GDN | Implementation code for the paper `` Graph Neural Network | Predictive Analytics library

 by   d-ailin Python Version: Current License: MIT

kandi X-RAY | GDN Summary

kandi X-RAY | GDN Summary

GDN is a Python library typically used in Analytics, Predictive Analytics, Deep Learning applications. GDN has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. However GDN build file is not available. You can download it from GitHub.

Code implementation for : Graph Neural Network-Based Anomaly Detection in Multivariate Time Series(AAAI'21).
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              GDN has a low active ecosystem.
              It has 344 star(s) with 115 fork(s). There are 3 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 28 open issues and 42 have been closed. On average issues are closed in 13 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of GDN is current.

            kandi-Quality Quality

              GDN has no bugs reported.

            kandi-Security Security

              GDN has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              GDN is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              GDN releases are not available. You will need to build from source code and install.
              GDN has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed GDN and discovered the below as its top functions. This is intended to give you an instant insight into GDN implemented functionality, and help decide if they suit your requirements.
            • Runs the model
            • Calculate the score of test results
            • Compute the best performance data for the given score
            • Return a path to save
            • Save attack info
            • Get the attack interval
            • Build a networkx network
            • Get the most common feature
            • Forward computation
            • Calculate the index of an edge index
            • Calculates F1 scores for F1
            • Downsampling of the data
            • Normalize the data
            • Calculate the final error score
            Get all kandi verified functions for this library.

            GDN Key Features

            No Key Features are available at this moment for GDN.

            GDN Examples and Code Snippets

            No Code Snippets are available at this moment for GDN.

            Community Discussions

            QUESTION

            React Typescript Component Unexpected token, expected "{"
            Asked 2021-Jun-01 at 14:52

            I have a react app in typescript that cant compile for unknown reasons. This is the error I get:

            ...

            ANSWER

            Answered 2021-Jun-01 at 14:52

            Don't listen to past me, past me was 2 weeks into this problem and couldn't think straight. Felix Kling had it right, I needed the babel preset (@babel/preset-typescript) in my .babelrc.

            The reason it seemed to freeze on Files successfully emitted, waiting for typecheck results... message is because the app was running and if I had checked my browser I would have seen the app. Something I did must have suppressed the warnings I usually see after this message.

            Source https://stackoverflow.com/questions/67712850

            QUESTION

            Need to Combine column values from multiple rows into single row in SQL
            Asked 2021-May-05 at 19:50

            For this query i am getting similar rows with multiple values. Need to combine values within single row. I tried using Stuff but i am unable to do so. Need to organise data with only SQL functions and no Pl/SQL code if possible.

            ...

            ANSWER

            Answered 2021-May-05 at 19:50

            For SQL Server 2016:

            Using common table expression:

            Source https://stackoverflow.com/questions/67407188

            QUESTION

            Finding user input in JSON file in Java
            Asked 2021-Mar-12 at 22:01

            So I Have two JSON files like this:
            FlightEntity

            ...

            ANSWER

            Answered 2021-Mar-12 at 22:01

            You can get to the flightNumber and flightId by modifying your Flight function as follows:

            Source https://stackoverflow.com/questions/66605352

            QUESTION

            Google BigQuery: Why a table resulted from a union of different tables is not showing any values in preview mode? Only it does when running the query?
            Asked 2021-Jan-26 at 07:00

            I have created the following table Called GDN All accounts which resulted from the following query:

            ...

            ANSWER

            Answered 2021-Jan-26 at 07:00

            Connect and collect data separately from each table. Once this is done, first check all tables are having your expected data or not.

            If you found all tables containing expected data, you can now create a new table using Append option in power query. This new table will contain all data together as per your expectation.

            Remember, in preview mode not all data shown always if there are big amount of data in the source. You will get the complete list in table visual in the report.

            Source https://stackoverflow.com/questions/65889274

            QUESTION

            SQL Trim login to initials
            Asked 2020-Dec-17 at 14:29

            Truncate login to initials

            Hi!

            To calculate statistics, which initials are more common in logins, I need to leave only initials (without a number at the end, if it is present) I have a data column with a login like:

            login MiaevaMO DevskaAM2 PenichiMN PopovinAV36 GokovDN

            Tried through

            ...

            ANSWER

            Answered 2020-Dec-17 at 14:29

            You can use regexp_replace() to get the upper case letters at the end of the string:

            Source https://stackoverflow.com/questions/65342331

            QUESTION

            Deploy failing on Docker Tomcat
            Asked 2020-May-01 at 21:14
            Using CATALINA_BASE:   /usr/local/tomcat
            Using CATALINA_HOME:   /usr/local/tomcat
            Using CATALINA_TMPDIR: /usr/local/tomcat/temp
            Using JRE_HOME:        /docker-java-home/jre
            Using CLASSPATH:       /usr/local/tomcat/bin/bootstrap.jar:/usr/local/tomcat/bin/tomcat-juli.jar
            13-Mar-2019 12:00:33.111 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Server version:        Apache Tomcat/8.5.38
            13-Mar-2019 12:00:33.115 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Server built:          Feb 5 2019 11:42:42 UTC
            13-Mar-2019 12:00:33.117 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Server number:         8.5.38.0
            13-Mar-2019 12:00:33.119 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log OS Name:               Linux
            13-Mar-2019 12:00:33.120 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log OS Version:            4.9.125-linuxkit
            13-Mar-2019 12:00:33.121 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Architecture:          amd64
            13-Mar-2019 12:00:33.123 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Java Home:             /usr/lib/jvm/java-8-openjdk-amd64/jre
            13-Mar-2019 12:00:33.124 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log JVM Version:           1.8.0_181-8u181-b13-2~deb9u1-b13
            13-Mar-2019 12:00:33.125 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log JVM Vendor:            Oracle Corporation
            13-Mar-2019 12:00:33.126 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log CATALINA_BASE:         /usr/local/tomcat
            13-Mar-2019 12:00:33.127 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log CATALINA_HOME:         /usr/local/tomcat
            13-Mar-2019 12:00:33.128 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Command line argument: -Djava.util.logging.config.file=/usr/local/tomcat/conf/logging.properties
            13-Mar-2019 12:00:33.129 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Command line argument: -Djava.util.logging.manager=org.apache.juli.ClassLoaderLogManager
            13-Mar-2019 12:00:33.130 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Command line argument: -Djdk.tls.ephemeralDHKeySize=2048
            13-Mar-2019 12:00:33.130 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Command line argument: -Djava.protocol.handler.pkgs=org.apache.catalina.webresources
            13-Mar-2019 12:00:33.132 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Command line argument: -Dorg.apache.catalina.security.SecurityListener.UMASK=0027
            13-Mar-2019 12:00:33.134 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Command line argument: -Dignore.endorsed.dirs=
            13-Mar-2019 12:00:33.135 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Command line argument: -Dcatalina.base=/usr/local/tomcat
            13-Mar-2019 12:00:33.136 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Command line argument: -Dcatalina.home=/usr/local/tomcat
            13-Mar-2019 12:00:33.137 INFO [main] org.apache.catalina.startup.VersionLoggerListener.log Command line argument: -Djava.io.tmpdir=/usr/local/tomcat/temp
            13-Mar-2019 12:00:33.139 INFO [main] org.apache.catalina.core.AprLifecycleListener.lifecycleEvent Loaded APR based Apache Tomcat Native library [1.2.21] using APR version [1.5.2].
            13-Mar-2019 12:00:33.140 INFO [main] org.apache.catalina.core.AprLifecycleListener.lifecycleEvent APR capabilities: IPv6 [true], sendfile [true], accept filters [false], random [true].
            13-Mar-2019 12:00:33.141 INFO [main] org.apache.catalina.core.AprLifecycleListener.lifecycleEvent APR/OpenSSL configuration: useAprConnector [false], useOpenSSL [true]
            13-Mar-2019 12:00:33.151 INFO [main] org.apache.catalina.core.AprLifecycleListener.initializeSSL OpenSSL successfully initialized [OpenSSL 1.1.0j  20 Nov 2018]
            13-Mar-2019 12:00:33.274 INFO [main] org.apache.coyote.AbstractProtocol.init Initializing ProtocolHandler ["http-nio-8080"]
            13-Mar-2019 12:00:33.296 INFO [main] org.apache.tomcat.util.net.NioSelectorPool.getSharedSelector Using a shared selector for servlet write/read
            13-Mar-2019 12:00:33.327 INFO [main] org.apache.coyote.AbstractProtocol.init Initializing ProtocolHandler ["ajp-nio-8009"]
            13-Mar-2019 12:00:33.334 INFO [main] org.apache.tomcat.util.net.NioSelectorPool.getSharedSelector Using a shared selector for servlet write/read
            13-Mar-2019 12:00:33.336 INFO [main] org.apache.catalina.startup.Catalina.load Initialization processed in 873 ms
            13-Mar-2019 12:00:33.374 INFO [main] org.apache.catalina.core.StandardService.startInternal Starting service [Catalina]
            13-Mar-2019 12:00:33.375 INFO [main] org.apache.catalina.core.StandardEngine.startInternal Starting Servlet Engine: Apache Tomcat/8.5.38
            13-Mar-2019 12:00:33.503 WARNING [localhost-startStop-1] org.apache.catalina.core.StandardContext.setPath A context path must either be an empty string or start with a '/' and do not end with a '/'. The path [/] does not meet these criteria and has been changed to []
            13-Mar-2019 12:00:33.510 INFO [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployWAR Deploying web application archive [/usr/local/tomcat/webapps/com.gdn.x.ui-mobile-api.war]
            13-Mar-2019 12:00:33.550 WARNING [localhost-startStop-1] org.apache.catalina.startup.SetContextPropertiesRule.begin [SetContextPropertiesRule]{Context} Setting property 'antiJARLocking' to 'true' did not find a matching property.
            13-Mar-2019 12:00:38.942 SEVERE [localhost-startStop-1] org.apache.catalina.core.ContainerBase.addChildInternal ContainerBase.addChild: start: 
             org.apache.catalina.LifecycleException: Failed to start component [StandardEngine[Catalina].StandardHost[localhost].StandardContext[/com.gdn.x.ui-mobile-api]]
                    at org.apache.catalina.util.LifecycleBase.start(LifecycleBase.java:167)
                    at org.apache.catalina.core.ContainerBase.addChildInternal(ContainerBase.java:754)
                    at org.apache.catalina.core.ContainerBase.addChild(ContainerBase.java:730)
                    at org.apache.catalina.core.StandardHost.addChild(StandardHost.java:734)
                    at org.apache.catalina.startup.HostConfig.deployWAR(HostConfig.java:985)
                    at org.apache.catalina.startup.HostConfig$DeployWar.run(HostConfig.java:1857)
                    at java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:511)
                    at java.util.concurrent.FutureTask.run(FutureTask.java:266)
                    at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)
                    at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
                    at java.lang.Thread.run(Thread.java:748)
            Caused by: java.lang.IllegalArgumentException: More than one fragment with the name [spring_web] was found. This is not legal with relative ordering. See section 8.2.2 2c of the Servlet specification for details. Consider using absolute ordering.
                    at org.apache.tomcat.util.descriptor.web.WebXml.orderWebFragments(WebXml.java:2200)
                    at org.apache.tomcat.util.descriptor.web.WebXml.orderWebFragments(WebXml.java:2159)
                    at org.apache.catalina.startup.ContextConfig.webConfig(ContextConfig.java:1124)
                    at org.apache.catalina.startup.ContextConfig.configureStart(ContextConfig.java:769)
                    at org.apache.catalina.startup.ContextConfig.lifecycleEvent(ContextConfig.java:299)
                    at org.apache.catalina.util.LifecycleBase.fireLifecycleEvent(LifecycleBase.java:94)
                    at org.apache.catalina.core.StandardContext.startInternal(StandardContext.java:5181)
                    at org.apache.catalina.util.LifecycleBase.start(LifecycleBase.java:150)
                    ... 10 more
            
            13-Mar-2019 12:00:38.953 SEVERE [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployWAR Error deploying web application archive [/usr/local/tomcat/webapps/com.gdn.x.ui-mobile-api.war]
             java.lang.IllegalStateException: ContainerBase.addChild: start: org.apache.catalina.LifecycleException: Failed to start component [StandardEngine[Catalina].StandardHost[localhost].StandardContext[/com.gdn.x.ui-mobile-api]]
                    at org.apache.catalina.core.ContainerBase.addChildInternal(ContainerBase.java:758)
                    at org.apache.catalina.core.ContainerBase.addChild(ContainerBase.java:730)
                    at org.apache.catalina.core.StandardHost.addChild(StandardHost.java:734)
                    at org.apache.catalina.startup.HostConfig.deployWAR(HostConfig.java:985)
                    at org.apache.catalina.startup.HostConfig$DeployWar.run(HostConfig.java:1857)
                    at java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:511)
                    at java.util.concurrent.FutureTask.run(FutureTask.java:266)
                    at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)
                    at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
                    at java.lang.Thread.run(Thread.java:748)
            
            13-Mar-2019 12:00:38.960 INFO [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployWAR Deployment of web application archive [/usr/local/tomcat/webapps/com.gdn.x.ui-mobile-api.war] has finished in [5,449] ms
            13-Mar-2019 12:00:38.963 INFO [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deploying web application directory [/usr/local/tomcat/webapps/manager]
            13-Mar-2019 12:00:39.109 INFO [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deployment of web application directory [/usr/local/tomcat/webapps/manager] has finished in [146] ms
            13-Mar-2019 12:00:39.110 INFO [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deploying web application directory [/usr/local/tomcat/webapps/examples]
            13-Mar-2019 12:00:39.441 INFO [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deployment of web application directory [/usr/local/tomcat/webapps/examples] has finished in [331] ms
            13-Mar-2019 12:00:39.451 INFO [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deploying web application directory [/usr/local/tomcat/webapps/host-manager]
            13-Mar-2019 12:00:39.503 INFO [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deployment of web application directory [/usr/local/tomcat/webapps/host-manager] has finished in [52] ms
            13-Mar-2019 12:00:39.505 INFO [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deploying web application directory [/usr/local/tomcat/webapps/ROOT]
            13-Mar-2019 12:00:39.552 INFO [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deployment of web application directory [/usr/local/tomcat/webapps/ROOT] has finished in [47] ms
            13-Mar-2019 12:00:39.557 INFO [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deploying web application directory [/usr/local/tomcat/webapps/docs]
            13-Mar-2019 12:00:39.608 INFO [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deployment of web application directory [/usr/local/tomcat/webapps/docs] has finished in [52] ms
            13-Mar-2019 12:00:39.626 INFO [main] org.apache.coyote.AbstractProtocol.start Starting ProtocolHandler ["http-nio-8080"]
            13-Mar-2019 12:00:39.649 INFO [main] org.apache.coyote.AbstractProtocol.start Starting ProtocolHandler ["ajp-nio-8009"]
            13-Mar-2019 12:00:39.654 INFO [main] org.apache.catalina.startup.Catalina.start Server startup in 6315 ms
            
            ...

            ANSWER

            Answered 2020-May-01 at 21:14

            QUESTION

            Spring Not Initializing - App not starting
            Asked 2020-Apr-23 at 11:34

            java.lang.IllegalArgumentException: Could not find class [org.springframework.cloud.netflix.feign.FeignAutoConfiguration]

            Getting this error while running the Spring boot app. I have added the pom and the error log here. Tried changing from feign to openfeign but still won't work.

            I have a dependency on sleuth for using 1.3.4.RELEASE version since I am trying to use SpanAccessor which has been deprecated after 2.0.0X

            This is my pom

            ...

            ANSWER

            Answered 2020-Apr-23 at 11:34

            If you use spring-sleuth-version 1.3.2.RELEASE you should include this dependency:

            Source https://stackoverflow.com/questions/61001479

            QUESTION

            NiFi Won't Start with Zookeeper Kerberos Config
            Asked 2020-Apr-21 at 21:09

            I'm currently having some trouble getting NiFi and Zookeeper to authenticate using Kerberos. Any help would be greatly appreciated.

            When I try and start NiFI with the Kerberos config it just shuts down during the start-up procedure.

            I am using an external Zookeeper cluster (not the embedded one). I have added the following to my config files as per the NiFi Admin Guide:

            $NIFI_HOME/conf/bootstrap.conf:

            ...

            ANSWER

            Answered 2020-Apr-21 at 21:09

            You will still need to set the kerberos service principal in nifi.properties:

            Source https://stackoverflow.com/questions/61351082

            QUESTION

            Angular's structured directives are not working
            Asked 2020-Apr-10 at 04:39

            I tried Angular 9 recently and got problem in structured directives of *ngIf and *ngFor not working and no error display in my console I also tried to change tsconfig.json file modify like below

            ...

            ANSWER

            Answered 2020-Apr-10 at 04:30

            Error is with way you assign the value to the variable.Angular variable should be assigned in the below format,

            Source https://stackoverflow.com/questions/61134022

            QUESTION

            pyspark compare two columns diagnolly
            Asked 2020-Mar-04 at 22:37

            Problem Statement: In pyspark ,I have to compare two columns diagonally for ex from below input dataframe I have to compare stn_fr_cd and stn_to_cd i.e,for val_no 1, have 2 rows . Now I have to compare stn_fr_cd of first row to stn_to_cd of second row and stn_to_cd of first row to stn_fr_cd of second row.

            From below input dataframe,Since for val_no both stn_fr_Cd and stn_to_cd diagnoal elements are equal I have increment my value as 1

            Below is my input having 4 columns id,val_no,stn_fr_cd,stn_to_cd

            ...

            ANSWER

            Answered 2020-Mar-04 at 22:37

            I think this what you want, I could be wrong. Let me know if it works for you or if I can update it. I used a window function to get the lead of both columns and if they are both equal then that partition will get a 1, otherwise 0, and then just grouped by id and summed my check column. I added 2 more rows(val_no=5) to show that they dont get selected because they dont satisfy both conditions of diagonals.

            Source https://stackoverflow.com/questions/60535174

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

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