How to implement dwave qbsolve in python
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To implement D-W ave's qbsolv in Python, you will need to follow these steps:
1. Install the qbsolv package using pip. Open a command prompt or terminal and type the following command:
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pip install dwave-qbsolv
Import the qbsolv module in your Python script:
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import dwave_qbsolv as qbsolv
2. Define your QUBO problem as a dictionary, where the keys are tuples representing the indices of the variables and the values are the coefficients of the corresponding quadratic terms. For example:
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Q = {(0, 0): -1, (0, 1): 2, (1, 1): -1}
3. Call the qbsolv function, passing in the QUBO dictionary and any optional parameters. For example:
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response = qbsolv.QBSolv().sample_qubo(Q)
4. The response object contains the solution to the QUBO problem in a format that depends on the solver used. For qbsolv, the response is a list of dictionaries representing the solutions, with each dictionary containing the variable assignments and the corresponding energy value.
5. Extract the solution from the response object. For example:
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solution = response[0]['sample']
energy = response[0]['energy']
6. The solution variable contains a dictionary with the variable assignments, where the keys are the variable indices and the values are either 0 or 1. The energy variable contains the energy value of the solution.
That's it! You have successfully implemented D-Wave's qbsolv in Python to solve a QUBO problem.
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