cpp_matrix.neural_network Module Reference

Concepts
concept	cpp_matrix::neural_network::Backend

Classes
class	cpp_matrix::neural_network::Linear< Matrix >
class	cpp_matrix::neural_network::Tensor< Matrix >
	Tensor is a matrix supports auto grad. More...

Typedefs
using	ElementType = typename Matrix::ElementType

Functions
template<Backend Matrix>
Tensor< Matrix >	cpp_matrix::neural_network::functional::MeanSquaredErrorLoss (const Tensor< Matrix > &input, const Tensor< Matrix > &target)
	Measure the element-wise Mean Squared Error.
auto	cpp_matrix::neural_network::functional::MseLoss (auto &&... args)
	Alias of MeanSquaredErrorLoss().
template<Backend Matrix>
Tensor< Matrix >	cpp_matrix::neural_network::functional::Sigmoid (const Tensor< Matrix > &tensor)
	Applies the element-wise function \( Sigmoid(x) \).
	Tensor (Matrix m)
	Initialize a tensor with matrix data.
	Tensor (std::initializer_list< std::initializer_list< ElementType > > initData)
	Initialize a tensor with init data.
	Tensor (const Tensor &other)
	Tensor (Tensor &&other)
size_t	Row () const
size_t	Column () const
Tensor	operator- () const
Tensor	operator+ (ElementType v) const
Tensor	operator- (const Tensor &other) const
Tensor	operator* (const Tensor &other) const
Tensor	AddToRow (const Tensor &other) const
Tensor	Pow (ElementType n) const
Tensor	operator+ (const Tensor &other) const
Tensor	operator* (ElementType n) const
Tensor	operator/ (ElementType n) const
Tensor	Exp () const
ElementType	operator[] (size_t row, size_t column) const
Tensor	DivBy (ElementType v) const
	Applies the element-wise function: v / x.
Tensor	Sum () const
	Returns the sum of all elements in the tensor.
Tensor	Derivative (const Tensor &x) const
	Get derivative of tensor at x.
Tensor	SumX () const
	Returns the sum of all elements in the tensor.

Files
file	/__w/CppMatrix/CppMatrix/src/neural_network/module.cpp
file	/__w/CppMatrix/CppMatrix/src/neural_network/backend.cpp
file	/__w/CppMatrix/CppMatrix/src/neural_network/functional.cpp
file	/__w/CppMatrix/CppMatrix/src/neural_network/modules/linear.cpp
file	/__w/CppMatrix/CppMatrix/src/neural_network/modules/module.cpp
file	/__w/CppMatrix/CppMatrix/src/neural_network/tensor.cpp