Program Listing for File NavigableSmallWorldTopologyFactory.hpp¶
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#pragma once
#ifndef NETUIT_ARRANGE_NAVIGABLESMALLWORLDTOPOLOGYFACTORY_HPP_INCLUDE
#define NETUIT_ARRANGE_NAVIGABLESMALLWORLDTOPOLOGYFACTORY_HPP_INCLUDE
#include <cassert>
#include <cstdlib>
#include <fstream>
#include <ratio>
#include <set>
#include <vector>
#include "../../uit_emp/tools/string_utils.hpp"
#include "../../uitsl/debug/err_verify.hpp"
#include "../../uitsl/fetch/make_temp_filepath.hpp"
#include "../../uitsl/utility/unindent_raw_string_literal.hpp"
#include "../topology/TopoEdge.hpp"
#include "../topology/Topology.hpp"
#include "../topology/TopoNode.hpp"
#include "AdjacencyFileTopologyFactory.hpp"
namespace netuit {
/*
* @param n The length of one side of the lattice; the number of nodes in the graph is therefore $n^2$.
* @param p The diameter of short range connections.
* Each node is joined with every other node within this lattice distance.
* @param q The number of long-range connections for each node.
* @param r Exponent for decaying probability of connections.
* The probability of connecting to a node at lattice distance $d$ is $d^{-r}$.
* @param dim Dimension of grid
*/
inline Topology make_navigable_small_world_topology(
const size_t n,
const size_t p=1,
const size_t q=1,
const double r=2,
const size_t dim=1
) {
const auto tmpfile = uitsl::make_temp_filepath();
const std::string command_template = std::string{"python3 -c \""}
+ uitsl::unindent_raw_string_literal( R"(
import networkx as nx
G = nx.generators.geometric.navigable_small_world_graph(
%u, p=%u, q=%u, r=%f, dim=%u, seed=1
)
# relabel nodes to numeric indices from previous coordinate labels
H = nx.relabel_nodes(
G,
{ label : idx for idx, label in enumerate(G.nodes()) },
)
with open('%s', 'w') as file:
for line in nx.generate_adjlist(H):
file.write(line + '\n')
)" ) + "\"";
const std::string command = uit_emp::format_string(
command_template, n, p, q, r, dim, tmpfile.c_str()
);
uitsl::err_verify( std::system( command.c_str() ) );
return netuit::make_adjacency_file_topology( tmpfile );
}
template<size_t P=1, size_t Q=1, typename R=std::ratio<2>>
struct NavigableSmallWorldTopologyFactory {
Topology operator()(const size_t cardinality) const {
return make_navigable_small_world_topology(
cardinality, P, Q, static_cast<double>( R::num ) / R::den, 1
);
}
netuit::Topology operator()(const std::vector<size_t>& cardinality) const {
assert(
std::set<size_t>(
std::begin(cardinality), std::end(cardinality)
).size() == 1
);
return make_navigable_small_world_topology(
cardinality.front(),
P, Q, static_cast<double>( R::num ) / R::den,
cardinality.size()
);
}
static std::string GetName() { return "Navigable Small World Topology"; }
static std::string GetSlug() { return "navigable_small_world"; }
};
} // namespace netuit
#endif // #ifndef NETUIT_ARRANGE_NAVIGABLESMALLWORLDTOPOLOGYFACTORY_HPP_INCLUDE