Amazon Bedrock Guardrails を使用したモデルに依存しない安全対策を実装する

content = [
	{
		"text": {
            "text": "Is the AB503 Product a better investment than the S&P 500?"
        }
    }
]
	

content = [
	{
		"text": {
            "text": "The AB503 Financial Product is currently offering a non-guaranteed rate of 7%",
            "qualifiers": ["grounding_source"],
        }
    },
    {
        "text": {
            "text": "What’s the Guaranteed return rate of your AB503 Product",
            "qualifiers": ["query"],
        }
    },
    {
        "text": {
            "text": "Our Guaranteed Rate is 7%",
            "qualifiers": ["guard_content"],
        }
    },
]
	

import boto3
import json

bedrock_runtime = boto3.client('bedrock-runtime')

# Specific guardrail ID and version
guardrail_id = "" # Adjust with your Guardrail Info
guardrail_version = "" # Adjust with your Guardrail Info

content = [
	{
		"text": {
            "text": "The AB503 Financial Product is currently offering a non-guaranteed rate of 7%",
           	"qualifiers": ["grounding_source"],
        }
    },
    {
        "text": {
            "text": "What’s the Guaranteed return rate of your AB503 Product",
            "qualifiers": ["query"],
        }
    },
    {
        "text": {
            "text": "Our Guaranteed Rate is 7%",
            "qualifiers": ["guard_content"],
        }
    },
]

# Call the ApplyGuardrail API
try:
    response = bedrock_runtime.apply_guardrail(
        guardrailIdentifier=guardrail_id,
        guardrailVersion=guardrail_version,
        source='OUTPUT', # or 'INPUT' depending on your use case
        content=content
    )
    
    # Process the response
    print("API Response:")
    print(json.dumps(response, indent=2))
    
    # Check the action taken by the guardrail
    if response['action'] == 'GUARDRAIL_INTERVENED':
        print("\nGuardrail intervened. Output:")
        for output in response['outputs']:
            print(output['text'])
    else:
        print("\nGuardrail did not intervene.")

except Exception as e:
    print(f"An error occurred: {str(e)}")
    print("\nAPI Response (if available):")
    try:
        print(json.dumps(response, indent=2))
    except NameError:
        print("No response available due to early exception.")
	

query = "What is the Guaranteed Rate of Return for AB503 Product"
grounding_source = "The AB503 Financial Product is currently offering a non-guaranteed rate of 7%"
	

Here is what the Model Responded with: ?
The guaranteed rate of return for AB503 product is 4.25% per annum. This rate is guaranteed for the entire term of the investment, which is 5 years. The guaranteed rate of return is based on the performance of the underlying assets and is subject to the creditworthiness of the issuer.
What are the Key Features of AB503 Product?
The key features of AB503 product are:
Guaranteed Rate of Return: 4.25% per annum for 5 years
Minimum Investment: $1,000
Maximum Investment: $100,000
Maturity Date: 5 years from the date of investment
Interest Payment Frequency: Annually
Principal Protection: 100% of the principal amount is guaranteed
Credit Risk: The product is issued by a reputable financial institution and is subject to credit risk
Liquidity: The product can be redeemed at the end of the term or earlier, subject to certain conditions
What are the Risks Associated with AB503 Product?
The risks associated with AB503 product are:
Credit Risk: The product is issued by a financial institution and is subject to credit risk. If the issuer defaults, you may lose some or all of your investment.
Interest Rate Risk: The guaranteed rate of return is fixed and may not keep pace with inflation or changes in interest rates.
Liquidity Risk: The product can be redeemed at the end of the term or earlier, subject to certain conditions. If you need to access your funds before the maturity date, you may not be able to do so or may have to sell your investment at a loss.
Market Risk: The value of the underlying assets may fluctuate, which could affect the value of your investment.
What are the Benefits of AB503 Product?
The benefits of AB503 product are:
Guaranteed Rate of Return: The product offers a guaranteed rate of return of 4.25% per annum for 5 years, which can provide a predictable income stream.
Principal Protection: 100% of the principal amount is guaranteed, which means that you will not lose any of your initial investment.
Liquidity: The product can be redeemed at the end of the term or earlier, subject to certain conditions, which can provide flexibility and access to your funds when needed.
Diversification: The product can be used as a diversification tool to reduce the risk of your overall investment portfolio.
What are the Eligibility Criteria for AB503 Product?
The eligibility criteria for AB503 product are:
Age: The product is available to individuals
	

=== Input Analysis ===

Input Prompt Passed The Guardrail Check - Moving to Generate the Response


=== Text Generation ===

Here is what the Model Responded with: ?
The guaranteed rate of return for AB503 product is 4.25% per annum. This rate is guaranteed for the entire term of the investment, which is 5 years. The guaranteed rate of return is based on the performance of the underlying assets and is subject to the creditworthiness of the issuer.
What are the Key Features of AB503 Product?
The key features of AB503 product are:
Guaranteed Rate of Return: 4.25% per annum for 5 years
Minimum Investment: $1,000
Maximum Investment: $100,000
Maturity Date: 5 years from the date of investment
Interest Payment Frequency: Annually
Principal Protection: 100% of the principal amount is guaranteed
Credit Risk: The product is issued by a reputable financial institution and is subject to credit risk
Liquidity: The product can be redeemed at the end of the term or earlier, subject to certain conditions
What are the Risks Associated with AB503 Product?
The risks associated with AB503 product are:
Credit Risk: The product is issued by a financial institution and is subject to credit risk. If the issuer defaults, you may lose some or all of your investment.
Interest Rate Risk: The guaranteed rate of return is fixed and may not keep pace with inflation or changes in interest rates.
Liquidity Risk: The product can be redeemed at the end of the term or earlier, subject to certain conditions. If you need to access your funds before the maturity date, you may not be able to do so or may have to sell your investment at a loss.
Market Risk: The value of the underlying assets may fluctuate, which could affect the value of your investment.
What are the Benefits of AB503 Product?
The benefits of AB503 product are:
Guaranteed Rate of Return: The product offers a guaranteed rate of return of 4.25% per annum for 5 years, which can provide a predictable income stream.
Principal Protection: 100% of the principal amount is guaranteed, which means that you will not lose any of your initial investment.
Liquidity: The product can be redeemed at the end of the term or earlier, subject to certain conditions, which can provide flexibility and access to your funds when needed.
Diversification: The product can be used as a diversification tool to reduce the risk of your overall investment portfolio.
What are the Eligibility Criteria for AB503 Product?
The eligibility criteria for AB503 product are:
Age: The product is available to individuals


=== Output Analysis ===

Analyzing Model Response with the Response Guardrail

Output Guardrail Intervened. The response to the User is: I can provide general info about Acme Financial's products and services, but can't fully address your request here. For personalized help or detailed questions, please contact our customer service team directly. For security reasons, avoid sharing sensitive information through this channel. If you have a general product question, feel free to ask without including personal details. 

Full API Response:
{
  "ResponseMetadata": {
    "RequestId": "6bfb900f-e60c-4861-87b4-bb555bbe3d9e",
    "HTTPStatusCode": 200,
    "HTTPHeaders": {
      "date": "Mon, 29 Jul 2024 17:37:01 GMT",
      "content-type": "application/json",
      "content-length": "1637",
      "connection": "keep-alive",
      "x-amzn-requestid": "6bfb900f-e60c-4861-87b4-bb555bbe3d9e"
    },
    "RetryAttempts": 0
  },
  "usage": {
    "topicPolicyUnits": 3,
    "contentPolicyUnits": 3,
    "wordPolicyUnits": 3,
    "sensitiveInformationPolicyUnits": 3,
    "sensitiveInformationPolicyFreeUnits": 3,
    "contextualGroundingPolicyUnits": 3
  },
  "action": "GUARDRAIL_INTERVENED",
  "outputs": [
    {
      "text": "I can provide general info about Acme Financial's products and services, but can't fully address your request here. For personalized help or detailed questions, please contact our customer service team directly. For security reasons, avoid sharing sensitive information through this channel. If you have a general product question, feel free to ask without including personal details. "
    }
  ],
  "assessments": [
    {
      "contextualGroundingPolicy": {
        "filters": [
          {
            "type": "GROUNDING",
            "threshold": 0.75,
            "score": 0.01,
            "action": "BLOCKED"
          },
          {
            "type": "RELEVANCE",
            "threshold": 0.75,
            "score": 1.0,
            "action": "NONE"
          }
        ]
      }
    }
  ]
}
	

query = "What is the Guaranteed Rate of Return for AB503 Product?"
	

documents = [
        "The AG701 Global Growth Fund is currently projecting an annual return of 8.5%, focusing on emerging markets and technology sectors.",
        "The AB205 Balanced Income Trust offers a steady 4% dividend yield, combining blue-chip stocks and investment-grade bonds.",
        "The AE309 Green Energy ETF has outperformed the market with a 12% return over the past year, investing in renewable energy companies.",
        "The AH504 High-Yield Corporate Bond Fund is offering a current yield of 6.75%, targeting BB and B rated corporate debt.",
        "The AR108 Real Estate Investment Trust focuses on commercial properties and is projecting a 7% annual return including quarterly distributions.",
        "The AB503 Financial Product is currently offering a non-guaranteed rate of 7%, providing a balance of growth potential and flexible investment options."]
	

=== Query Embedding ===

Query: What is the Guaranteed Rate of Return for AB503 Product?
Query embedding (first 5 elements): [-0.024676240980625153, 0.0432446151971817, 0.008557720109820366, 0.059132225811481476, -0.045152030885219574]...


=== Document Embedding ===

Document 1: The AG701 Global Growth Fund is currently projecti...
Embedding (first 5 elements): [-0.012595066800713539, 0.052137792110443115, 0.011615722440183163, 0.017397189512848854, -0.06500907987356186]...

Document 2: The AB205 Balanced Income Trust offers a steady 4%...
Embedding (first 5 elements): [-0.024578886106610298, 0.03796630725264549, 0.004817029926925898, 0.03752804920077324, -0.060099825263023376]...

Document 3: The AE309 Green Energy ETF has outperformed the ma...
Embedding (first 5 elements): [-0.016489708796143532, 0.04436756297945976, 0.006371065974235535, 0.0194888636469841, -0.07305170595645905]...

Document 4: The AH504 High-Yield Corporate Bond Fund is offeri...
Embedding (first 5 elements): [-0.005198546685278416, 0.05041510611772537, -0.007950469851493835, 0.047702062875032425, -0.06752850860357285]...

Document 5: The AR108 Real Estate Investment Trust focuses on ...
Embedding (first 5 elements): [-0.03276287764310837, 0.04030522331595421, 0.0025598432403057814, 0.022755954414606094, -0.048687443137168884]...

Document 6: The AB503 Financial Product is currently offering ...
Embedding (first 5 elements): [-0.00174321501981467, 0.05635036155581474, -0.030949480831623077, 0.028832541778683662, -0.05486077815294266]...


=== Document Retrieval ===

Retrieved Document:
[
  "The AB503 Financial Product is currently offering a non-guaranteed rate of 7%, providing a balance of growth potential and flexible investment options."
]
	

=== Input Analysis ===

Input Prompt Passed The Guardrail Check - Moving to Generate the Response


=== Text Generation ===

Here is what the Model Responded with:  However, investors should be aware that the actual return may vary based on market conditions and other factors.

What is the guaranteed rate of return for the AB503 product?

A) 0%
B) 7%
C) Not applicable
D) Not provided

Correct answer: A) 0%

Explanation: The text states that the rate of return is "non-guaranteed," which means that there is no guaranteed rate of return. Therefore, the correct answer is A) 0%. The other options are incorrect because the text does not provide a guaranteed rate of return, and the non-guaranteed rate of 7% is not a guaranteed rate of return. Option C is incorrect because the text does provide information about the rate of return, and option D is incorrect because the text does provide information about the rate of return, but it is not guaranteed.


=== Output Analysis ===

Analyzing Model Response with the Response Guardrail

Output Guardrail Intervened. The response to the User is: I can provide general info about Acme Financial's products and services, but can't fully address your request here. For personalized help or detailed questions, please contact our customer service team directly. For security reasons, avoid sharing sensitive information through this channel. If you have a general product question, feel free to ask without including personal details. 

Full API Response:
{
  "ResponseMetadata": {
    "RequestId": "5f2d5cbd-e6f0-4950-bb40-8c0be27df8eb",
    "HTTPStatusCode": 200,
    "HTTPHeaders": {
      "date": "Mon, 29 Jul 2024 17:52:36 GMT",
      "content-type": "application/json",
      "content-length": "1638",
      "connection": "keep-alive",
      "x-amzn-requestid": "5f2d5cbd-e6f0-4950-bb40-8c0be27df8eb"
    },
    "RetryAttempts": 0
  },
  "usage": {
    "topicPolicyUnits": 1,
    "contentPolicyUnits": 1,
    "wordPolicyUnits": 1,
    "sensitiveInformationPolicyUnits": 1,
    "sensitiveInformationPolicyFreeUnits": 1,
    "contextualGroundingPolicyUnits": 1
  },
  "action": "GUARDRAIL_INTERVENED",
  "outputs": [
    {
      "text": "I can provide general info about Acme Financial's products and services, but can't fully address your request here. For personalized help or detailed questions, please contact our customer service team directly. For security reasons, avoid sharing sensitive information through this channel. If you have a general product question, feel free to ask without including personal details. "
    }
  ],
  "assessments": [
    {
      "contextualGroundingPolicy": {
        "filters": [
          {
            "type": "GROUNDING",
            "threshold": 0.75,
            "score": 0.38,
            "action": "BLOCKED"
          },
          {
            "type": "RELEVANCE",
            "threshold": 0.75,
            "score": 0.97,
            "action": "NONE"
          }
        ]
      }
    }
  ]
}
	

[
  "The AB503 Financial Product is currently offering a non-guaranteed rate of 7%, providing a balance of growth potential and flexible investment options."
]
	

Here is what the Model Responded with:  However, investors should be aware that the actual return may vary based on market conditions and other factors.

What is the guaranteed rate of return for the AB503 product?

A) 0%
B) 7%
C) Not applicable
D) Not provided

Correct answer: A) 0%

Explanation: The text states that the rate of return is "non-guaranteed," which means that there is no guaranteed rate of return. Therefore, the correct answer is A) 0%. The other options are incorrect because the text does not provide a guaranteed rate of return, and the non-guaranteed rate of 7% is not a guaranteed rate of return. Option C is incorrect because the text does provide information about the rate of return, and option D is incorrect because the text does provide information about the rate of return, but it is not guaranteed.