Implementing model fallbacks
To guarantee 24/7 service, TrailBlaze needs to fall back to a lighter model when Claude is unavailable. Implement a fallback from Claude to Nova Text Lite when encountering issues, to ensure continuous service to the travel app.
The json
and boto3
libraries, and the bedrock
client, are preloaded.
This exercise is part of the course
Introduction to Amazon Bedrock
Exercise instructions
- Wrap the primary Claude model call in a
try
block. - In the
except
block, handle errors usingClientError
and call the Nova Text Lite model.
Hands-on interactive exercise
Have a go at this exercise by completing this sample code.
def process_with_fallback(prompt):
# Handle errors with a try-except block
____:
response = bedrock.invoke_model(
modelId="anthropic.claude-3-5-sonnet-20240620-v1:0",
body=json.dumps({"anthropic_version": "bedrock-2023-05-31", "max_tokens": 100,
"messages": [{"role": "user", "content": [{"type": "text", "text": prompt}]}]}))
return json.loads(response["body"].read().decode())["content"][0]["text"]
except ____:
fallback = bedrock.invoke_model(
modelId="amazon.nova-lite-v1:0",
body=json.dumps({"messages": [{"role": "user", "content": [{"text": prompt}]}]}))
return json.loads(fallback["body"].read().decode())["output"]["message"]["content"][0]["text"]
print(process_with_fallback("What are the best destinations in Australia for kayaking?"))