public static TorchTensor Stack(this TorchTensor[] tensors, long dimension)
{
var parray = new PinnedArray <IntPtr>();
IntPtr tensorsRef = parray.CreateArray(tensors.Select(p => p.Handle).ToArray());
return(new TorchTensor(THSTensor_stack(tensorsRef, parray.Array.Length, dimension)));
}
public TorchTensor Forward(params TorchTensor[] tensors)
{
var parray = new PinnedArray <IntPtr>();
IntPtr tensorRefs = parray.CreateArray(tensors.Select(p => p.Handle).ToArray());
return(new TorchTensor(THSJIT_forward(handle, tensorRefs, parray.Array.Length)));
}
public static double clip_grad_norm(this IList <TorchTensor> tensors, double max_norm, double norm_type = 2.0)
{
using (var parray = new PinnedArray <IntPtr>()) {
IntPtr tensorsRef = parray.CreateArray(tensors.Select(p => p.Handle).ToArray());
return(THSTensor_clip_grad_norm_(tensorsRef, parray.Array.Length, max_norm, norm_type));
}
}
public static TorchTensor dstack(this IList <TorchTensor> tensors)
{
using (var parray = new PinnedArray <IntPtr>()) {
IntPtr tensorsRef = parray.CreateArray(tensors.Select(p => p.Handle).ToArray());
var res = THSTensor_dstack(tensorsRef, parray.Array.Length);
if (res == IntPtr.Zero)
{
Torch.CheckForErrors();
}
return(new TorchTensor(res));
}
}
public static TorchTensor Cat(this TorchTensor[] tensors, long dimension)
{
if (tensors.Length == 0)
{
throw new ArgumentException(nameof(tensors));
}
if (tensors.Length == 1)
{
return(tensors[0]);
}
var parray = new PinnedArray <IntPtr>();
IntPtr tensorsRef = parray.CreateArray(tensors.Select(p => p.Handle).ToArray());
return(new TorchTensor(THSTensor_cat(tensorsRef, parray.Array.Length, dimension)));
}
protected Module(params Parameter[] parameters)
{
var names = parameters.Select(p => Marshal.StringToHGlobalAnsi(p.Name)).ToArray();
var @params = parameters.Select(p => p.Tensor.Handle).ToArray();
var withGrads = parameters.Select(p => p.WithGrad).ToArray();
var namesPinned = new PinnedArray <IntPtr>();
var paramsPinned = new PinnedArray <IntPtr>();
var wGradPinned = new PinnedArray <bool>();
var nparray = namesPinned.CreateArray(names);
var pparray = paramsPinned.CreateArray(@params);
var gparray = wGradPinned.CreateArray(withGrads);
handle = new HType(THSNN_new_module(nparray, pparray, gparray, names.Length), true);
}