Bedrock
Quick Start
1. Define Guardrails on your LiteLLM config.yaml
Define your guardrails under the guardrails
section
model_list:
- model_name: gpt-3.5-turbo
litellm_params:
model: openai/gpt-3.5-turbo
api_key: os.environ/OPENAI_API_KEY
guardrails:
- guardrail_name: "bedrock-pre-guard"
litellm_params:
guardrail: bedrock # supported values: "aporia", "bedrock", "lakera"
mode: "during_call"
guardrailIdentifier: ff6ujrregl1q # your guardrail ID on bedrock
guardrailVersion: "DRAFT" # your guardrail version on bedrock
Supported values for mode
pre_call
Run before LLM call, on inputpost_call
Run after LLM call, on input & outputduring_call
Run during LLM call, on input Same aspre_call
but runs in parallel as LLM call. Response not returned until guardrail check completes
2. Start LiteLLM Gateway
litellm --config config.yaml --detailed_debug
3. Test request
Langchain, OpenAI SDK Usage Examples
- Unsuccessful call
- Successful Call
Expect this to fail since since ishaan@berri.ai
in the request is PII
curl -i http://localhost:4000/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer sk-npnwjPQciVRok5yNZgKmFQ" \
-d '{
"model": "gpt-3.5-turbo",
"messages": [
{"role": "user", "content": "hi my email is ishaan@berri.ai"}
],
"guardrails": ["bedrock-guard"]
}'
Expected response on failure
{
"error": {
"message": {
"error": "Violated guardrail policy",
"bedrock_guardrail_response": {
"action": "GUARDRAIL_INTERVENED",
"assessments": [
{
"topicPolicy": {
"topics": [
{
"action": "BLOCKED",
"name": "Coffee",
"type": "DENY"
}
]
}
}
],
"blockedResponse": "Sorry, the model cannot answer this question. coffee guardrail applied ",
"output": [
{
"text": "Sorry, the model cannot answer this question. coffee guardrail applied "
}
],
"outputs": [
{
"text": "Sorry, the model cannot answer this question. coffee guardrail applied "
}
],
"usage": {
"contentPolicyUnits": 0,
"contextualGroundingPolicyUnits": 0,
"sensitiveInformationPolicyFreeUnits": 0,
"sensitiveInformationPolicyUnits": 0,
"topicPolicyUnits": 1,
"wordPolicyUnits": 0
}
}
},
"type": "None",
"param": "None",
"code": "400"
}
}
curl -i http://localhost:4000/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer sk-npnwjPQciVRok5yNZgKmFQ" \
-d '{
"model": "gpt-3.5-turbo",
"messages": [
{"role": "user", "content": "hi what is the weather"}
],
"guardrails": ["bedrock-guard"]
}'