Functions

The functions/operators are defined in the ten/tensor.hxx and in ten/functional.hxx.

Elementwise operations

Operators +, -, *, and / are defined for tensors, matrices and vectors.

ten::tensor<float, Rank> x(shape);
ten::tensor<float, Rank> y(shape);
auto z = x op y;

Scalar tensor operations

Operators +, -, *, and / are overloaded for scalar - tensor, matrix and vector operations.

ten::tensor<float, Rank> x(shape);
auto a = 1.0f op x;
auto b = x op 1.0f;
ten::tensor<float, 3> x({2, 3, 4});
auto a = 1.0f - x;
auto b = x - 1.0f;
  • Multiplication

ten::tensor<float, 3> x({2, 3, 4});
auto a = 2.0f * x;
auto b = x * 2.0f;
  • Division

ten::tensor<float, 3> x({2, 3, 4});
auto a = 1.0f / x;
auto b = x / 2.0f;

Expression and tensor functions

Expression and tensor functions

Description

Function

Minimum

ten::min(expr)

Maximum

ten::max(expr)

Mean

ten::mean(expr)

Sum of the elements

ten::sum(expr)

Cumulative sum of a vector

ten::cum_sum(expr)

Product of the elements

ten::prod(expr)

Elementwise absolute value

ten::abs(expr)

Elementwise sqrt

ten::sqrt(expr)

Elementwise squared values

ten::sqr(expr)

Elementwise sinus

ten::sin(expr)

Elementwise sinh

ten::sinh(expr)

Elementwise asin

ten::asin(expr)

Elementwise cos

ten::cos(expr)

Elementwise cosh

ten::cosh(expr)

Elementwise acos

ten::acos(expr)

Elementwise tan

ten::tan(expr)

Elementwise tanh

ten::tanh(expr)

Elementwise atan

ten::atan(expr)

Elementwise exp

ten::exp(expr)

Elementwise log

ten::log(expr)

Elementwise log10

ten::log10(expr)

Elementwise floor

ten::floor(expr)

Elementwise ceil

ten::ceil(expr)

Elementwise power

ten::pow(expr, n)

Tensor functions

Tensor functions

Description

Function

Tests whether all the elements are close to 0 within a tolerance eps

ten::all_close(tensor, eps)

TODO

Expression and tensor functions

Description

Function

Sum along an axis or dimension

ten::sum(expr, axis)

Mean along an axis or dimension

ten::mean(expr, axis)

Standard deviation

ten::std(expr)

Standard deviation along an axis or dimension

ten::std(expr, axis)

Matrix functions

Description

Function

Exponential of a matrix

ten::matrix_exp(expr)

Power of a matrix

ten::matrix_pow(expr, n)

Cosinus of a matrix

ten::matrix_cos(expr)

Sinus of a matrix

ten::matrix_sin(expr)