NEML2 1.4.0
Loading...
Searching...
No Matches
Tensor.h
1// Copyright 2024, 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)
6//
7// Permission is hereby granted, free of charge, to any person obtaining a copy
8// of this software and associated documentation files (the "Software"), to deal
9// in the Software without restriction, including without limitation the rights
10// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
11// copies of the Software, and to permit persons to whom the Software is
12// furnished to do so, subject to the following conditions:
13//
14// The above copyright notice and this permission notice shall be included in
15// all copies or substantial portions of the Software.
16//
17// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
18// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
19// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
20// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
21// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
22// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
23// THE SOFTWARE.
24
25#pragma once
26
27#include "neml2/tensors/TensorBase.h"
28
29namespace neml2
30{
31class Tensor : public TensorBase<Tensor>
32{
33public:
35
37 [[nodiscard]] static Tensor
39 const torch::TensorOptions & options = default_tensor_options());
41 [[nodiscard]] static Tensor
44 const torch::TensorOptions & options = default_tensor_options());
46 [[nodiscard]] static Tensor
48 const torch::TensorOptions & options = default_tensor_options());
50 [[nodiscard]] static Tensor
53 const torch::TensorOptions & options = default_tensor_options());
56 const torch::TensorOptions & options = default_tensor_options());
60 const torch::TensorOptions & options = default_tensor_options());
63 Real init,
64 const torch::TensorOptions & options = default_tensor_options());
68 Real init,
69 const torch::TensorOptions & options = default_tensor_options());
71 [[nodiscard]] static Tensor
72 identity(Size n, const torch::TensorOptions & options = default_tensor_options());
74 [[nodiscard]] static Tensor
76 Size n,
77 const torch::TensorOptions & options = default_tensor_options());
78};
79
80namespace math
81{
88Tensor bmm(const Tensor & a, const Tensor & b);
89
97Tensor bmv(const Tensor & a, const Tensor & v);
98
106Tensor bvv(const Tensor & a, const Tensor & b);
107}
108
109Tensor operator*(const Tensor & a, const Tensor & b);
110}
The wrapper (decorator) for cross-referencing unresolved values at parse time.
Definition CrossRef.h:56
NEML2's enhanced tensor type.
Definition TensorBase.h:46
TensorBase()=default
Default constructor.
Definition Tensor.h:32
static Tensor empty(const TensorShapeRef &base_shape, const torch::TensorOptions &options=default_tensor_options())
Unbatched empty tensor given base shape.
Definition Tensor.cxx:30
static Tensor ones(const TensorShapeRef &base_shape, const torch::TensorOptions &options=default_tensor_options())
Unbatched tensor filled with ones given base shape.
Definition Tensor.cxx:60
static Tensor zeros(const TensorShapeRef &base_shape, const torch::TensorOptions &options=default_tensor_options())
Unbatched tensor filled with zeros given base shape.
Definition Tensor.cxx:45
static Tensor identity(Size n, const torch::TensorOptions &options=default_tensor_options())
Unbatched identity tensor.
Definition Tensor.cxx:91
static Tensor full(const TensorShapeRef &base_shape, Real init, const torch::TensorOptions &options=default_tensor_options())
Unbatched tensor filled with a given value given base shape.
Definition Tensor.cxx:75
Tensor bmv(const Tensor &a, const Tensor &v)
Batched matrix-vector product.
Definition Tensor.cxx:120
Tensor bvv(const Tensor &a, const Tensor &b)
Batched vector-vector (dot) product.
Definition Tensor.cxx:135
Tensor bmm(const Tensor &a, const Tensor &b)
Batched matrix-matrix product.
Definition Tensor.cxx:105
Definition CrossRef.cxx:30
Vec operator*(const Derived1 &A, const Derived2 &b)
matrix-vector product
Definition R2Base.cxx:233
torch::TensorOptions & default_tensor_options()
Definition types.cxx:30
double Real
Definition types.h:31
int64_t Size
Definition types.h:33
torch::IntArrayRef TensorShapeRef
Definition types.h:35