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OCI Distribution
The llamastack/distribution-{{ name }} distribution consists of the following provider configurations.
{{ providers_table }}
{% if run_config_env_vars %}
Environment Variables
The following environment variables can be configured:
{% for var, (default_value, description) in run_config_env_vars.items() %}
{{ var }}: {{ description }} (default:{{ default_value }}) {% endfor %} {% endif %}
{% if default_models %}
Models
The following models are available by default:
{% for model in default_models %}
{{ model.model_id }} {{ model.doc_string }}{% endfor %} {% endif %}
Prerequisites
Oracle Cloud Infrastructure Setup
Before using the OCI Generative AI distribution, ensure you have:
- Oracle Cloud Infrastructure Account: Sign up at Oracle Cloud Infrastructure
- Generative AI Service Access: Enable the Generative AI service in your OCI tenancy
- Compartment: Create or identify a compartment where you'll deploy Generative AI models
- Authentication: Configure authentication using either:
- Instance Principal (recommended for cloud-hosted deployments)
- API Key (for on-premises or development environments)
Authentication Methods
Instance Principal Authentication (Recommended)
Instance Principal authentication allows OCI resources to authenticate using the identity of the compute instance they're running on. This is the most secure method for production deployments.
Requirements:
- Instance must be running in an Oracle Cloud Infrastructure compartment
- Instance must have appropriate IAM policies to access Generative AI services
API Key Authentication
For development or on-premises deployments, follow this doc to learn how to create your API signing key for your config file.
Required IAM Policies
Ensure your OCI user or instance has the following policy statements:
Allow group <group_name> to use generative-ai-inference-endpoints in compartment <compartment_name>
Allow group <group_name> to manage generative-ai-inference-endpoints in compartment <compartment_name>
Supported Services
Inference: OCI Generative AI
Oracle Cloud Infrastructure Generative AI provides access to high-performance AI models through OCI's Platform-as-a-Service offering. The service supports:
- Chat Completions: Conversational AI with context awareness
- Text Generation: Complete prompts and generate text content
Available Models
Common OCI Generative AI models include access to Meta, Cohere, OpenAI, Grok, and more models.
Safety: Llama Guard
For content safety and moderation, this distribution uses Meta's LlamaGuard model through the OCI Generative AI service to provide:
- Content filtering and moderation
- Policy compliance checking
- Harmful content detection
Vector Storage: Multiple Options
The distribution supports several vector storage providers:
- FAISS: Local in-memory vector search
- ChromaDB: Distributed vector database
- PGVector: PostgreSQL with vector extensions
Additional Services
- Dataset I/O: Local filesystem and Hugging Face integration
- Tool Runtime: Web search (Brave, Tavily) and RAG capabilities
- Evaluation: Meta reference evaluation framework
Running Llama Stack with OCI
You can run the OCI distribution via Docker or local virtual environment.
Via venv
If you've set up your local development environment, you can also build the image using your local virtual environment.
OCI_AUTH=$OCI_AUTH_TYPE OCI_REGION=$OCI_REGION OCI_COMPARTMENT_OCID=$OCI_COMPARTMENT_OCID llama stack run --port 8321 oci
Configuration Examples
Using Instance Principal (Recommended for Production)
export OCI_AUTH_TYPE=instance_principal
export OCI_REGION=us-chicago-1
export OCI_COMPARTMENT_OCID=ocid1.compartment.oc1..<your-compartment-id>
Using API Key Authentication (Development)
export OCI_AUTH_TYPE=config_file
export OCI_CONFIG_FILE_PATH=~/.oci/config
export OCI_CLI_PROFILE=DEFAULT
export OCI_REGION=us-chicago-1
export OCI_COMPARTMENT_OCID=ocid1.compartment.oc1..your-compartment-id
Regional Endpoints
OCI Generative AI is available in multiple regions. The service automatically routes to the appropriate regional endpoint based on your configuration. For a full list of regional model availability, visit:
https://docs.oracle.com/en-us/iaas/Content/generative-ai/overview.htm#regions
Troubleshooting
Common Issues
- Authentication Errors: Verify your OCI credentials and IAM policies
- Model Not Found: Ensure the model OCID is correct and the model is available in your region
- Permission Denied: Check compartment permissions and Generative AI service access
- Region Unavailable: Verify the specified region supports Generative AI services
Getting Help
For additional support: