|
| 1 | +importasyncio |
| 2 | +importjson |
| 3 | + |
| 4 | +fromagentsimport ( |
| 5 | +Agent, |
| 6 | +Runner, |
| 7 | +ToolGuardrailFunctionOutput, |
| 8 | +ToolInputGuardrailData, |
| 9 | +ToolOutputGuardrailData, |
| 10 | +ToolOutputGuardrailTripwireTriggered, |
| 11 | +function_tool, |
| 12 | +tool_input_guardrail, |
| 13 | +tool_output_guardrail, |
| 14 | +) |
| 15 | + |
| 16 | + |
| 17 | +@function_tool |
| 18 | +defsend_email(to:str,subject:str,body:str)->str: |
| 19 | +"""Send an email to the specified recipient.""" |
| 20 | +returnf"Email sent to{to} with subject '{subject}'" |
| 21 | + |
| 22 | + |
| 23 | +@function_tool |
| 24 | +defget_user_data(user_id:str)->dict[str,str]: |
| 25 | +"""Get user data by ID.""" |
| 26 | +# Simulate returning sensitive data |
| 27 | +return { |
| 28 | +"user_id":user_id, |
| 29 | +"name":"John Doe", |
| 30 | +"email":"john@example.com", |
| 31 | +"ssn":"123-45-6789",# Sensitive data that should be blocked! |
| 32 | +"phone":"555-1234", |
| 33 | + } |
| 34 | + |
| 35 | + |
| 36 | +@function_tool |
| 37 | +defget_contact_info(user_id:str)->dict[str,str]: |
| 38 | +"""Get contact info by ID.""" |
| 39 | +return { |
| 40 | +"user_id":user_id, |
| 41 | +"name":"Jane Smith", |
| 42 | +"email":"jane@example.com", |
| 43 | +"phone":"555-1234", |
| 44 | + } |
| 45 | + |
| 46 | + |
| 47 | +@tool_input_guardrail |
| 48 | +defreject_sensitive_words(data:ToolInputGuardrailData)->ToolGuardrailFunctionOutput: |
| 49 | +"""Reject tool calls that contain sensitive words in arguments.""" |
| 50 | +try: |
| 51 | +args=json.loads(data.context.tool_arguments)ifdata.context.tool_argumentselse {} |
| 52 | +exceptjson.JSONDecodeError: |
| 53 | +returnToolGuardrailFunctionOutput(output_info="Invalid JSON arguments") |
| 54 | + |
| 55 | +# Check for suspicious content |
| 56 | +sensitive_words= [ |
| 57 | +"password", |
| 58 | +"hack", |
| 59 | +"exploit", |
| 60 | +"malware", |
| 61 | +"ACME", |
| 62 | + ] |
| 63 | +forkey,valueinargs.items(): |
| 64 | +value_str=str(value).lower() |
| 65 | +forwordinsensitive_words: |
| 66 | +ifword.lower()invalue_str: |
| 67 | +# Reject tool call and inform the model the function was not called |
| 68 | +returnToolGuardrailFunctionOutput.reject_content( |
| 69 | +message=f"🚨 Tool call blocked: contains '{word}'", |
| 70 | +output_info={"blocked_word":word,"argument":key}, |
| 71 | + ) |
| 72 | + |
| 73 | +returnToolGuardrailFunctionOutput(output_info="Input validated") |
| 74 | + |
| 75 | + |
| 76 | +@tool_output_guardrail |
| 77 | +defblock_sensitive_output(data:ToolOutputGuardrailData)->ToolGuardrailFunctionOutput: |
| 78 | +"""Block tool outputs that contain sensitive data.""" |
| 79 | +output_str=str(data.output).lower() |
| 80 | + |
| 81 | +# Check for sensitive data patterns |
| 82 | +if"ssn"inoutput_stror"123-45-6789"inoutput_str: |
| 83 | +# Use raise_exception to halt execution completely for sensitive data |
| 84 | +returnToolGuardrailFunctionOutput.raise_exception( |
| 85 | +output_info={"blocked_pattern":"SSN","tool":data.context.tool_name}, |
| 86 | + ) |
| 87 | + |
| 88 | +returnToolGuardrailFunctionOutput(output_info="Output validated") |
| 89 | + |
| 90 | + |
| 91 | +@tool_output_guardrail |
| 92 | +defreject_phone_numbers(data:ToolOutputGuardrailData)->ToolGuardrailFunctionOutput: |
| 93 | +"""Reject function output containing phone numbers.""" |
| 94 | +output_str=str(data.output) |
| 95 | +if"555-1234"inoutput_str: |
| 96 | +returnToolGuardrailFunctionOutput.reject_content( |
| 97 | +message="User data not retrieved as it contains a phone number which is restricted.", |
| 98 | +output_info={"redacted":"phone_number"}, |
| 99 | + ) |
| 100 | +returnToolGuardrailFunctionOutput(output_info="Phone number check passed") |
| 101 | + |
| 102 | + |
| 103 | +# Apply guardrails to tools |
| 104 | +send_email.tool_input_guardrails= [reject_sensitive_words] |
| 105 | +get_user_data.tool_output_guardrails= [block_sensitive_output] |
| 106 | +get_contact_info.tool_output_guardrails= [reject_phone_numbers] |
| 107 | + |
| 108 | +agent=Agent( |
| 109 | +name="Secure Assistant", |
| 110 | +instructions="You are a helpful assistant with access to email and user data tools.", |
| 111 | +tools=[send_email,get_user_data,get_contact_info], |
| 112 | +) |
| 113 | + |
| 114 | + |
| 115 | +asyncdefmain(): |
| 116 | +print("=== Tool Guardrails Example ===\n") |
| 117 | + |
| 118 | +try: |
| 119 | +# Example 1: Normal operation - should work fine |
| 120 | +print("1. Normal email sending:") |
| 121 | +result=awaitRunner.run(agent,"Send a welcome email to john@example.com") |
| 122 | +print(f"✅ Successful tool execution:{result.final_output}\n") |
| 123 | + |
| 124 | +# Example 2: Input guardrail triggers - function tool call is rejected but execution continues |
| 125 | +print("2. Attempting to send email with suspicious content:") |
| 126 | +result=awaitRunner.run( |
| 127 | +agent,"Send an email to john@example.com introducing the company ACME corp." |
| 128 | + ) |
| 129 | +print(f"❌ Guardrail rejected function tool call:{result.final_output}\n") |
| 130 | +exceptExceptionase: |
| 131 | +print(f"Error:{e}\n") |
| 132 | + |
| 133 | +try: |
| 134 | +# Example 3: Output guardrail triggers - should raise exception for sensitive data |
| 135 | +print("3. Attempting to get user data (contains SSN). Execution blocked:") |
| 136 | +result=awaitRunner.run(agent,"Get the data for user ID user123") |
| 137 | +print(f"✅ Successful tool execution:{result.final_output}\n") |
| 138 | +exceptToolOutputGuardrailTripwireTriggeredase: |
| 139 | +print("🚨 Output guardrail triggered: Execution halted for sensitive data") |
| 140 | +print(f"Details:{e.output.output_info}\n") |
| 141 | + |
| 142 | +try: |
| 143 | +# Example 4: Output guardrail triggers - reject returning function tool output but continue execution |
| 144 | +print("4. Rejecting function tool output containing phone numbers:") |
| 145 | +result=awaitRunner.run(agent,"Get contact info for user456") |
| 146 | +print(f"❌ Guardrail rejected function tool output:{result.final_output}\n") |
| 147 | +exceptExceptionase: |
| 148 | +print(f"Error:{e}\n") |
| 149 | + |
| 150 | + |
| 151 | +if__name__=="__main__": |
| 152 | +asyncio.run(main()) |
| 153 | + |
| 154 | +""" |
| 155 | +Example output: |
| 156 | +
|
| 157 | +=== Tool Guardrails Example === |
| 158 | +
|
| 159 | +1. Normal email sending: |
| 160 | +✅ Successful tool execution: I've sent a welcome email to john@example.com with an appropriate subject and greeting message. |
| 161 | +
|
| 162 | +2. Attempting to send email with suspicious content: |
| 163 | +❌ Guardrail rejected function tool call: I'm unable to send the email as mentioning ACME Corp. is restricted. |
| 164 | +
|
| 165 | +3. Attempting to get user data (contains SSN). Execution blocked: |
| 166 | +🚨 Output guardrail triggered: Execution halted for sensitive data |
| 167 | + Details: {'blocked_pattern': 'SSN', 'tool': 'get_user_data'} |
| 168 | +
|
| 169 | +4. Rejecting function tool output containing sensitive data: |
| 170 | +❌ Guardrail rejected function tool output: I'm unable to retrieve the contact info for user456 because it contains restricted information. |
| 171 | +""" |