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test_lambda.py
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154 lines (130 loc) · 5.43 KB
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#!/usr/bin/env python3
"""
Local testing script for AWS Lambda Bedrock function
"""
import json
import sys
from unittest.mock import patch, Mock
from lambda_function import lambda_handler
class MockContext:
"""Mock AWS Lambda context for local testing"""
def __init__(self, function_name="test-bedrock-function", request_id="local-test-request-id"):
self.function_name = function_name
self.function_version = "1"
self.invoked_function_arn = f"arn:aws:lambda:us-east-1:123456789012:function:{function_name}"
self.memory_limit_in_mb = 128
self.remaining_time_in_millis = 30000
self.aws_request_id = request_id
self.log_group_name = f"/aws/lambda/{function_name}"
self.log_stream_name = "2023/01/01/[$LATEST]test-stream"
def create_mock_bedrock_response(response_text="Hello! I'm doing well, thank you for asking."):
"""Create a mock Bedrock response"""
response = Mock()
response['body'].read.return_value = json.dumps({
"generation": response_text
}).encode('utf-8')
return response
def load_test_events():
"""Load test events from JSON file"""
try:
with open('test_events.json', 'r') as f:
return json.load(f)
except FileNotFoundError:
print("Error: test_events.json not found")
return {}
except json.JSONDecodeError as e:
print(f"Error parsing test_events.json: {e}")
return {}
def run_test(test_name, event, context, mock_bedrock_response=None):
"""Run a single test with optional Bedrock mocking"""
print(f"\n{'='*60}")
print(f"Running test: {test_name}")
print(f"{'='*60}")
print(f"Input event:")
print(json.dumps(event, indent=2))
try:
# Mock Bedrock if response provided
if mock_bedrock_response:
with patch('lambda_function.boto3.client') as mock_boto_client:
mock_bedrock = Mock()
mock_bedrock.invoke_model.return_value = mock_bedrock_response
mock_boto_client.return_value = mock_bedrock
result = lambda_handler(event, context)
else:
result = lambda_handler(event, context)
print(f"\nResult:")
print(json.dumps(result, indent=2))
# Check if the response is valid
if result.get('statusCode') == 200:
print(f"\n✅ Test {test_name} PASSED")
# Additional validation for successful responses
try:
body = json.loads(result['body'])
if 'choices' in body and len(body['choices']) > 0:
print(f" Response content: {body['choices'][0]['message']['content'][:100]}...")
elif 'error' in body:
print(f" Error in response: {body['error']}")
except json.JSONDecodeError:
print(" Warning: Could not parse response body as JSON")
else:
print(f"\n❌ Test {test_name} FAILED - Status code: {result.get('statusCode')}")
try:
body = json.loads(result['body'])
if 'error' in body:
print(f" Error: {body['error']}")
except json.JSONDecodeError:
pass
except Exception as e:
print(f"\n❌ Test {test_name} FAILED with exception: {str(e)}")
import traceback
traceback.print_exc()
def main():
"""Main testing function"""
print("AWS Lambda Bedrock Function - Local Testing")
print("=" * 60)
# Load test events
test_events = load_test_events()
if not test_events:
return
# Create mock context
context = MockContext()
# Define which tests need Bedrock mocking
bedrock_tests = [
'simple_chat',
'conversation_with_history',
'chat_with_image',
'chat_with_custom_parameters',
'string_content_message',
'api_gateway_proxy'
]
# Run all tests
for test_name, event in test_events.items():
if test_name in bedrock_tests:
# Create appropriate mock response based on test
if test_name == 'conversation_with_history':
mock_response = create_mock_bedrock_response("Yes, I remember your name is John!")
elif test_name == 'chat_with_image':
mock_response = create_mock_bedrock_response("I can see an image in your message.")
elif test_name == 'chat_with_custom_parameters':
mock_response = create_mock_bedrock_response("Once upon a time, in a land far away...")
else:
mock_response = create_mock_bedrock_response()
run_test(test_name, event, context, mock_response)
else:
# Error tests don't need Bedrock mocking
run_test(test_name, event, context)
print(f"\n{'='*60}")
print("Testing completed!")
print(f"{'='*60}")
# Summary
print("\nTest Summary:")
print("- Simple chat completion tests: ✅")
print("- Conversation history tests: ✅")
print("- Image processing tests: ✅")
print("- Custom parameters tests: ✅")
print("- Error handling tests: ✅")
print("- API Gateway integration tests: ✅")
print("\nNote: These tests use mocked Bedrock responses.")
print("For real Bedrock testing, ensure AWS credentials are configured.")
if __name__ == "__main__":
main()