From e394d6c45bcc1e5650bcbeff5a3246316f6842f0 Mon Sep 17 00:00:00 2001 From: Prefetch Date: Sat, 1 May 2021 17:23:45 +0200 Subject: Expand knowledge base --- .../bernstein-vazirani-circuit.png | Bin 0 -> 20485 bytes .../concept/bernstein-vazirani-algorithm/index.pdc | 107 +++++++++++++++++++++ 2 files changed, 107 insertions(+) create mode 100644 content/know/concept/bernstein-vazirani-algorithm/bernstein-vazirani-circuit.png create mode 100644 content/know/concept/bernstein-vazirani-algorithm/index.pdc (limited to 'content/know/concept/bernstein-vazirani-algorithm') diff --git a/content/know/concept/bernstein-vazirani-algorithm/bernstein-vazirani-circuit.png b/content/know/concept/bernstein-vazirani-algorithm/bernstein-vazirani-circuit.png new file mode 100644 index 0000000..fdeabf5 Binary files /dev/null and b/content/know/concept/bernstein-vazirani-algorithm/bernstein-vazirani-circuit.png differ diff --git a/content/know/concept/bernstein-vazirani-algorithm/index.pdc b/content/know/concept/bernstein-vazirani-algorithm/index.pdc new file mode 100644 index 0000000..22de51a --- /dev/null +++ b/content/know/concept/bernstein-vazirani-algorithm/index.pdc @@ -0,0 +1,107 @@ +--- +title: "Bernstein-Vazirani algorithm" +firstLetter: "B" +publishDate: 2021-05-01 +categories: +- Quantum information +- Algorithms + +date: 2021-04-13T10:28:44+02:00 +draft: false +markup: pandoc +--- + +# Bernstein-Vazirani algorithm + +In quantum information, +the **Bernstein-Vazirani algorithm** proves +the supremacy of quantum computers +over classical deterministic or probabilistic computers. +It is extremely similar to the +[Deutsch-Jozsa algorithm](/know/concept/deutsch-jozsa-algorithm/), +and even uses the same circuit. + +It solves a very artificial problem: +we are given a "black box" function $f(x)$ +that takes an $N$-bit $x$ and returns a single bit, +which we are promised is the lowest bit of the bitwise dot product +of $x$ with an unknown $N$-bit string $s$: + +$$\begin{aligned} + f(x) + = s \cdot x \:\:(\bmod 2) + = (s_1 x_1 + s_2 x_2 + \:...\: + s_N x_N) \:\:(\bmod 2) +\end{aligned}$$ + +The goal is to find $s$. +To solve this problem, +a classical computer would need to call $f(x)$ exactly $N$ times +with $x = 2^n$ for $n \in \{ 0, ..., N \!-\! 1\}$. +However, the Bernstein-Vazirani algorithm +allows a quantum computer to do it with only a single query. +It uses the following circuit: + + + + + +Where $U_f$ is a phase oracle, +whose action is defined as follows, +where $\ket{x} = \ket{x_1} \cdots \ket{x_N}$: + +$$\begin{aligned} + \ket{x} + \quad \to \boxed{U_f} \to \quad + (-1)^{f(x)} \ket{x} + = (-1)^{s \cdot x} \ket{x} +\end{aligned}$$ + +That is, it introduces a phase flip based on the value of $f(x)$. +For an example implementation of such an oracle, +see the Deutsch-Jozsa algorithm: +its circuit is identical to this one, +but describes $U_f$ in a different (but equivalent) way. + +Starting from the state $\ket{0}^{\otimes N}$, +applying the [Hadamard gate](/know/concept/hadamard-gate/) $H$ +to all qubits yields: + +$$\begin{aligned} + \ket{0}^{\otimes N} + \quad \to \boxed{H^{\otimes N}} \to \quad + \ket{+}^{\otimes N} + = \frac{1}{\sqrt{2^N}} \sum_{x = 0}^{2^N - 1} \ket{x} +\end{aligned}$$ + +This is an equal superposition of all candidates $\ket{x}$, +which we feed to the oracle: + +$$\begin{aligned} + \frac{1}{\sqrt{2^N}} \sum_{x = 0}^{2^N - 1} \ket{x} + \quad \to \boxed{U_f} \to \quad + \frac{1}{\sqrt{2^N}} \sum_{x = 0}^{2^N - 1} (-1)^{s \cdot x} \ket{x} +\end{aligned}$$ + +Then, thanks to the definition of the Hadamard transform, +a final set of $H$-gates leads us to: + +$$\begin{aligned} + \frac{1}{\sqrt{2^N}} \sum_{x = 0}^{2^N - 1} (-1)^{s \cdot x} \ket{x} + \quad \to \boxed{H^{\otimes N}} \to \quad + \ket{s} + = \ket{s_1} \cdots \ket{s_N} +\end{aligned}$$ + +Which, upon measurement, gives us the desired binary representation of $s$. +For comparison, the Deutsch-Jozsa algorithm only cares whether $s = 0$ or $s \neq 0$, +whereas this algorithm is interested in the exact value of $s$. + + + +## References +1. J.S. Neergaard-Nielsen, + *Quantum information: lectures notes*, + 2021, unpublished. +2. S. Aaronson, + *Introduction to quantum information science: lecture notes*, + 2018, unpublished. -- cgit v1.2.3