Added point removal

index.js

@@ -137,12 +137,22 @@ app.get('/kNNQuery', (req, res) => {
     const result = mtree.kNNQuery(parsedQueryPoint, kInt);
     const mtreeKNNQueryTime = performance.now() - start;
 
-    const start2 = performance.now();
+    /*const start2 = performance.now();
     let sequentialFunctionCalls = 0;
     const sequentialResult = points.sort((a, b) => {
         sequentialFunctionCalls++;
         return mtree.distanceFunction(a, parsedQueryPoint) - mtree.distanceFunction(b, parsedQueryPoint);
-    }).slice(0, kInt);
+    }).slice(0, kInt);*/
+
+    const start2 = performance.now();
+    let sequentialFunctionCalls = 0;
+    const distances = points.map(point => {
+        sequentialFunctionCalls++;
+        return { point, distance: mtree.distanceFunction(point, parsedQueryPoint) };
+    });
+    distances.sort((a, b) => a.distance - b.distance);
+    const sequentialResult = distances.slice(0, kInt).map(({ point }) => point);
+
     const sequentialSearchTime = performance.now() - start2;
 
     /*if (JSON.stringify(result.points.map(point => point.point)) !== JSON.stringify(sequentialResult)) {
@@ -226,5 +236,16 @@ app.post('/loadTree', (req, res) => {
     res.send('MTree loaded');
 });
 
+// Remove the given point from the MTree
+app.post('/remove', (req, res) => {
+    const point = req.body.point;
+    if (!point)
+        return res.status(400).send('Missing point');
+    if (mtree.remove(point))
+        res.send('Point removed from MTree');
+    else
+        res.status(404).send('Point not found in MTree');
+});
+
 // Start the server
 app.listen(3000, () => { console.log('MTree API is running on port 3000'); });

m-tree/mtree.js

@@ -295,6 +295,32 @@ class MTree {
       }
     }
   }
+
+  /**
+   * Removes a point from the MTree.
+   * @param {number[]} point - The point to remove
+   * @param {Node} [currentNode] - The node to start searching from, defaults to the root node
+   * @returns {boolean} True if the point was removed, false otherwise
+   */
+  remove(point, currentNode = this.root) {
+    for (let i = 0; i < currentNode.entries.length; i++) {
+      const entry = currentNode.entries[i];
+      const distance = this.distanceFunction(point, entry.point);
+
+      if (currentNode.isLeaf) {
+        if (distance === 0) {
+          currentNode.entries.splice(i, 1);
+          return true;
+        }
+      } else {
+        if (distance <= entry.radius) {
+          const deleted = this.remove(point, entry);
+          if (deleted) return true;
+        }
+      }
+    }
+    return false;
+  }
 }
 
 module.exports = MTree;

m-tree/nodes.js

@@ -83,15 +83,18 @@ class Node {
    * @returns {GroundEntry[]} An array of ground entries found within the node.
    */
   static findGroundEntries(node) {
+    const stack = [node];
+    const result = [];
+
+    while (stack.length > 0) {
+      const node = stack.pop();
       if (node.isLeaf) {
-      return node.entries.filter(entry => entry instanceof GroundEntry);
+        result.push(...node.entries.filter(entry => entry instanceof GroundEntry));
       } else {
-      const result = [];
+        stack.push(...node.entries);
-      for (const entry of node.entries) {
-        result.push(...Node.findGroundEntries(entry));
       }
-      return result;
     }
+    return result;
   };
 
   findGroundEntries() {

public/index.html

@@ -24,6 +24,7 @@
           <input type="text" id="point" />
         </div>
         <button id="insertButton" disabled>Insert Point</button>
+        <button id="removeButton" disabled>Remove Point</button>
         <div class="form-group">
           <label for="dimensions">Dimensions:</label>
           <input type="number" id="dimensions" value="3" placeholder="e.g. 3" min="0" />

public/performance.html

@@ -176,7 +176,7 @@
                         sequentialSearch: 0
                     }
                 };
-                for (let j = 0; j < 5; j++) {
+                for (let j = 0; j < 2; j++) {
 
                     const response = await fetch('/recreate', {
                         method: 'POST',
@@ -186,7 +186,8 @@
                             pointCount: datasetSize,
                             capacity: mTreeNodeSize,
                             distanceFunction: 'euclidean'
-                        })
+                        }),
+                        timeout: 6000000
                     });
                     if (!response.ok) {
                         throw new Error(`error recreating tree: ${await response.text()}`);
@@ -195,9 +196,9 @@
                     const { treeCreationTime } = await response.json();
                     timingResults.treeCreationTime += treeCreationTime;
 
-                    for (let i = 0; i < 5; i++) {
+                    for (let i = 0; i < 4; i++) {
 
-                        const queryPoint = Array(dimension).fill(i / 5);
+                        const queryPoint = Array(dimension).fill(i / 4);
                         const knnResponse = await fetch(`/kNNQuery?queryPoint=${encodeURIComponent(JSON.stringify(queryPoint))}&k=${encodeURIComponent((i + 1)*3)}`);
 
                         if (!knnResponse.ok) {
@@ -229,20 +230,19 @@
                     }
                 }
 
-                timingResults.treeCreationTime /= 5;
+                timingResults.treeCreationTime /= 2;
-                timingResults.rangeQueryTime.mtreeRangeQuery /= 25;
+                timingResults.rangeQueryTime.mtreeRangeQuery /= 8;
-                functionCallCounts.rangeQuery.mtreeRangeQuery /= 25;
+                functionCallCounts.rangeQuery.mtreeRangeQuery /= 8;
-                timingResults.rangeQueryTime.sequentialSearch /= 25;
+                timingResults.rangeQueryTime.sequentialSearch /= 8;
-                functionCallCounts.rangeQuery.sequentialSearch /= 25;
+                functionCallCounts.rangeQuery.sequentialSearch /= 8;
-                timingResults.knnQueryTime.mtreeKNNQuery /= 25;
+                timingResults.knnQueryTime.mtreeKNNQuery /= 8;
-                functionCallCounts.knnQuery.mtreeKNNQuery /= 25;
+                functionCallCounts.knnQuery.mtreeKNNQuery /= 8;
-                timingResults.knnQueryTime.sequentialSearch /= 25;
+                timingResults.knnQueryTime.sequentialSearch /= 8;
-                functionCallCounts.knnQuery.sequentialSearch /= 25;
+                functionCallCounts.knnQuery.sequentialSearch /= 8;
-
-                return { timingResults, functionCallCounts };
 
                 const endTime = performance.now();
                 console.log(`finished at ${endTime} after ${endTime - startTime}ms`);
+                return { timingResults, functionCallCounts };
             } catch (error) {
                 console.error('error running tests:', error);
                 return {};

public/script/main.js

@@ -20,6 +20,7 @@ function toggleButtons(enable) {
     document.getElementById('rangeQueryButton').disabled = !enable;
     document.getElementById('knnQueryButton').disabled = !enable;
     document.getElementById('insertButton').disabled = !enable;
+    document.getElementById('removeButton').disabled = !enable;
     document.getElementById('saveTreeButton').disabled = !enable;
 }
 
@@ -208,6 +209,23 @@ async function loadTree() {
     reader.readAsText(file);
 }
 
+/**
+ * Removes the point with the given coordinates from the MTree.
+ * After removing the point, updates the status element with a success or failure message.
+ */
+async function removePoint() {
+    const pointString = document.getElementById('point').value;
+    const point = JSON.parse(pointString);
+
+    const response = await fetch('/remove', {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({ point })
+    });
+    setStatus(response.ok);
+    document.getElementById('status').innerText = response.ok ? 'Point removed' : `Error: ${await response.text()}`;
+}
+
 /**
  * Sets the status element to display a success or failure message.
  * @param {boolean} success - Whether the operation was successful.
@@ -223,6 +241,7 @@ document.addEventListener('DOMContentLoaded', () => {
     document.getElementById('rangeQueryButton').addEventListener('click', performRangeQuery);
     document.getElementById('knnQueryButton').addEventListener('click', performKNNQuery);
     document.getElementById('insertButton').addEventListener('click', insertPoint);
+    document.getElementById('removeButton').addEventListener('click', removePoint);
     document.getElementById('recreateTreeButton').addEventListener('click', recreateTree);
 
     document.getElementById('saveTreeButton').addEventListener('click', saveTree);
@@ -243,3 +262,4 @@ document.addEventListener('DOMContentLoaded', () => {
             });
         });
 });
+