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Title:Primerjava izbranih kvantnih algoritmov in kvantnih simulatorjev : magistrsko delo
Authors:ID Šipec, Simon (Author)
ID Holobar, Aleš (Mentor) More about this mentor... New window
ID Kramberger, Matej (Comentor)
Files:.pdf MAG_Sipec_Simon_2026.pdf (2,48 MB)
MD5: B536DB3BB39208AC387EAE7FF3415A95
 
Language:Slovenian
Work type:Master's thesis/paper
Typology:2.09 - Master's Thesis
Organization:FERI - Faculty of Electrical Engineering and Computer Science
Abstract:V magistrskem delu smo primerjali učinkovitost in uporabniško izkušnjo treh kvantnih programskih ogrodij Cirq, Qiskit in PennyLane pri simulaciji izbranih kvantnih algoritmov. Za Shorov, Groverjev in Simonov algoritem, kvantni približni optimizacijski algoritem in algoritem Deutsch-Jozsa smo uporabili obstoječe implementacije. Za Deutschev algoritem, Bernstein-Vaziranijev algoritem in generator naključnih števil smo uporabili lastne implementacije. Simulacijo smo izvajali na namiznem računalniku s procesorjem i5-13600KF in 32 GB pomnilnika. Algoritme smo testirali nad naraščajočim številom kvantnih bitov. Analiza je pokazala, da je Qiskit najbolj učinkovit na CPE pri večini algoritmov, medtem ko PennyLane izstopa na GPE zaradi boljše podpore paralelizaciji. Cirq pa je pri večini algoritmov najbolj učinkovit na GPE in konkurenčen na CPE.
Keywords:kvantni simulatorji, kvantni algoritmi, kvantno računalništvo
Place of publishing:Maribor
Place of performance:Maribor
Publisher:[S. Šipec]
Year of publishing:2026
Number of pages:1 spletni vir (1 datoteka PDF (IX, 48 str.))
PID:20.500.12556/DKUM-96786 New window
UDC:004.94:004.021(043.2)
COBISS.SI-ID:272817667 New window
Publication date in DKUM:03.03.2026
Views:278
Downloads:43
Metadata:XML DC-XML DC-RDF
Categories:KTFMB - FERI
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Licences

License:CC BY-NC-ND 4.0, Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
Link:http://creativecommons.org/licenses/by-nc-nd/4.0/
Description:The most restrictive Creative Commons license. This only allows people to download and share the work for no commercial gain and for no other purposes.
Licensing start date:28.01.2026

Secondary language

Language:English
Title:Comparison of selected quantum algorithms and quantum simulators
Abstract:In the master thesis, we compared the performance and user experience of three quantum software frameworks, Cirq, Qiskit, and PennyLane, in simulating selected quantum algorithms. For Shor's algorithm, Grover's algorithm, Simon's algorithm, the quantum approximate optimisation algorithm, and the Deutsch-Jozsa algorithm, we used existing implementations. For Deutsch's algorithm, Bernstein-Vazirani's algorithm, and the random number generator, we used our own implementations. We ran the simulation on a desktop computer with an i5-13600KF processor and 32 GB of memory. We tested the algorithms on an increasing number of quantum bits. The analysis showed that Qiskit is the most efficient on the CPU for most algorithms, while PennyLane stands out on the GPU due to better parallelisation support. Cirq is most effective on GPU for most algorithms and competitive on CPU.
Keywords:quantum simulators, quantum algorithms, quantum computing


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