some final work

master
Daniel Knüttel 2020-04-09 11:46:22 +02:00
parent 434285f9fe
commit d3e38f6f7e
15 changed files with 209 additions and 158 deletions

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View File

@ -1 +1 @@
{"nstart": 400, "nstop": 2800, "step": 50, "ncircuits": 100, "nqbits0": 100, "nqbits1": 50, "seed": 3735928559}
{"nstart": 400, "nstop": 2600, "step": 50, "ncircuits": 50, "nqbits0": 100, "nqbits1": 50, "seed": 3735928559}

View File

@ -51,9 +51,9 @@ def test_scaling_circuits(state_factory
if __name__ == "__main__":
nstart = 400
nstop = 2800
nstop = 2600
step = 50
ncircuits = 100
ncircuits = 50
nqbits0 = 100
nqbits1 = 50
seed = 0xdeadbeef
@ -65,7 +65,7 @@ if __name__ == "__main__":
, step
, nqbits0
, ncircuits
, repeat=10)
, repeat=5)
np.random.seed(seed)
results_graph1 = test_scaling_circuits(GraphState.new_zero_state
, nstart
@ -73,7 +73,7 @@ if __name__ == "__main__":
, step
, nqbits1
, ncircuits
, repeat=10)
, repeat=4)
np.savetxt("circuit_scaling_graph0.csv", results_graph0)
print("saved results0 to circuit_scaling_graph0.csv")

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@ -6,6 +6,7 @@
\usepackage{setspace}
\usepackage{amsmath}
\usepackage{hyperref}
\usepackage{url}
\usepackage{geometry}
\usepackage{enumerate}
\usepackage{physics}
@ -13,7 +14,7 @@
%\usepackage{struktex}
\usepackage{qcircuit}
\usepackage{adjustbox}
\usepackage{tikz}
%\usepackage{tikz}
\usetheme{metropolis}
@ -71,7 +72,7 @@
\item{A universal quantum computer is a $2^n$ dimensional complex vector
to which any unitary can be applied with a quantum mechanical measurement process.}
\item{Algorithms using the exponentially large Hilbert space can
solve classically exponentially hard problems in polynomial time.}
solve some classically exponentially hard problems in polynomial time.}
\end{itemize}
\end{frame}
@ -275,9 +276,24 @@
starting from the $\ket{0}^{\otimes n}$ state can be
simulated and sampled efficiently, i.e. in $\mbox{poly}(n, m)$ time
where $m$ is the amount of gates/measurements.}
\end{itemize}
\end{frame}
}
{
\begin{frame}{The Gottesman-Knill Theorem}
\begin{itemize}
\item{Note that a general state has $2^n$ complex coefficients.
Computing operations on this state is therefore exponentially hard in
$n$.}
\item{Note that using the $R_\phi$ is universal and $R_\frac{\pi}{4}$
allows rational approximations of universal gates.}
\item{Restricting $\phi$ to $\frac{\pi}{2}$ allows the simulation of
large numbers of qbits on a classical computer.\\
{\bf Goal of this project is to create a simulator that can
simulate several thousand up to millions of qbits.
}}
\end{itemize}
\end{frame}
@ -349,13 +365,9 @@
\begin{itemize}
\item{In general a Clifford gate $U \in C_n$ will map a stabilizer state to another stabilizer state.
The new state is stabilized by $\langle U S^{(i)} U^\dagger \rangle_i$.}
\item{A Pauli observable $g_a \in \{X_a, Y_a, Z_a\}$ will either commute with all stabilizers
(in this case $g_a$ is a stabilizer, the measurement is deterministic and the stabilizers are unchanged) or
or anticommute with at least one stabilizer.}
\item{If $g_a$ anticommutes with a subset $A := \{S^{(i)} | \{S^{(i)}, g_a\} = 0 \}$
the probability to measure $+1$ or $-1$ is $\frac{1}{2}$ and the stabilizers $A$
are changed.}
\item{When going from $+g_a$ to $-g_a$ the results are changed from $+1$ to $-1$ and vice versa.}
\item{One can show that measurements of Pauli observables are covered by the stabilizer formalism.}
\item{When measuring Pauli observable probability amplitudes of $0, 1$ or $\frac{1}{2}$ are
possible.}
\end{itemize}
\end{frame}
}
@ -363,14 +375,13 @@
{
\begin{frame}{Graphical States}
\begin{itemize}
\item{The graphical representation of stabilizer states is an optimized way to write
\item{The graphical representation is an optimized way to write
the stabilizers.}
\item{
$(V, E, O)$ is called the graphical representation of
a stabilizer state if $V = \{0, ..., n-1\}$,
$E \subset \{\{i,j\} | i,j \in V, i \neq j \}$ and
$O = \{o_0, ..., o_{n-1}\}$ where $o_i \in C_1$.
$G = (V, E)$ is a graph, $O$ are called vertex operators.
For a set of vertices $V = \{0, ..., n-1\}$, some edges
$E \subset V \otimes V$, and local Clifford operators
$O = \{o_0, ..., o_{n-1}\}$ the tuple $(V, E, O)$
is the graphical representation of a stabilizer state.
}
\item{The state associated with $(V, E, O)$ is given by
\begin{equation}
@ -570,8 +581,20 @@
{
\begin{frame}{Implementation}
\noindent\begin{minipage}{0.5\textwidth}
\center
\includegraphics[width=\textwidth,height=0.8\textheight,keepaspectratio=true]{screenshot_github.png}
\end{minipage} \hfill
\begin{minipage}{0.4\textwidth}
{\small
\begin{itemize}
\item{The code is GPLv3.0 licensed.}
\item{GitHub repository: \url{https://github.com/daknuett/pyqcs}}
\item{Install it via PyPI: \lstinline{pip3 install pyqcs}}
\item{The code is tested automatically on TravisCI.}
\end{itemize}
}
\end{minipage}
\end{frame}
}
@ -680,4 +703,10 @@
\end{itemize}
\end{frame}
}
{
\begin{frame}{References}
See the bibliography of my bachelor thesis.
\end{frame}
}
\end{document}

View File

@ -66,9 +66,9 @@ code is converted to an image using
It has been mentioned several times that the implementation with
\lstinline{ufuncs} as gates is faster than a pure \lstinline{python}
implementation. To support this statement a simple benchmark is written. The
relatively simple Pauli $X$ gate us implemented, more complicated gates like $CX$ or $H$
relatively simple Pauli $X$ gate is implemented, more complicated gates like $CX$ or $H$
have worse performance when written in \lstinline{python}. The performance
improvement when in this example is a factor around $6.4$.
improvement in this example is a factor around $6.4$.
One must note that the tested \lstinline{python} code is not
realistic and in a possible application there would be a significant overhead.

View File

@ -3,9 +3,9 @@
As seen in \ref{ref:performance} simulation using stabilizers is exponentially
faster than simulating with dense state vectors. The graphical representation
for stabilizer states is on average more efficiently than the stabilizer
tableaux. In particular one can simulate more qbits while only applying
Clifford gates.
for stabilizer states is in realistic cases more efficiently than the
stabilizer tableaux \cite{andersbriegel2005}. In particular one can simulate
more qbits while only applying Clifford gates.
This is considerably useful when working on quantum error correcting strategies
as they often include many qbits; the smallest quantum error correcting
@ -119,4 +119,5 @@ The exponential speedup of quantum computing is often attributed to
entanglement, superposition and interference effects
\cite{uwaterloo}\cite{21732}\cite{vandennest2018}. Stabilizer states show
entanglement, superposition and interference effects; as do computations using
general normalizers \cite{vandennest2018}.
general normalizers \cite{vandennest2018}. The question why quantum computing
can speed up computations exponentially is non-trivial.

View File

@ -172,7 +172,13 @@ For the graphical state $(V, E, O)$ the list of vertices $V$ can be stored impli
by demanding $V = \{0, ..., n - 1\}$. This leaves two components that have to be stored:
The edges $E$ and the vertex operators $O$. Storing the vertex operators is
done using a \lstinline{uint8_t} array. Every local Clifford operator is
associated with an integer ranging from $0$ to $23$. Their order is
associated with an integer ranging from $0$ to $23$
\footnote{
\cite{andersbriegel2005} also uses integers from $0$ to $23$ to represent
the Clifford operators. The authors do not describe the mapping from integer
to operator and the order might be different.
}
. Their order is
\begin{equation}
\begin{aligned}
@ -224,7 +230,8 @@ a vertex. Also one must take care to keep the memory required to store a state
low. To meet both requirements a linked list-array hybrid is used. For every
vertex the neighbourhood is stored in a sorted linked list (which is a sparse
representation of a column vector) and these adjacency lists are stored in
a length $n$ array.
a length $n$ array. \cite{andersbriegel2005} uses the same representation for
the graph.
Using this storage method all operations - including searching and toggling edges -
inherit their time complexity from the sorted linked list.
@ -240,7 +247,7 @@ three classes of operations.
\begin{description}
\item[\hspace{-1em}]{\lstinline{RawGraphState.apply_C_L}\\
This method implements local Clifford gates. It takes the qbit index
and the index of the local Clifford operator (ranging form $0$ to $23$).}
and the index of the local Clifford operator (ranging from $0$ to $23$).}
\item[\hspace{-1em}]{\lstinline{RawGraphState.apply_CZ}\\
Applies the $CZ$ gate to the state. The first argument is the
act-qbit, the second the control qbit (note that this is just for
@ -270,7 +277,7 @@ of the user.
This implementation reads byte code from a file and executes it. The execution is
always done in three steps:
\begin{enumerate}[1]
\begin{enumerate}[1.]
\item{Initializing the state according the header of the byte code file.}
\item{Applying operations given by the byte code to the state. This includes local
Clifford gates, $CZ$ gates and measurements (the measurement outcome is ignored).}
@ -363,7 +370,7 @@ circuits are used. Length $m$ circuits are generated from the probability space
with the uniform distribution. The continuous part $[0, 2\pi)$ is ignored when
generating random circuits for the graphical simulator; in order to generate
random circuits for dense vector simulations this is used as the argument $\phi$ of the
$R_\phi$ gate. For $m=1$ an outcome is mapped to a gate where
$R_\phi$ gate. For $m=1$ an outcome is mapped to a gate with
\begin{equation}
\begin{aligned}
@ -382,7 +389,12 @@ dense vector simulator $S$ can be replaced by $R_\phi$ with the parameter $x$.
Using this method circuits are generated and applied both to graphical and
dense vector states and the time required to execute the operations
\cite{timeit} is measured. The resulting graph can be seen in
\cite{timeit} is measured\footnote{
The used computer had an \lstinline{Intel(R) Core(TM) i5-4590 CPU @ 3.30GHz} processor,
\lstinline{7.7 GiB} RAM, and \lstinline{27 GiB} SSD swap space (which was unused).
The operating system was \lstinline{Linux 4.19.0-8-amd64 #1 SMP Debian 4.19.98-1 (2020-01-26) x86_64 GNU/Linux}.
}. The resulting graph can be seen in
Figure \ref{fig:scaling_qbits_linear} and Figure \ref{fig:scaling_qbits_log}.
Note that in both cases the length of the circuits have been scaled linearly
with the amount of qbits and the measured time was divided by the number of
@ -421,11 +433,11 @@ the stabilizer tableaux like CHP \cite{CHP} with an average runtime behaviour
of $\mathcal{O}\left(n\log(n)\right)$ instead of $\mathcal{O}\left(n^2\right)$.
One should be aware that the gate execution time (the time required to apply
a gate to the state) highly depends on the state it is applied to. For the
a gate to the state) highly depends on the state it is applied to \cite{andersbriegel2005}. For the
dense vector simulator and CHP this is not true: Gate execution time is
constant for all gates and states. Because the graphical simulator has to
toggle neighbourhoods the gate execution time of the $CZ$ gate varies
significantly. The plot Figure \ref{fig:scaling_circuits_linear}
toggle neighbourhoods the gate execution time of the $CZ$ and $M$ gates vary
significantly \cite{andersbriegel2005}. The plot Figure \ref{fig:scaling_circuits_linear}
shows the circuit execution time for two different numbers of qbits. One can observe three
regimes:
@ -455,7 +467,7 @@ regimes:
These three regimes can be explained when considering the graphical states that
typical live in these regimes. With increased circuit length the amount of
edges increases which makes toggling neighbourhoods harder. Graphs from the
edges increases which makes toggling neighbourhoods harder \cite{andersbriegel2005}. Graphs from the
low-linear, intermediate and high-linear regime can be seen in Figure
\ref{fig:graph_low_linear_regime}, Figure \ref{fig:graph_intermediate_regime}
and Figure \ref{fig:graph_high_linear_regime}. Due to the great amount of edges

View File

@ -16,6 +16,8 @@ This performance has since been improved to $n\log(n)$ time on average
\section{Stabilizers and Stabilizer States}
The discussion below follows the argumentation given in \cite{nielsen_chuang_2010}.
\subsection{Local Pauli Group and Multilocal Pauli Group}
\begin{definition}
@ -46,7 +48,6 @@ deduced from its definition via the tensor product.
\subsection{Stabilizers}
The discussion below follows the argumentation given in \cite{nielsen_chuang_2010}.
\begin{definition}
\label{def:stabilizer}
@ -292,6 +293,8 @@ and $s=0$ are obtained with probability $\frac{1}{2}$ and after choosing a $S^{(
\section{The VOP-free Graph States}
This section will discuss the vertex operator (VOP)-free graph states. Why they
are called vertex operator-free will be clear in \ref{ref:sec_g_states}.
Most of the discussion here is adapted from \cite{hein_eisert_briegel2008}
whith some parts from \cite{andersbriegel2005}.
\subsection{VOP-free Graph States}
@ -650,7 +653,7 @@ studying its dynamics. The simplest case is a local Clifford operator $c_j$
acting on a qbit $j$ changing the stabilizers to $\langle c_j S^{(i)}
c_j^\dagger\rangle_i$. Using the definition of the graphical representation one
sees that just the vertex operators are changed and the new vertex operators
are given by
are given by \cite{andersbriegel2005}
\begin{equation}
\begin{aligned}

View File

@ -88,6 +88,20 @@ Supervised by Prof. Dr. Christoph Lehner}
\bibliographystyle{unsrt}
\bibliography{main}{}
\newpage
{\Large\textbf{Acknowledgements}}
\\
\\
I want to thank Prof. Dr. Christoph Lehner for offering me the possibility to
write this thesis in his workgroup. He also found the time to answer my
questions and help me when I got stuck while keeping an inspiring atmosphere.\\
Further I own a big thank you to Simon Feyrer for proof-reading my thesis. \\
Also I want to thank Andreas Hackl for proof-reading my thesis and helping out
with several technical problems.\\
Thanks to Shirley Galbaw for helping to fix some of my terrible ingris grammar.
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\textbf{Erklärung zur Anfertigung:}\\
Ich habe die Arbeit selbständig verfasst, keine anderen als die angegebenen