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Helm Chart for GraphDB

CI Version: 11.3.2 AppVersion: 10.8.2

Welcome to the official Helm chart repository for GraphDB! This Helm chart makes it easy to deploy and manage GraphDB on your Kubernetes cluster.


⚠️ Important: Beginning from version 11, the Helm chart has its own release cycle and is no longer tied to the version of GraphDB.


Quickstart

helm repo add ontotext https://maven.ontotext.com/repository/helm-public/
helm install graphdb ontotext/graphdb

About GraphDB

GraphDB logo

Ontotext GraphDB is a highly efficient, scalable and robust graph database with RDF and SPARQL support. With excellent enterprise features, integration with external search applications, compatibility with industry standards, and both community and commercial support, GraphDB is the preferred database choice of both small independent developers and big enterprises.

Prerequisites

  • Kubernetes v1.26+
  • Helm v3.8+

Getting Started

If this is your first time installing a Helm chart, you should read the following introductions before continuing:

After getting familiar with the above, you need to install the following binaries on your machine:

Next, you would need access to a Kubernetes cluster. You can set up a local one or use one of the cloud providers, e.g.:

GraphDB License

To use GraphDB Enterprise Edition features, you need a license. If you have a GraphDB license, create a Secret object with a graphdb.license data entry:

kubectl create secret generic graphdb-license --from-file graphdb.license=graphdb.license

Then add the secret name to the values.yaml file under the license.existingSecret configuration.

Note: Secret names can differ from the given examples in the values.yaml, but their configurations should be updated to refer to the correct ones. Note that the licenses can be set for all node instances. Please setup correctly according to the licensing agreements.

Install

Version Compatability

The next table highlights the version mapping between the Helm chart and the deployed GraphDB.

Helm chart version GraphDB version
10.x 10.0 - 10.6.4
11.0 10.6.4

Install from Repository

  1. Add Ontotext repository

    helm repo add ontotext https://maven.ontotext.com/repository/helm-public/
  2. Install GraphDB

    helm install graphdb ontotext/graphdb
  3. Upgrade GraphDB deployment

    helm upgrade --install graphdb ontotext/graphdb

See Configuration and values.yaml on how to customize your GraphDB deployment.

Provenance

Helm can verify the origin and integrity of the Helm chart by:

  1. Importing the public GnuPG key for GraphDB Helm:

    gpg --keyserver keyserver.ubuntu.com --recv-keys 8E1B45AF8157DB82
    # Helm uses the legacy gpg format
    gpg --export > ~/.gnupg/pubring.gpg
  2. Running helm install with the --verify flag, i.e.:

    helm install --verify graphdb ontotext/graphdb

Note: The verification works only when installing from a local tar.gz or when installing from the repository.

Check the official documentation for more information https://helm.sh/docs/topics/provenance/

Uninstall

To remove the deployed GraphDB, use:

helm uninstall graphdb

Note: It is important to note that this will not remove any data, so the next time it is installed, the data will be loaded by its components.

Upgrading

The Helm chart follows Semantic Versioning v2 so any breaking changes will be rolled out only in MAJOR versions of the chart.

Please, always check out the migration guides in UPGRADE.md before switching to another major version of the Helm chart.

Configuration

Every component and resource is configured with sensible defaults in values.yaml. Make sure you read it thoroughly, understand each property and the impact of changing any one of them.

Helm allows you to override values from values.yaml in several ways. See https://helm.sh/docs/chart_template_guide/values_files/.

  • Using a separate values.yaml with overrides:

    helm install graphdb ontotext/graphdb -f overrides.yaml
  • Overriding specific values:

    helm install graphdb ontotext/graphdb --set security.enabled=true

Ontop repositories

Ontop repositories require a JDBC driver. To use this type of repository, you have to provide a JDBC driver named jdbc-driver.jar. It must be located in each GraphDB instance in which you wish to use with Ontop repository, in the folder /opt/graphdb/home/jdbc-driver. The directory is part of the GraphDB home directory which is persistent, so the driver will persist after a restart or reschedule of a GraphDB pod.

Customizing GraphDB cluster and GraphDB specific properties

GraphDB's Helm chart is made to be highly customizable regarding GraphDB's specific options and properties. There are 3 important configuration sections:

  • GraphDB cluster configuration
  • GraphDB node configuration
  • GraphDB cluster proxy configuration

GraphDB cluster configuration

With the release of GraphDB 10, master nodes are no longer needed for a cluster, so the size of the cluster is controlled by just one property: replicas. You will need at least three GraphDB installations to create a fully functional cluster. Remember that the Raft algorithm recommends an odd number of nodes, so a cluster of five nodes is a good choice.

Note: If 1 is selected as node count, the launched node will be standalone and no instances of the cluster proxy will be deployed!

  • The section cluster.config can be used to configure a GraphDB cluster.

See more about the cluster here: https://graphdb.ontotext.com/documentation/10.8/cluster-basics.html

Deploying GraphDB with security

GraphDB's Helm chart supports deploying GraphDB with or without security. This can be toggled through security.enabled. If it is deployed with security enabled, a special provisioning user is used for repository provisioning, cluster linking, health checks and so on. Additional users can be added through the users file: files/config/users.js. The users are described with their roles, username and a bcrypt64 password.

The file can be provisioned before GraphDB's startup with the security.initialUsers configurations. It can be overridden with other configmap containing the users.js file with security.initialUsers.existingSecret. Note that the provisioning user is required when security is turned on!

By default, if the security is turned on, GraphDB's basic security method is used. More complicated security configurations can be configured using additional configurations in graphdb.properties.

See https://graphdb.ontotext.com/documentation/10.8/access-control.html

Prior to GraphDB 10.0.0 the users and their settings were saved in the settings.js file.

Provisioning additional properties and settings

Most of GraphDB's properties can be passed through configuration.properties or configuration.javaArguments. Another option is to supply a graphdb.properties file. This file can be provisioned on during GraphDB's startup using configuration.extraProperties.existingConfigmap.

The graphdb.properties file is also used for more complex security configurations such as LDAP, Oauth, Kerberos.

Some additional settings are kept in the settings.js file. Most of those settings are internal for GraphDB and better left managed by the client. The file can be provisioned before GraphDB's startup with the configuration.initialSettings.existingSecret configuration. Note the settings.js must contain security.enabled" : true property when security is turned on!

GraphDB uses Logback to configure logging using the logback.xml file. The file can be provisioned before GraphDB's startup with the configuration.logback.existingConfigmap configuration.

See https://graphdb.ontotext.com/documentation/10.8/directories-and-config-properties.html#configuration-properties

See https://graphdb.ontotext.com/documentation/10.8/access-control.html

Importing data from existing persistent volume

GraphDB supports attaching a folder as an import directory. The directory's content s visible in the Workbench and can be imported. In the Helm chart you can use existing PV as an import directory. This is done through import.volumeMount using a volumeClaimTemplateSpec. This way a dynamic PV/PVC can be provisioned, or you can use an existing PV with an appropriate claimRef.

Networking

By default, GraphDB's Helm chart comes with a default Ingress. The Ingress can be disabled by switching ingress.enabled to false.

Cloud deployments specifics

Some cloud Kubernetes clusters have some specifics that should be noted. Here are some useful tips on some cloud K8s clusters:

Microsoft Azure

We recommend not to use the Microsoft Azure storage of type azurefile. The write speeds of this storage type when used in a Kubernetes cluster is not good enough for GraphDB, and we recommend against using it in production environments.

See Azure/AKS#223

Deployment

Some important properties to update according to your deployment are:

  • configuration.externalUrl - Configures the address at which the Ingress controller and GraphDB are accessible.

Resources

Each component is defined with default resource limits that are sufficient to deploy the chart and use it with small sets of data. However, for production deployments it is obligatory to revise these resource limits and tune them for your environment. You should consider common requirements like amount of data, users, expected traffic.

Look for <component>.resources blocks in values.yaml. During Helm's template rendering, these YAML blocks are inserted in the Kubernetes pod configurations as pod resource limits. Most resource configuration blocks are referring to official documentations.

See the Kubernetes documentation https://kubernetes.io/docs/concepts/configuration/manage-compute-resources-container/ about defining resource limits.

Examples

Checkout the examples/ folder in this repository.

Guides

Updating an expired GraphDB license

When the license expires, you will have to update the Secret object and restart the GraphDB pods in order to load the new license.

In avoid restarting your current GraphDB instances, you can copy the new license directly into your GraphDB containers, in the folder /opt/graphdb/home/conf. It's important to name your file exactly graphdb.license!

kubectl delete secret graphdb-license
kubectl create secret generic graphdb-license --from-file graphdb.license=graphdb.license
kubectl cp graphdb.license graphdb-pod-0:/opt/graphdb/home/conf/
kubectl cp graphdb.license graphdb-pod-1:/opt/graphdb/home/conf/
kubectl cp graphdb.license graphdb-pod-2:/opt/graphdb/home/conf/

Values

Key Type Default Description
affinity object {}
annotations object {}
args list []
automountServiceAccountToken bool false
backup.cloud.bucketUri string ""
backup.enabled bool false
backup.extraEnv list []
backup.extraEnvFrom list []
backup.failedJobsHistoryLimit int 3
backup.local.existingPVC string ""
backup.local.mountPath string "/opt/graphdb/backups/"
backup.options.backupSystemData bool true
backup.optionsSecret.existingSecret string ""
backup.optionsSecret.secretKey string "backup_options.json"
backup.schedule string "@midnight"
backup.successfulJobsHistoryLimit int 3
backup.type string "cloud"
cluster.clusterCreationTimeout int 60
cluster.config.configmapKey string "cluster-config.json"
cluster.config.existingConfigmap string ""
cluster.config.params.electionMinTimeout int 8000
cluster.config.params.electionRangeTimeout int 6000
cluster.config.params.heartbeatInterval int 2000
cluster.config.params.messageSizeKB int 64
cluster.config.params.transactionLogMaximumSizeGB int 50
cluster.config.params.verificationTimeout int 1500
cluster.jobs.createCluster.enabled bool true
cluster.jobs.patchCluster.enabled bool true
cluster.jobs.scaleCluster.enabled bool true
cluster.token.existingSecret string ""
cluster.token.secret string "s3cr37"
cluster.token.secretKey string ""
command list []
configuration.defaultJavaArguments string "-XX:+UseContainerSupport -XX:MaxRAMPercentage=70 -XX:-UseCompressedOops -Ddefault.min.distinct.threshold=100m"
configuration.externalUrl string "http://graphdb.127.0.0.1.nip.io/"
configuration.extraProperties.configmapKey string "graphdb.properties"
configuration.extraProperties.existingConfigmap string ""
configuration.extraProperties.existingSecret string ""
configuration.extraProperties.secretKey string "graphdb.properties"
configuration.initialSettings.configmapKey string "settings.js"
configuration.initialSettings.existingConfigmap string ""
configuration.javaArguments string ""
configuration.logback.configmapKey string "logback.xml"
configuration.logback.existingConfigmap string ""
configuration.properties object {}
configuration.secretProperties object {}
containerPorts.http int 7200
containerPorts.rpc int 7300
dnsConfig object {}
dnsPolicy string ""
extraContainerPorts object {}
extraContainers list []
extraEnv list []
extraEnvFrom list []
extraInitContainers list []
extraObjects list []
extraVolumeClaimTemplates list []
extraVolumeMounts list []
extraVolumes list []
fullnameOverride string ""
global.clusterDomain string "cluster.local"
global.imagePullSecrets list []
global.imageRegistry string ""
headlessService.annotations object {}
headlessService.enabled bool true
headlessService.extraPorts list []
headlessService.labels object {}
headlessService.ports.http int 7200
headlessService.ports.rpc int 7300
image.digest string ""
image.pullPolicy string "IfNotPresent"
image.pullSecrets list []
image.registry string "docker.io"
image.repository string "ontotext/graphdb"
image.tag string ""
import.volumeMount.enabled bool false
import.volumeMount.volumeClaimTemplate.annotations object {}
import.volumeMount.volumeClaimTemplate.labels object {}
import.volumeMount.volumeClaimTemplate.name string "import"
import.volumeMount.volumeClaimTemplate.spec.accessModes[0] string "ReadWriteOnce"
import.volumeMount.volumeClaimTemplate.spec.resources.requests.storage string "10Gi"
ingress.annotations object {}
ingress.className string ""
ingress.enabled bool true
ingress.extraHosts list []
ingress.extraTLS list []
ingress.host string ""
ingress.labels object {}
ingress.path string ""
ingress.pathType string "Prefix"
ingress.tls.enabled bool false
ingress.tls.secretName string ""
initContainerDataPermissions.enabled bool false
initContainerDataPermissions.securityContext.runAsNonRoot bool false
initContainerDataPermissions.securityContext.runAsUser int 0
initContainerResources.limits.cpu string "50m"
initContainerResources.limits.memory string "16Mi"
initContainerResources.requests.cpu string "50m"
initContainerResources.requests.memory string "16Mi"
initContainerSecurityContext.allowPrivilegeEscalation bool false
initContainerSecurityContext.capabilities.drop[0] string "ALL"
initContainerSecurityContext.readOnlyRootFilesystem bool true
initContainerSecurityContext.seccompProfile.type string "RuntimeDefault"
jobs.affinity object {}
jobs.backoffLimit int 10
jobs.dnsConfig object {}
jobs.dnsPolicy string ""
jobs.nodeSelector object {}
jobs.persistence.emptyDir.sizeLimit string "10Mi"
jobs.podSecurityContext.fsGroup int 10001
jobs.podSecurityContext.fsGroupChangePolicy string "OnRootMismatch"
jobs.podSecurityContext.runAsGroup int 10001
jobs.podSecurityContext.runAsNonRoot bool true
jobs.podSecurityContext.runAsUser int 10001
jobs.podSecurityContext.seccompProfile.type string "RuntimeDefault"
jobs.priorityClassName string ""
jobs.resources.limits.cpu string "50m"
jobs.resources.limits.ephemeral-storage string "10Mi"
jobs.resources.limits.memory string "16Mi"
jobs.resources.requests.cpu string "50m"
jobs.resources.requests.ephemeral-storage string "10Mi"
jobs.resources.requests.memory string "16Mi"
jobs.schedulerName string ""
jobs.securityContext.allowPrivilegeEscalation bool false
jobs.securityContext.capabilities.drop[0] string "ALL"
jobs.securityContext.readOnlyRootFilesystem bool true
jobs.securityContext.seccompProfile.type string "RuntimeDefault"
jobs.tolerations list []
jobs.topologySpreadConstraints list []
jobs.ttlSecondsAfterFinished int 300
labels object {}
license.existingSecret string ""
license.licenseFilename string "graphdb.license"
license.mountPath string "/opt/graphdb/home/conf/license/"
license.optional bool false
license.readOnly bool true
livenessProbe.httpGet.path string "/protocol"
livenessProbe.httpGet.port string "http"
livenessProbe.initialDelaySeconds int 60
livenessProbe.periodSeconds int 10
livenessProbe.timeoutSeconds int 5
nameOverride string ""
namespaceOverride string ""
nodeSelector object {}
persistence.emptyDir.sizeLimit string "1Gi"
persistence.enabled bool true
persistence.volumeClaimRetentionPolicy object {}
persistence.volumeClaimTemplate.annotations object {}
persistence.volumeClaimTemplate.labels object {}
persistence.volumeClaimTemplate.name string "storage"
persistence.volumeClaimTemplate.spec.accessModes[0] string "ReadWriteOnce"
persistence.volumeClaimTemplate.spec.resources.requests.storage string "5Gi"
podAnnotations object {}
podAntiAffinity.enabled bool true
podAntiAffinity.preset string "soft"
podAntiAffinity.topology string "kubernetes.io/hostname"
podDisruptionBudget.enabled bool true
podDisruptionBudget.maxUnavailable string ""
podDisruptionBudget.minAvailable string "51%"
podLabels object {}
podManagementPolicy string "Parallel"
podSecurityContext.fsGroup int 10001
podSecurityContext.fsGroupChangePolicy string "OnRootMismatch"
podSecurityContext.runAsGroup int 10001
podSecurityContext.runAsNonRoot bool true
podSecurityContext.runAsUser int 10001
podSecurityContext.seccompProfile.type string "RuntimeDefault"
priorityClassName string ""
proxy.affinity object {}
proxy.annotations object {}
proxy.args list []
proxy.command list []
proxy.configuration.defaultJavaArguments string "-XX:+UseContainerSupport -XX:MaxRAMPercentage=70"
proxy.configuration.extraProperties.configmapKey string "graphdb.properties"
proxy.configuration.extraProperties.existingConfigmap string ""
proxy.configuration.extraProperties.existingSecret string ""
proxy.configuration.extraProperties.secretKey string "graphdb.properties"
proxy.configuration.javaArguments string ""
proxy.configuration.logback.configmapKey string "logback.xml"
proxy.configuration.logback.existingConfigmap string ""
proxy.configuration.properties object {}
proxy.configuration.secretProperties object {}
proxy.containerPorts.http int 7200
proxy.containerPorts.rpc int 7300
proxy.dnsConfig object {}
proxy.dnsPolicy string ""
proxy.extraContainerPorts object {}
proxy.extraContainers list []
proxy.extraEnv list []
proxy.extraEnvFrom list []
proxy.extraInitContainers list []
proxy.extraVolumeClaimTemplates list []
proxy.extraVolumeMounts list []
proxy.extraVolumes list []
proxy.fullnameOverride string ""
proxy.headlessService.annotations object {}
proxy.headlessService.enabled bool true
proxy.headlessService.extraPorts list []
proxy.headlessService.labels object {}
proxy.headlessService.ports.http int 7200
proxy.headlessService.ports.rpc int 7300
proxy.initContainerDataPermissions.enabled bool false
proxy.initContainerDataPermissions.securityContext.runAsNonRoot bool false
proxy.initContainerDataPermissions.securityContext.runAsUser int 0
proxy.initContainerResources.limits.cpu string "50m"
proxy.initContainerResources.limits.memory string "16Mi"
proxy.initContainerResources.requests.cpu string "50m"
proxy.initContainerResources.requests.memory string "16Mi"
proxy.initContainerSecurityContext.allowPrivilegeEscalation bool false
proxy.initContainerSecurityContext.capabilities.drop[0] string "ALL"
proxy.initContainerSecurityContext.readOnlyRootFilesystem bool true
proxy.initContainerSecurityContext.seccompProfile.type string "RuntimeDefault"
proxy.labels object {}
proxy.livenessProbe.httpGet.path string "/proxy/health"
proxy.livenessProbe.httpGet.port string "http"
proxy.livenessProbe.initialDelaySeconds int 120
proxy.livenessProbe.periodSeconds int 10
proxy.livenessProbe.timeoutSeconds int 5
proxy.nameOverride string ""
proxy.nodeSelector object {}
proxy.persistence.emptyDir.sizeLimit string "500Mi"
proxy.persistence.enabled bool true
proxy.persistence.volumeClaimRetentionPolicy object {}
proxy.persistence.volumeClaimTemplate.annotations object {}
proxy.persistence.volumeClaimTemplate.labels object {}
proxy.persistence.volumeClaimTemplate.name string "storage"
proxy.persistence.volumeClaimTemplate.spec.accessModes[0] string "ReadWriteOnce"
proxy.persistence.volumeClaimTemplate.spec.resources.requests.storage string "500Mi"
proxy.podAnnotations object {}
proxy.podAntiAffinity.enabled bool true
proxy.podAntiAffinity.preset string "soft"
proxy.podAntiAffinity.topology string "kubernetes.io/hostname"
proxy.podDisruptionBudget.enabled bool true
proxy.podDisruptionBudget.maxUnavailable string ""
proxy.podDisruptionBudget.minAvailable string "51%"
proxy.podLabels object {}
proxy.podManagementPolicy string "Parallel"
proxy.podSecurityContext.fsGroup int 10001
proxy.podSecurityContext.fsGroupChangePolicy string "OnRootMismatch"
proxy.podSecurityContext.runAsGroup int 10001
proxy.podSecurityContext.runAsNonRoot bool true
proxy.podSecurityContext.runAsUser int 10001
proxy.podSecurityContext.seccompProfile.type string "RuntimeDefault"
proxy.priorityClassName string ""
proxy.readinessProbe.httpGet.path string "/proxy/ready"
proxy.readinessProbe.httpGet.port string "http"
proxy.readinessProbe.periodSeconds int 10
proxy.readinessProbe.timeoutSeconds int 5
proxy.replicas int 3
proxy.resources.limits.memory string "1500Mi"
proxy.resources.requests.cpu string "100m"
proxy.resources.requests.memory string "1500Mi"
proxy.revisionHistoryLimit int 10
proxy.schedulerName string ""
proxy.securityContext.allowPrivilegeEscalation bool false
proxy.securityContext.capabilities.drop[0] string "ALL"
proxy.securityContext.readOnlyRootFilesystem bool true
proxy.securityContext.seccompProfile.type string "RuntimeDefault"
proxy.service.annotations object {}
proxy.service.enabled bool true
proxy.service.externalIPs list []
proxy.service.externalTrafficPolicy string ""
proxy.service.extraPorts list []
proxy.service.healthCheckNodePort string ""
proxy.service.labels object {}
proxy.service.loadBalancerClass string ""
proxy.service.loadBalancerSourceRanges list []
proxy.service.nodePort string ""
proxy.service.ports.http int 7200
proxy.service.type string "ClusterIP"
proxy.startupProbe.failureThreshold int 60
proxy.startupProbe.httpGet.path string "/proxy/ready"
proxy.startupProbe.httpGet.port string "http"
proxy.startupProbe.periodSeconds int 5
proxy.startupProbe.timeoutSeconds int 3
proxy.terminationGracePeriodSeconds int 30
proxy.tolerations list []
proxy.topologySpreadConstraints list []
proxy.updateStrategy.type string "RollingUpdate"
readinessProbe.httpGet.path string "/protocol"
readinessProbe.httpGet.port string "http"
readinessProbe.initialDelaySeconds int 5
readinessProbe.periodSeconds int 10
readinessProbe.timeoutSeconds int 5
replicas int 1
repositories.existingConfigmap string ""
resources.limits.memory string "4Gi"
resources.requests.cpu string "500m"
resources.requests.memory string "4Gi"
revisionHistoryLimit int 10
schedulerName string ""
security.admin.initialPassword string ""
security.enabled bool false
security.initialUsers.existingSecret string ""
security.initialUsers.secretKey string "users.js"
security.initialUsers.users object {}
security.provisioner.existingSecret string ""
security.provisioner.password string "iHaveSuperpowers"
security.provisioner.passwordHash string ""
security.provisioner.tokenKey string "GRAPHDB_AUTH_TOKEN"
security.provisioner.username string "provisioner"
securityContext.allowPrivilegeEscalation bool false
securityContext.capabilities.drop[0] string "ALL"
securityContext.readOnlyRootFilesystem bool true
securityContext.seccompProfile.type string "RuntimeDefault"
service.annotations object {}
service.enabled bool true
service.externalIPs list []
service.externalTrafficPolicy string ""
service.extraPorts list []
service.healthCheckNodePort string ""
service.labels object {}
service.loadBalancerClass string ""
service.loadBalancerSourceRanges list []
service.nodePort string ""
service.ports.http int 7200
service.type string "ClusterIP"
serviceAccount.annotations object {}
serviceAccount.create bool false
serviceAccount.name string ""
startupProbe.failureThreshold int 30
startupProbe.httpGet.path string "/protocol"
startupProbe.httpGet.port string "http"
startupProbe.periodSeconds int 10
startupProbe.timeoutSeconds int 5
tempVolume.emptyDir.sizeLimit string "128Mi"
tempVolume.enabled bool true
terminationGracePeriodSeconds int 120
tolerations list []
topologySpreadConstraints list []
updateStrategy.type string "RollingUpdate"

Troubleshooting

Helm install hangs

If there is no output after helm install, it is likely that a hook cannot execute. Check their logs with kubectl logs.

Another reason could be that the default timeout of 5 minutes for Helm install or upgrade is not enough. You can increase the timeout by adding --timeout 10m (or more) to the Helm command.

Connection issues

If connections time out or the pods cannot resolve each other, it is likely that the Kubernetes DNS is broken. This is a common issue with Minikube between system restarts or when inappropriate Minikube driver is used. Please refer to https://kubernetes.io/docs/tasks/administer-cluster/dns-debugging-resolution/.

Filesystem provisioning errors (in Multi-Node Minikube Cluster)

When expanding your Minikube cluster from one to two or more nodes to deploy different GraphDB instances across multiple nodes to ensure high availability, you may encounter errors when setting up persistent storage. These issues are due to implementation problems with the storage provisioner included with Minikube. To resolve this, you need to adjust your environment accordingly. Follow the steps outlined in the official Minikube documentation under the "CSI Driver and Volume Snapshots" section, specifically in the "Multi-Node Clusters" chapter.

Maintainers

Name Email Url
Ontotext GraphDB team [email protected]

Contributing

If you have any suggestions, bug reports, or feature requests, please open an issue or submit a pull request.

License

This code is released under the Apache 2.0 License. See LICENSE for more details.