Quick Reference: Solutions

The Sol class represents a solution to a QUBO problem. It stores variable assignments along with the energy value and time-to-solution.

Creating a Sol

Expression Description
Sol(expr) Create an all-zero solution for expression expr

Getting Variable Values

Expression Return Type Description
sol(x) int Evaluate Var x (returns 0 or 1)
sol(t) int Evaluate Term t
sol(f) int Evaluate Expr f

For arrays, use element-wise access:

for i in range(n):
    print(sol(x[i]))

Setting Variable Values

Expression Description
sol.set(x, value) Set variable x to value (0 or 1)
sol.set(other_sol) Copy all variable values from another Sol
sol.set([(x, val), ...]) Set variable values from a list of pairs
sol.set([other_sol, [(x, val), ...]]) Copy from Sol, then apply pair list
sol.set([(x[0], 1), (x[1], 0), (vi, 5)])

The set method returns self, allowing chaining:

full_sol = Sol(f).set([sol, [(x[0], 1)]])

Energy and Evaluation

Expression Return Type Description
sol.energy int Return the stored energy value
sol.comp_energy() int Recompute energy from current variable values and store it
sol.tts float Time-to-solution (seconds)

sol.energy is a property that returns the energy value stored when the solver found the solution. It does not recompute the energy. After calling sol.set() to modify variable values, the stored energy becomes invalid. Accessing sol.energy in this state raises an error. Call sol.comp_energy() to recompute and update the energy before accessing it.

Extracting Integers from Solutions

onehot_to_int() — One-Hot Decoding

Expression Return Type Description
qbpp.onehot_to_int(sol(x)) Array Decode one-hot along last axis (default)
qbpp.onehot_to_int(sol(x), k) Array Decode one-hot along axis $k$

Decodes along the specified axis and returns an array with one fewer dimension. The output shape is the input shape with axis $k$ removed, and each element is the index of the 1 along that axis. Negative indices are supported (e.g., -1 = last axis). Returns $-1$ for slices that are not valid one-hot vectors.

For more details and examples, see One-Hot to Integer Conversion.

Solver Info

The solver result classes (EasySolverSol, ExhaustiveSolverSol, ABS3SolverSol) inherit from Sol and provide additional information via info.

Expression Return Type Description
sol.info dict Key-value pairs of solver information
sol.sols() list[Sol] All collected solutions
sol.size() int Number of collected solutions
sol[i] Sol Access the $i$-th solution

The info dictionary contains solver metadata as string key-value pairs. Representative keys include:

Key Description
"flip_count" Total number of variable flips performed
"var_count" Number of variables in the model
"term_count" Number of terms in the model
"version" QUBO++ version
"cpu_name" CPU model name
"hostname" Machine hostname
for k, v in sol.info.items():
    print(f"{k} = {v}")

Printing

print(sol)

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Page last modified: 2026.04.04.