Implement few-shot learning for geometry
Create effective few-shot prompts that teach the model how to describe geometric shapes. In this exercise, you'll demonstrate how to use examples to establish a consistent pattern for shape descriptions.
The boto3
and json
libraries have been pre-imported.
This exercise is part of the course
Introduction to Amazon Bedrock
Exercise instructions
- Complete the prompt by completing the definitions of the two shapes described.
Hands-on interactive exercise
Have a go at this exercise by completing this sample code.
# Add two more shape descriptions
messages = [
{"role": "user", "content": """Here are descriptions of geometric shapes:
Shape - Triangle. Description: 3 sides, angles sum to 180°. Seen in roofs.
Shape - ____. Description: 4 equal sides, 90° angles. Found in tiles.
Shape - ____. Description: Round, no corners. Seen in wheels.
Now describe this shape: Hexagon"""}
]
request_body = json.dumps({"anthropic_version": "bedrock-2023-05-31","max_tokens": 100, "messages": messages})
response = bedrock.invoke_model(modelId='anthropic.claude-3-5-sonnet-20240620-v1:0', body=request_body)
response_body = json.loads(response['body'].read().decode())
print(response_body['content'][0]['text'])