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site_name: "Hopsworks Documentation"
site_description: "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."
site_author: "Hopsworks"
site_url: "https://docs.hopsworks.ai/"
# Repository
repo_name: logicalclocks/hopsworks
repo_url: https://github.com/logicalclocks/hopsworks
edit_uri: ""
strict: false
nav:
- Home: index.md
- Getting Started ↗: https://colab.research.google.com/github/logicalclocks/hopsworks-tutorials/blob/master/quickstart.ipynb
- Tutorials:
- tutorials/index.md
- Concepts:
- Hopsworks Platform: concepts/hopsworks.md
- MLOps Dictionary ↗: https://www.hopsworks.ai/mlops-dictionary?utm_source=web&utm_medium=docs
- Feature Store:
- Architecture: concepts/fs/index.md #hsfs
- Feature Groups:
- Overview: concepts/fs/feature_group/fg_overview.md
- Write APIs: concepts/fs/feature_group/write_apis.md
- Feature Pipelines: concepts/fs/feature_group/feature_pipelines.md
- External Feature Groups: concepts/fs/feature_group/external_fg.md
- Spine Group: concepts/fs/feature_group/spine_group.md
- Data Validation/Stats/Alerts: concepts/fs/feature_group/fg_statistics.md
- Feature Monitoring: concepts/fs/feature_group/feature_monitoring.md
- Versioning: concepts/fs/feature_group/versioning.md
- On-Demand Feature: concepts/fs/feature_group/on_demand_feature.md
- Feature Views:
- Overview: concepts/fs/feature_view/fv_overview.md
- Offline API: concepts/fs/feature_view/offline_api.md
- Online API: concepts/fs/feature_view/online_api.md
- Consistent Transformations: concepts/fs/feature_view/training_inference_pipelines.md
- Statistics: concepts/fs/feature_view/statistics.md
- Feature Monitoring: concepts/fs/feature_view/feature_monitoring.md
- Versioning: concepts/fs/feature_view/versioning.md
- Projects:
- Governance: concepts/projects/governance.md
- Data Storage/Sharing: concepts/projects/storage.md
- Tags/Search/Lineage: concepts/projects/search.md
- CI/CD: concepts/projects/cicd.md
- MLOps:
- Prediction Services: concepts/mlops/prediction_services.md
- Model Training: concepts/mlops/training.md
- Model Registry: concepts/mlops/registry.md
- Model Serving: concepts/mlops/serving.md
- Vector Database: concepts/mlops/opensearch.md
- BI Tools: concepts/mlops/bi_tools.md
- Data Transformations: concepts/mlops/data_transformations.md
- Development:
- Outside Hopsworks: concepts/dev/outside.md # api-keys
- Inside Hopsworks: concepts/dev/inside.md
- Guides:
- user_guides/index.md
- Feature Store:
- user_guides/fs/index.md
- Storage Connector:
- user_guides/fs/storage_connector/index.md
- Configuration and Creation:
- JDBC: user_guides/fs/storage_connector/creation/jdbc.md
- Snowflake: user_guides/fs/storage_connector/creation/snowflake.md
- Kafka: user_guides/fs/storage_connector/creation/kafka.md
- HopsFS: user_guides/fs/storage_connector/creation/hopsfs.md
- S3: user_guides/fs/storage_connector/creation/s3.md
- Redshift: user_guides/fs/storage_connector/creation/redshift.md
- ADLS: user_guides/fs/storage_connector/creation/adls.md
- BigQuery: user_guides/fs/storage_connector/creation/bigquery.md
- GCS: user_guides/fs/storage_connector/creation/gcs.md
- Usage: user_guides/fs/storage_connector/usage.md
- Feature Group:
- user_guides/fs/feature_group/index.md
- Create: user_guides/fs/feature_group/create.md
- Create External: user_guides/fs/feature_group/create_external.md
- Deprecate: user_guides/fs/feature_group/deprecation.md
- Data Types and Schema management: user_guides/fs/feature_group/data_types.md
- Statistics: user_guides/fs/feature_group/statistics.md
- Data Validation:
- Getting started: user_guides/fs/feature_group/data_validation.md
- Advanced guide: user_guides/fs/feature_group/data_validation_advanced.md
- Best practices: user_guides/fs/feature_group/data_validation_best_practices.md
- Feature Monitoring:
- Getting started: user_guides/fs/feature_group/feature_monitoring.md
- Advanced guide: user_guides/fs/feature_monitoring/feature_monitoring_advanced.md
- Notification: user_guides/fs/feature_group/notification.md
- On-Demand Transformations: user_guides/fs/feature_group/on_demand_transformations.md
- Feature View:
- user_guides/fs/feature_view/index.md
- Overview: user_guides/fs/feature_view/overview.md
- Training data: user_guides/fs/feature_view/training-data.md
- Batch data: user_guides/fs/feature_view/batch-data.md
- Feature vectors: user_guides/fs/feature_view/feature-vectors.md
- Feature server: user_guides/fs/feature_view/feature-server.md
- Query: user_guides/fs/feature_view/query.md
- Helper Columns: user_guides/fs/feature_view/helper-columns.md
- Model-Dependent Transformation Functions: user_guides/fs/feature_view/model-dependent-transformations.md
- Spines: user_guides/fs/feature_view/spine-query.md
- Feature Monitoring:
- Getting started: user_guides/fs/feature_view/feature_monitoring.md
- Advanced guide: user_guides/fs/feature_monitoring/feature_monitoring_advanced.md
- Feature Logging: user_guides/fs/feature_view/feature_logging.md
- Vector Similarity Search: user_guides/fs/vector_similarity_search.md
- Transformation Functions: user_guides/fs/transformation_functions.md
- Compute Engines: user_guides/fs/compute_engines.md
- Client Integrations:
- user_guides/integrations/index.md
- Python: user_guides/integrations/python.md
- AWS Sagemaker: user_guides/integrations/sagemaker.md
- Azure HDInsight: user_guides/integrations/hdinsight.md
- Azure Machine Learning:
- Designer: user_guides/integrations/mlstudio_designer.md
- Notebooks: user_guides/integrations/mlstudio_notebooks.md
- Apache Spark: user_guides/integrations/spark.md
- Apache Flink: user_guides/integrations/flink.md
- Apache Beam: user_guides/integrations/beam.md
- Sharing: user_guides/fs/sharing/sharing.md
- Tags: user_guides/fs/tags/tags.md
- Provenance: user_guides/fs/provenance/provenance.md
- Feature Monitoring:
- user_guides/fs/feature_monitoring/index.md
- Scheduled Statistics: user_guides/fs/feature_monitoring/scheduled_statistics.md
- Statistics Comparison: user_guides/fs/feature_monitoring/statistics_comparison.md
- Interactive Graph: user_guides/fs/feature_monitoring/interactive_graph.md
- Projects:
- user_guides/projects/index.md
- Authentication:
- Registration: user_guides/projects/auth/registration.md
- Login: user_guides/projects/auth/login.md
- Password Recovery: user_guides/projects/auth/recovery.md
- OAuth2 Authentication: user_guides/projects/auth/oauth.md
- LDAP Authentication: user_guides/projects/auth/ldap.md
- Kerberos Authentication: user_guides/projects/auth/krb.md
- Update Profile: user_guides/projects/auth/profile.md
- Projects:
- Create Project: user_guides/projects/project/create_project.md
- Add Members: user_guides/projects/project/add_members.md
- Python:
- Environments Overview: user_guides/projects/python/python_env_overview.md
- Clone Environment: user_guides/projects/python/python_env_clone.md
- Install Library: user_guides/projects/python/python_install.md
- Export Environment: user_guides/projects/python/python_env_export.md
- Custom Commands: user_guides/projects/python/custom_commands.md
- Environment History: user_guides/projects/python/environment_history.md
- Jupyter:
- Run Python Notebook: user_guides/projects/jupyter/python_notebook.md
- Run PySpark Notebook: user_guides/projects/jupyter/spark_notebook.md
- Remote Filesystem Driver: user_guides/projects/jupyter/remote_filesystem_driver.md
- Jobs:
- Run PySpark Job: user_guides/projects/jobs/pyspark_job.md
- Run Spark Job: user_guides/projects/jobs/spark_job.md
- Run Python Job: user_guides/projects/jobs/python_job.md
- Run Jupyter Notebook Job: user_guides/projects/jobs/notebook_job.md
- Scheduling: user_guides/projects/jobs/schedule_job.md
- Kubernetes Scheduling: user_guides/projects/scheduling/kube_scheduler.md
- Airflow: user_guides/projects/airflow/airflow.md
- OpenSearch:
- Connect: user_guides/projects/opensearch/connect.md
- Kafka:
- Create Schema: user_guides/projects/kafka/create_schema.md
- Create Topic: user_guides/projects/kafka/create_topic.md
- Produce messages: user_guides/projects/kafka/produce_messages.md
- Consume messages: user_guides/projects/kafka/consume_messages.md
- Git:
- Configure Git Provider: user_guides/projects/git/configure_git_provider.md
- Clone Repository: user_guides/projects/git/clone_repo.md
- Repository Actions: user_guides/projects/git/repository_actions.md
- Secrets:
- Create Secret: user_guides/projects/secrets/create_secret.md
- Api Keys:
- Create API Key: user_guides/projects/api_key/create_api_key.md
- AWS IAM Roles: user_guides/projects/iam_role/iam_role_chaining.md
- MLOps:
- user_guides/mlops/index.md
- Model Registry:
- user_guides/mlops/registry/index.md
- Frameworks:
- TensorFlow: user_guides/mlops/registry/frameworks/tf.md
- Scikit-learn: user_guides/mlops/registry/frameworks/skl.md
- Python: user_guides/mlops/registry/frameworks/python.md
- Model Schema: user_guides/mlops/registry/model_schema.md
- Input Example: user_guides/mlops/registry/input_example.md
- Model Evaluation Images: user_guides/mlops/registry/model_evaluation_images.md
- Model Serving:
- user_guides/mlops/serving/index.md
- Deployment:
- Deployment creation: user_guides/mlops/serving/deployment.md
- Deployment state: user_guides/mlops/serving/deployment-state.md
- Predictor: user_guides/mlops/serving/predictor.md
- Transformer: user_guides/mlops/serving/transformer.md
- Resource Allocation: user_guides/mlops/serving/resources.md
- Inference Logger: user_guides/mlops/serving/inference-logger.md
- Inference Batcher: user_guides/mlops/serving/inference-batcher.md
- API Protocol: user_guides/mlops/serving/api-protocol.md
- Troubleshooting: user_guides/mlops/serving/troubleshooting.md
- Vector Database: user_guides/mlops/vector_database/index.md
- Migration:
- 3.X to 4.0: user_guides/migration/40_migration.md
- Setup and Administration:
- setup_installation/index.md
- Client Installation:
- user_guides/client_installation/index.md
- Cloud Installation:
- AWS - Getting Started: setup_installation/aws/getting_started.md
- Azure - Getting Started: setup_installation/azure/getting_started.md
- GCP - Getting Started: setup_installation/gcp/getting_started.md
- On-Prem:
- Background: setup_installation/on_prem/contact_hopsworks.md
- External Kafka cluster: setup_installation/on_prem/external_kafka_cluster.md
- Administration:
- Cluster Configuration: setup_installation/admin/variables.md
- Introduction: setup_installation/admin/index.md
- User Management: setup_installation/admin/user.md
- Project Management: setup_installation/admin/project.md
- Configure Alerts: setup_installation/admin/alert.md
- Monitoring:
- Services Dashboards: setup_installation/admin/monitoring/grafana.md
- Export metrics: setup_installation/admin/monitoring/export-metrics.md
- Services Logs: setup_installation/admin/monitoring/services-logs.md
- Authentication:
- Configure Authentication: setup_installation/admin/auth.md
- Configure OAuth2:
- Register an Identity Provider: setup_installation/admin/oauth2/create-client.md
- Create Okta Client: setup_installation/admin/oauth2/create-okta-client.md
- Create Azure Client: setup_installation/admin/oauth2/create-azure-client.md
- Configure LDAP/Kerberos:
- Configure LDAP: setup_installation/admin/ldap/configure-ldap.md
- Configure Kerberos: setup_installation/admin/ldap/configure-krb.md
- Configure server for LDAP and Kerberos: setup_installation/admin/ldap/configure-server.md
- Configure Project Mapping: setup_installation/admin/ldap/configure-project-mapping.md
- High availability / Disaster Recovery:
- Overview: setup_installation/admin/ha-dr/intro.md
- High Availability: setup_installation/admin/ha-dr/ha.md
- Disaster Recovery: setup_installation/admin/ha-dr/dr.md
- Audit:
- Access Audit Logs: setup_installation/admin/audit/audit-logs.md
- Export Audit Logs: setup_installation/admin/audit/export-audit-logs.md
- <div class="dropdown"><button class="dropbtn"> API </button> <div id="myDropdown" class="dropdown-content"> <a id="hopsworks_api_link" href="https://docs.hopsworks.ai/hopsworks-api/dev">Hopsworks API</a> <a id="hsfs_javadoc_link" href="https://docs.hopsworks.ai/hopsworks-api/dev/javadoc">Feature Store JavaDoc</a> </div></div>: https://docs.hopsworks.ai
- Community ↗: https://community.hopsworks.ai/
theme:
name: material
custom_dir: docs/overrides
favicon: assets/images/favicon.ico
logo: assets/images/hops-logo.png
icon:
repo: fontawesome/brands/github
font:
text: "Roboto"
code: "IBM Plex Mono"
palette:
accent: teal
scheme: hopsworks
features:
- navigation.tabs
- navigation.tabs.sticky
- navigation.sections
- navigation.indexes
extra:
hopsworks_version: dev
version:
provider: mike
default: latest
generator: false
social:
- icon: fontawesome/brands/twitter
link: https://twitter.com/hopsworks
- icon: fontawesome/brands/github
link: https://github.com/logicalclocks/hopsworks
- icon: fontawesome/brands/discourse
link: https://community.hopsworks.ai/
- icon: fontawesome/brands/linkedin
link: https://www.linkedin.com/company/hopsworks/
- icon: fontawesome/brands/slack
link: https://bit.ly/publichopsworks
analytics:
provider: google
property: G-64FEEXPSDN
extra_css:
- css/custom.css
- css/marctech.css
- css/dropdown.css
extra_javascript:
- js/inject-api-links.js
- js/dropdown.js
- js/quickstart-fullscreen.js
plugins:
- search
- minify:
minify_html: true
minify_css: true
minify_js: true
- mkdocs-jupyter
- macros:
# have to use custom templating string otherwise it interferes with jupyter notebooks
j2_block_start_string: "{{{%"
j2_block_end_string: "%}}}"
j2_variable_start_string: "{{{"
j2_variable_end_string: "}}}"
- mike:
canonical_version: latest
markdown_extensions:
- admonition
- codehilite
- footnotes
- pymdownx.tabbed:
alternate_style: true
- pymdownx.arithmatex
- pymdownx.superfences
- pymdownx.details
- pymdownx.caret
- pymdownx.mark
- pymdownx.tilde
- pymdownx.critic
- attr_list
- md_in_html
- def_list
- toc:
permalink: "#"
- pymdownx.tasklist:
custom_checkbox: true
- markdown_include.include:
base_path: docs
- pymdownx.emoji:
emoji_index: !!python/name:material.extensions.emoji.twemoji
emoji_generator: !!python/name:material.extensions.emoji.to_svg