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Tr
  • See Also
    • Total
    • Diagonal
    • Transpose
    • Det
    • DiagonalMatrix
    • Eigenvalues
  • Related Guides
    • Matrix Operations
    • Tensors
    • GPU Computing
    • Matrices and Linear Algebra
    • Symbolic Vectors, Matrices and Arrays
    • GPU Computing with NVIDIA
  • Tech Notes
    • Basic Matrix Operations
    • Vectors and Matrices
    • Tensors
    • See Also
      • Total
      • Diagonal
      • Transpose
      • Det
      • DiagonalMatrix
      • Eigenvalues
    • Related Guides
      • Matrix Operations
      • Tensors
      • GPU Computing
      • Matrices and Linear Algebra
      • Symbolic Vectors, Matrices and Arrays
      • GPU Computing with NVIDIA
    • Tech Notes
      • Basic Matrix Operations
      • Vectors and Matrices
      • Tensors

Tr[list]

finds the trace of the matrix or tensor list.

Tr[list,f]

finds a generalized trace, combining terms with f instead of Plus.

Tr[list,f,n]

goes down to level n in list.

Details
Details and Options Details and Options
Examples  
Basic Examples  
Scope  
Generalizations & Extensions  
Applications  
Properties & Relations  
See Also
Tech Notes
Related Guides
History
Cite this Page
BUILT-IN SYMBOL
  • See Also
    • Total
    • Diagonal
    • Transpose
    • Det
    • DiagonalMatrix
    • Eigenvalues
  • Related Guides
    • Matrix Operations
    • Tensors
    • GPU Computing
    • Matrices and Linear Algebra
    • Symbolic Vectors, Matrices and Arrays
    • GPU Computing with NVIDIA
  • Tech Notes
    • Basic Matrix Operations
    • Vectors and Matrices
    • Tensors
    • See Also
      • Total
      • Diagonal
      • Transpose
      • Det
      • DiagonalMatrix
      • Eigenvalues
    • Related Guides
      • Matrix Operations
      • Tensors
      • GPU Computing
      • Matrices and Linear Algebra
      • Symbolic Vectors, Matrices and Arrays
      • GPU Computing with NVIDIA
    • Tech Notes
      • Basic Matrix Operations
      • Vectors and Matrices
      • Tensors

Tr

Tr[list]

finds the trace of the matrix or tensor list.

Tr[list,f]

finds a generalized trace, combining terms with f instead of Plus.

Tr[list,f,n]

goes down to level n in list.

Details

  • Tr[list] sums the diagonal elements list[[i,i,…]].
  • Tr works for rectangular as well as square matrices and tensors.
  • Tr can be used on SparseArray objects. »

Examples

open all close all

Basic Examples  (1)

The trace of a matrix is the sum of the diagonal elements:

Scope  (2)

Symbolic trace:

Trace of a numerical matrix:

Trace of a sparse matrix:

Generalizations & Extensions  (6)

For a vector Tr gives the sum of the elements:

For a higher‐rank tensor, Tr gives the sum of elements with equal indices:

Apply a function to the diagonal elements of a matrix:

Extract the diagonal of a matrix as a list:

Only consider down to level 1; this adds the rows of the matrix:

Only consider down to level 2:

Applications  (2)

Find the determinant of a triangular matrix:

Define an inner product for the cone of positive definite matrices using :

Project the matrix onto the space spanned by the matrix :

Properties & Relations  (3)

The trace of a matrix is invariant under similarity transformations:

The invariance means that the sum of the eigenvalues must equal the trace:

The Frobenius norm is defined as :

Tr[m,List] is equivalent to Diagonal[m] for a matrix m:

See Also

Total  Diagonal  Transpose  Det  DiagonalMatrix  Eigenvalues

Function Repository: MatrixPartialTrace  FromTensor

Tech Notes

    ▪
  • Basic Matrix Operations
  • ▪
  • Vectors and Matrices
  • ▪
  • Tensors

Related Guides

    ▪
  • Matrix Operations
  • ▪
  • Tensors
  • ▪
  • GPU Computing
  • ▪
  • Matrices and Linear Algebra
  • ▪
  • Symbolic Vectors, Matrices and Arrays
  • ▪
  • GPU Computing with NVIDIA

History

Introduced in 1999 (4.0) | Updated in 2003 (5.0)

Wolfram Research (1999), Tr, Wolfram Language function, https://reference.wolfram.com/language/ref/Tr.html (updated 2003).

Text

Wolfram Research (1999), Tr, Wolfram Language function, https://reference.wolfram.com/language/ref/Tr.html (updated 2003).

CMS

Wolfram Language. 1999. "Tr." Wolfram Language & System Documentation Center. Wolfram Research. Last Modified 2003. https://reference.wolfram.com/language/ref/Tr.html.

APA

Wolfram Language. (1999). Tr. Wolfram Language & System Documentation Center. Retrieved from https://reference.wolfram.com/language/ref/Tr.html

BibTeX

@misc{reference.wolfram_2025_tr, author="Wolfram Research", title="{Tr}", year="2003", howpublished="\url{https://reference.wolfram.com/language/ref/Tr.html}", note=[Accessed: 01-March-2026]}

BibLaTeX

@online{reference.wolfram_2025_tr, organization={Wolfram Research}, title={Tr}, year={2003}, url={https://reference.wolfram.com/language/ref/Tr.html}, note=[Accessed: 01-March-2026]}

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