Namespace NVMathNet.Tensor
Classes
- ElementwiseBinary
-
Element-wise binary operation:
D[modeD] = opAC(alpha · opA(A[modeA]), gamma · opC(C[modeC])). - ElementwiseTrinary
-
Stateful cuTENSOR element-wise trinary operation wrapper. Computes: D[modeD] = opABC(alpha * opA(A)[modeA], opAB(beta * opB(B)[modeB], gamma * opC(C)[modeC]))
Common use-cases include fused add/multiply of three same-shape tensors, e.g. D = alpha * A + beta * B + gamma * C (using NVMathNet.Interop.CuTensorOperator.Add for both binary ops).
Workflow:
- Construct with tensor descriptors and operator choices.
- Call NVMathNet.Tensor.ElementwiseTrinary.ExecuteAsync(System.IntPtr,System.IntPtr,System.IntPtr,System.IntPtr,System.Double,System.Double,System.Double,System.Threading.CancellationToken) to perform the operation.
- Dispose (or use
await using) to free CUDA resources.
- TensorContraction
-
Stateful cuTENSOR contraction wrapper. Mirrors the design of
nvmath.tensor.TensorContraction:- Construct with tensor descriptors.
- Call NVMathNet.Tensor.TensorContraction.PlanAsync(System.Threading.CancellationToken) to build the plan and select an algorithm.
- Call NVMathNet.Tensor.TensorContraction.ExecuteAsync(System.IntPtr,System.IntPtr,System.IntPtr,System.IntPtr,System.Double,System.Double,System.Threading.CancellationToken) to perform the contraction.
- Dispose to release CUDA resources.
Computes: D[modeD] = alpha * A[modeA] * B[modeB] + beta * C[modeC]
- TensorContractionOptions
-
Options for a tensor contraction operation.
- TensorOperation
-
Common plumbing for the single-plan cuTENSOR operations (permutation, element-wise binary, reduction): handle, stream, tensor descriptors, plan, workspace and disposal. Tensors use a packed column-major layout: the first mode varies fastest in memory.
- TensorPermutation
-
Tensor permutation (generalised transpose):
B[modeB] = alpha · opA(A[modeA]). The B mode labels must be a reordering of the A mode labels. - TensorReduction
-
Reduction:
D[modeD] = alpha · opReduce(opA(A[modeA])) + beta · opC(C[modeD]), reducing the modes of A that do not appear in D.
Enums
- ContractionAutotuneMode
-
Controls the algorithm search strategy used when building a tensor contraction plan.
- TensorAlgorithm
-
Algorithm selection hint for tensor contraction.
- TensorDataType
-
Data types supported by cuTENSOR operations.
- WorksizePreference
-
Workspace size preference hint for cuTENSOR.