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| <g id="a_node1"><a xlink:title="A comparison of HPC-based quantum computing simulators using Quantum Volume"> | |
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| <g id="a_node2"><a xlink:title="Introduction to Quantum Computing"> | |
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| <g id="a_node6"><a xlink:title="Quantum Simulators"> | |
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| <title>139861112416000</title> | |
| <g id="a_node10"><a xlink:title="Types of Quantum Simulators"> | |
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| <text text-anchor="middle" x="465" y="-853.1" font-family="Arial" font-size="8.00">Types of Quantum Simulators</text> | |
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| <g id="a_node14"><a xlink:title="Quantum Volume Benchmark"> | |
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| <text text-anchor="middle" x="465" y="-691.1" font-family="Arial" font-size="8.00">Quantum Volume Benchmark</text> | |
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| <g id="a_node18"><a xlink:title="Quantum Computing Frameworks"> | |
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| <text text-anchor="middle" x="465" y="-583.1" font-family="Arial" font-size="8.00">Quantum Computing Frameworks</text> | |
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| <g id="a_node22"><a xlink:title="Benchmarking Results"> | |
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| <text text-anchor="middle" x="465" y="-421.1" font-family="Arial" font-size="8.00">Benchmarking Results</text> | |
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| <g id="a_node26"><a xlink:title="Recommendations"> | |
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| <g id="a_node30"><a xlink:title="Future Work"> | |
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| <text text-anchor="middle" x="465" y="-97.1" font-family="Arial" font-size="8.00">Future Work</text> | |
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| <g id="a_node3"><a xlink:title="Quantum computing is a rapidly growing field"> | |
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| <text text-anchor="middle" x="698.5" y="-1258.1" font-family="Arial" font-size="8.00">Quantum computing is a rapidly growing field</text> | |
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| <text text-anchor="middle" x="698.5" y="-1204.1" font-family="Arial" font-size="8.00">It uses quantum-mechanical phenomena to perform computations</text> | |
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| <g id="a_node5"><a xlink:title="Quantum computers can solve complex problems efficiently"> | |
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| <text text-anchor="middle" x="698.5" y="-1150.1" font-family="Arial" font-size="8.00">Quantum computers can solve complex problems efficiently</text> | |
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| <g id="a_node7"><a xlink:title="Quantum simulators mimic quantum systems' behavior"> | |
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| <g id="a_node9"><a xlink:title="Simulators help study quantum systems' properties"> | |
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| <text text-anchor="middle" x="698.5" y="-988.1" font-family="Arial" font-size="8.00">Simulators help study quantum systems' properties</text> | |
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| <g id="a_node11"><a xlink:title="Software simulators run on classical hardware"> | |
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| <g id="a_node12"><a xlink:title="Hardware simulators use quantum hardware"> | |
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| <text text-anchor="middle" x="698.5" y="-880.1" font-family="Arial" font-size="8.00">Hardware simulators use quantum hardware</text> | |
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| <g id="a_node13"><a xlink:title="Hybrid simulators combine software and hardware"> | |
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| <g id="a_node15"><a xlink:title="Quantum Volume measures quantum computer performance"> | |
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| <text text-anchor="middle" x="698.5" y="-772.1" font-family="Arial" font-size="8.00">Quantum Volume measures quantum computer performance</text> | |
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| <g id="a_node16"><a xlink:title="It assesses quantum error correction capabilities"> | |
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| <text text-anchor="middle" x="698.5" y="-718.1" font-family="Arial" font-size="8.00">It assesses quantum error correction capabilities</text> | |
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| <title>139861112417088</title> | |
| <g id="a_node17"><a xlink:title="Quantum Volume is a widely used benchmark"> | |
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| <text text-anchor="middle" x="698.5" y="-664.1" font-family="Arial" font-size="8.00">Quantum Volume is a widely used benchmark</text> | |
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| <title>139861113312512</title> | |
| <g id="a_node19"><a xlink:title="Qiskit is an open-source quantum development framework"> | |
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| <title>139861111989632</title> | |
| <g id="a_node20"><a xlink:title="Cirq is a Python library for quantum computing"> | |
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| <text text-anchor="middle" x="698.5" y="-556.1" font-family="Arial" font-size="8.00">Cirq is a Python library for quantum computing</text> | |
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| <title>139861112603200</title> | |
| <g id="a_node21"><a xlink:title="Qulacs is a fast and versatile simulator"> | |
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| <text text-anchor="middle" x="698.5" y="-502.1" font-family="Arial" font-size="8.00">Qulacs is a fast and versatile simulator</text> | |
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| <title>139861316093824->139861112603200</title> | |
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| <g id="a_node23"><a xlink:title="Qiskit-GPU outperforms other simulators for small circuits"> | |
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| <text text-anchor="middle" x="698.5" y="-448.1" font-family="Arial" font-size="8.00">Qiskit-GPU outperforms other simulators for small circuits</text> | |
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| <g id="a_node24"><a xlink:title="Qulacs-GPU excels for larger circuits"> | |
| <path fill="#ffe09a" stroke="#808080" d="M759.5,-414C759.5,-414 637.5,-414 637.5,-414 631.5,-414 625.5,-408 625.5,-402 625.5,-402 625.5,-390 625.5,-390 625.5,-384 631.5,-378 637.5,-378 637.5,-378 759.5,-378 759.5,-378 765.5,-378 771.5,-384 771.5,-390 771.5,-390 771.5,-402 771.5,-402 771.5,-408 765.5,-414 759.5,-414"/> | |
| <text text-anchor="middle" x="698.5" y="-394.1" font-family="Arial" font-size="8.00">Qulacs-GPU excels for larger circuits</text> | |
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| <g id="a_node25"><a xlink:title="CPU-based simulators show varying performance"> | |
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| <text text-anchor="middle" x="698.5" y="-340.1" font-family="Arial" font-size="8.00">CPU-based simulators show varying performance</text> | |
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| <title>139861112416768->139861112407872</title> | |
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| <title>139861111624832</title> | |
| <g id="a_node27"><a xlink:title="Use Qiskit-GPU for small circuits"> | |
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| <text text-anchor="middle" x="698.5" y="-286.1" font-family="Arial" font-size="8.00">Use Qiskit-GPU for small circuits</text> | |
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| <title>139861317263296</title> | |
| <g id="a_node28"><a xlink:title="Use Qulacs-GPU for larger circuits"> | |
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| <text text-anchor="middle" x="698.5" y="-232.1" font-family="Arial" font-size="8.00">Use Qulacs-GPU for larger circuits</text> | |
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| <g id="a_node29"><a xlink:title="Choose CPU-based simulators wisely"> | |
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| <text text-anchor="middle" x="698.5" y="-178.1" font-family="Arial" font-size="8.00">Choose CPU-based simulators wisely</text> | |
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| <g id="a_node31"><a xlink:title="Investigate distributed memory parallelization"> | |
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| <text text-anchor="middle" x="698.5" y="-124.1" font-family="Arial" font-size="8.00">Investigate distributed memory parallelization</text> | |
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| <g id="a_node32"><a xlink:title="Explore multi-node simulations"> | |
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| <text text-anchor="middle" x="698.5" y="-70.1" font-family="Arial" font-size="8.00">Explore multi-node simulations</text> | |
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| <text text-anchor="middle" x="698.5" y="-16.1" font-family="Arial" font-size="8.00">Improve simulator performance and scalability</text> | |
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