From 7c4ba5d462133d3e64bf3ea0e42164b9cffcd18e Mon Sep 17 00:00:00 2001 From: stefiosif Date: Thu, 14 Apr 2022 19:57:34 +0300 Subject: [PATCH] Add README and LICENCE --- LICENCE | 21 +++++++++++++++++++++ README.md | 46 ++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 67 insertions(+) create mode 100644 LICENCE diff --git a/LICENCE b/LICENCE new file mode 100644 index 0000000..2cf83d4 --- /dev/null +++ b/LICENCE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) [2022] [Stefanos Iosifidis] + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/README.md b/README.md index e69de29..e302564 100644 --- a/README.md +++ b/README.md @@ -0,0 +1,46 @@ + +# R-Tree +This project demonstrates the construction of an R-Tree using the Morton +space filling curve. + +## Bulk-loading +For every object of the collection, we calculate the z-order value of its center and sort +the collection based on it. Using this technique we want nodes created in the upper levels +to contain objects that are as close to each other as possible. We set the maximum capacity +of a node to 20. To utilize disk space properly at least 40% of each node should be full. +With that in mind, every node except the root should have at least 8 nodes. + +## Range query +Given a window size, recursively search the tree from top to bottom for the nodes that +intersect the window. When reaching the leaf nodes stop. Every object from the leaf nodes +that still intersects the window is a hit. + +## Nearest Neighbor Query +A heap queue stores the child nodes of the root node, based on the distance from the +point query. Iteratively pop a node from the heap queue and then push its child nodes in it. +When reaching a leaf node, put the objects into the heap queue. Finally, if the heap queue +is about to pop an object, this is the first neighbor hit. Continue until reaching the number +of neighbors requested. + +## Run Locally + +Clone the project +```bash + git clone --recursive https://github.com/stefiosif/rtree +``` + +Construct the R-Tree +```bash + make build +``` + +Run all range queries given on `data/ranges.txt` +```bash + make range +``` + +Run all knn queries given on `data/knn.txt` where k is specified (e.g. k=10) +```bash + make knn k=10 +``` +