# Hopsworks Documentation > Official documentation for Hopsworks and its Feature Store - an open source data-intensive AI platform used for the development and operation of machine learning models at scale. - [Home](https://docs.hopsworks.ai/latest/) ([md](https://docs.hopsworks.ai/latest/index.md)) - [Getting Started ↗](https://run.hopsworks.ai) ## Concepts - [Concepts](https://docs.hopsworks.ai/latest/concepts/) ([md](https://docs.hopsworks.ai/latest/concepts/index.md)) ### Platform - [Hopsworks Platform](https://docs.hopsworks.ai/latest/concepts/hopsworks/) ([md](https://docs.hopsworks.ai/latest/concepts/hopsworks/index.md)) - [FTI Pipeline Architecture](https://docs.hopsworks.ai/latest/concepts/fti/) ([md](https://docs.hopsworks.ai/latest/concepts/fti/index.md)) - [AI Systems](https://docs.hopsworks.ai/latest/concepts/mlops/prediction_services/) ([md](https://docs.hopsworks.ai/latest/concepts/mlops/prediction_services/index.md)) - [Agents and LLM Systems](https://docs.hopsworks.ai/latest/concepts/mlops/agents/) ([md](https://docs.hopsworks.ai/latest/concepts/mlops/agents/index.md)) - [Projects and Governance](https://docs.hopsworks.ai/latest/concepts/projects/governance/) ([md](https://docs.hopsworks.ai/latest/concepts/projects/governance/index.md)) - [Data Storage and Sharing](https://docs.hopsworks.ai/latest/concepts/projects/storage/) ([md](https://docs.hopsworks.ai/latest/concepts/projects/storage/index.md)) - [MLOps Dictionary ↗](https://www.hopsworks.ai/mlops-dictionary?utm_source=web&utm_medium=docs) ### Feature Store - [Architecture](https://docs.hopsworks.ai/latest/concepts/fs/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/index.md)) - [Features and Feature Groups](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/fg_overview/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/fg_overview/index.md)) - [Write APIs](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/write_apis/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/write_apis/index.md)) - [External Feature Groups](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/external_fg/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/external_fg/index.md)) - [Spine Group](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/spine_group/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/spine_group/index.md)) - [Feature Pipelines](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/feature_pipelines/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/feature_pipelines/index.md)) - [Streaming Feature Pipelines](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/streaming_feature_pipelines/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/streaming_feature_pipelines/index.md)) - [Data Transformations](https://docs.hopsworks.ai/latest/concepts/mlops/data_transformations/) ([md](https://docs.hopsworks.ai/latest/concepts/mlops/data_transformations/index.md)) ### Feature Views - [Overview](https://docs.hopsworks.ai/latest/concepts/fs/feature_view/fv_overview/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_view/fv_overview/index.md)) - [Offline API](https://docs.hopsworks.ai/latest/concepts/fs/feature_view/offline_api/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_view/offline_api/index.md)) - [Online API](https://docs.hopsworks.ai/latest/concepts/fs/feature_view/online_api/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_view/online_api/index.md)) - [Consistent Transformations](https://docs.hopsworks.ai/latest/concepts/fs/feature_view/training_inference_pipelines/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_view/training_inference_pipelines/index.md)) - [On-Demand Features](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/on_demand_feature/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/on_demand_feature/index.md)) ### Data Quality - [Data Validation, Statistics, Alerts](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/fg_statistics/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/fg_statistics/index.md)) - [Feature Monitoring](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/feature_monitoring/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/feature_monitoring/index.md)) ### Versioning & Lifecycle - [Versioning](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/versioning/) ([md](https://docs.hopsworks.ai/latest/concepts/fs/feature_group/versioning/index.md)) - [Tags, Search, Lineage](https://docs.hopsworks.ai/latest/concepts/projects/search/) ([md](https://docs.hopsworks.ai/latest/concepts/projects/search/index.md)) - [CI/CD](https://docs.hopsworks.ai/latest/concepts/projects/cicd/) ([md](https://docs.hopsworks.ai/latest/concepts/projects/cicd/index.md)) ### Models and Serving - [Model Training](https://docs.hopsworks.ai/latest/concepts/mlops/training/) ([md](https://docs.hopsworks.ai/latest/concepts/mlops/training/index.md)) - [Model Registry](https://docs.hopsworks.ai/latest/concepts/mlops/registry/) ([md](https://docs.hopsworks.ai/latest/concepts/mlops/registry/index.md)) - [Model Serving](https://docs.hopsworks.ai/latest/concepts/mlops/serving/) ([md](https://docs.hopsworks.ai/latest/concepts/mlops/serving/index.md)) - [Model Monitoring](https://docs.hopsworks.ai/latest/concepts/mlops/model_monitoring/) ([md](https://docs.hopsworks.ai/latest/concepts/mlops/model_monitoring/index.md)) ### More - [Vector Index](https://docs.hopsworks.ai/latest/concepts/mlops/opensearch/) ([md](https://docs.hopsworks.ai/latest/concepts/mlops/opensearch/index.md)) - [Development Inside Hopsworks](https://docs.hopsworks.ai/latest/concepts/dev/inside/) ([md](https://docs.hopsworks.ai/latest/concepts/dev/inside/index.md)) - [Development Outside Hopsworks](https://docs.hopsworks.ai/latest/concepts/dev/outside/) ([md](https://docs.hopsworks.ai/latest/concepts/dev/outside/index.md)) - [BI Tools](https://docs.hopsworks.ai/latest/concepts/mlops/bi_tools/) ([md](https://docs.hopsworks.ai/latest/concepts/mlops/bi_tools/index.md)) ## Guides - [How-To Guides](https://docs.hopsworks.ai/latest/user_guides/) ([md](https://docs.hopsworks.ai/latest/user_guides/index.md)) ### Clients - [Client Installation Guide](https://docs.hopsworks.ai/latest/user_guides/client_installation/) ([md](https://docs.hopsworks.ai/latest/user_guides/client_installation/index.md)) - [Hopsworks CLI](https://docs.hopsworks.ai/latest/user_guides/client_installation/cli/) ([md](https://docs.hopsworks.ai/latest/user_guides/client_installation/cli/index.md)) ### Feature Store - [Feature Store Guides](https://docs.hopsworks.ai/latest/user_guides/fs/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/index.md)) #### Data Source - [Data Source Guides](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/index.md)) ##### Configuration - [JDBC](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/jdbc/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/jdbc/index.md)) - [Snowflake](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/snowflake/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/snowflake/index.md)) - [Kafka](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/kafka/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/kafka/index.md)) - [HopsFS](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/hopsfs/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/hopsfs/index.md)) - [S3](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/s3/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/s3/index.md)) - [AWS Glue](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/glue/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/glue/index.md)) - [Redshift](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/redshift/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/redshift/index.md)) - [ADLS](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/adls/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/adls/index.md)) - [BigQuery](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/bigquery/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/bigquery/index.md)) - [GCS](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/gcs/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/gcs/index.md)) - [SQL](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/sql/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/sql/index.md)) - [CRM, Sales & Analytics](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/crm_sales_analytics/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/crm_sales_analytics/index.md)) - [REST API](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/rest_api/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/rest_api/index.md)) - [Unity Catalog](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/unity_catalog/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/unity_catalog/index.md)) - [SAP HANA](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/sap_hana/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/creation/sap_hana/index.md)) - [Usage](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/usage/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/data_source/usage/index.md)) #### Feature Group - [Feature Group User Guides](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/index.md)) - [Create](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/create/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/create/index.md)) - [Partitioning and Clustering](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/partitioning/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/partitioning/index.md)) - [Delta Maintenance](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/delta_maintenance/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/delta_maintenance/index.md)) - [Create External](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/create_external/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/create_external/index.md)) - [Ingest Data with dltHub](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/ingest_with_dlthub/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/ingest_with_dlthub/index.md)) - [Create Spine](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/create_spine/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/create_spine/index.md)) - [Deprecate](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/deprecation/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/deprecation/index.md)) - [Data Types and Schema management](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/data_types/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/data_types/index.md)) - [Statistics](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/statistics/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/statistics/index.md)) ##### Data Validation - [Getting started](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/data_validation/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/data_validation/index.md)) - [Advanced guide](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/data_validation_advanced/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/data_validation_advanced/index.md)) - [Best practices](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/data_validation_best_practices/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/data_validation_best_practices/index.md)) - [Feature Monitoring](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/feature_monitoring/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/feature_monitoring/index.md)) - [Notification](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/notification/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/notification/index.md)) - [Ingestion Topic](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/topic/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/topic/index.md)) - [On-Demand Transformations](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/on_demand_transformations/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/on_demand_transformations/index.md)) - [Online Ingestion Observability](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/online_ingestion_observability/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/online_ingestion_observability/index.md)) - [Time-To-Live (TTL)](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/ttl/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_group/ttl/index.md)) #### Feature View - [Feature View User Guides](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/index.md)) - [Overview](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/overview/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/overview/index.md)) - [Training data](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/training-data/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/training-data/index.md)) - [Batch data](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/batch-data/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/batch-data/index.md)) - [Feature vectors](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/feature-vectors/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/feature-vectors/index.md)) - [Feature server](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/feature-server/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/feature-server/index.md)) - [Query](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/query/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/query/index.md)) - [Helper Columns](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/helper-columns/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/helper-columns/index.md)) - [Model-Dependent Transformation Functions](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/model-dependent-transformations/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/model-dependent-transformations/index.md)) - [Spines](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/spine-query/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/spine-query/index.md)) - [Feature Monitoring](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/feature_monitoring/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/feature_monitoring/index.md)) - [Feature Logging](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/feature_logging/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/feature_logging/index.md)) - [Deployment](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/deployment/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_view/deployment/index.md)) - [Vector Similarity Search](https://docs.hopsworks.ai/latest/user_guides/fs/vector_similarity_search/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/vector_similarity_search/index.md)) - [Transformation Functions](https://docs.hopsworks.ai/latest/user_guides/fs/transformation_functions/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/transformation_functions/index.md)) - [Compute Engines](https://docs.hopsworks.ai/latest/user_guides/fs/compute_engines/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/compute_engines/index.md)) #### Integrations - [Client Integrations](https://docs.hopsworks.ai/latest/user_guides/integrations/) ([md](https://docs.hopsworks.ai/latest/user_guides/integrations/index.md)) - [Python / SageMaker / Kubeflow](https://docs.hopsworks.ai/latest/user_guides/integrations/python/) ([md](https://docs.hopsworks.ai/latest/user_guides/integrations/python/index.md)) ##### AWS EMR - [Networking](https://docs.hopsworks.ai/latest/user_guides/integrations/emr/networking/) ([md](https://docs.hopsworks.ai/latest/user_guides/integrations/emr/networking/index.md)) - [Configure EMR for Hopsworks](https://docs.hopsworks.ai/latest/user_guides/integrations/emr/emr_configuration/) ([md](https://docs.hopsworks.ai/latest/user_guides/integrations/emr/emr_configuration/index.md)) - [Azure HDInsight](https://docs.hopsworks.ai/latest/user_guides/integrations/hdinsight/) ([md](https://docs.hopsworks.ai/latest/user_guides/integrations/hdinsight/index.md)) ##### Azure ML - [Designer](https://docs.hopsworks.ai/latest/user_guides/integrations/mlstudio_designer/) ([md](https://docs.hopsworks.ai/latest/user_guides/integrations/mlstudio_designer/index.md)) - [Notebooks](https://docs.hopsworks.ai/latest/user_guides/integrations/mlstudio_notebooks/) ([md](https://docs.hopsworks.ai/latest/user_guides/integrations/mlstudio_notebooks/index.md)) - [Apache Spark](https://docs.hopsworks.ai/latest/user_guides/integrations/spark/) ([md](https://docs.hopsworks.ai/latest/user_guides/integrations/spark/index.md)) - [Apache Beam](https://docs.hopsworks.ai/latest/user_guides/integrations/beam/) ([md](https://docs.hopsworks.ai/latest/user_guides/integrations/beam/index.md)) - [Java](https://docs.hopsworks.ai/latest/user_guides/integrations/java/) ([md](https://docs.hopsworks.ai/latest/user_guides/integrations/java/index.md)) #### Kafka - [Create Schema](https://docs.hopsworks.ai/latest/user_guides/projects/kafka/create_schema/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/kafka/create_schema/index.md)) - [Create Topic](https://docs.hopsworks.ai/latest/user_guides/projects/kafka/create_topic/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/kafka/create_topic/index.md)) - [Produce messages](https://docs.hopsworks.ai/latest/user_guides/projects/kafka/produce_messages/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/kafka/produce_messages/index.md)) - [Consume messages](https://docs.hopsworks.ai/latest/user_guides/projects/kafka/consume_messages/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/kafka/consume_messages/index.md)) - [Sharing](https://docs.hopsworks.ai/latest/user_guides/fs/sharing/sharing/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/sharing/sharing/index.md)) - [Tags](https://docs.hopsworks.ai/latest/user_guides/fs/tags/tags/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/tags/tags/index.md)) - [Mandatory Tags](https://docs.hopsworks.ai/latest/user_guides/fs/tags/mandatory_tags/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/tags/mandatory_tags/index.md)) - [Keywords](https://docs.hopsworks.ai/latest/user_guides/fs/tags/keywords/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/tags/keywords/index.md)) - [Provenance](https://docs.hopsworks.ai/latest/user_guides/fs/provenance/provenance/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/provenance/provenance/index.md)) #### Feature Monitoring - [Feature Monitoring](https://docs.hopsworks.ai/latest/user_guides/fs/feature_monitoring/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_monitoring/index.md)) - [Scheduled Statistics](https://docs.hopsworks.ai/latest/user_guides/fs/feature_monitoring/scheduled_statistics/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_monitoring/scheduled_statistics/index.md)) - [Statistics Comparison](https://docs.hopsworks.ai/latest/user_guides/fs/feature_monitoring/statistics_comparison/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_monitoring/statistics_comparison/index.md)) - [Distribution Comparison](https://docs.hopsworks.ai/latest/user_guides/fs/feature_monitoring/distribution_comparison/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_monitoring/distribution_comparison/index.md)) - [Interactive Graph](https://docs.hopsworks.ai/latest/user_guides/fs/feature_monitoring/interactive_graph/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/feature_monitoring/interactive_graph/index.md)) ### Projects - [Projects Guides](https://docs.hopsworks.ai/latest/user_guides/projects/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/index.md)) #### Authentication - [Registration](https://docs.hopsworks.ai/latest/user_guides/projects/auth/registration/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/auth/registration/index.md)) - [Login](https://docs.hopsworks.ai/latest/user_guides/projects/auth/login/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/auth/login/index.md)) - [Password Recovery](https://docs.hopsworks.ai/latest/user_guides/projects/auth/recovery/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/auth/recovery/index.md)) - [OAuth2 Authentication](https://docs.hopsworks.ai/latest/user_guides/projects/auth/oauth/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/auth/oauth/index.md)) - [LDAP Authentication](https://docs.hopsworks.ai/latest/user_guides/projects/auth/ldap/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/auth/ldap/index.md)) - [Kerberos Authentication](https://docs.hopsworks.ai/latest/user_guides/projects/auth/krb/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/auth/krb/index.md)) - [Update Profile](https://docs.hopsworks.ai/latest/user_guides/projects/auth/profile/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/auth/profile/index.md)) #### Projects - [Create Project](https://docs.hopsworks.ai/latest/user_guides/projects/project/create_project/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/project/create_project/index.md)) - [Manage Members](https://docs.hopsworks.ai/latest/user_guides/projects/project/manage_members/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/project/manage_members/index.md)) - [Wizard](https://docs.hopsworks.ai/latest/user_guides/projects/wizard/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/wizard/index.md)) - [Search](https://docs.hopsworks.ai/latest/user_guides/projects/search/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/search/index.md)) - [Dataset Sharing](https://docs.hopsworks.ai/latest/user_guides/projects/datasets/sharing/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/datasets/sharing/index.md)) #### Git - [Configure Git Provider](https://docs.hopsworks.ai/latest/user_guides/projects/git/configure_git_provider/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/git/configure_git_provider/index.md)) - [Clone Repository](https://docs.hopsworks.ai/latest/user_guides/projects/git/clone_repo/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/git/clone_repo/index.md)) - [Repository Actions](https://docs.hopsworks.ai/latest/user_guides/projects/git/repository_actions/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/git/repository_actions/index.md)) - [Secrets](https://docs.hopsworks.ai/latest/user_guides/projects/secrets/create_secret/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/secrets/create_secret/index.md)) - [Mountable Secrets](https://docs.hopsworks.ai/latest/user_guides/projects/mountable_secrets/mountable_secrets/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/mountable_secrets/mountable_secrets/index.md)) - [Environment Variables](https://docs.hopsworks.ai/latest/user_guides/projects/env_vars/create/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/env_vars/create/index.md)) #### API Keys - [Create API Key](https://docs.hopsworks.ai/latest/user_guides/projects/api_key/create_api_key/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/api_key/create_api_key/index.md)) - [API Key Scopes](https://docs.hopsworks.ai/latest/user_guides/projects/api_key/api_key_scopes/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/api_key/api_key_scopes/index.md)) - [AWS IAM Roles](https://docs.hopsworks.ai/latest/user_guides/projects/iam_role/iam_role_chaining/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/iam_role/iam_role_chaining/index.md)) - [Alerts](https://docs.hopsworks.ai/latest/user_guides/projects/alerts/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/alerts/index.md)) ### Compute - [Compute Guides](https://docs.hopsworks.ai/latest/user_guides/compute/) ([md](https://docs.hopsworks.ai/latest/user_guides/compute/index.md)) #### Python - [Environments Overview](https://docs.hopsworks.ai/latest/user_guides/projects/python/python_env_overview/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/python/python_env_overview/index.md)) - [Clone Environment](https://docs.hopsworks.ai/latest/user_guides/projects/python/python_env_clone/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/python/python_env_clone/index.md)) - [Install Library](https://docs.hopsworks.ai/latest/user_guides/projects/python/python_install/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/python/python_install/index.md)) - [Export Environment](https://docs.hopsworks.ai/latest/user_guides/projects/python/python_env_export/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/python/python_env_export/index.md)) - [Custom Commands](https://docs.hopsworks.ai/latest/user_guides/projects/python/custom_commands/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/python/custom_commands/index.md)) - [Environment History](https://docs.hopsworks.ai/latest/user_guides/projects/python/environment_history/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/python/environment_history/index.md)) #### Jupyter - [Run Python Notebook](https://docs.hopsworks.ai/latest/user_guides/projects/jupyter/python_notebook/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/jupyter/python_notebook/index.md)) - [Run PySpark Notebook](https://docs.hopsworks.ai/latest/user_guides/projects/jupyter/spark_notebook/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/jupyter/spark_notebook/index.md)) - [Run Ray Notebook](https://docs.hopsworks.ai/latest/user_guides/projects/jupyter/ray_notebook/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/jupyter/ray_notebook/index.md)) - [Remote Filesystem Driver](https://docs.hopsworks.ai/latest/user_guides/projects/jupyter/remote_filesystem_driver/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/jupyter/remote_filesystem_driver/index.md)) - [Session Capacity Warnings](https://docs.hopsworks.ai/latest/user_guides/projects/jupyter/session_capacity_warnings/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/jupyter/session_capacity_warnings/index.md)) #### Terminal - [Browser Terminal](https://docs.hopsworks.ai/latest/user_guides/compute/terminal/) ([md](https://docs.hopsworks.ai/latest/user_guides/compute/terminal/index.md)) - [Teleport Sessions](https://docs.hopsworks.ai/latest/user_guides/projects/terminal/teleport/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/terminal/teleport/index.md)) #### Jobs - [Run Python Job](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/python_job/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/python_job/index.md)) - [Run Jupyter Notebook Job](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/notebook_job/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/notebook_job/index.md)) - [Run PySpark Job](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/pyspark_job/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/pyspark_job/index.md)) - [Run Spark Job](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/spark_job/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/spark_job/index.md)) - [Run Ray Job](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/ray_job/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/ray_job/index.md)) - [Scheduling](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/schedule_job/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/schedule_job/index.md)) - [Batch Feature Pipelines](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/batch_feature_pipeline/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/jobs/batch_feature_pipeline/index.md)) #### K8s Scheduling - [Base](https://docs.hopsworks.ai/latest/user_guides/projects/scheduling/kube_scheduler/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/scheduling/kube_scheduler/index.md)) - [Kueue](https://docs.hopsworks.ai/latest/user_guides/projects/scheduling/kueue_details/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/scheduling/kueue_details/index.md)) #### Airflow - [Overview](https://docs.hopsworks.ai/latest/user_guides/projects/airflow/airflow/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/airflow/airflow/index.md)) - [Airflow 3 upgrade](https://docs.hopsworks.ai/latest/user_guides/projects/airflow/airflow3_upgrade/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/airflow/airflow3_upgrade/index.md)) - [Security model](https://docs.hopsworks.ai/latest/user_guides/projects/airflow/security_model/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/airflow/security_model/index.md)) - [Apps](https://docs.hopsworks.ai/latest/user_guides/projects/apps/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/apps/index.md)) #### Python Deployment - [Deployment Creation](https://docs.hopsworks.ai/latest/user_guides/projects/python-deployment/python-deployment/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/python-deployment/python-deployment/index.md)) - [REST API](https://docs.hopsworks.ai/latest/user_guides/projects/python-deployment/rest-api/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/python-deployment/rest-api/index.md)) - [Troubleshooting](https://docs.hopsworks.ai/latest/user_guides/projects/python-deployment/troubleshooting/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/python-deployment/troubleshooting/index.md)) ### Analytics - [Analytics Guides](https://docs.hopsworks.ai/latest/user_guides/analytics/) ([md](https://docs.hopsworks.ai/latest/user_guides/analytics/index.md)) #### Query Engine (Trino) - [Query Engine](https://docs.hopsworks.ai/latest/user_guides/projects/trino/query_engine/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/trino/query_engine/index.md)) - [Trino Catalogs](https://docs.hopsworks.ai/latest/user_guides/projects/trino/catalogs/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/trino/catalogs/index.md)) - [Sharing](https://docs.hopsworks.ai/latest/user_guides/projects/trino/sharing/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/trino/sharing/index.md)) - [Superset](https://docs.hopsworks.ai/latest/user_guides/projects/superset/superset/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/superset/superset/index.md)) ### MLOps - [Model Registry & Serving Guides](https://docs.hopsworks.ai/latest/user_guides/mlops/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/index.md)) #### Model Registry - [Model Registry Guides](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/index.md)) ##### Frameworks - [TensorFlow](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/frameworks/tf/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/frameworks/tf/index.md)) - [Torch](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/frameworks/tch/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/frameworks/tch/index.md)) - [Scikit-learn](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/frameworks/skl/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/frameworks/skl/index.md)) - [LLM](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/frameworks/llm/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/frameworks/llm/index.md)) - [Python](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/frameworks/python/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/frameworks/python/index.md)) - [Import from HuggingFace](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/import_huggingface/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/import_huggingface/index.md)) - [Model Schema](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/model_schema/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/model_schema/index.md)) - [Input Example](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/input_example/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/input_example/index.md)) - [Model Evaluation Images](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/model_evaluation_images/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/registry/model_evaluation_images/index.md)) #### Model Serving - [Model Serving Guide](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/index.md)) ##### Model Deployment - [Deployment Creation](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/deployment/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/deployment/index.md)) - [Deployment State](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/deployment-state/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/deployment-state/index.md)) - [Deployment Versions](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/deployment-versions/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/deployment-versions/index.md)) - [Deployment Schema](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/deployment-schema/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/deployment-schema/index.md)) - [Predictor (KServe)](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/predictor/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/predictor/index.md)) - [Transformer (KServe)](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/transformer/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/transformer/index.md)) - [Inference Logger](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/inference-logger/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/inference-logger/index.md)) - [Inference Batcher](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/inference-batcher/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/inference-batcher/index.md)) - [Resources](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/resources/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/resources/index.md)) - [Autoscaling](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/autoscaling/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/autoscaling/index.md)) - [Scheduling](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/scheduling/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/scheduling/index.md)) - [API Protocol](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/api-protocol/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/api-protocol/index.md)) - [REST API](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/rest-api/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/rest-api/index.md)) - [Troubleshooting](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/troubleshooting/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/troubleshooting/index.md)) - [External Access](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/external-access/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/serving/external-access/index.md)) #### Model Monitoring - [Model Monitoring](https://docs.hopsworks.ai/latest/user_guides/mlops/model_monitoring/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/model_monitoring/index.md)) - [Model Monitoring Creation](https://docs.hopsworks.ai/latest/user_guides/mlops/model_monitoring/model_monitoring/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/model_monitoring/model_monitoring/index.md)) - [Vector Similarity Search](https://docs.hopsworks.ai/latest/user_guides/fs/vector_similarity_search/) ([md](https://docs.hopsworks.ai/latest/user_guides/fs/vector_similarity_search/index.md)) #### OpenSearch - [Connect](https://docs.hopsworks.ai/latest/user_guides/projects/opensearch/connect/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/opensearch/connect/index.md)) - [KNN](https://docs.hopsworks.ai/latest/user_guides/projects/opensearch/knn/) ([md](https://docs.hopsworks.ai/latest/user_guides/projects/opensearch/knn/index.md)) - [Provenance](https://docs.hopsworks.ai/latest/user_guides/mlops/provenance/provenance/) ([md](https://docs.hopsworks.ai/latest/user_guides/mlops/provenance/provenance/index.md)) ### Agents - [Agents](https://docs.hopsworks.ai/latest/user_guides/agents/) ([md](https://docs.hopsworks.ai/latest/user_guides/agents/index.md)) - [Agent Tasks](https://docs.hopsworks.ai/latest/user_guides/agents/tasks/) ([md](https://docs.hopsworks.ai/latest/user_guides/agents/tasks/index.md)) - [Agent Deployments](https://docs.hopsworks.ai/latest/user_guides/agents/deployments/) ([md](https://docs.hopsworks.ai/latest/user_guides/agents/deployments/index.md)) - [Migration 3.X to 4.0](https://docs.hopsworks.ai/latest/user_guides/migration/40_migration/) ([md](https://docs.hopsworks.ai/latest/user_guides/migration/40_migration/index.md)) ## Administration - [Setup and Administration](https://docs.hopsworks.ai/latest/setup_installation/) ([md](https://docs.hopsworks.ai/latest/setup_installation/index.md)) ### Cloud Installation - [AWS - Getting Started](https://docs.hopsworks.ai/latest/setup_installation/aws/getting_started/) ([md](https://docs.hopsworks.ai/latest/setup_installation/aws/getting_started/index.md)) - [Azure - Getting Started](https://docs.hopsworks.ai/latest/setup_installation/azure/getting_started/) ([md](https://docs.hopsworks.ai/latest/setup_installation/azure/getting_started/index.md)) - [GCP - Getting Started](https://docs.hopsworks.ai/latest/setup_installation/gcp/getting_started/) ([md](https://docs.hopsworks.ai/latest/setup_installation/gcp/getting_started/index.md)) ### On-Prem - [Background](https://docs.hopsworks.ai/latest/setup_installation/on_prem/contact_hopsworks/) ([md](https://docs.hopsworks.ai/latest/setup_installation/on_prem/contact_hopsworks/index.md)) - [External Kafka cluster](https://docs.hopsworks.ai/latest/setup_installation/on_prem/external_kafka_cluster/) ([md](https://docs.hopsworks.ai/latest/setup_installation/on_prem/external_kafka_cluster/index.md)) ### Cluster Administration - [Cluster Administration](https://docs.hopsworks.ai/latest/setup_installation/admin/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/index.md)) - [Cluster Configuration](https://docs.hopsworks.ai/latest/setup_installation/admin/variables/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/variables/index.md)) - [Cluster Configuration Variables Reference](https://docs.hopsworks.ai/latest/setup_installation/admin/configuration_reference/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/configuration_reference/index.md)) - [Python Build Performance](https://docs.hopsworks.ai/latest/setup_installation/admin/build_performance/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/build_performance/index.md)) - [User Management](https://docs.hopsworks.ai/latest/setup_installation/admin/user/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/user/index.md)) - [Project Management](https://docs.hopsworks.ai/latest/setup_installation/admin/project/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/project/index.md)) - [Configure Alerts](https://docs.hopsworks.ai/latest/setup_installation/admin/alert/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/alert/index.md)) - [IAM Role Chaining](https://docs.hopsworks.ai/latest/setup_installation/admin/roleChaining/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/roleChaining/index.md)) - [Configure Project Mapping](https://docs.hopsworks.ai/latest/setup_installation/admin/configure-project-mapping/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/configure-project-mapping/index.md)) - [Airflow 3 operator notes](https://docs.hopsworks.ai/latest/setup_installation/admin/airflow3/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/airflow3/index.md)) - [Kafka 4 and KRaft upgrade notes](https://docs.hopsworks.ai/latest/setup_installation/admin/kafka4/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/kafka4/index.md)) - [Search Index](https://docs.hopsworks.ai/latest/setup_installation/admin/search_index/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/search_index/index.md)) - [Upgrading OpenSearch](https://docs.hopsworks.ai/latest/setup_installation/admin/upgrade_opensearch/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/upgrade_opensearch/index.md)) #### Monitoring - [Services Dashboards](https://docs.hopsworks.ai/latest/setup_installation/admin/monitoring/grafana/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/monitoring/grafana/index.md)) - [Export metrics](https://docs.hopsworks.ai/latest/setup_installation/admin/monitoring/export-metrics/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/monitoring/export-metrics/index.md)) - [Services Logs](https://docs.hopsworks.ai/latest/setup_installation/admin/monitoring/services-logs/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/monitoring/services-logs/index.md)) - [Service Log Labels](https://docs.hopsworks.ai/latest/setup_installation/admin/monitoring/services-logs-labels/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/monitoring/services-logs-labels/index.md)) - [WebSocket Proxy Pool](https://docs.hopsworks.ai/latest/setup_installation/admin/monitoring/websocket-pool/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/monitoring/websocket-pool/index.md)) #### Authentication - [Configure Authentication](https://docs.hopsworks.ai/latest/setup_installation/admin/auth/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/auth/index.md)) ##### Configure OAuth2 - [Register an Identity Provider](https://docs.hopsworks.ai/latest/setup_installation/admin/oauth2/create-client/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/oauth2/create-client/index.md)) - [Create Okta Client](https://docs.hopsworks.ai/latest/setup_installation/admin/oauth2/create-okta-client/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/oauth2/create-okta-client/index.md)) - [Create Azure Client](https://docs.hopsworks.ai/latest/setup_installation/admin/oauth2/create-azure-client/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/oauth2/create-azure-client/index.md)) - [Configure Project Mapping](https://docs.hopsworks.ai/latest/setup_installation/admin/oauth2/configure-project-mapping/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/oauth2/configure-project-mapping/index.md)) ##### LDAP and Kerberos - [Configure LDAP](https://docs.hopsworks.ai/latest/setup_installation/admin/ldap/configure-ldap/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/ldap/configure-ldap/index.md)) - [Configure Kerberos](https://docs.hopsworks.ai/latest/setup_installation/admin/ldap/configure-krb/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/ldap/configure-krb/index.md)) - [Configure server for LDAP and Kerberos](https://docs.hopsworks.ai/latest/setup_installation/admin/ldap/configure-server/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/ldap/configure-server/index.md)) - [Configure Project Mapping](https://docs.hopsworks.ai/latest/setup_installation/admin/ldap/configure-project-mapping/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/ldap/configure-project-mapping/index.md)) #### HA and DR - [Overview](https://docs.hopsworks.ai/latest/setup_installation/admin/ha-dr/intro/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/ha-dr/intro/index.md)) - [High Availability](https://docs.hopsworks.ai/latest/setup_installation/admin/ha-dr/ha/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/ha-dr/ha/index.md)) - [Disaster Recovery](https://docs.hopsworks.ai/latest/setup_installation/admin/ha-dr/dr/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/ha-dr/dr/index.md)) #### Audit - [Access Audit Logs](https://docs.hopsworks.ai/latest/setup_installation/admin/audit/audit-logs/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/audit/audit-logs/index.md)) - [Export Audit Logs](https://docs.hopsworks.ai/latest/setup_installation/admin/audit/export-audit-logs/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/audit/export-audit-logs/index.md)) - [Service Operations](https://docs.hopsworks.ai/latest/setup_installation/admin/operationLogs/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/operationLogs/index.md)) - [Query Engine (Trino)](https://docs.hopsworks.ai/latest/setup_installation/admin/trino/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/trino/index.md)) - [Superset](https://docs.hopsworks.ai/latest/setup_installation/admin/superset/) ([md](https://docs.hopsworks.ai/latest/setup_installation/admin/superset/index.md)) ### Helm Chart Values Reference - [Helm chart values reference](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/index.md)) - [global](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/global/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/global/index.md)) - [airflow](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/airflow/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/airflow/index.md)) - [arrowflight](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/arrowflight/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/arrowflight/index.md)) - [certs-operator](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/certs-operator/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/certs-operator/index.md)) - [consul](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/consul/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/consul/index.md)) - [docker-registry](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/docker-registry/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/docker-registry/index.md)) - [grafana](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/grafana/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/grafana/index.md)) - [hive](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/hive/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/hive/index.md)) - [hopsfs](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/hopsfs/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/hopsfs/index.md)) - [hopsfs-csi](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/hopsfs-csi/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/hopsfs-csi/index.md)) - [hopsworks](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/hopsworks/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/hopsworks/index.md)) - [hw-kueue](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/hw-kueue/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/hw-kueue/index.md)) - [hw-kyverno](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/hw-kyverno/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/hw-kyverno/index.md)) - [judge](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/judge/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/judge/index.md)) - [kafka](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/kafka/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/kafka/index.md)) - [kserve](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/kserve/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/kserve/index.md)) - [minio](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/minio/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/minio/index.md)) - [olk](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/olk/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/olk/index.md)) - [onlinefs](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/onlinefs/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/onlinefs/index.md)) - [prometheus](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/prometheus/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/prometheus/index.md)) - [ray](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/ray/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/ray/index.md)) - [rondb](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/rondb/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/rondb/index.md)) - [spark](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/spark/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/spark/index.md)) - [superset](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/superset/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/superset/index.md)) - [trino](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/trino/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/trino/index.md)) - [vpa](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/vpa/) ([md](https://docs.hopsworks.ai/latest/setup_installation/common/helm_chart_values/vpa/index.md)) ## Python API ### hopsworks - [hopsworks](https://docs.hopsworks.ai/latest/python-api/hopsworks/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/index.md)) - [ alert](https://docs.hopsworks.ai/latest/python-api/hopsworks/alert/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/alert/index.md)) - [ alert​_receiver](https://docs.hopsworks.ai/latest/python-api/hopsworks/alert_receiver/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/alert_receiver/index.md)) - [ app](https://docs.hopsworks.ai/latest/python-api/hopsworks/app/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/app/index.md)) #### client - [ exceptions](https://docs.hopsworks.ai/latest/python-api/hopsworks/client/exceptions/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/client/exceptions/index.md)) #### core - [hopsworks.core](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/index.md)) - [ alerts​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/alerts_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/alerts_api/index.md)) - [ app​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/app_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/app_api/index.md)) - [ dataset​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/dataset_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/dataset_api/index.md)) - [ env​_var​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/env_var_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/env_var_api/index.md)) - [ environment​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/environment_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/environment_api/index.md)) - [ git​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/git_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/git_api/index.md)) - [ job​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/job_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/job_api/index.md)) - [ job​_configuration](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/job_configuration/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/job_configuration/index.md)) - [ kafka​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/kafka_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/kafka_api/index.md)) - [ opensearch](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/opensearch/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/opensearch/index.md)) - [ opensearch​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/opensearch_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/opensearch_api/index.md)) - [ project​_members​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/project_members_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/project_members_api/index.md)) - [ rest​_endpoint](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/rest_endpoint/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/rest_endpoint/index.md)) - [ search​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/search_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/search_api/index.md)) - [ secret​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/secret_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/secret_api/index.md)) - [ superset​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/superset_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/superset_api/index.md)) - [ tag​_schemas​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/tag_schemas_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/tag_schemas_api/index.md)) - [ trino​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/trino_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/trino_api/index.md)) - [ trino​_catalog​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/trino_catalog_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/trino_catalog_api/index.md)) - [ users​_api](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/users_api/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/core/users_api/index.md)) - [ env​_var](https://docs.hopsworks.ai/latest/python-api/hopsworks/env_var/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/env_var/index.md)) - [ environment](https://docs.hopsworks.ai/latest/python-api/hopsworks/environment/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/environment/index.md)) - [ execution](https://docs.hopsworks.ai/latest/python-api/hopsworks/execution/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/execution/index.md)) - [ git​_commit](https://docs.hopsworks.ai/latest/python-api/hopsworks/git_commit/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/git_commit/index.md)) - [ git​_file​_status](https://docs.hopsworks.ai/latest/python-api/hopsworks/git_file_status/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/git_file_status/index.md)) - [ git​_provider](https://docs.hopsworks.ai/latest/python-api/hopsworks/git_provider/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/git_provider/index.md)) - [ git​_remote](https://docs.hopsworks.ai/latest/python-api/hopsworks/git_remote/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/git_remote/index.md)) - [ git​_repo](https://docs.hopsworks.ai/latest/python-api/hopsworks/git_repo/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/git_repo/index.md)) - [ job](https://docs.hopsworks.ai/latest/python-api/hopsworks/job/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/job/index.md)) - [ job​_schedule](https://docs.hopsworks.ai/latest/python-api/hopsworks/job_schedule/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/job_schedule/index.md)) - [ kafka​_schema](https://docs.hopsworks.ai/latest/python-api/hopsworks/kafka_schema/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/kafka_schema/index.md)) - [ kafka​_topic](https://docs.hopsworks.ai/latest/python-api/hopsworks/kafka_topic/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/kafka_topic/index.md)) - [ project](https://docs.hopsworks.ai/latest/python-api/hopsworks/project/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/project/index.md)) - [ project​_member](https://docs.hopsworks.ai/latest/python-api/hopsworks/project_member/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/project_member/index.md)) - [ secret](https://docs.hopsworks.ai/latest/python-api/hopsworks/secret/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/secret/index.md)) - [ spark](https://docs.hopsworks.ai/latest/python-api/hopsworks/spark/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/spark/index.md)) - [ tag](https://docs.hopsworks.ai/latest/python-api/hopsworks/tag/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/tag/index.md)) - [ triggered​_alert](https://docs.hopsworks.ai/latest/python-api/hopsworks/triggered_alert/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/triggered_alert/index.md)) - [ user](https://docs.hopsworks.ai/latest/python-api/hopsworks/user/) ([md](https://docs.hopsworks.ai/latest/python-api/hopsworks/user/index.md)) ### hsfs - [hsfs](https://docs.hopsworks.ai/latest/python-api/hsfs/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/index.md)) - [ builtin​_transformations](https://docs.hopsworks.ai/latest/python-api/hsfs/builtin_transformations/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/builtin_transformations/index.md)) #### constructor - [ filter](https://docs.hopsworks.ai/latest/python-api/hsfs/constructor/filter/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/constructor/filter/index.md)) - [ join](https://docs.hopsworks.ai/latest/python-api/hsfs/constructor/join/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/constructor/join/index.md)) - [ lookback](https://docs.hopsworks.ai/latest/python-api/hsfs/constructor/lookback/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/constructor/lookback/index.md)) - [ prediction​_times](https://docs.hopsworks.ai/latest/python-api/hsfs/constructor/prediction_times/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/constructor/prediction_times/index.md)) - [ query](https://docs.hopsworks.ai/latest/python-api/hsfs/constructor/query/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/constructor/query/index.md)) #### core - [ chart](https://docs.hopsworks.ai/latest/python-api/hsfs/core/chart/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/chart/index.md)) - [ dashboard](https://docs.hopsworks.ai/latest/python-api/hsfs/core/dashboard/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/dashboard/index.md)) - [ data​_source](https://docs.hopsworks.ai/latest/python-api/hsfs/core/data_source/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/data_source/index.md)) - [ data​_source​_data](https://docs.hopsworks.ai/latest/python-api/hsfs/core/data_source_data/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/data_source_data/index.md)) - [ explicit​_provenance](https://docs.hopsworks.ai/latest/python-api/hsfs/core/explicit_provenance/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/explicit_provenance/index.md)) - [ feature​_descriptive​_statistics](https://docs.hopsworks.ai/latest/python-api/hsfs/core/feature_descriptive_statistics/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/feature_descriptive_statistics/index.md)) - [ feature​_logging](https://docs.hopsworks.ai/latest/python-api/hsfs/core/feature_logging/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/feature_logging/index.md)) - [ feature​_monitoring​_config](https://docs.hopsworks.ai/latest/python-api/hsfs/core/feature_monitoring_config/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/feature_monitoring_config/index.md)) - [ feature​_monitoring​_result](https://docs.hopsworks.ai/latest/python-api/hsfs/core/feature_monitoring_result/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/feature_monitoring_result/index.md)) - [ feature​_statistics​_config](https://docs.hopsworks.ai/latest/python-api/hsfs/core/feature_statistics_config/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/feature_statistics_config/index.md)) - [ feature​_statistics​_result](https://docs.hopsworks.ai/latest/python-api/hsfs/core/feature_statistics_result/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/feature_statistics_result/index.md)) - [ inferred​_metadata](https://docs.hopsworks.ai/latest/python-api/hsfs/core/inferred_metadata/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/inferred_metadata/index.md)) - [ monitoring​_window​_config](https://docs.hopsworks.ai/latest/python-api/hsfs/core/monitoring_window_config/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/monitoring_window_config/index.md)) - [ online​_ingestion](https://docs.hopsworks.ai/latest/python-api/hsfs/core/online_ingestion/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/online_ingestion/index.md)) - [ online​_ingestion​_failure](https://docs.hopsworks.ai/latest/python-api/hsfs/core/online_ingestion_failure/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/online_ingestion_failure/index.md)) - [ online​_ingestion​_result](https://docs.hopsworks.ai/latest/python-api/hsfs/core/online_ingestion_result/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/online_ingestion_result/index.md)) - [ statistics​_comparison​_config](https://docs.hopsworks.ai/latest/python-api/hsfs/core/statistics_comparison_config/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/statistics_comparison_config/index.md)) - [ statistics​_comparison​_result](https://docs.hopsworks.ai/latest/python-api/hsfs/core/statistics_comparison_result/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/core/statistics_comparison_result/index.md)) - [ embedding](https://docs.hopsworks.ai/latest/python-api/hsfs/embedding/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/embedding/index.md)) - [ expectation​_suite](https://docs.hopsworks.ai/latest/python-api/hsfs/expectation_suite/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/expectation_suite/index.md)) - [ feature](https://docs.hopsworks.ai/latest/python-api/hsfs/feature/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/feature/index.md)) - [ feature​_group](https://docs.hopsworks.ai/latest/python-api/hsfs/feature_group/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/feature_group/index.md)) - [ feature​_logger](https://docs.hopsworks.ai/latest/python-api/hsfs/feature_logger/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/feature_logger/index.md)) - [ feature​_logger​_async](https://docs.hopsworks.ai/latest/python-api/hsfs/feature_logger_async/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/feature_logger_async/index.md)) - [ feature​_store](https://docs.hopsworks.ai/latest/python-api/hsfs/feature_store/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/feature_store/index.md)) - [ feature​_view](https://docs.hopsworks.ai/latest/python-api/hsfs/feature_view/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/feature_view/index.md)) - [ ge​_expectation](https://docs.hopsworks.ai/latest/python-api/hsfs/ge_expectation/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/ge_expectation/index.md)) - [ ge​_validation​_result](https://docs.hopsworks.ai/latest/python-api/hsfs/ge_validation_result/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/ge_validation_result/index.md)) - [ hopsworks​_udf](https://docs.hopsworks.ai/latest/python-api/hsfs/hopsworks_udf/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/hopsworks_udf/index.md)) - [ online​_config](https://docs.hopsworks.ai/latest/python-api/hsfs/online_config/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/online_config/index.md)) - [ serving​_key](https://docs.hopsworks.ai/latest/python-api/hsfs/serving_key/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/serving_key/index.md)) - [ split​_statistics](https://docs.hopsworks.ai/latest/python-api/hsfs/split_statistics/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/split_statistics/index.md)) - [ statistics](https://docs.hopsworks.ai/latest/python-api/hsfs/statistics/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/statistics/index.md)) - [ statistics​_config](https://docs.hopsworks.ai/latest/python-api/hsfs/statistics_config/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/statistics_config/index.md)) - [ storage​_connector](https://docs.hopsworks.ai/latest/python-api/hsfs/storage_connector/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/storage_connector/index.md)) - [ training​_dataset](https://docs.hopsworks.ai/latest/python-api/hsfs/training_dataset/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/training_dataset/index.md)) - [ training​_dataset​_feature](https://docs.hopsworks.ai/latest/python-api/hsfs/training_dataset_feature/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/training_dataset_feature/index.md)) - [ transformation​_function](https://docs.hopsworks.ai/latest/python-api/hsfs/transformation_function/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/transformation_function/index.md)) - [ transformation​_statistics](https://docs.hopsworks.ai/latest/python-api/hsfs/transformation_statistics/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/transformation_statistics/index.md)) - [ validation​_report](https://docs.hopsworks.ai/latest/python-api/hsfs/validation_report/) ([md](https://docs.hopsworks.ai/latest/python-api/hsfs/validation_report/index.md)) ### hsml #### client - [ exceptions](https://docs.hopsworks.ai/latest/python-api/hsml/client/exceptions/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/client/exceptions/index.md)) #### core - [ explicit​_provenance](https://docs.hopsworks.ai/latest/python-api/hsml/core/explicit_provenance/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/core/explicit_provenance/index.md)) - [ default​_predictor](https://docs.hopsworks.ai/latest/python-api/hsml/default_predictor/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/default_predictor/index.md)) - [ deployable​_component](https://docs.hopsworks.ai/latest/python-api/hsml/deployable_component/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/deployable_component/index.md)) - [ deployment](https://docs.hopsworks.ai/latest/python-api/hsml/deployment/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/deployment/index.md)) - [ deployment​_logging​_config](https://docs.hopsworks.ai/latest/python-api/hsml/deployment_logging_config/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/deployment_logging_config/index.md)) - [ deployment​_schema](https://docs.hopsworks.ai/latest/python-api/hsml/deployment_schema/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/deployment_schema/index.md)) - [ deployment​_tracing​_config](https://docs.hopsworks.ai/latest/python-api/hsml/deployment_tracing_config/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/deployment_tracing_config/index.md)) - [ deployment​_version](https://docs.hopsworks.ai/latest/python-api/hsml/deployment_version/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/deployment_version/index.md)) - [ inference​_batcher](https://docs.hopsworks.ai/latest/python-api/hsml/inference_batcher/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/inference_batcher/index.md)) - [ inference​_logger](https://docs.hopsworks.ai/latest/python-api/hsml/inference_logger/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/inference_logger/index.md)) #### llm - [ signature](https://docs.hopsworks.ai/latest/python-api/hsml/llm/signature/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/llm/signature/index.md)) - [ model](https://docs.hopsworks.ai/latest/python-api/hsml/model/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/model/index.md)) - [ model​_registry](https://docs.hopsworks.ai/latest/python-api/hsml/model_registry/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/model_registry/index.md)) - [ model​_schema](https://docs.hopsworks.ai/latest/python-api/hsml/model_schema/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/model_schema/index.md)) - [ model​_serving](https://docs.hopsworks.ai/latest/python-api/hsml/model_serving/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/model_serving/index.md)) - [ predictor](https://docs.hopsworks.ai/latest/python-api/hsml/predictor/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/predictor/index.md)) - [ predictor​_state](https://docs.hopsworks.ai/latest/python-api/hsml/predictor_state/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/predictor_state/index.md)) - [ predictor​_state​_condition](https://docs.hopsworks.ai/latest/python-api/hsml/predictor_state_condition/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/predictor_state_condition/index.md)) #### python - [ signature](https://docs.hopsworks.ai/latest/python-api/hsml/python/signature/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/python/signature/index.md)) - [ resources](https://docs.hopsworks.ai/latest/python-api/hsml/resources/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/resources/index.md)) - [ scaling​_config](https://docs.hopsworks.ai/latest/python-api/hsml/scaling_config/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/scaling_config/index.md)) - [ schema](https://docs.hopsworks.ai/latest/python-api/hsml/schema/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/schema/index.md)) #### sklearn - [ signature](https://docs.hopsworks.ai/latest/python-api/hsml/sklearn/signature/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/sklearn/signature/index.md)) #### tensorflow - [ signature](https://docs.hopsworks.ai/latest/python-api/hsml/tensorflow/signature/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/tensorflow/signature/index.md)) #### torch - [ signature](https://docs.hopsworks.ai/latest/python-api/hsml/torch/signature/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/torch/signature/index.md)) - [ transformer](https://docs.hopsworks.ai/latest/python-api/hsml/transformer/) ([md](https://docs.hopsworks.ai/latest/python-api/hsml/transformer/index.md)) - [Java API](javadoc) ## Reference - [REST API Status Codes](https://docs.hopsworks.ai/latest/reference/rest_error_codes/) ([md](https://docs.hopsworks.ai/latest/reference/rest_error_codes/index.md)) - [Docs for AI agents](https://docs.hopsworks.ai/latest/ai/) ([md](https://docs.hopsworks.ai/latest/ai/index.md))