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dynexcoin authored May 26, 2024
1 parent 3f6dd58 commit 7020c0d
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3 changes: 1 addition & 2 deletions quantum_set_cover.ipynb
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},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 9,
"id": "977fe637-057c-4993-a427-caa0b3ed52ab",
"metadata": {},
"outputs": [
Expand All @@ -107,7 +107,6 @@
],
"source": [
"solution = problem.convert_solution(sampleset.first.sample)\n",
"#obj = max(sum(job_lengths[i] for i in x) for x in solution)==3\n",
"print('Optimal solution:',solution,'valid?',problem.is_solution_valid(solution))"
]
},
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142 changes: 142 additions & 0 deletions quantum_vertex_cover.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"id": "c74a8efa-92a9-4728-95c1-09351bbff90c",
"metadata": {},
"source": [
"# Quantum Vertex Cover"
]
},
{
"cell_type": "markdown",
"id": "c0dd6b02-4c8b-4aed-93fa-78463b1a60e2",
"metadata": {},
"source": [
"Dynex is the world’s only accessible neuromorphic quantum computing cloud for solving real-world problems, at scale.. This example demonstrates how to use the Dynex SDK to use Pyton to compute on the Dynex Platform with Python."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "3f4f5809-e324-43ff-b680-f3a411b53f58",
"metadata": {},
"outputs": [],
"source": [
"import dynex\n",
"import dimod\n",
"from qubovert.problems import VertexCover"
]
},
{
"cell_type": "markdown",
"id": "b5dfc1be-7afc-42ba-b4b8-f01508a8c1f6",
"metadata": {},
"source": [
"The goal of the VertexCover problem is to find the smallest number of verticies that can be colored such that every edge of the graph is incident to a colored vertex."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "87a5132a-a36e-4d0f-bbc0-c13cc4da44cb",
"metadata": {},
"outputs": [],
"source": [
"edges = {(\"a\", \"b\"), (\"a\", \"c\"), (\"c\", \"d\"), (\"a\", \"d\")}\n",
"problem = VertexCover(edges)\n",
"Q = problem.to_qubo()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7d55a452-c115-482d-b6a5-c3f84da4088d",
"metadata": {},
"outputs": [],
"source": [
"bqm = dimod.BinaryQuadraticModel.from_qubo(Q.Q, Q.offset)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "58ce0834-dfb2-4499-8db6-e61b51c8b7dd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[DYNEX] PRECISION SET TO 0.0001\n",
"[DYNEX] SAMPLER INITIALISED\n",
"[DYNEX|TESTNET] *** WAITING FOR READS ***\n",
"╭────────────┬──────────┬─────────────────┬─────────────┬───────────┬───────────────────────────┬────────────┬─────────┬────────────────╮\n",
"│ DYNEXJOB │ QUBITS │ QUANTUM GATES │ BLOCK FEE │ ELAPSED │ WORKERS READ │ CIRCUITS │ STEPS │ GROUND STATE │\n",
"├────────────┼──────────┼─────────────────┼─────────────┼───────────┼───────────────────────────┼────────────┼─────────┼────────────────┤\n",
"│ -1 │ 12 │ 16 │ 0 │ │ *** WAITING FOR READS *** │ │ │ │\n",
"╰────────────┴──────────┴─────────────────┴─────────────┴───────────┴───────────────────────────┴────────────┴─────────┴────────────────╯\n",
"\n",
"[DYNEX] FINISHED READ AFTER 0.32 SECONDS\n",
"[DYNEX] SAMPLESET READY\n",
" 0 1 2 3 energy num_oc.\n",
"0 1 0 0 1 2.0 1\n",
"['BINARY', 1 rows, 1 samples, 4 variables]\n"
]
}
],
"source": [
"sampleset = dynex.sample(bqm, mainnet=False, num_reads=1024, annealing_time=200);\n",
"print(sampleset)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "977fe637-057c-4993-a427-caa0b3ed52ab",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimal solution: {'d', 'a'} valid? True\n"
]
}
],
"source": [
"solution = problem.convert_solution(sampleset.first.sample)\n",
"print('Optimal solution:',solution,'valid?',problem.is_solution_valid(solution))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8053b159-7735-4fe2-a3b1-01a68aea21ff",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

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