NEML2 1.4.0
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BatchTensor.h
1// Copyright 2023, UChicago Argonne, LLC
2// All Rights Reserved
3// Software Name: NEML2 -- the New Engineering material Model Library, version 2
4// By: Argonne National Laboratory
5// OPEN SOURCE LICENSE (MIT)
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23// THE SOFTWARE.
24
25#pragma once
26
27#include "neml2/tensors/BatchTensorBase.h"
28
29namespace neml2
30{
31class BatchTensor : public BatchTensorBase<BatchTensor>
32{
33public:
35
37 [[nodiscard]] static BatchTensor
39 const torch::TensorOptions & options = default_tensor_options());
41 [[nodiscard]] static BatchTensor
44 const torch::TensorOptions & options = default_tensor_options());
46 [[nodiscard]] static BatchTensor
48 const torch::TensorOptions & options = default_tensor_options());
50 [[nodiscard]] static BatchTensor
53 const torch::TensorOptions & options = default_tensor_options());
55 [[nodiscard]] static BatchTensor
57 const torch::TensorOptions & options = default_tensor_options());
59 [[nodiscard]] static BatchTensor
62 const torch::TensorOptions & options = default_tensor_options());
64 [[nodiscard]] static BatchTensor
66 Real init,
67 const torch::TensorOptions & options = default_tensor_options());
69 [[nodiscard]] static BatchTensor
72 Real init,
73 const torch::TensorOptions & options = default_tensor_options());
75 [[nodiscard]] static BatchTensor
76 identity(TorchSize n, const torch::TensorOptions & options = default_tensor_options());
78 [[nodiscard]] static BatchTensor
81 const torch::TensorOptions & options = default_tensor_options());
82};
83
84namespace math
85{
92BatchTensor bmm(const BatchTensor & a, const BatchTensor & b);
93
101BatchTensor bmv(const BatchTensor & a, const BatchTensor & v);
102
110BatchTensor bvv(const BatchTensor & a, const BatchTensor & b);
111}
112
113BatchTensor operator*(const BatchTensor & a, const BatchTensor & b);
114}
NEML2's enhanced tensor type.
Definition BatchTensorBase.h:46
BatchTensorBase()=default
Default constructor.
Definition BatchTensor.h:32
static BatchTensor zeros(const TorchShapeRef &base_shape, const torch::TensorOptions &options=default_tensor_options())
Unbatched tensor filled with zeros given base shape.
Definition BatchTensor.cxx:45
static BatchTensor full(const TorchShapeRef &base_shape, Real init, const torch::TensorOptions &options=default_tensor_options())
Unbatched tensor filled with a given value given base shape.
Definition BatchTensor.cxx:75
static BatchTensor identity(TorchSize n, const torch::TensorOptions &options=default_tensor_options())
Unbatched identity tensor.
Definition BatchTensor.cxx:91
static BatchTensor ones(const TorchShapeRef &base_shape, const torch::TensorOptions &options=default_tensor_options())
Unbatched tensor filled with ones given base shape.
Definition BatchTensor.cxx:60
static BatchTensor empty(const TorchShapeRef &base_shape, const torch::TensorOptions &options=default_tensor_options())
Unbatched empty tensor given base shape.
Definition BatchTensor.cxx:30
The wrapper (decorator) for cross-referencing unresolved values at parse time.
Definition CrossRef.h:52
BatchTensor bvv(const BatchTensor &a, const BatchTensor &b)
Batched vector-vector (dot) product.
Definition BatchTensor.cxx:137
BatchTensor bmv(const BatchTensor &a, const BatchTensor &v)
Batched matrix-vector product.
Definition BatchTensor.cxx:122
BatchTensor bmm(const BatchTensor &a, const BatchTensor &b)
Batched matrix-matrix product.
Definition BatchTensor.cxx:107
Definition CrossRef.cxx:32
BatchTensor operator*(const BatchTensor &a, const BatchTensor &b)
Definition BatchTensor.cxx:153
const torch::TensorOptions default_tensor_options()
Definition types.cxx:30
int64_t TorchSize
Definition types.h:33
double Real
Definition types.h:31
torch::IntArrayRef TorchShapeRef
Definition types.h:35