From 8d1fadc083662e4f49019b7f7147a000c248177d Mon Sep 17 00:00:00 2001 From: Mir Saman Tajbakhsh Date: Mon, 3 Jun 2024 03:36:27 +0330 Subject: [PATCH] First Release --- README.md | 290 ++++++------------ Resources/BigCLAMConfig.png | Bin 0 -> 8253 bytes Resources/BigCLAMResult.png | Bin 0 -> 142227 bytes Resources/BigCLAM_Result_Probabilities.png | Bin 0 -> 19675 bytes modules/BigCLAM/README.md | 1 + modules/BigCLAM/pom.xml | 79 +++++ .../main/java/ir/urmia/bigclam/BigCLAM.java | 106 +++++++ .../main/java/ir/urmia/bigclam/Builder.java | 26 ++ .../src/main/java/ir/urmia/bigclam/Panel.java | 67 ++++ .../src/main/java/ir/urmia/bigclam/UI.java | 69 +++++ .../src/main/java/ir/urmia/bigclam/Utils.java | 121 ++++++++ modules/BigCLAM/src/main/nbm/manifest.mf | 5 + pom.xml | 1 + 13 files changed, 577 insertions(+), 188 deletions(-) create mode 100644 Resources/BigCLAMConfig.png create mode 100644 Resources/BigCLAMResult.png create mode 100644 Resources/BigCLAM_Result_Probabilities.png create mode 100644 modules/BigCLAM/README.md create mode 100644 modules/BigCLAM/pom.xml create mode 100644 modules/BigCLAM/src/main/java/ir/urmia/bigclam/BigCLAM.java create mode 100644 modules/BigCLAM/src/main/java/ir/urmia/bigclam/Builder.java create mode 100644 modules/BigCLAM/src/main/java/ir/urmia/bigclam/Panel.java create mode 100644 modules/BigCLAM/src/main/java/ir/urmia/bigclam/UI.java create mode 100644 modules/BigCLAM/src/main/java/ir/urmia/bigclam/Utils.java create mode 100644 modules/BigCLAM/src/main/nbm/manifest.mf diff --git a/README.md b/README.md index 4b2a7a0e0..5a945d2c1 100644 --- a/README.md +++ b/README.md @@ -1,201 +1,115 @@ -# Gephi Plugins +# BigCLAM Method -This repository is an out-of-the-box development environment for Gephi plugins. Gephi plugins are implemented in Java and can extend [Gephi](https://gephi.org) in many different ways, adding or improving features. Getting started is easy with this repository but also checkout the [Bootcamp](https://github.com/gephi/gephi-plugins-bootcamp) for examples of plugins you can create. +The **BigCLAM** (**Big** **C**ommunity **L**arge **A**djacency **M**atrix) method is a powerful algorithm used for community detection in networks. This method is particularly efficient for analyzing large-scale networks with millions of nodes and edges. BigCLAM aims to identify **overlapping communities** within networks by modeling the network as a bipartite graph and optimizing the likelihood of node memberships in multiple communities. By leveraging the BigCLAM method, researchers and analysts can gain valuable insights into the intricate community structures, dynamics, and interactions within complex networks, making it a valuable tool for network analysis and understanding network phenomena. -## Get started +## History -### Requirements +I developed another plugin named[ CPM plugin](https://github.com/mirsamantajbakhsh/CliquePercolationMethod) during my PhD studies at [Urmia University](https://urmia.ac.ir) in the field of IT. While working on community detection, I realized that there was no existing Gephi plugin to visualize overlapping communities. Consequently, I created CPM plugin for Gephi. We have updated CPM plugin with [Ebrahim Shami](https://github.com/qfewzz) -Developing Gephi plugins requires JDK 11 or later and [Maven](http://maven.apache.org/). +After updating the CPM Plugin, we have decided to develope BigCLAM method for Gephi too. -### Create a plugin - -The creation of a new plugin is simple thanks to our custom [Gephi Maven Plugin](https://github.com/gephi/gephi-maven-plugin). The `generate` goal asks a few questions and then configures everything for you. - -- Fork and checkout the latest version of this repository: - - git clone git@github.com:username/gephi-plugins.git -- Run the following command and answer the questions: - - mvn org.gephi:gephi-maven-plugin:generate - -This is an example of what this process will ask: - - Name of organization (e.g. my.company): org.foo - Name of artifact (e.g my-plugin): my-plugin - Version (e.g. 1.0.0): 1.0.0 - Directory name (e.g MyPlugin): MyPlugin - Branding name (e.g My Plugin): My Plugin - Category (e.g Layout, Filter, etc.): Layout - Author: My Name - Author email (optional): - Author URL (optional): - License (e.g Apache 2.0): Apache 2.0 - Short description (i.e. one sentence): Plugin catch-phrase - Long description (i.e multiple sentences): Plugin features are great - Would you like to add a README.md file (yes|no): yes - -The plugin configuration is created. Now you can (in any order): - -- Add some Java code in the `src/main/java` folder of your plugin -- Add some resources (e.g. Bundle.properties, images) into the `src/main/resources/` folder of your plugin -- Change the version, author or license information into the `pom.xml` file, which is in your plugin folder -- Edit the description or category details into the `src/main/nbm/manifest.mf` file in your plugin folder - -### Build a plugin - -Run the following command to compile and build your plugin: - - mvn clean package - -In addition to compiling and building the JAR and NBM, this command uses the `Gephi Maven Plugin` to verify the plugin's configuration. In case something is wrong it will fail and indicate the reason. - -### Run Gephi with plugin - -Run the following command to run Gephi with your plugin pre-installed. Make sure to run `mvn package` beforehand to rebuild. - - mvn org.gephi:gephi-maven-plugin:run - -In Gephi, when you navigate to `Tools` > `Plugins` you should see your plugin listed in `Installed`. - -## Submit a plugin - -Submitting a Gephi plugin for approval is a simple process based on GitHub's [pull request](https://help.github.com/articles/using-pull-requests/) mechanism. - -- First, make sure you're working on a fork of [gephi-plugins](https://github.com/gephi/gephi-plugins). You can check that by running `git remote -v` and look at the url, it should contain your GitHub username, for example `git@github.com:username/gephi-plugins.git`. - -- Add and commit your work. It's recommended to keep your fork synced with the upstream repository, as explained [here](https://help.github.com/articles/syncing-a-fork/), so you can run `git merge upstream/master` beforehand. - -- Push your commits to your fork with `git push origin master`. - -- Navigate to your fork's URL and create a pull request. Select `master-forge` instead of `master` as base branch. - -- Submit your pull request. If possible, before you submit make sure to [enable edits from maintainers](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/allowing-changes-to-a-pull-request-branch-created-from-a-fork) so that we can help you tweak the code and configuration when needed. - -## Update a plugin - -Updating a Gephi plugin has the same process as submitting it for the first time. Don't forget to merge from upstream's master branch. - -Also, make sure to increment the version number of your plugin in your module's `pom.xml` file before submitting. - -## IDE Support - -### Netbeans IDE - -- Start Netbeans and go to `File` and then `Open Project`. Navigate to your fork repository, Netbeans automatically recognizes it as Maven project. -- Each plugin module can be found in the `Modules` folder. - -To run Gephi with your plugin pre-installed, right click on the `gephi-plugins` project and select `Run`. - -To debug Gephi with your plugin, right click on the `gephi-plugins` project and select `Debug`. - -### IntelliJ IDEA - -- Start IntelliJ and `Open` the project by navigating to your fork repository. IntelliJ may prompt you to import the Maven project, select yes. - -To run Gephi with your plugin pre-installed when you click `Run`, create a `Maven` run configuration and enter `org.gephi:gephi-maven-plugin:run` in the command field. The working directory is simply the current project directory. - -To debug Gephi with your plugin, create a `Remote` configuration and switch the `Debugger mode` option to `Listen`. Then create a `Maven` run configuration like abobe but add `-Drun.params.debug="-J-Xdebug -J-Xnoagent -J-Xrunjdwp:transport=dt_socket,suspend=n,server=n,address=5005"` into the `Runner` > `VM Options` field. Then, go to the `Run` menu and first run debug with the remote configuration and then only run debug with the Maven configuration. - -When you make changes to your plugin and want to run Gephi with the changes, make sure to build the `gephi-plugins` root module, and not only your module. Otherwise, your changes won't be reflected. - -## FAQ - -#### What kind of plugins can I create? - -Gephi can be extended in many ways but the major categories are `Layout`, `Export`, `Import`, `Data Laboratory`, `Filter`, `Generator`, `Metric`, `Preview`, `Tool` and `Appearance`. A good way to start is to look at examples with the [bootcamp](https://github.com/gephi/gephi-plugins-bootcamp). - -#### In which language can plugins be created? - -Plugins can use any JVM languages (e.g. Scala, Python, Groovy) but the default option is Java. - -#### Can native libraries be used? - -Yes, native libraries can be used in modules. - -#### How is this repository structured? - -The `modules` folder is where plugin modules go. Each plugin is defined in a single folder in this directory. A plugin can be composed of multiple modules (it's called a suite then) but usually one is enough to do what you want. - -A Maven pom can inherit configurations from a parent and that is something we use to keep each plugin's pom very simple. Notice that each plugin's pom (i.e. the `pom.xml` file in the plugin folder) has a `` defined. - -The `pom.xml` file at the root folder makes everything fit together and notably lists the modules. No need to change anything there besides the `...` list. - -#### How are the manifest settings defined? - -There are two options. The first option is what the `generate` task does: it puts entries `OpenIDE-Module-Short-Description`, `OpenIDE-Module-Long-Description`, `OpenIDE-Module-Display-Category` and `OpenIDE-Module-Name` into the `src/main/nbm/manifest.mf` file. The second option sets a `OpenIDE-Module-Localizing-Bundle` entry into the `manifest.mf` so values are defined elsewhere in `Bundle.properties` file. The value is then simply the path to the file (e.g. `OpenIDE-Module-Localizing-Bundle: org/project/Bundle.properties`). - -The second option is preferable when the short or long description have too many characters as the manifest format is pretty restrictive. - -#### How to add a new module? - -This applies for suite plugins with multiple modules. Besides creating the module folder, edit the `pom.xml` file and add the folder path to ``, like in this example: - -``` - - - - modules/ExampleModule - -``` - -#### Where are dependencies configured? - -Dependencies are configured in the `` section in the plugin folder's `pom.xml`. Each dependency has a `groupId`, an `artifactId` and a `version`. There are three types of dependencies a plugin can have: an external library, a Gephi module or a Netbeans module. - -The list of Gephi and Netbeans dependencies one can use can be found in the parent POM, which you can browse [here](https://github.com/gephi/gephi-plugins/blob/6136ba8427349aa16c4f4b94265267fc3de0e767/modules/pom.xml#L76). All possible dependencies are listed in the `` section. Because each plugin module already inherits the version from this parent pom, it can be omitted. For instance, this is how a plugin depends on `GraphAPI` and Netbeans's `Lookup`. - -``` - - - org.netbeans.api - org-openide-util-lookup - - - org.gephi - graph-api - - -``` - -#### How to best write unit tests for my plugin? - -It's recommended to use unit-testing to ensure a reliable plugin. - -A JUnit4 dependency can be added to your module's `pom.xml` - -``` - - org.netbeans.api - org-netbeans-modules-nbjunit - test - +```shell +$ whoami +mirsamantajbakhsh ``` -Those tests will automatically be run when your plugin is built. - -#### What are public packages for? - -This applies for suite plugins with multiple modules. A module should declare the packages it wants to make accessible to other modules. For instance, if a module `B` depends on the class `my.org.project.ExampleController` defined in a module `A`, the `A` module should declare `my.org.project` as public package. - -Public packages are configured in the module's `pom.xml` file. Edit the `` entry. Example: - -``` - - my.org.project - +I currently serve as an Assistant Professor in Computer Engineering at Urmia University. My research interests include Social Network Analysis, Big Data Mining, NLP, and, outside academia, playing the guitar, enjoying nature, and exploring Android development. You can find more about me on [my website](https://mstajbakhsh.ir). + +## Sample Run + +I tested this plugin using the "Les Misérables" sample graph in Gephi. + + + +The HTML report: + +```html +Valjean 0.44 | 0.00 | 0.00 | 0.00 | 0.24 +Gavroche 0.13 | 0.30 | 0.09 | 0.28 | 0.00 +Marius 0.00 | 0.00 | 0.00 | 0.37 | 0.41 +Javert 0.47 | 0.00 | 0.00 | 0.00 | 0.00 +Thenardier 0.35 | 0.00 | 0.33 | 0.00 | 0.00 +Fantine 0.08 | 0.00 | 0.00 | 0.00 | 0.00 +Enjolras 0.00 | 0.30 | 0.00 | 0.29 | 0.00 +Courfeyrac 0.00 | 0.30 | 0.00 | 0.29 | 0.00 +Bossuet 0.00 | 0.30 | 0.00 | 0.29 | 0.00 +Bahorel 0.00 | 0.30 | 0.00 | 0.29 | 0.00 +Joly 0.00 | 0.30 | 0.00 | 0.29 | 0.00 +MmeThenardier 0.37 | 0.00 | 0.00 | 0.00 | 0.00 +Cosette 0.00 | 0.00 | 0.00 | 0.00 | 0.46 +Eponine 0.00 | 0.00 | 0.43 | 0.00 | 0.00 +Mabeuf 0.00 | 0.00 | 0.00 | 0.41 | 0.00 +Combeferre 0.00 | 0.22 | 0.00 | 0.32 | 0.00 +Feuilly 0.00 | 0.22 | 0.00 | 0.32 | 0.00 +Myriel 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Grantaire 0.00 | 0.43 | 0.00 | 0.00 | 0.00 +Gueulemer 0.32 | 0.00 | 0.34 | 0.00 | 0.00 +Babet 0.32 | 0.00 | 0.34 | 0.00 | 0.00 +Claquesous 0.28 | 0.00 | 0.32 | 0.00 | 0.00 +Tholomyes 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Prouvaire 0.00 | 0.35 | 0.00 | 0.02 | 0.00 +Montparnasse 0.16 | 0.00 | 0.40 | 0.00 | 0.00 +Bamatabois 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Listolier 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Fameuil 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Blacheville 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Favourite 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Dahlia 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Zephine 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Gillenormand 0.00 | 0.00 | 0.00 | 0.00 | 0.46 +MlleGillenormand 0.00 | 0.00 | 0.00 | 0.00 | 0.46 +Brujon 0.00 | 0.00 | 0.46 | 0.00 | 0.00 +MmeHucheloup 0.00 | 0.21 | 0.00 | 0.00 | 0.00 +Judge 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Champmathieu 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Brevet 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Chenildieu 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Cochepaille 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Fauchelevent 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Simplice 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +LtGillenormand 0.00 | 0.00 | 0.00 | 0.00 | 0.37 +MlleBaptistine 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +MmeMagloire 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Pontmercy 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Anzelma 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Woman2 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Toussaint 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Marguerite 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Perpetue 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Woman1 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +MotherInnocent 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +MmeBurgon 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Magnon 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +MmePontmercy 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +BaronessT 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Child1 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Child2 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Napoleon 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +CountessDeLo 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Geborand 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Champtercier 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Cravatte 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Count 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +OldMan 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Labarre 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +MmeDeR 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Isabeau 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Gervais 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Scaufflaire 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Boulatruelle 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Gribier 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +Jondrette 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +MlleVaubois 0.00 | 0.00 | 0.00 | 0.00 | 0.00 +MotherPlutarch 0.00 | 0.00 | 0.00 | 0.00 | 0.00 ``` -#### What is the difference between plugin and module? - -It's the same thing. We say module because Gephi is a modular application and is composed of many independent modules. Plugins also are modules but we call them plugin because they aren't in the _core_ Gephi. - -#### When running the plugin in Netbeans I get an error "Running standalone modules or suites requires..." +The output result: +Data RecordsData Records -This error appears when you try to run a module. To run Gephi with your plugin you need to run the `gephi-plugins` project, not your module. +## Download -## Best practices +You can find the latest version of the plugin on the [RELEASE](https://github.com/mirsamantajbakhsh/BigCLAM/releases/download/Main) page. -### Code quality +## Reference -- Write your code in English, so it can be best reviewed and maintained. \ No newline at end of file +Jaewon Yang and Jure Leskovec. 2013. Overlapping community detection at scale: a nonnegative matrix factorization approach. In Proceedings of the sixth ACM international conference on Web search and data mining (WSDM '13). 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z%+iB9{_nH@6TI?6Z4+oJ{= + + 4.0.0 + + gephi-plugin-parent + org.gephi + 0.10.0 + + + ir.urmia + bigclam + 1.0.0 + nbm + + Big CLAM Plugin for Gephi + + + + + org.gephi + gephi-toolkit + 0.10.0 + + + org.netbeans.api + org-openide-util-lookup + RELEASE160 + + + org.gephi + utils-longtask + 0.10.0 + + + org.gephi + graph-api + 0.10.0 + + + org.gephi + statistics-api + 0.10.0 + + + + + + + + org.apache.netbeans.utilities + nbm-maven-plugin + + Apache 2.0 + Mir Saman Tajbakhsh, Ebrahim Shami + ms.tajbakhsh@urmia.ac.ir + https://mstajbakhsh.ir + https://github.com/mirsamantajbakhsh/BigCLAM.git + + + + + + + + + + + + oss-sonatype + oss-sonatype + https://oss.sonatype.org/content/repositories/snapshots/ + + true + + + + + + diff --git a/modules/BigCLAM/src/main/java/ir/urmia/bigclam/BigCLAM.java b/modules/BigCLAM/src/main/java/ir/urmia/bigclam/BigCLAM.java new file mode 100644 index 000000000..cd640b657 --- /dev/null +++ b/modules/BigCLAM/src/main/java/ir/urmia/bigclam/BigCLAM.java @@ -0,0 +1,106 @@ + +package ir.urmia.bigclam; + +import org.gephi.graph.api.Graph; +import org.gephi.graph.api.GraphModel; +import org.gephi.graph.api.Node; +import org.gephi.utils.longtask.spi.LongTask; +import org.gephi.utils.progress.ProgressTicket; + +public class BigCLAM implements org.gephi.statistics.spi.Statistics, LongTask { + private StringBuilder reportSB = new StringBuilder(); + private boolean cancel = false; + private int k = 3; + private int iterations = 100; + double[][] adjacencyMatrix; + Node[] nodes = null; + + public void createAdjacencyMatrix(Graph g) { + adjacencyMatrix = new double[nodes.length][nodes.length]; + + for (int i = 0; i < nodes.length; i++) { + Node n1 = nodes[i]; + for (int j = 0; j < nodes.length; j++) { + Node n2 = nodes[j]; + adjacencyMatrix[i][j] = (g.getEdge(n1, n2) != null || g.getEdge(n2, n1) != null) ? + 1 : 0; + } + } + + reportSB.append("Adjacency Matrix:\n"); + + for (double[] row : adjacencyMatrix) { + reportSB.append("\n"); + for (double element : row) { + reportSB.append(String.format("%d", (int) element)); + reportSB.append(" "); + } + reportSB.delete(reportSB.length() - 3, reportSB.length()); + + } + } + + @Override + public void execute(GraphModel gm) { + Graph g = gm.getGraphVisible(); + g.readLock(); + nodes = g.getNodes().toArray(); + + createAdjacencyMatrix(g); + int communitiesCount = k; + int iterationsCount = iterations; + double learningRate = 0.01; + + double[][] F = Utils.bigclam(adjacencyMatrix, communitiesCount, iterationsCount, learningRate); + + reportSB.append("\n\nF:\n\n"); + + for (int i = 0; i < F.length; i++) { + double[] row = F[i]; + reportSB.append(nodes[i].getLabel()); + reportSB.append("\t"); + + for (double element : row) { + reportSB.append(String.format("%2.2f", element)); + reportSB.append(" | "); + } + reportSB.delete(reportSB.length() - 3, reportSB.length()); + reportSB.append("\n"); + } + g.readUnlock(); + } + + @Override + public String getReport() { + reportSB.insert(0, "
");
+        reportSB.append("
"); + return reportSB.toString(); + } + + @Override + public boolean cancel() { + cancel = true; + return true; + } + + @Override + public void setProgressTicket(ProgressTicket pt) { + } + + public int getK() { + return k; + } + + public int getIterations() { + return iterations; + } + + public void setK(int k) { + this.k = k; + } + + public void setIterations(int iterations) { + this.iterations = iterations; + } + +} diff --git a/modules/BigCLAM/src/main/java/ir/urmia/bigclam/Builder.java b/modules/BigCLAM/src/main/java/ir/urmia/bigclam/Builder.java new file mode 100644 index 000000000..1adc76d02 --- /dev/null +++ b/modules/BigCLAM/src/main/java/ir/urmia/bigclam/Builder.java @@ -0,0 +1,26 @@ + +package ir.urmia.bigclam; + +import org.gephi.statistics.spi.Statistics; +import org.gephi.statistics.spi.StatisticsBuilder; +import org.openide.util.lookup.ServiceProvider; + +@ServiceProvider(service = StatisticsBuilder.class) +public class Builder implements StatisticsBuilder { + + @Override + public String getName() { + return "BigCLAM"; + } + + @Override + public Statistics getStatistics() { + return new BigCLAM(); + } + + @Override + public Class getStatisticsClass() { + return BigCLAM.class; + } + +} diff --git a/modules/BigCLAM/src/main/java/ir/urmia/bigclam/Panel.java b/modules/BigCLAM/src/main/java/ir/urmia/bigclam/Panel.java new file mode 100644 index 000000000..cbc600776 --- /dev/null +++ b/modules/BigCLAM/src/main/java/ir/urmia/bigclam/Panel.java @@ -0,0 +1,67 @@ + +package ir.urmia.bigclam; + +import javax.swing.*; +import java.awt.*; + + +public class Panel extends JPanel { + + private JTextField iterationsValue; + private JTextField kValue; + public Panel() { + JPanel panel = this; + panel.setPreferredSize(new Dimension(300, 100)); + + JLabel labelK = new JLabel("Number of communities:"); + JLabel labelIterations = new JLabel("Number of iterations:"); + kValue = new JTextField(); + iterationsValue = new JTextField(); + + labelK.setAlignmentX(0.0f); + kValue.setAlignmentX(0.0f); + labelIterations.setAlignmentX(0.0f); + iterationsValue.setAlignmentX(0.0f); + + this.add(labelK); + this.add(kValue); + this.add(labelIterations); + this.add(iterationsValue); + + BoxLayout layout = new BoxLayout(panel, BoxLayout.Y_AXIS); + panel.setLayout(layout); + + panel.add(labelK); + panel.add(kValue); + panel.add(labelIterations); + panel.add(iterationsValue); + } + + public int getK() { + int i = 0; + try { + i = Integer.valueOf(kValue.getText()); + } catch (Exception ex) { + return 0; + } + return i; + } + + public void setK(int k) { + this.kValue.setText(String.valueOf(k)); + } + + public void setIterations(int i) { + this.iterationsValue.setText(String.valueOf(i)); + } + + public int getIterations() { + int i = 0; + try { + i = Integer.valueOf(iterationsValue.getText()); + } catch (Exception ex) { + return 0; + } + return i; + } +} diff --git a/modules/BigCLAM/src/main/java/ir/urmia/bigclam/UI.java b/modules/BigCLAM/src/main/java/ir/urmia/bigclam/UI.java new file mode 100644 index 000000000..c268f8e39 --- /dev/null +++ b/modules/BigCLAM/src/main/java/ir/urmia/bigclam/UI.java @@ -0,0 +1,69 @@ + +package ir.urmia.bigclam; + +import javax.swing.JPanel; + +import org.gephi.statistics.spi.Statistics; +import org.gephi.statistics.spi.StatisticsUI; +import org.openide.util.lookup.ServiceProvider; + +@ServiceProvider(service = StatisticsUI.class) +public class UI implements StatisticsUI { + private Panel panel; + private BigCLAM myMetric; + + @Override + public JPanel getSettingsPanel() { + panel = new Panel(); + return panel; + } + + @Override + public void setup(Statistics ststcs) { + this.myMetric = (BigCLAM) ststcs; + if (panel != null) { + panel.setK(myMetric.getK()); + panel.setIterations(myMetric.getIterations()); + } + } + + @Override + public void unsetup() { + if (panel != null) { + myMetric.setK(panel.getK()); + myMetric.setIterations(panel.getIterations()); + } + panel = null; + } + + @Override + public Class getStatisticsClass() { + return BigCLAM.class; + } + + @Override + public String getValue() { + return null; + } + + @Override + public String getDisplayName() { + return "BigCLAM"; + } + + @Override + public String getShortDescription() { + return "BigCLAM Algorithm"; + } + + @Override + public String getCategory() { + return CATEGORY_NETWORK_OVERVIEW; + } + + @Override + public int getPosition() { + return 800; + } + +} diff --git a/modules/BigCLAM/src/main/java/ir/urmia/bigclam/Utils.java b/modules/BigCLAM/src/main/java/ir/urmia/bigclam/Utils.java new file mode 100644 index 000000000..b0b5ea48d --- /dev/null +++ b/modules/BigCLAM/src/main/java/ir/urmia/bigclam/Utils.java @@ -0,0 +1,121 @@ +package ir.urmia.bigclam; + +public class Utils { + public static double[][] bigclam(double[][] adjacencyMatrix, int communitiesCount, int iterationsCount, double learningRate) { + int nodesCount = adjacencyMatrix.length; + double[][] F = new double[nodesCount][communitiesCount]; + for (int i = 0; i < nodesCount; i++) { + for (int j = 0; j < communitiesCount; j++) { + F[i][j] = Math.random(); + } + } + for (int k = 0; k < iterationsCount; k++) { + double[][] FFtAdj = matrixMultiplication(matrixMultiplication(F, transpose(F)), adjacencyMatrix); + double[][] gradient = matrixSubtraction(adjacencyMatrix, sigmoid(FFtAdj)); + F = matrixAddition(F, matrixScalarMultiplication(learningRate, matrixMultiplication(gradient, F))); + + + for (int i = 0; i < nodesCount; i++) { + for (int j = 0; j < communitiesCount; j++) { + if (F[i][j] < 0) { + F[i][j] = 0; + } + } + } + + F = normalizeColumns(F); + } + + return F; + } + + public static double[][] sigmoid(double[][] x) { + double[][] result = new double[x.length][x[0].length]; + for (int i = 0; i < x.length; i++) { + for (int j = 0; j < x[0].length; j++) { + result[i][j] = 1 / (1 + Math.exp(-x[i][j])); + } + } + return result; + } + + public static double[][] matrixMultiplication(double[][] a, double[][] b) { + int aRows = a.length; + int aCols = a[0].length; + int bCols = b[0].length; + double[][] result = new double[aRows][bCols]; + for (int i = 0; i < aRows; i++) { + for (int j = 0; j < bCols; j++) { + for (int k = 0; k < aCols; k++) { + result[i][j] += a[i][k] * b[k][j]; + } + } + } + return result; + } + + public static double[][] transpose(double[][] a) { + int rows = a.length; + int cols = a[0].length; + double[][] result = new double[cols][rows]; + for (int i = 0; i < rows; i++) { + for (int j = 0; j < cols; j++) { + result[j][i] = a[i][j]; + } + } + return result; + } + + public static double[][] matrixSubtraction(double[][] a, double[][] b) { + int rows = a.length; + int cols = a[0].length; + double[][] result = new double[rows][cols]; + for (int i = 0; i < rows; i++) { + for (int j = 0; j < cols; j++) { + result[i][j] = a[i][j] - b[i][j]; + } + } + return result; + } + + public static double[][] matrixAddition(double[][] a, double[][] b) { + int rows = a.length; + int cols = a[0].length; + double[][] result = new double[rows][cols]; + for (int i = 0; i < rows; i++) { + for (int j = 0; j < cols; j++) { + result[i][j] = a[i][j] + b[i][j]; + } + } + return result; + } + + public static double[][] matrixScalarMultiplication(double scalar, double[][] matrix) { + int rows = matrix.length; + int cols = matrix[0].length; + double[][] result = new double[rows][cols]; + for (int i = 0; i < rows; i++) { + for (int j = 0; j < cols; j++) { + result[i][j] = scalar * matrix[i][j]; + } + } + return result; + } + + public static double[][] normalizeColumns(double[][] matrix) { + int rows = matrix.length; + int cols = matrix[0].length; + double[][] result = new double[rows][cols]; + for (int j = 0; j < cols; j++) { + double norm = 0; + for (int i = 0; i < rows; i++) { + norm += Math.pow(matrix[i][j], 2); + } + norm = Math.sqrt(norm); + for (int i = 0; i < rows; i++) { + result[i][j] = matrix[i][j] / norm; + } + } + return result; + } +} diff --git a/modules/BigCLAM/src/main/nbm/manifest.mf b/modules/BigCLAM/src/main/nbm/manifest.mf new file mode 100644 index 000000000..f8077b043 --- /dev/null +++ b/modules/BigCLAM/src/main/nbm/manifest.mf @@ -0,0 +1,5 @@ +Manifest-Version: 1.0 +OpenIDE-Module-Name: Big CLAM Plugin for Gephi +OpenIDE-Module-Short-Description: BigCLAM Plugin for Gephi +OpenIDE-Module-Long-Description: Introducing the BigCLAM algorithm plugin for Gephi, a cutting-edge tool for community detection and network analysis. This plugin seamlessly integrates the efficient and scalable BigCLAM algorithm, allowing users to uncover hidden structures, identify key influencers, and visualize community dynamics in large-scale networks with ease. +OpenIDE-Module-Display-Category: Tool diff --git a/pom.xml b/pom.xml index afb8f2bf5..8038a89e0 100644 --- a/pom.xml +++ b/pom.xml @@ -12,6 +12,7 @@ + modules/BigCLAM