Table of Contents

• Title and Copyright Information
• About This Content
• Part I Introduction to Oracle AI Data Platform
  • 1 Overview of Oracle AI Data Platform and Workbench
    • What is Oracle AI Data Platform Workbench Used For?
    • Managed Integration with Open Source
    • Personas for Oracle AI Data Platform Users
    • Common Use Cases for Oracle AI Data Platform
  • 2 Features of Oracle AI Data Platform Workbench
  • 3 Get Started with Oracle AI Data Platform Workbench
    • Requirements for AI Features
    • Storage Encryption Options
    • Create Your First AI Data Platform Workbench
    • Access an Oracle AI Data Platform Workbench
    • Access Oracle AI Data Platform Workbench from a URL
    • Understanding the Workspace and UI Flow
    • Next Steps After Setup
    • Edit an AI Data Platform Workbench
    • Delete an AI Data Platform Workbench
    • Session Management
• Part II Data Engineering
  • 4 About Medallion Architecture
  • 5 Ingest Data
    • Internal Sources
    • External Sources
    • Fusion Data in Oracle AI Data Platform Workbench with BICC
      • Create an Oracle Business Intelligence Cloud Connector Connection to Oracle AI Data Platform Workbench
      • Add Fusion Data Sources with a BICC Connection
      • Extract Fusion Data from a BICC Connection to a Notebook
  • 6 Workspaces
    • About Workspaces
    • Create a Workspace
    • Create a Workspace with Private Network Access Enabled
    • Workspaces, External Catalogs, and Data Assets in a Private Network
    • Work with Files
    • Edit a Workspace
    • Delete a Workspace
    • Create a Folder
    • Delete a Folder
    • Move a Folder
    • Copy a Folder
  • 7 Notebooks
    • Develop Code in Notebooks
      • Create a Notebook
      • Attach an Existing Cluster to a Notebook
      • Create a Cluster for a Notebook
      • Default Language
    • Manage Notebooks
      • Rename a Notebook
      • Delete a Notebook
      • Clone a Notebook
      • Browse Resources While Editing Notebook
    • Run Notebooks
      • Run Options for Notebook Cells
      • Run Code from a Notebook
      • Run Code from Another Notebook
      • Share Notebook Output with oidlUtils
    • Notebook Navigation
      • Create a Markdown Cell
    • Python Wheel Files
      • Update a Wheel Package
    • Notebook Output and Results
      • Download Notebook Output
      • Copy Notebook Output
    • Notebook Appearance
    • Manage Job Runs
      • Create a Manual Run Job from a Notebook
      • Create a Scheduled Job Run from a Notebook
      • Notebook Keyboard Shortcuts
    • Migrate Existing Apache Spark Code to Oracle AI Data Platform Workbench
  • 8 Workflows
    • Configure Jobs
      • About Jobs
      • Create a Job
      • Change Job Location
      • Delete a Job
      • Schedule a Job Using a Calendar
      • Schedule a Job Using a Cron Expression
      • Run a Workflow on Demand
      • Run a Workflow Job from the Jobs Page
      • Change a Job Run Schedule
      • Pause or Activate a Job Run Schedule
      • Repair Failed Job Runs
    • Configure Tasks
      • About Tasks
      • Create a Python Task
      • Create a Notebook Task
      • Create a Nested Job Task
      • Create an If/Else Task
      • Create a Jar Task
      • Modify a Task
      • View Task Logs
      • Delete a Task
    • Parameterization
      • About Parameters
      • Pass Parameters Between Tasks and Notebook
      • Add Parameters to a Job
      • Add Parameters to a Python Task
      • Delete Parameters from a Job
      • Add Parameters to a Task
      • Delete Parameters from a Task
      • Run a Job with Different Parameter Values
    • Monitor Jobs
      • About Jobs Runs
      • View All Workflow Job Runs
      • View a Job's Run History
      • Monitor a Specific Job Run
    • Workflow Jobs: Run As
      • Edit Run As Identity for a Job
  • 9 Compute
    • Manage Compute
      • About Compute Clusters
      • Create a Quickstart Cluster
      • Create a Custom Cluster
      • Create an NVIDIA GPU Cluster
      • NVIDIA GPU Cluster Tuning
      • Modify a Cluster
      • Delete a Cluster
      • View Cluster Details
      • Maintenance Updates for Compute Clusters
    • Manage Libraries
      • Libraries
      • Install a Library from a Workspace or Volume
      • Install a Library from an Uploaded File
      • Uninstall a Library
      • Notebook Scoped Libraries
    • Monitor Compute
      • View Spark UI
      • View Driver and Worker Logs
      • View Metrics
      • View Event Logs
      • View Notebooks
    • AI Compute
      • Create an AI Cluster
      • Create an AI Cluster for an Agent
      • Attach an Existing AI Cluster to an Agent
      • Edit an AI Cluster
      • Detach an Agent from AI Compute
      • Delete an AI Cluster
      • Stop an AI Cluster
      • Start an AI Cluster
      • Restart an AI Cluster
  • 10 Connect to Compute
    • Connections
    • Connect Oracle Analytics to AI Data Platform Workbench
      • Get an API Key from OCI
      • Get an Oracle Analytics Connection Configuration File
      • Create an Oracle Analytics Connection File
      • Connect Oracle AI Data Platform Workbench to Oracle Analytics
    • Download JDBC Driver
      • Configure DBeaver
      • Configure DBeaver with the Spark Simba JDBC Driver
      • Create a Database Connection in DBeaver
      • Connect DBeaver to Oracle AI Data Platform Workbench using JDBC
    • Download ODBC Driver
  • 11 Streaming
    • About Streaming
    • Configuring Spark Structured Streaming using Workflows
• Part III Integration
  • 12 Oracle GoldenGate Integration
  • 13 OCI Generative AI (Pretrained Foundation Models)
• Part IV Machine Learning (Preview)
  • 14 Experiments (Preview)
    • Create an Experiment (Preview)
    • Edit an Experiment (Preview)
    • View Experiment Run Details (Preview)
    • Create an Experiment Run in a Notebook with Sample Code (Preview)
    • Register a Model from Experiment Run Details (Preview)
    • Delete Experiment (Preview)
  • 15 Models (Preview)
    • Register a Model from an Existing Experiment Run (Preview)
    • View Model Details (Preview)
    • Edit Model Details (Preview)
    • Delete a Model (Preview)
  • 16 Customer-managed MLflow Servers (Preview)
• Part V AI Agents
  • 17 Agent Creation
    • Multi-agent Systems and Supervisor Patterns
    • About the Visual Flow Canvas
      • Create an Agent
      • Add Chat Trigger and Agent to Visual Builder Canvas
      • Configure a Supervisor Agent
      • Suggested Supervisor Instructions
      • Configure Supervisor Agent Memory and State Isolation
      • Models Parameter Tab
      • Add Guardrails to an Agent
      • Add Executor Agents and Tools to an Agent
      • Executor Agent Configuration
      • Checklist for Agents through Visual Builder
    • Agents Through Code
      • Build an Agent Through Code by Upload
      • Build an Agent Through Code by Creating New Code
      • Set an Entry File for Agents through Code
      • Set a Dependency File for Agents through Code
      • Test Agent Code
      • Agent Skills in Coding Experience
      • Add a New Skill
      • Add a New Executable Capability to an Existing Skill
      • Agent Skills Troubleshooting
      • Example: Complete Agent Skill
    • Agent Testing
      • Test your Agents in the Playground
      • Create an Agent Test Session
      • Resume an Agent Test Session
      • Delete an Agent Test Session
  • 18 About Agent Tools
    • Custom Tool
    • Add a Custom Tool to an Agent
    • Remote MCP Server Tool
    • Connect an Agent to a Remote MCP Server from the Visual Builder
    • HTTP Request Tool
    • Add an HTTP Request Tool to an Agent
    • Prompt Tool
    • Add a Prompt Tool to an Agent
    • RAG Tool
    • Add a RAG Tool to an Agent
    • SQL Tool
    • Add a SQL Tool to an Agent
  • 19 Knowledge Bases
    • Create a Knowledge Base
    • Edit a Knowledge Base
    • Delete a Knowledge Base
    • Add a Data Source to a Knowledge Base
    • Ingest Data to a Knowledge Base
    • View Ingestion Job Run Status
    • Delete a Data Source
  • 20 Agent Memory
  • 21 Session Variables
    • Create a Session Variable in the Agent Variables Tab
    • Refer to Session Variables in Agent Flow Instructions
    • View Agents and Tools using a Session Variable
    • Assign Values to Session Variables from the Playground
  • 22 Guardrails
    • Enable Specific Guardrails in a Node
  • 23 Agent Deployment
    • Deploy an Agent
    • Deploy an Agent with OAuth2
    • Undeploy an Agent
    • A2A Agent Deployment
    • Edit a Draft Agent Card
    • Edit a Published Agent Card
  • 24 Invoke a Deployed Agent
    • Methods to Invoke Endpoint URIs
  • 25 Monitor Agents
    • View Agent Sessions
    • View Agent Metrics
  • 26 Agent Operations
    • Move an Agent
    • Copy an Agent
    • Download Agent Files
• Part VI Data Governance
  • 27 Manage with Master Catalog
    • Master Catalog
    • Use Cases for Master Catalog
    • Standard Catalogs
      • Create a Standard Catalog
      • Edit a Standard Catalog Description
      • Rename a Standard Catalog
      • Delete a Standard Catalog
    • External Catalogs
      • Create an External Catalog
      • Create an External Catalog for Private Networks
      • Refresh External Data Catalogs
      • Refresh External Catalogs with SQL
      • Edit an External Catalog Description
      • Rename an External Catalog
      • Edit an External Catalog Configuration
      • Delete an External Catalog
      • How to Delete Data from Tables in an External Catalog
    • Schema
      • Create a Schema
      • View Schema Details
      • Edit a Schema Description
      • Delete a Schema
    • Tables
      • Schema Evolution
      • Create a Managed Table
      • Create an External Table
      • Edit a Table
      • View Table Details
      • Delete a Table
    • Volumes
      • Create a Managed Volume
      • Create an External Volume
      • Edit a Volume
      • View Volume Details
      • Delete a Volume
    • Cross-Tenancy External Tables and Volumes
  • 28 Lineage (Preview)
    • Entity and Column Lineage (Preview)
    • View Data Lineage (Preview)
    • View Lineage for Specific Data Columns (Preview)
    • View Details for a Lineage Artifact (Preview)
    • Export Impact Analysis (Preview)
    • Filter Lineage Flow Diagram (Preview)
    • Search for Artifacts in Lineage Flow Diagram (Preview)
    • Change Lineage Flow Depth (Preview)
    • Share a Lineage Flow Diagram (Preview)
  • 29 Credential Store (Preview)
    • About Credential Store (Preview)
    • Create Credentials (Preview)
    • Use Stored Credentials in a Notebook (Preview)
    • Modify Credentials (Preview)
    • Share Credentials (Preview)
    • Delete Credentials (Preview)
    • View Credential Details (Preview)
    • View Credential Store History (Preview)
  • 30 Audit Log
    • Search and Filter Audit Logs
  • 31 Auto Populate Catalog
    • About Auto Populate
    • Create Metadata Extractor
    • Manually Review Extracted Metadata Entities
    • View Reviewed Entities
    • View Metadata Extractor Details
    • Delete Metadata Extractor
  • 32 Share Data
    • Data Sharing
    • Create a Share
    • Modify a Share
    • Delete a Share
    • View Share Details
    • Add an Asset to a Share
    • Remove an Asset from a Share
    • Add Recipients to Data Sharing
    • Add an Existing Recipient to a Share
    • Manually Activate a Recipient
    • Resend Activation Link to a Recipient
    • Remove Recipient from a Share
    • Modify a Recipient
    • View Recipient Details
    • Delete a Recipient
• Part VII DevOps
  • 33 Git Integration (Preview)
    • Git Folders in Oracle AI Data Platform Workbench (Preview)
      • Create a Git Folder (Preview)
      • Edit Git Folder (Preview)
      • Delete Git Folder (Preview)
      • Modify Git Folder Settings (Preview)
      • View Git Folder History (Preview)
      • Create Git Branch (Preview)
      • Delete Git Branch (Preview)
      • Git Pull (Preview)
      • Git Push (Preview)
      • Merge Git Branches into Main (Preview)
      • Git Rebase (Preview)
      • Git Reset (Preview)
  • 34 Bundles and CI/CD (Preview)
    • Create a Bundle (Preview)
    • Deploy a Bundle (Preview)
    • Purge a Bundle (Preview)
  • 35 Oracle AI Data Platform (AIDP) Developer Extension
    • Install Oracle AI Data Platform (AIDP) Developer Extension on Visual Studio Code
    • Install Oracle AI Data Platform (AIDP) Developer Extension Manually
    • Set Up Oracle AI Data Platform (AIDP) Developer Extension in Visual Studio Code
• Part VIII Security
  • 36 Permissions Model
    • About Permissions
    • Workspace Permissions
      • Create Workspace Permissions
      • Modify Workspace Permissions
      • Delete Workspace Permissions
    • Workspace Folder Permissions
    • Workspace File Permissions
      • Create File and Folder Permissions
      • Modify File and Folder Permissions
      • Delete File and Folder Permissions
    • Compute Cluster Permissions
      • Create Cluster Permissions
      • Modify Cluster Permissions
      • Delete Cluster Permissions
    • Job Permissions
      • Create Job Permissions
      • Modify Job Permissions
      • Delete Job Permissions
    • Notebook Permissions
      • Create Notebook Permissions
      • Modify Notebook Permissions
      • Delete Notebook Permissions
    • Master Catalog Permissions
      • Create Master Catalog Permissions
      • Modify Master Catalog Permissions
      • Delete Master Catalog Permissions
    • Standard Catalog Permissions
    • External Catalog Permissions
      • Create Catalog Permissions
      • Modify Catalog Permissions
      • Delete Catalog Permissions
    • Schema Permissions
      • Create Schema Permissions
      • Modify Schema Permissions
      • Delete Schema Permissions
    • Table Permissions
      • Create Table Permissions
      • Modify Table Permissions
      • Delete Table Permissions
    • Volume Permissions
      • Create Volume Permissions
      • Modify Volume Permissions
      • Delete Volume Permissions
    • Agent Permissions
      • Create Agent Permissions
      • Modify Agent Permissions
      • Delete Agent Permissions
    • AI Compute Cluster Permissions
      • Create AI Cluster Permissions
      • Modify AI Cluster Permissions
      • Delete AI Cluster Permissions
    • Knowledge Base Permissions
      • Create Knowledge Base Permissions
      • Modify Knowledge Base Permissions
      • Delete Knowledge Base Permissions
    • Git Folder Permissions (Preview)
      • Create Git Folder Permissions (Preview)
      • Modify Git Folder Permissions (Preview)
      • Delete Git Folder Permissions (Preview)
    • Bundle Permissions (Preview)
      • Create Bundle Permissions (Preview)
      • Modify Git Bundle Permissions (Preview)
      • Delete Bundle Permissions (Preview)
    • Credential Permissions (Preview)
      • Create Credential Permissions (Preview)
      • Modify Credential Permissions (Preview)
      • Delete Credential Permissions (Preview)
  • 37 IAM Policies for Oracle AI Data Platform Workbench
  • 38 Roles
    • About Roles
    • Map Active Directory Groups to IAM Groups
    • Create a Role
    • Modify a Role
    • Delete a Role
    • Assign Members to a Role
    • Remove Member from Role
  • 39 Network Sources
• Part IX Administration
  • 40 Pricing
  • 41 Administration Settings (Preview)
    • Git Linked Accounts (Preview)
      • Add Git Credentials by Using Personal Access Tokens (Preview)
      • Set Default Git Credentials (Preview)
      • Edit Git Credentials (Preview)
      • Delete Git Credentials (Preview)
  • 42 AI Feature Management
    • Create an Oracle Autonomous AI Lakehouse Instance to Enable AI
    • Choose an Existing Oracle Autonomous AI Lakehouse Instance to Enable AI
    • Disable AI Features
  • 43 Notifications
  • 44 Limits
• Part X Resources
  • 45 Use APIs, SDK, and CLI
    • REST APIs
    • SDK and CLI
  • 46 Reference
    • SQL Grammar
      • Catalog SQL Grammar
      • Schema SQL Grammar
      • Volume SQL Grammar
      • Table SQL Grammar
      • DML Queries
    • Aidputils for Agents and Tools Sample Code
      • Agent without Tools
      • SQL Tool Test
      • Prompt (LLM) Tool Test
      • Custom Code Tool - Hello World
      • Custom Code Tool - Developer Toolkit
      • Agent with Tool Registration in Oracle AI Data Platform Workbench
      • Observability: Logging, Tracing, and Metrics
      • Agent Instantiation and Usage with Aidputil Packages
      • Guardrails Configuration
    • Agent LangGraph Code Samples
      • Hello World with LangGraph
      • ReAct Agent with Prompt Tool LangGraph Sample Code
      • ReAct Agent with RAG Tool LangGraph Sample Code
      • ReAct Agent with SQL Tool LangGraph Sample Code
      • ReAct Agent with Custom Tools LangGraph Sample Code
      • Multi-agent System – Supervisor Pattern Sample Code
      • Remote Oracle Analytics Cloud MCP Server Connection Sample Code
  • 47 Known Issues