String-based Pauli algebraic manipulations
Project description
stringebraic
Stringebraic is a library of methods for representing a Hamiltonian (i.e., a matrix) as a sum of Pauli strings and a quantum state (i.e., a vector) as a sum of bitstrings. This perspective allows for a variety of operations using these strings, such as matrix-vector multiplication, inner products, and other algebraic manipulations.
🐦: Why take this approach?
🐧: Because the computational complexity of these operations typically grows exponentially with the number of qubits—or, equivalently, with the size of the matrix.
In layman's terms, it automates Pauli algebra by:
- removing the concept of matrix and vector size,
- performing the matrix multiplication with string-based rules.
Input Files:
input_string_list.pkl– A pickle file containing a list of bitstrings that compose the quantum state.input_string_coeff_list.pkl– A pickle file containing a list of coefficients that compose the quantum state.pauli_matrix_list.pkl– A pickle file containing a list of Pauli strings that compose the Hamiltonian.pauli_coeff_list.pkl– A pickle file containing a list of Pauli coefficients that compose the Hamiltonian.
Output:
The inner product value– A scalar for what the inner product (e.g., expected energy) is.
Installation
It can be installed with pip, ideally by using a virtual environment. Open up a terminal and install the package and the dependencies with:
pip install stringebraic
or
python -m pip install stringebraic
🐍 This requires Python 3.8 or newer versions
Steps to fast compute the inner product energy using Pauli string algebra
-
Prepare the input files (i.e., converting the quantum Hamiltonian and quantum state into lists of strings and coefficients, as specified in the above section).
-
Run the command to generate a inner product (i.e., a scalar):
stringebraic input_string_list.pkl input_string_coeff_list.pkl pauli_matrix_list.pkl pauli_coeff_list.pkl
Test
You may test the installation using the sample input files (input_string_list.pkl and
input_string_coeff_list.pkl, pauli_matrix_list.pkl and pauli_coeff_list.pkl) located in the test folder.
♥ Lastly executed on Python 3.10 on 2025-06-05.
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