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					116 lines
				
				3.3 KiB
			
		
		
			
		
	
	
					116 lines
				
				3.3 KiB
			| 
											6 years ago
										 | //
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|  | // Excerpt from fastcluster_R.cpp
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|  | //
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|  | // Copyright: Daniel Müllner, 2011 <http://danifold.net>
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|  | //
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|  | 
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|  | struct pos_node {
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|  |   t_index pos;
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|  |   int node;
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|  | };
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|  | 
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|  | void order_nodes(const int N, const int * const merge, const t_index * const node_size, int * const order) {
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|  |   /* Parameters:
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|  |      N         : number of data points
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|  |      merge     : (N-1)×2 array which specifies the node indices which are
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|  |                  merged in each step of the clustering procedure.
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|  |                  Negative entries -1...-N point to singleton nodes, while
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|  |                  positive entries 1...(N-1) point to nodes which are themselves
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|  |                  parents of other nodes.
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|  |      node_size : array of node sizes - makes it easier
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|  |      order     : output array of size N
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|  | 
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|  |      Runtime: Θ(N)
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|  |   */
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|  |   auto_array_ptr<pos_node> queue(N/2);
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|  | 
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|  |   int parent;
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|  |   int child;
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|  |   t_index pos = 0;
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|  | 
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|  |   queue[0].pos = 0;
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|  |   queue[0].node = N-2;
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|  |   t_index idx = 1;
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|  | 
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|  |   do {
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|  |     --idx;
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|  |     pos = queue[idx].pos;
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|  |     parent = queue[idx].node;
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|  | 
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|  |     // First child
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|  |     child = merge[parent];
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|  |     if (child<0) { // singleton node, write this into the 'order' array.
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|  |       order[pos] = -child;
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|  |       ++pos;
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|  |     }
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|  |     else { /* compound node: put it on top of the queue and decompose it
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|  |               in a later iteration. */
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|  |       queue[idx].pos = pos;
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|  |       queue[idx].node = child-1; // convert index-1 based to index-0 based
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|  |       ++idx;
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|  |       pos += node_size[child-1];
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|  |     }
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|  |     // Second child
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|  |     child = merge[parent+N-1];
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|  |     if (child<0) {
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|  |       order[pos] = -child;
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|  |     }
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|  |     else {
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|  |       queue[idx].pos = pos;
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|  |       queue[idx].node = child-1;
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|  |       ++idx;
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|  |     }
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|  |   } while (idx>0);
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|  | }
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|  | 
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|  | #define size_(r_) ( ((r_<N) ? 1 : node_size[r_-N]) )
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|  | 
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|  | template <const bool sorted>
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|  | void generate_R_dendrogram(int * const merge, double * const height, int * const order, cluster_result & Z2, const int N) {
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|  |   // The array "nodes" is a union-find data structure for the cluster
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|  |   // identites (only needed for unsorted cluster_result input).
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|  |   union_find nodes(sorted ? 0 : N);
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|  |   if (!sorted) {
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|  |     std::stable_sort(Z2[0], Z2[N-1]);
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|  |   }
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|  | 
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|  |   t_index node1, node2;
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|  |   auto_array_ptr<t_index> node_size(N-1);
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|  | 
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|  |   for (t_index i=0; i<N-1; ++i) {
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|  |     // Get two data points whose clusters are merged in step i.
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|  |     // Find the cluster identifiers for these points.
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|  |     if (sorted) {
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|  |       node1 = Z2[i]->node1;
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|  |       node2 = Z2[i]->node2;
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|  |     }
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|  |     else {
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|  |       node1 = nodes.Find(Z2[i]->node1);
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|  |       node2 = nodes.Find(Z2[i]->node2);
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|  |       // Merge the nodes in the union-find data structure by making them
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|  |       // children of a new node.
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|  |       nodes.Union(node1, node2);
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|  |     }
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|  |     // Sort the nodes in the output array.
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|  |     if (node1>node2) {
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|  |       t_index tmp = node1;
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|  |       node1 = node2;
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|  |       node2 = tmp;
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|  |     }
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|  |     /* Conversion between labeling conventions.
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|  |        Input:  singleton nodes 0,...,N-1
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|  |                compound nodes  N,...,2N-2
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|  |        Output: singleton nodes -1,...,-N
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|  |                compound nodes  1,...,N
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|  |     */
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|  |     merge[i]     = (node1<N) ? -static_cast<int>(node1)-1
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|  |                               : static_cast<int>(node1)-N+1;
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|  |     merge[i+N-1] = (node2<N) ? -static_cast<int>(node2)-1
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|  |                               : static_cast<int>(node2)-N+1;
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|  |     height[i] = Z2[i]->dist;
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|  |     node_size[i] = size_(node1) + size_(node2);
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|  |   }
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|  | 
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|  |   order_nodes(N, merge, node_size, order);
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|  | }
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