Custom Configuration Data for NeMo Guardrails

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The custom_data field in config.yml allows you to pass additional configuration to your custom initialization code and actions.

Defining Custom Data

Add a custom_data section to your config.yml:

models:
- type: main
engine: openai
model: gpt-4
custom_data:
api_endpoint: "https://api.example.com"
max_retries: 3
timeout_seconds: 30
feature_flags:
enable_caching: true
debug_mode: false

Accessing in config.py

Access custom data in your init function:

from nemoguardrails import LLMRails
def init(app: LLMRails):
# Access custom_data from the configuration
custom_data = app.config.custom_data
# Get individual values
api_endpoint = custom_data.get("api_endpoint")
max_retries = custom_data.get("max_retries", 3) # with default
# Access nested values
feature_flags = custom_data.get("feature_flags", {})
enable_caching = feature_flags.get("enable_caching", False)
# Load sensitive values from environment variables
import os
api_key = os.environ.get("API_KEY")
# Use to configure your providers
client = APIClient(
endpoint=api_endpoint,
api_key=api_key,
max_retries=max_retries
)
app.register_action_param("api_client", client)

Accessing in Actions

You can also access custom data directly in actions via the config parameter:

from nemoguardrails.actions import action
@action()
async def my_action(config=None):
"""Access custom_data via the config parameter."""
custom_data = config.custom_data
timeout = custom_data.get("timeout_seconds", 30)
# Use the configuration
return await do_something(timeout=timeout)

Sensitive Configuration

For sensitive values like API keys, use the api_key_env_var field on model configurations or load environment variables in your init() function:

config.py:

import os
from nemoguardrails import LLMRails
def init(app: LLMRails):
custom_data = app.config.custom_data
api_key = os.environ.get("API_KEY")
db_url = os.environ.get("DATABASE_URL", "postgresql://localhost/myapp")
client = APIClient(
endpoint=custom_data.get("api_endpoint"),
api_key=api_key,
)
app.register_action_param("api_client", client)

The custom_data field in config.yml uses standard YAML parsing and does not support inline environment variable substitution (e.g., ${VAR}). Load sensitive values from environment variables in your init() function instead.

Best Practices

  1. Use environment variables for secrets: Never hardcode API keys or passwords.

  2. Provide defaults: Use .get("key", default) for optional values.

  3. Document your custom_data schema: Add comments in config.yml explaining expected fields.

  4. Validate configuration: Check required fields in init() and raise clear errors.

def init(app: LLMRails):
custom_data = app.config.custom_data
# Validate required fields
required_fields = ["api_endpoint", "api_key"]
missing = [f for f in required_fields if not custom_data.get(f)]
if missing:
raise ValueError(f"Missing required custom_data fields: {missing}")