Administrator Guide | Kamiwaza Docs

Documentation for Kamiwaza 0.8.1

This is documentation for Kamiwaza 0.8.1, which is no longer actively maintained. For the current GA release, see 1.0.1.

Version: 0.8.1

1. Authentication & Access Control

Kamiwaza provides enterprise-grade authentication built on Keycloak with OpenID Connect (OIDC) and JWT token validation.

1.1 Authentication Architecture

User → Keycloak (IdP) → JWT Token → Traefik → ForwardAuth → API Services

↓

[Validated] → Access Granted

↓

[Rejected] → 401/403 Error

Components:

1.2 Authentication Modes

Kamiwaza supports two operational modes:

Mode Use Case Configuration
With Authentication Production, staging, secure environments KAMIWAZA_USE_AUTH=true
Bypass Mode Local development, debugging KAMIWAZA_USE_AUTH=false

To enable authentication:

# In env.sh or environment

export KAMIWAZA_USE_AUTH=true

bash startup/kamiwazad.sh restart

Expected output:

Stopping kamiwazad ...

Starting kamiwazad ...

kamiwazad status: active (running)

⚠️ Warning: Bypass mode (KAMIWAZA_USE_AUTH=false) disables all authentication. Use only in secure development environments.

1.3 Token-Based Authentication

Kamiwaza uses RS256 JWT tokens with asymmetric cryptographic signatures.

Token Lifecycle:

  1. Acquisition: User authenticates with Keycloak via username/password or SSO
  2. Validation: ForwardAuth validates token signature against JWKS endpoint
  3. Authorization: User roles checked against RBAC policy
  4. Expiration: Access tokens expire (default: 1 hour), require refresh
  5. Revocation: Logout invalidates tokens

Token Delivery Methods:


2. User Management

2.1 Accessing Keycloak Admin Console

Default Credentials (change immediately in production):

Production Setup:

# Set secure admin password in env.sh

export KEYCLOAK_ADMIN_PASSWORD="<strong-random-password>"

2.2 Creating User Accounts

Via Keycloak Admin Console:

  1. Navigate to Users in left sidebar
  2. Click Add User
  3. Fill in required fields:
    • Username (required)
    • Email (required for password reset)
    • First Name / Last Name (optional)
  4. Toggle Email Verified to ON
  5. Click Save
  6. Go to Credentials tab
  7. Set temporary or permanent password
  8. Assign roles (see Role Management below)

Pre-configured Test Users:

Username Password Roles Use Case
testuser testpass viewer Read-only testing
testadmin testpass admin Administrative testing

⚠️ Important: Remove or secure test users before production deployment.

2.3 User Roles and Permissions

Kamiwaza defines three primary roles:

Role Permissions Typical Users
admin Full access: read, write, delete, configure System administrators, platform operators
user Standard access: read, write (no delete/admin) Data scientists, developers, analysts
viewer Read-only access Auditors, observers, stakeholders

Assigning Roles:

  1. Navigate to Users → Select user
  2. Go to Role Mappings tab
  3. Under Realm Roles, select appropriate roles
  4. Click Add selected
  5. Changes take effect immediately (no logout required)

2.4 Password Policies

Configuring Password Requirements:

  1. Navigate to Realm SettingsSecurity DefensesPassword Policy
  2. Add policies:
    • Minimum Length: 12 characters (recommended)
    • Uppercase Characters: Require at least 1
    • Lowercase Characters: Require at least 1
    • Digits: Require at least 1
    • Special Characters: Require at least 1
    • Not Username: Prevent username as password
    • Password History: Prevent last 3 passwords
    • Expire Password: 90 days (recommended)

Password Reset Flow:

  1. User clicks "Forgot Password" on login page
  2. Keycloak sends password reset email
  3. User follows link and sets new password
  4. New password must meet policy requirements

⚠️ Important: Configure SMTP settings in Keycloak for email-based password reset to function.


3. Role-Based Access Control (RBAC)

3.1 RBAC Policy File

Access control is defined in YAML policy files that map endpoints to required roles.

Default Location:

ForwardAuth is stateless—set AUTH_GATEWAY_POLICY_FILE=$KAMIWAZA_ROOT/config/auth_gateway_policy.yaml (or the mounted path) so every restart reloads the same policy file.

Policy File Structure (default config/auth_gateway_policy.yaml):

version: 1

env: dev

default_deny: true

roles:

- id: admin

description: "Full system access"

- id: user

description: "Standard user access"

- id: viewer

description: "Read-only access"

- id: guest

description: "Minimal guest access"

endpoints:

# Health checks

- path: "/health"

methods: ["GET"]

roles: ["*"]

- path: "/api/health"

methods: ["GET"]

roles: ["*"]

# Auth endpoints (login/logout)

- path: "/auth/login"

methods: ["POST"]

roles: ["*"]

- path: "/auth/logout"

methods: ["POST"]

roles: ["*"]

# Who am I

- path: "/api/whoami"

methods: ["GET"]

roles: ["admin", "user", "viewer", "guest"]

# Models

- path: "/api/models*"

methods: ["GET"]

roles: ["admin", "user", "viewer"]

- path: "/api/models*"

methods: ["POST", "PUT", "DELETE"]

roles: ["admin", "user"]

# Serving deployments

- path: "/api/serving/deployments*"

methods: ["GET"]

roles: ["admin", "user", "viewer"]

- path: "/api/serving/deployments*"

methods: ["POST", "PUT", "DELETE"]

roles: ["admin", "user"]

# Admin-only APIs

- path: "/api/cluster*"

methods: ["*"]

roles: ["admin"]

- path: "/api/activity*"

methods: ["*"]

roles: ["admin"]

# Garden apps + tools

- path: "/api/apps*"

methods: ["GET"]

roles: ["admin", "user", "viewer"]

- path: "/api/apps*"

methods: ["POST", "PUT", "DELETE"]

roles: ["admin", "user"]

- path: "/api/tools*"

methods: ["GET"]

roles: ["admin", "user", "viewer"]

- path: "/api/tools*"

methods: ["POST", "PUT", "DELETE"]

roles: ["admin", "user"]

# Data Discovery Engine

- path: "/api/dde/status"

methods: ["GET"]

roles: ["viewer", "admin"]

- path: "/api/dde/search"

methods: ["POST"]

roles: ["viewer", "admin"]

- path: "/api/dde/reindex"

methods: ["POST"]

roles: ["admin"]

# Static assets

- path: "/static/*"

methods: ["GET"]

roles: ["admin", "user", "viewer", "guest"]

- path: "/assets/*"

methods: ["GET"]

roles: ["admin", "user", "viewer", "guest"]

- path: "/favicon.ico"

methods: ["GET"]

roles: ["admin", "user", "viewer", "guest"]

- path: "/manifest.json"

methods: ["GET"]

roles: ["admin", "user", "viewer", "guest"]

3.2 Path Matching Rules

Wildcard Patterns:

Examples:

3.3 Relationship-Based Access Control (ReBAC)

Roles gate entire endpoints, while ReBAC expresses who can act on a specific resource (model, dataset, container, etc.). When ReBAC is enabled:

  1. Turn on the feature flags – set AUTH_REBAC_ENABLED=true, AUTH_REBAC_DEFAULT_TENANT_ID, and PAT tagging variables as described in the ReBAC Deployment Guide.
  2. Bootstrap tenant tuples – run
    python scripts/rebac_tenant.py bootstrap configs/rebac/tenants/__default__.yaml
    ```

This seeds owner/editor/clearance relationships for every default resource.
3. **Share resources by relationship** – edit the tenant manifest and reapply it. Example snippet (`configs/rebac/tenants/__default__.yaml`):

```yaml
    relationships:

- subject: user:testuser

relation: viewer

object: model:catalog-sdk
    ```

Save the file, preview the change with `python scripts/rebac_tenant.py plan configs/rebac/tenants/__default__.yaml`, then apply it with the same `bootstrap` command. The CLI ensures tuples are deduplicated and can target any tenant with `--tenant <id>`.
4. **Validate the experience** – follow the [ReBAC Validation Checklist](https://docs.kamiwaza.ai/0.8.1/security/rebac-validation-checklist) to exercise both allow and deny flows from the SDK/UI. The checklist calls out the expected log messages and API responses so you can sign off without digging into tuples manually.

**At a glance:** every tuple stored in the relationship service takes the form `subject --(relation)--> object`. Common relations:

| Relation | Description                         | Example                                      |
|----------|-------------------------------------|----------------------------------------------|
| `owner`  | Full control over the resource      | `user:testadmin owner model:demo-llm`      |
| `editor` | Update/delete rights without being the original owner | `role:user editor dataset:sales-ingest`  |
| `viewer` | Read-only access                    | `user:testuser viewer container:govdocs`   |

Once a tuple exists, the UI/API automatically enforces it—no redeploy or restart required.

### 3.4 Hot Reload (No Restart Required)

The RBAC policy file is automatically reloaded when modified:

1. Edit `auth_gateway_policy.yaml`
2. Save the file
3. Changes take effect within seconds
4. Monitor logs for reload confirmation:

```text
    INFO: Policy reloaded successfully from /app/config/auth_gateway_policy.yaml
    ```

**⚠️ Important:** Invalid YAML syntax will prevent reload and retain the previous valid configuration.

### 3.5 Adding Custom Endpoints

**Example: Protecting a new analytics endpoint**

```yaml
endpoints:

# Add new analytics endpoint

- path: "/api/analytics/reports*"

methods: ["GET"]

roles: ["user", "admin"]

- path: "/api/analytics/reports*"

methods: ["POST", "DELETE"]

roles: ["admin"]

Testing Access Control:

# Get token for viewer role (should be denied POST)

VIEWER_TOKEN=$(curl -s -X POST http://localhost:8080/realms/kamiwaza/protocol/openid-connect/token \
 
  -d "grant_type=password" \

-d "client_id=kamiwaza-platform" \

-d "username=testuser" \

-d "password=testpass" | jq -r .access_token)

# Test (expect 403 Forbidden)

curl -H "Authorization: Bearer $VIEWER_TOKEN" \

-X POST http://localhost:7777/api/analytics/reports

# Get token for admin role (should succeed)

ADMIN_TOKEN=$(curl -s -X POST http://localhost:8080/realms/kamiwaza/protocol/openid-connect/token \

-d "grant_type=password" \

-d "client_id=kamiwaza-platform" \

-d "username=testadmin" \

-d "password=testpass" | jq -r .access_token)

# Test (expect 200 OK)

curl -H "Authorization: Bearer $ADMIN_TOKEN" \
  -X POST http://localhost:7777/api/analytics/reports

4. Identity Provider Integration

4.1 Keycloak Configuration

Realm: kamiwaza Client ID: kamiwaza-platform

Client Configuration Settings:

Setting Value Purpose
Access Type Public (SPA) or Confidential (backend) Authentication flow type
Valid Redirect URIs https://your-domain.com/* Allowed OAuth callback URLs
Web Origins https://your-domain.com CORS configuration
Direct Access Grants Enabled (dev), Disabled (prod) Password grant for testing

4.2 OAuth 2.0 / OpenID Connect Integration

Kamiwaza supports standard OIDC authentication flows.

Environment Configuration:

# Keycloak OIDC Settings

AUTH_GATEWAY_KEYCLOAK_URL=https://auth.yourdomain.com

AUTH_GATEWAY_KEYCLOAK_REALM=kamiwaza

AUTH_GATEWAY_KEYCLOAK_CLIENT_ID=kamiwaza-platform

# JWT Validation

AUTH_GATEWAY_JWT_ISSUER=https://auth.yourdomain.com/realms/kamiwaza

AUTH_GATEWAY_JWT_AUDIENCE=kamiwaza-platform

AUTH_GATEWAY_JWKS_URL=https://auth.yourdomain.com/realms/kamiwaza/protocol/openid-connect/certs

OIDC Discovery Endpoint:

https://auth.yourdomain.com/realms/kamiwaza/.well-known/openid-configuration

4.3 SAML Integration

Configure SAML Identity Provider in Keycloak:

  1. Navigate to Identity Providers in Keycloak admin console
  2. Select SAML v2.0
  3. Configure SAML settings:
    • Single Sign-On Service URL: Your IdP's SSO endpoint
    • Single Logout Service URL: Your IdP's logout endpoint
    • NameID Policy Format: urn:oasis:names:tc:SAML:1.1:nameid-format:emailAddress
    • Principal Type: Subject NameID
  4. Upload IdP metadata XML or configure manually
  5. Map SAML attributes to Keycloak user attributes
  6. Enable identity provider in login flow

Attribute Mapping Example:

SAML Attribute        → Keycloak Attribute

-----------------       -------------------

email                 → email

firstName             → firstName

lastName              → lastName

memberOf              → roles

4.4 LDAP / Active Directory Integration

Configure LDAP Federation:

  1. Navigate to User FederationAdd providerldap
  2. Configure connection settings:
    • Connection URL: ldap://ldap.company.com:389 or ldaps:// for SSL
    • Bind DN: cn=admin,dc=company,dc=com
    • Bind Credential: LDAP admin password
  3. Configure LDAP search settings:
    • Users DN: ou=users,dc=company,dc=com
    • User Object Classes: inetOrgPerson, organizationalPerson
    • Username LDAP attribute: uid or sAMAccountName (AD)
    • RDN LDAP attribute: uid or cn
    • UUID LDAP attribute: entryUUID or objectGUID (AD)
  4. Save and test connection
  5. Synchronize users: Synchronize all users button

Active Directory Specific Settings:

Role Mapping from LDAP Groups:

  1. Go to Mappers tab in LDAP federation
  2. Create new mapper: group-ldap-mapper
    • Mapper Type: group-ldap-mapper
    • LDAP Groups DN: ou=groups,dc=company,dc=com
    • Group Name LDAP Attribute: cn
    • Group Object Classes: groupOfNames
    • Membership LDAP Attribute: member
    • Mode: READ_ONLY or LDAP_ONLY
  3. Map LDAP groups to Keycloak roles in Role Mappings

4.5 Single Sign-On (SSO) Setup

Google SSO Integration:

  1. Create OAuth 2.0 credentials in Google Cloud Console
  2. Configure authorized redirect URI:
    https://auth.yourdomain.com/realms/kamiwaza/broker/google/endpoint
    ```
3. In Keycloak, navigate to **Identity Providers** → **Google**
4. Enter **Client ID** and **Client Secret** from Google Console
5. Save and enable

**Environment Configuration:**

```bash
# Google SSO

GOOGLE_CLIENT_ID=your-google-client-id

GOOGLE_CLIENT_SECRET=your-google-client-secret

Microsoft Azure AD / Office 365:

  1. Register application in Azure Portal
  2. Configure redirect URI: https://auth.yourdomain.com/realms/kamiwaza/broker/oidc/endpoint
  3. In Keycloak, add OpenID Connect v1.0 provider
  4. Configure with Azure AD settings:
    • Authorization URL: https://login.microsoftonline.com/{tenant}/oauth2/v2.0/authorize
    • Token URL: https://login.microsoftonline.com/{tenant}/oauth2/v2.0/token
    • Client ID: Azure application ID
    • Client Secret: Azure client secret

Testing SSO:

  1. Navigate to Kamiwaza login page
  2. Click SSO provider button (Google, Azure, etc.)
  3. Authenticate with external identity provider
  4. First-time users automatically create Keycloak account
  5. Subsequent logins use existing account

5. Security Configuration

5.1 JWT Token Configuration

Token Security Settings:

# JWT Validation (in env.sh)

AUTH_GATEWAY_JWT_AUDIENCE=kamiwaza-platform  # Required audience claim

AUTH_GATEWAY_JWT_ISSUER=https://auth.yourdomain.com/realms/kamiwaza

AUTH_GATEWAY_JWKS_URL=https://auth.yourdomain.com/realms/kamiwaza/protocol/openid-connect/certs

# Security Hardening

AUTH_REQUIRE_SUB=true  # Require 'sub' claim (user ID) in tokens

AUTH_EXPOSE_TOKEN_HEADER=false  # Don't expose tokens in response headers (production)

AUTH_ALLOW_UNSIGNED_STATE=false  # Require signed OIDC state parameter (production)

Token Algorithms:

5.2 Session Management

Access Token Expiration:

Configure in Keycloak: Realm SettingsTokens

Session Timeout Configuration:

# In env.sh

AUTH_GATEWAY_TOKEN_LEEWAY=30  # Clock skew tolerance (seconds)

AUTH_GATEWAY_JWKS_CACHE_TTL=300  # JWKS cache duration (5 minutes)

Best Practices:

5.3 HTTPS Enforcement

Production HTTPS Requirements:

Kamiwaza enforces HTTPS in production and CI environments when CI=true or KAMIWAZA_ENV=production.

TLS Configuration:

  1. Obtain SSL/TLS certificates (Let's Encrypt, commercial CA, etc.)
  2. Configure Traefik with TLS:
# traefik-dynamic.yml

tls:

certificates:

- certFile: /certs/your-domain.crt

keyFile: /certs/your-domain.key

options:

default:

minVersion: VersionTLS12

cipherSuites:

- TLS_ECDHE_RSA_WITH_AES_128_GCM_SHA256

- TLS_ECDHE_RSA_WITH_AES_256_GCM_SHA384
  1. Update environment:
AUTH_GATEWAY_KEYCLOAK_URL=https://auth.yourdomain.com

KAMIWAZA_HTTPS=true

5.4 Rate Limiting (Optional - Requires Redis)

Rate limiting requires Redis configuration:

# Redis connection for rate limiting

REDIS_HOST=localhost

REDIS_PORT=6379

REDIS_DB=0

Rate Limit Configuration:

# In auth_gateway_policy.yaml

rate_limits:

- path: "/api/models*"

requests_per_minute: 100

per_user: true

- path: "/api/auth/token"

requests_per_minute: 10

per_ip: true

6. Monitoring & Troubleshooting

6.1 Health Checks

Auth Service Health Endpoint:

curl http://localhost:7777/health

Response:

{

"status": "healthy",

"version": "1.0.0",

"uptime": 3600.5,

"KAMIWAZA_USE_AUTH": true,

"jwks_cache_status": "healthy"
}

Keycloak Health Check:

curl http://localhost:8080/health/ready

Response:

{"status":"UP"}

6.2 Log Monitoring

Refer to the Observability Guide for end-to-end logging, OTEL, and SIEM integration. It covers how to tail auth logs, forward them to your enterprise collectors, and verify that allow/deny events appear in the standard dashboards.

6.3 Common Issues and Solutions

Issue: 401 Unauthorized on All Requests

Symptoms: All API requests return 401 even with valid tokens

Troubleshooting:

  1. Check if auth is enabled:
echo $KAMIWAZA_USE_AUTH  # Should be 'true'
  1. Verify Keycloak is running:
docker ps | grep keycloak

curl http://localhost:8080/health/ready

Expected docker ps output:

default_kamiwaza-keycloak-web   Up 2 minutes (healthy)   0.0.0.0:8080->8080/tcp
  1. Check JWT issuer matches:
# Decode your token

echo $TOKEN | cut -d. -f2 | base64 -d | jq .iss

# Compare with configuration
echo $AUTH_GATEWAY_JWT_ISSUER
  1. Verify JWKS endpoint is accessible:
curl $AUTH_GATEWAY_JWKS_URL

Solution:

Issue: 403 Forbidden (Valid Token)

Symptoms: Token is valid but access denied

Troubleshooting:

  1. Check user roles in token:
echo $TOKEN | cut -d. -f2 | base64 -d | jq .realm_access.roles
  1. Verify RBAC policy allows access:
cat $KAMIWAZA_ROOT/config/auth_gateway_policy.yaml
  1. Check policy file syntax:
# Invalid YAML prevents policy reload
yamllint $KAMIWAZA_ROOT/config/auth_gateway_policy.yaml

Solution:

Issue: Token Expired Too Quickly

Symptoms: Tokens expire after minutes instead of expected duration

Troubleshooting:

  1. Check token lifespan in Keycloak:
    • Navigate to Realm SettingsTokens
    • Verify Access Token Lifespan setting
  2. Check token claims:
echo $TOKEN | cut -d. -f2 | base64 -d | jq '.exp - .iat'

# Result is token lifetime in seconds

Solution:

Issue: Google/SSO Login Not Working

Symptoms: SSO redirect fails or returns error

Troubleshooting:

  1. Check redirect URI configuration:
    • Verify redirect URI in Google/Azure console matches Keycloak exactly
    • Format: https://auth.yourdomain.com/realms/kamiwaza/broker/{provider}/endpoint
  2. Verify client secret is set:
echo $GOOGLE_CLIENT_SECRET  # Should not be empty
  1. Check Keycloak identity provider logs:
docker logs kamiwaza-keycloak -f | grep -i broker

Solution:

6.4 Diagnostic Commands

Test Token Generation:

# Get token from Keycloak

TOKEN=$(curl -s -X POST http://localhost:8080/realms/kamiwaza/protocol/openid-connect/token \

-H "Content-Type: application/x-www-form-urlencoded" \

-d "grant_type=password" \

-d "client_id=kamiwaza-platform" \

-d "username=testuser" \

-d "password=testpass" | jq -r .access_token)

# Decode token to inspect claims

echo $TOKEN | cut -d. -f2 | base64 -d | jq .

Test Token Validation:

# Test ForwardAuth validation endpoint directly

curl -v -H "Authorization: Bearer $TOKEN" \
  -H "X-Forwarded-Uri: /api/models" \
  -H "X-Forwarded-Method: GET" \
  http://localhost:7777/auth/validate

Verify JWKS Endpoint:

# Fetch public keys for signature validation

curl http://localhost:8080/realms/kamiwaza/protocol/openid-connect/certs | jq .

Expected response:

{

"keys": [

{

"kid": "example-kid",

"kty": "RSA",

"alg": "RS256",

"use": "sig"

}

]

}

Check RBAC Policy:

# View current policy

cat $KAMIWAZA_ROOT/config/auth_gateway_policy.yaml

# Watch for policy reload events
tail -f $KAMIWAZA_LOG_DIR/kamiwaza.log | grep POLICY_RELOADED

Verify Keycloak login flows

Use these checks after configuring SAML/OIDC to confirm the gateway and Keycloak agree on redirect URIs and credentials.

  1. OIDC loop
curl -I https://<gateway-host>/api/auth/login

Expected result: HTTP 302 redirecting to https://<keycloak-host>/realms/<realm>/protocol/openid-connect/auth. After signing in, call:

curl -H "Authorization: Bearer $TOKEN" https://<gateway-host>/api/whoami

Expected response: HTTP 200 JSON containing user_id, tenant_id, and roles. 2. SAML provider


Appendix A: Environment Variable Reference

Core Authentication

Variable Description Default Required
KAMIWAZA_USE_AUTH Enable/disable authentication true No
AUTH_GATEWAY_JWT_ISSUER Expected JWT issuer URL - Yes
AUTH_GATEWAY_JWT_AUDIENCE Expected JWT audience claim - Recommended
AUTH_GATEWAY_JWKS_URL JWKS endpoint for key fetching - Yes
AUTH_GATEWAY_POLICY_FILE Path to RBAC policy file $KAMIWAZA_ROOT/config/auth_gateway_policy.yaml No

Keycloak Configuration

Variable Description Default Required
AUTH_GATEWAY_KEYCLOAK_URL Keycloak base URL http://localhost:8080 Yes
AUTH_GATEWAY_KEYCLOAK_REALM Keycloak realm name kamiwaza Yes
AUTH_GATEWAY_KEYCLOAK_CLIENT_ID OAuth client ID kamiwaza-platform Yes
KEYCLOAK_ADMIN_PASSWORD Keycloak admin password admin Yes

Security Hardening

Variable Description Default Required
AUTH_REQUIRE_SUB Require 'sub' claim in tokens false No
AUTH_EXPOSE_TOKEN_HEADER Expose token in response headers true No
AUTH_ALLOW_UNSIGNED_STATE Allow unsigned OIDC state true (dev only) No
AUTH_GATEWAY_TOKEN_LEEWAY Clock skew tolerance (seconds) 30 No
AUTH_GATEWAY_JWKS_CACHE_TTL JWKS cache duration (seconds) 300 No

External Identity Providers

Variable Description Default Required
GOOGLE_CLIENT_ID Google OAuth client ID - For Google SSO
GOOGLE_CLIENT_SECRET Google OAuth client secret - For Google SSO

Appendix B: RBAC Policy Examples

Example 1: Tiered Access by Service

version: 1

env: production

default_deny: true

roles:

- id: admin

description: "System administrators"

- id: data_scientist

description: "Data scientists and ML engineers"

- id: analyst

description: "Business analysts and viewers"

endpoints:

# Model Management - Scientists can create/edit, analysts read-only

- path: "/api/models*"

methods: ["GET"]

roles: ["admin", "data_scientist", "analyst"]

- path: "/api/models*"

methods: ["POST", "PUT", "DELETE"]

roles: ["admin", "data_scientist"]

# Model Serving - Scientists can deploy, analysts can query

- path: "/api/serving/deployments*"

methods: ["GET"]

roles: ["admin", "data_scientist", "analyst"]

- path: "/api/serving/deploy"

methods: ["POST"]

roles: ["admin", "data_scientist"]

- path: "/api/serving/generate"

methods: ["POST"]

roles: ["admin", "data_scientist", "analyst"]

# Cluster Management - Admin-only

- path: "/api/cluster*"

methods: ["*"]

roles: ["admin"]

# Public endpoints

- path: "/health"

methods: ["GET"]

roles: ["*"]

Example 2: Read-Write Separation

version: 1

env: production

default_deny: true

roles:

- id: admin

- id: editor

- id: reader

endpoints:

# Read endpoints - All authenticated users

- path: "/api/models"

methods: ["GET"]

roles: ["admin", "editor", "reader"]

- path: "/api/vectordb/collections"

methods: ["GET"]

roles: ["admin", "editor", "reader"]

# Write endpoints - Editors and admins only

- path: "/api/models"

methods: ["POST", "PUT"]

roles: ["admin", "editor"]

- path: "/api/vectordb/collections"

methods: ["POST", "PUT"]

roles: ["admin", "editor"]

# Delete endpoints - Admins only

- path: "/api/models*"

methods: ["DELETE"]

roles: ["admin"]

- path: "/api/vectordb/collections*"

methods: ["DELETE"]

roles: ["admin"]