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grovers.ipynb
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Grover's Algorithm

In [1]:
%load_ext sympyprinting
In [2]:
from sympy import sqrt, symbols, Rational
from sympy import expand, Eq, Symbol, simplify, exp, sin
from sympy.physics.quantum import *
from sympy.physics.quantum.qubit import *
from sympy.physics.quantum.gate import *
from sympy.physics.quantum.grover import *
from sympy.physics.quantum.qft import QFT, IQFT, Fourier
from sympy.physics.quantum.circuitplot import circuit_plot
In [3]:
nqubits = 3

Grover's algorithm is a quantum algorithm which searches an unordered database (inverts a function).
Provides polynomial speedup over classical brute-force search (O(N)vs.O(N))

Define a black box function that returns True if it is passed the state we are searching for.

In [4]:
def black_box(qubits):
    return True if qubits == IntQubit(1, qubits.nqubits) else False

Build a uniform superposition state to start the search.

In [5]:
psi = superposition_basis(nqubits); psi
Out[5]:
142|0+142|1+142|2+142|3+142|4+142|5+142|6+142|7
In [6]:
v = OracleGate(nqubits, black_box)

Perform two iterations of Grover's algorithm. Each iteration, the amplitude of the target state increases.

In [7]:
iter1 = qapply(grover_iteration(psi, v)); iter1
Out[7]:
182|0+582|1+182|2+182|3+182|4+182|5+182|6+182|7
In [8]:
iter2 = qapply(grover_iteration(iter1, v)); iter2
Out[8]:
1162|0+11162|11162|21162|31162|41162|51162|61162|7

A single shot measurement is performed to retrieve the target state.

In [9]:
measure_all_oneshot(iter2)
Out[9]:
|001