Jay-Rajput/oci_data huggingface dataset:
Hosting an Endpoint in Generative AI

 Important



Pre-General Availability: 2023-09-18

The following legal notice applies to Oracle pre-GA (Beta) releases. For copyright and other applicable notices, see Oracle Legal Notices.

Pre-General Availability Draft Documentation Notice

This documentation is in pre-General Availability status and is intended for demonstration and preliminary use only. It may not be specific to the hardware on which you are using the software. Oracle Corporation and its affiliates are not responsible for and expressly disclaim all warranties of any kind with respect to this documentation and will not be responsible for any loss, costs, or damages incurred due to the use of this documentation.

This documentation is not a commitment by Oracle to deliver any material, code, functionality or services. This documentation, and Oracle Pre-GA programs and services are subject to change at any time without notice and, accordingly, should not be relied upon in making purchasing decisions. The development, release, and timing of any features or functionality for Oracle’s Pre-GA programs and services remains at the sole discretion of Oracle. All release dates or other predictions of future events are subject to change. The future availability of any future Oracle program or service should not be relied on in entering into any license or service agreement with Oracle.

To use a Generative AI custom model for inference, you must first create an endpoint for that model. An endpoint is a location with an IP address on a dedicated AI cluster where the custom model can accept user requests and send back a response such as the model's generated text. You create this endpoint on a hosting dedicated AI cluster.

 Note


Custom models are listed in the playground's model list after you create an active endpoint for them.
Each custom model can have more than one endpoint.
Each hosting dedicated AI cluster can only host one endpoint. If you no longer need a custom model's endpoint, you can delete that endpoint and use its dedicated AI cluster to host a new endpoint.

You can perform the following tasks to create and manage endpoints for custom models:

Creating an endpoint
Listing the endpoints
Viewing a model with an endpoint in the playground
Getting an endpoint's details
Deleting an endpoint
Deprecated IAM Service APIs


This topic lists deprecated APIs for the IAM service.

Federation Management APIs

Date of Notification: October 15, 2020

What is changing?

The following APIs for the management of federations are deprecated. Support for these APIs will end October 15, 2021. The replacement solution for managing federations is to set up the federation for your tenancy between the identity provider and your tenancy's Oracle Identity Cloud Service identity domain. See Manage Oracle Identity Cloud Service Identity Providers for information on managing identity providers in IDCS.

Deprecated API	Replacement API in IDCS
CreateIdentityProvider	Create an Identity Provider
ListIdentityProviders	Search Identity Providers
GetIdentityProvider	Get an Identity Provider
UpdateIdentityProvider	Update an Identity Provider
DeleteIdentityProvider	Delete an Identity Provider
ListIdentityProviderGroups	Search Identity Providers
CreateIdpGroupMapping	Not used in replacement solution.
ListIdpGroupMappings	Not used in replacement solution.
GetIdpGroupMapping	Not used in replacement solution.
UpdateIdpGroupMapping	Not used in replacement solution.
DeleteIdpGroupMapping	Not used in replacement solution.
Using Parameters in Pipelines

Types of Pipeline Parameters
About the Parameters Panel
Adding a Parameter in a Pipeline
Viewing the Parameters in a Pipeline
Assigning a Parameter in a Pipeline
Editing the Default Value of a User-Defined Parameter
Unassigning a Parameter in a Pipeline
Deleting a Parameter in a Pipeline
Detecting Anomalies in Small Datasets


Detect anomalies in small datasets in Anomaly Detection.

The Anomaly Detection service provides granular control over how you can improve the prediction of the model. Changing the sensitivity value can increase or decrease the number of anomalies in the response based on the model confidence. The anomaly score for a detected anomaly dictates the model confidence of an anomaly being a true positive. The higher the score, the greater the chances of it being a true positive.

Console
CLI
API
Open the navigation menu and click Analytics & AI. Under AI Services, click Anomaly Detection.
In the left-side navigation menu, click Projects.
Select the compartment that contains the project with the models that you want to view.
Click the name of the project.

The project details page opens.

Under Details, click Models.

The models in the project are displayed in the Anomaly detection models table.

Click the name of the model that contains the dataset.
On the model details page, click Detect Anomalies.
Browse for or drag and drop the CSV or JSON file that contains dataset in the Detect Anomalies box.
Click Detect.

The anomalies are represented in a list of columns that can be visualized.

Select a column label to view the detected anomalies.

You can view each visualization by selecting a different column label from the list.

If you want to view or use the generated anomalies JSON file, click Download JSON.

The estimated and actual values of each of the identified anomalies are rendered in a graph. You can use this difference to learn the severity of the anomaly.

If multiple anomalies occurred from various signals at specific timestamp, then the anomaly scores that rank those signals for the identified anomaly are specified. A graph of these anomalies over the particular time period is displayed so that you can easily understand if specific signals have high scores over time.
Exadata Fleet Update
 provides Oracle Database customers Fleet Update (patch) and Upgrade capabilities for their database stack, including Exadata Infrastructure, VM Cluster, Grid Infrastructure (GI), and Database (DB) components.
Console Availability


The Console is designed to ensure high availability.

At least three Compute nodes per availability domain are maintained, spanning at least two fault domains. For ensuring availability across regions, traffic is load balanced using two regions within multi-region realms. The following diagram shows the Console architecture.

The Console development process uses a standard Secure Software Development Lifecycle (SSDLC) process, along with a service and application update process designed to ensure availability and minimize customer impact.
Manage the Service

Edit Your Oracle Content Management Instance
Monitor Billing and Usage
Report Issues
Bastion Metrics

Overview
Required IAM Policy
Available Metrics
Using the Console
Using the API
Deploy Oracle Content Management


Before you deploy Oracle Content Management, you need to understand your deployment options and decide whether you'll use the Starter Edition or Premium Edition.

Oracle is in the process of updating Oracle Cloud Infrastructure (OCI) regions to switch from Identity Cloud Service (IDCS) to Identity and Access Management (IAM) identity domains. All new Oracle Cloud accounts will automatically use IAM identity domains. Depending on whether your region uses IAM identity domains or not, you'll use different documentation to complete your deployment.

If your region has been updated, follow the steps in Deploy OCM in a Region with Identity Domains
If your region hasn't been updated, follow the steps in Deploy OCM in a Region without Identity Domains

After you've deployed your instance, you might want to enable additional features.
Compute Instances

Components for Creating Instances
Boot Volumes
Storage for Instances
Simplifying Compute Instance Management
Oracle Cloud Infrastructure

Service Essentials

For information about using APIs, SDKs, CLI, Cloud Shell, and tutorials, see the following pages:

Developer Guide
Developer Tutorials
REST APIs
Creating a Connection


This section describes how to create a Database Tools connection.

Topics:

Prerequisites
Using the Oracle Cloud Infrastructure Console
Using the Command Line Interface (CLI)
Using the APIs
Searching and Exploring


You have three options to find the information you are looking for in Data Catalog.

Search option: You enter the information you are looking for in a search text field to retrieve all data matching the search text in the data catalog.

Browse option: You browse all the data objects created in the data catalog to find the information you are looking for.

Explore option: You explore all data assets using an intuitive user interface to view their data entities and attributes.
Job Metrics

Viewing Job Run Metrics
Integrating Models in Applications

 Important



Pre-General Availability: 2023-09-18

The following legal notice applies to Oracle pre-GA (Beta) releases. For copyright and other applicable notices, see Oracle Legal Notices.

Pre-General Availability Draft Documentation Notice

This documentation is in pre-General Availability status and is intended for demonstration and preliminary use only. It may not be specific to the hardware on which you are using the software. Oracle Corporation and its affiliates are not responsible for and expressly disclaim all warranties of any kind with respect to this documentation and will not be responsible for any loss, costs, or damages incurred due to the use of this documentation.

This documentation is not a commitment by Oracle to deliver any material, code, functionality or services. This documentation, and Oracle Pre-GA programs and services are subject to change at any time without notice and, accordingly, should not be relied upon in making purchasing decisions. The development, release, and timing of any features or functionality for Oracle’s Pre-GA programs and services remains at the sole discretion of Oracle. All release dates or other predictions of future events are subject to change. The future availability of any future Oracle program or service should not be relied on in entering into any license or service agreement with Oracle.

Here's how to integrate the Generative AI models into your applications.

To add prompts and generated responses into your application

Enter prompts and get responses using a generation model in the playground.

When you're happy with the result, click View code, select a programming Language, click Copy code, and paste the code into a file and save the code.
Add authentication to your code.
Use the code in your application.
To add text and its summary into your application

Enter your text and get the summary using the summarization model in the playground.

When you're happy with the result, click View code, select a programming Language, click Copy code, and paste the code into a file and save the code.
Add authentication to your code.
Use the code in your application.
To add text embeddings to your application

Add your phrases to the embedding model in the playground and run the model.

Click Export embeddings to JSON.
(Optional) Click Copy code, and paste the code into a file and save the code.
Add authentication to your code.
Use the JSON file in your application.
(Optional) Use the code that you copied into a file, in your application.
To integrate a custom model that's fine-tuned with your data into your application

Instead of a choosing a pretrained model in the playground, choose the name of your custom model from the Model drop-down list in the playground and then enter prompts and get responses in the playground as you would for any generation model.

When you're happy with the result, click View code, select a programming Language, click Copy code, and paste the code into a file and save the code.
Add authentication to your code.
Use the code in your application.
Deleting a Pipeline


Delete a pipeline that's in a Succeeded, Failed, or Canceled state.

Deleting a pipeline also deletes any associated pipeline jobs and job runs by default.

The deletion fails when associated pipeline runs in are progress, or if you don't have permission to delete pipelines.

After a pipeline is deleted, you can't do anything else with it and it can't be reactivated.

 Note



Deleted pipelines exist in lists for 30 days after being deleted. You can filter them out of lists by using the State filter.

Console
CLI
API
Use the Console to sign in to a tenancy with the necessary policies.
Open the navigation menu and click Analytics & AI. Under Machine Learning, click Data Science.
Select the compartment that contains the project with the pipeline.

All projects in the compartment are listed.

Click the name of the project.

The project details page opens and lists the notebook sessions.

Under Resources, click Pipelines.
Click the name of a pipeline to delete.

The pipeline details page is displayed including the steps.

Click Delete.
Enter the name of the pipeline that you want to delete exactly as it appears, and then click Delete.
(Optional) Select Delete related pipeline runs to delete the pipeline runs and job runs or Delete related job runs to delete the job runs only.
Click Delete.
A notification is displayed indicating that the pipeline is deleted successfully.
Provisioning an Oracle Exadata System
 is a time-consuming process and takes multiple hours to complete.
 Note

The service limits for the database and storage servers in your tenancy must be sufficient to provision an Oracle Exadata System with your selected Exadata system model and configuration. Request a service limit increase from the Oracle Cloud Infrastructure console if required. Refer to Requesting a Service Limit Increase for more details.

To create an Oracle Exadata System, do the following:

From the OracleDB for Azure Portal, select the Create a resource icon. From here, select the Exadata Systems Create link.

Figure 1-4 Create a resource Blade







 Note

You can also start the creation of an Oracle Exadata System by selecting the Exadata Database icon on the OracleDB for Azure Portal. This will take you to the Oracle Exadata Database Dedicated | Databases blade. One of the options from the + Create menu is Create Exadata Systems.

Figure 1-5 Alternate Path to Create an Oracle Exadata System







This is the beginning of the Create Exadata System flow. The UI elements creating an Oracle Exadata System are similar to the creation flow for each individual Exadata component. There are differences in the combined Oracle Exadata System flow that you must note. The Oracle Exadata System combined flow includes all the fields from the individual Oracle Exadata Infrastructure, Oracle Exadata VM Cluster, and Oracle Exadata Database flows.

Figure 1-6 Create Oracle Exadata System - Basics Tab








For more information on the individual creation flows, see the following:

Provisioning Exadata Infrastructure
Provisioning an Exadata VM Cluster
Provisioning an Oracle Exadata Database
Capacity Reservations

Using the API
Known Issues
Overview of Oracle Integration 3


Oracle Integration 3 is a fully managed, preconfigured environment that gives you the power to integrate your cloud and on-premises applications, automate business processes, develop visual applications, use an SFTP-compliant file server to store and retrieve files, and exchange business documents with a B2B trading partner.

Capabilities

With Oracle Integration 3, you can:

Design integrations to monitor and manage connections between your applications, selecting from our portfolio of hundreds of prebuilt adapters and recipes to connect with Oracle and third-party applications.
Create process applications to automate and manage your business work flows, whether structured or dynamic.
Develop visual applications using the embedded Visual Builder feature.
Store and retrieve files in Oracle Integration using the embedded SFTP-compliant file server.
Create integrations that use B2B e-commerce to extend business processes to reach trading partners.

Editions

Oracle Integration is available in two editions: Standard or Enterprise. See Oracle Integration Editions.

Oracle SaaS customers can use Oracle Integration for SaaS, which gives you the features and benefits of Oracle Integration with a focus on SaaS. See Oracle Integration for Oracle SaaS.

Instances and Updates

See Updates to Your Instance.

Topics:

Availability
Restrictions
Service Limits
Oracle Integration Editions
Updates to Your Instance
Oracle Integration for Oracle SaaS
Oracle Integration in Government Regions
Oracle and Customer Responsibilities in Oracle Integration 3
Editing an Environment


Update the details of an environment, such as its name and description.

For accessing DevOps using the Oracle Cloud Console, REST API, and CLI, see Accessing DevOps.
 Note

An environment cannot be updated if it's referenced in more than 20 deployment pipelines.
Console
CLI
API
Open the navigation menu and click Developer Services. Under DevOps, click Projects.
On the DevOps Projects page, select the project for which you want to update an environment.
On the details page of the project, from the left side, click Environments.
On the Environments page, click the environment that you want to update.
On the environment details page, click Edit.
In the Edit environment panel, update the details as required.
Click Save.
Anomaly Detection
 API
SDKs and the CLI
Support
Get help and contact Support
Create a service request
Data Labeling Errors


If you get an error or warning in Data Labeling, see these error messages for help.

See also Data Labeling known issues .

Failed to Generate Records
Failed to Validate Bucket
Failed to Update Dataset
Failed to Generate Snapshot
Failed to Get Dataset Details
Failed to Delete Dataset
Failed to Create Workload Status File in Bucket
 Expand All Expandable Areas
Metrics

Overview
Required IAM Policy
Using the Console



For more information click here https://docs.oracle.com/en-us/iaas/Content/network-firewall/metrics.htm

For more information click here https://docs.oracle.com/en-us/iaas/Content/managed-access/metrics.htm

For more information click here https://docs.oracle.com/en-us/iaas/data-science/using/tshoot-metrics.htm#metrics-tshoot
Creating a Profile


Create a profile in OS Management Hub to register an instance with the content associated with a software source, group, or lifecycle environment.

 Note

For management stations, a profile is created when you create the management station. You can't manually create the profile.

Before creating a profile:

For software source profiles, ensure you have added vendor software sources.
For group profiles, ensure you have created the group.
For lifecycle environment profiles, ensure you have created the lifecycle environment.
Console
CLI
API

To create a software source, group, or lifecycle profile, follow these steps:

Open the navigation menu and click Observability & Management. Under OS Management Hub, click Profiles.
Click Create.
Enter the details for the profile:
Name: Enter a name for the profile. You can add or change the name later. The name doesn't need to be unique, because an Oracle Cloud Identifier (OCID) uniquely identifies the profile. Avoid entering confidential information.
Description: (Optional) Enter a description for the profile. Avoid entering confidential information.
Management station: Select the management station to associate with the profile. The management station tells the instance where to get its yum content.
Type: Select the type of registration profile and then define the profile details.

Software sources

OS vendor: Select the vendor for the software source. For example, Oracle.

OS version: Select the version for the software source. For example, Oracle Linux 9.

Architecture: Select the architecture for the software source. For example, x86_64.

Available software sources: Select the software sources to add.

Group

Compartment: Select the compartment that contains the group to associate with the profile.
Groups: Select the group to associate with the profile.

Lifecycle environment

Compartment: Select the compartment that contains the lifecycle environment to associate with the profile.
Lifecycle environments: Select the lifecycle environment to associate with the profile.

Lifecycle stage: Select the lifecycle stage within the lifecycle environment to associate with the profile.

Show advanced options: Click to add tags to this resource.

If you have permissions to create a resource, then you also have permissions to apply free-form tags to that resource. To apply a defined tag, you must have permissions to use the tag namespace. For more information about tagging, see Resource Tags. If you're not sure whether to apply tags, ask an administrator or skip this option. You can apply tags later.

Click Create.
Use the profile to register instances with the OS Management Hub service.
Managing a Connection


This section explains how to perform various management tasks for database connections.

Tasks include:

Listing and viewing the details of a database connection
Updating the details of a database connection
Deleting a database connection
Adding connection properties to a database connection
Using work requests created for a database connection

Topics:

Using the Oracle Cloud Infrastructure Console
Using the Command Line Interface (CLI)
Using the APIs
About Cache with Redis

Redis Version
Resource Identifiers
Availability
Ways to Access Cache with Redis
Limits
Authentication and Authorization
Monitoring and Alarms
Cluster Patching
Working with Self-Managed Nodes

Using self-managed nodes with cluster networks
Notable features and capabilities not supported when using self-managed nodes
Troubleshooting Big Data Service


Use troubleshooting information to identify and address common issues that can occur while working with Big Data Service clusters.
My Services Use Cases


To interact programmatically with My Services, you can use the Oracle Cloud My Services API. To help you get started, here are some use cases:

Service Discovery Use Case
Exadata Use Cases
Managing Exadata Instances
Using Access Token Authorization with My Services API
Connecting to a Linux Instance
 from a Windows System Using PuTTY
Viewing the Redemption Code for Support Rewards


Customers need a redemption code to apply accrued rewards toward support invoices in the Billing Center system.

Console
CLI
API

New Oracle Cloud Console users can obtain the redemption code in either the new user authorization email that they receive, or by using Oracle Support Rewards in the Console. Existing users can view the redemption code only in the Console.

Open the navigation menu and click Billing & Cost Management. Under Programs and Rewards, click Oracle Support Rewards.
On the Oracle Support Rewards page, click View redemption code.
In the View redemption code panel, for Redemption code, click Show or Copy.
Connect


Learn to create the connections to source and target technologies.

Articles in this section:

Explore connections
Oracle Database connections
Big Data connections
Microsoft SQL Server connections
MySQL connections
PostgreSQL connections
Create a connection to GoldenGate
Connector Hub Metrics
 Reference.
Administer Services

Typical Workflow to Administer a Service
View or Update a Service
Scale a Service
Pause and Resume a Service
Delete a Service
Monitor Status
Monitor Metrics
Monitor Logs
Find Oracle Analytics Cloud Resources
Read Usage Reports
Analyze Usage Costs for Oracle Analytics Cloud
Manage "Other Analytics (Gen 1)" Services (North America and EMEA Only)
Upgrade to Oracle Analytics Cloud on Gen 2
Work Requests

Getting Work Request Status
Listing Work Request Logs
Listing Work Request Errors



For more information click here https://docs.oracle.com/en-us/iaas/Content/network-firewall/work-requests.htm

For more information click here https://docs.oracle.com/en-us/iaas/Content/Marketplace/work_request_marketplace.htm

For more information click here https://docs.oracle.com/en-us/iaas/language/using/work-requests.htm

For more information click here https://docs.oracle.com/en-us/iaas/Content/data-labeling/using/work-requests.htm
Known Issues for Audit


Audit has no known issues.
Audit
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