetDim(this GraphProto graph) =>
graph.SetDim(dimIndex: 0, DimParamOrValue.New("N"));