protected override void OnPlanning(GraphPlanContext context)
{
var graph = context.TFGraph;
var x = context.TFOutputs[Input.Connection.From];
var scale = Scale.ToNHWC();
var offset = Offset.ToNHWC();
var mean = Mean.ToNHWC();
var variance = Variance.ToNHWC();
if (Input.Dimensions.Length == 4)
{
context.TFOutputs[Output] = graph.FusedBatchNorm(x, graph.Const(scale), graph.Const(offset), graph.Const(mean), graph.Const(variance), Epsilon, is_training: false).y;
}
else
{
throw new NotImplementedException();
}
}
protected override void OnPlanning(GraphPlanContext context)
{
var graph = context.TFGraph;
var x = context.TFOutputs[Input.Connection.From];
var scale = Scale.ToNHWC();
var offset = Offset.ToNHWC();
var mean = Mean.ToNHWC();
var variance = Variance.ToNHWC();
if (Input.Dimensions.Length == 4)
{
context.TFOutputs[Output] = graph.FusedBatchNorm(x, graph.Const(scale), graph.Const(offset), graph.Const(mean), graph.Const(variance), Epsilon, is_training: false).y;
}
else
{
var y = graph.Sub(x, graph.Const(mean));
var v = graph.Sqrt(graph.Add(graph.Const(variance), graph.Const(Epsilon)));
y = graph.RealDiv(y, v);
y = graph.Mul(y, graph.Const(scale));
context.TFOutputs[Output] = graph.Add(y, graph.Const(offset));
}
}