mirror of
				https://github.com/meta-llama/llama-stack.git
				synced 2025-10-25 09:05:37 +00:00 
			
		
		
		
	Renames `inference_recorder.py` to `api_recorder.py` and extends it to support recording/replaying tool invocations in addition to inference calls. This allows us to record web-search, etc. tool calls and thereafter apply recordings for `tests/integration/responses` ## Test Plan ``` export OPENAI_API_KEY=... export TAVILY_SEARCH_API_KEY=... ./scripts/integration-tests.sh --stack-config ci-tests \ --suite responses --inference-mode record-if-missing ```
		
			
				
	
	
		
			418 lines
		
	
	
	
		
			13 KiB
		
	
	
	
		
			JSON
		
	
	
	
	
		
			Generated
		
	
	
			
		
		
	
	
			418 lines
		
	
	
	
		
			13 KiB
		
	
	
	
		
			JSON
		
	
	
	
	
		
			Generated
		
	
	
| {
 | |
|   "test_id": "tests/integration/responses/test_tool_responses.py::test_response_streaming_multi_turn_tool_execution[client_with_models-txt=openai/gpt-4o-user_permissions_workflow]",
 | |
|   "request": {
 | |
|     "method": "POST",
 | |
|     "url": "https://api.openai.com/v1/v1/chat/completions",
 | |
|     "headers": {},
 | |
|     "body": {
 | |
|       "model": "gpt-4o",
 | |
|       "messages": [
 | |
|         {
 | |
|           "role": "user",
 | |
|           "content": "Help me with this security check: First, get the user ID for 'charlie', then get the permissions for that user ID, and finally check if that user can access 'secret_file.txt'. Stream your progress as you work through each step. Return only one tool call per step. Summarize the final result with a single 'yes' or 'no' response."
 | |
|         }
 | |
|       ],
 | |
|       "stream": true,
 | |
|       "tools": [
 | |
|         {
 | |
|           "type": "function",
 | |
|           "function": {
 | |
|             "name": "get_user_id",
 | |
|             "description": "\n        Get the user ID for a given username. This ID is needed for other operations.\n\n        :param username: The username to look up\n        :return: The user ID for the username\n        ",
 | |
|             "parameters": {
 | |
|               "properties": {
 | |
|                 "username": {
 | |
|                   "title": "Username",
 | |
|                   "type": "string"
 | |
|                 }
 | |
|               },
 | |
|               "required": [
 | |
|                 "username"
 | |
|               ],
 | |
|               "title": "get_user_idArguments",
 | |
|               "type": "object"
 | |
|             }
 | |
|           }
 | |
|         },
 | |
|         {
 | |
|           "type": "function",
 | |
|           "function": {
 | |
|             "name": "get_user_permissions",
 | |
|             "description": "\n        Get the permissions for a user ID. Requires a valid user ID from get_user_id.\n\n        :param user_id: The user ID to check permissions for\n        :return: The permissions for the user\n        ",
 | |
|             "parameters": {
 | |
|               "properties": {
 | |
|                 "user_id": {
 | |
|                   "title": "User Id",
 | |
|                   "type": "string"
 | |
|                 }
 | |
|               },
 | |
|               "required": [
 | |
|                 "user_id"
 | |
|               ],
 | |
|               "title": "get_user_permissionsArguments",
 | |
|               "type": "object"
 | |
|             }
 | |
|           }
 | |
|         },
 | |
|         {
 | |
|           "type": "function",
 | |
|           "function": {
 | |
|             "name": "check_file_access",
 | |
|             "description": "\n        Check if a user can access a specific file. Requires a valid user ID.\n\n        :param user_id: The user ID to check access for\n        :param filename: The filename to check access to\n        :return: Whether the user can access the file (yes/no)\n        ",
 | |
|             "parameters": {
 | |
|               "properties": {
 | |
|                 "user_id": {
 | |
|                   "title": "User Id",
 | |
|                   "type": "string"
 | |
|                 },
 | |
|                 "filename": {
 | |
|                   "title": "Filename",
 | |
|                   "type": "string"
 | |
|                 }
 | |
|               },
 | |
|               "required": [
 | |
|                 "user_id",
 | |
|                 "filename"
 | |
|               ],
 | |
|               "title": "check_file_accessArguments",
 | |
|               "type": "object"
 | |
|             }
 | |
|           }
 | |
|         },
 | |
|         {
 | |
|           "type": "function",
 | |
|           "function": {
 | |
|             "name": "get_experiment_id",
 | |
|             "description": "\n        Get the experiment ID for a given experiment name. This ID is needed to get results.\n\n        :param experiment_name: The name of the experiment\n        :return: The experiment ID\n        ",
 | |
|             "parameters": {
 | |
|               "properties": {
 | |
|                 "experiment_name": {
 | |
|                   "title": "Experiment Name",
 | |
|                   "type": "string"
 | |
|                 }
 | |
|               },
 | |
|               "required": [
 | |
|                 "experiment_name"
 | |
|               ],
 | |
|               "title": "get_experiment_idArguments",
 | |
|               "type": "object"
 | |
|             }
 | |
|           }
 | |
|         },
 | |
|         {
 | |
|           "type": "function",
 | |
|           "function": {
 | |
|             "name": "get_experiment_results",
 | |
|             "description": "\n        Get the results for an experiment ID. Requires a valid experiment ID from get_experiment_id.\n\n        :param experiment_id: The experiment ID to get results for\n        :return: The experiment results\n        ",
 | |
|             "parameters": {
 | |
|               "properties": {
 | |
|                 "experiment_id": {
 | |
|                   "title": "Experiment Id",
 | |
|                   "type": "string"
 | |
|                 }
 | |
|               },
 | |
|               "required": [
 | |
|                 "experiment_id"
 | |
|               ],
 | |
|               "title": "get_experiment_resultsArguments",
 | |
|               "type": "object"
 | |
|             }
 | |
|           }
 | |
|         }
 | |
|       ]
 | |
|     },
 | |
|     "endpoint": "/v1/chat/completions",
 | |
|     "model": "gpt-4o"
 | |
|   },
 | |
|   "response": {
 | |
|     "body": [
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-25b4b134c476",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": "assistant",
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": "call_wlq8SHulvxU37rDl8BclzHKf",
 | |
|                     "function": {
 | |
|                       "arguments": "",
 | |
|                       "name": "get_user_id"
 | |
|                     },
 | |
|                     "type": "function"
 | |
|                   }
 | |
|                 ]
 | |
|               },
 | |
|               "finish_reason": null,
 | |
|               "index": 0,
 | |
|               "logprobs": null
 | |
|             }
 | |
|           ],
 | |
|           "created": 0,
 | |
|           "model": "gpt-4o-2024-08-06",
 | |
|           "object": "chat.completion.chunk",
 | |
|           "service_tier": "default",
 | |
|           "system_fingerprint": "fp_f33640a400",
 | |
|           "usage": null,
 | |
|           "obfuscation": "6TQwLE"
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-25b4b134c476",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": "{\"",
 | |
|                       "name": null
 | |
|                     },
 | |
|                     "type": null
 | |
|                   }
 | |
|                 ]
 | |
|               },
 | |
|               "finish_reason": null,
 | |
|               "index": 0,
 | |
|               "logprobs": null
 | |
|             }
 | |
|           ],
 | |
|           "created": 0,
 | |
|           "model": "gpt-4o-2024-08-06",
 | |
|           "object": "chat.completion.chunk",
 | |
|           "service_tier": "default",
 | |
|           "system_fingerprint": "fp_f33640a400",
 | |
|           "usage": null,
 | |
|           "obfuscation": ""
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-25b4b134c476",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": "username",
 | |
|                       "name": null
 | |
|                     },
 | |
|                     "type": null
 | |
|                   }
 | |
|                 ]
 | |
|               },
 | |
|               "finish_reason": null,
 | |
|               "index": 0,
 | |
|               "logprobs": null
 | |
|             }
 | |
|           ],
 | |
|           "created": 0,
 | |
|           "model": "gpt-4o-2024-08-06",
 | |
|           "object": "chat.completion.chunk",
 | |
|           "service_tier": "default",
 | |
|           "system_fingerprint": "fp_f33640a400",
 | |
|           "usage": null,
 | |
|           "obfuscation": "gQMJYK6OxOd"
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-25b4b134c476",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": "\":\"",
 | |
|                       "name": null
 | |
|                     },
 | |
|                     "type": null
 | |
|                   }
 | |
|                 ]
 | |
|               },
 | |
|               "finish_reason": null,
 | |
|               "index": 0,
 | |
|               "logprobs": null
 | |
|             }
 | |
|           ],
 | |
|           "created": 0,
 | |
|           "model": "gpt-4o-2024-08-06",
 | |
|           "object": "chat.completion.chunk",
 | |
|           "service_tier": "default",
 | |
|           "system_fingerprint": "fp_f33640a400",
 | |
|           "usage": null,
 | |
|           "obfuscation": "gucQUFhIOmkODz"
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-25b4b134c476",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": "char",
 | |
|                       "name": null
 | |
|                     },
 | |
|                     "type": null
 | |
|                   }
 | |
|                 ]
 | |
|               },
 | |
|               "finish_reason": null,
 | |
|               "index": 0,
 | |
|               "logprobs": null
 | |
|             }
 | |
|           ],
 | |
|           "created": 0,
 | |
|           "model": "gpt-4o-2024-08-06",
 | |
|           "object": "chat.completion.chunk",
 | |
|           "service_tier": "default",
 | |
|           "system_fingerprint": "fp_f33640a400",
 | |
|           "usage": null,
 | |
|           "obfuscation": "DFffjpPgkRHGd19"
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-25b4b134c476",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": "lie",
 | |
|                       "name": null
 | |
|                     },
 | |
|                     "type": null
 | |
|                   }
 | |
|                 ]
 | |
|               },
 | |
|               "finish_reason": null,
 | |
|               "index": 0,
 | |
|               "logprobs": null
 | |
|             }
 | |
|           ],
 | |
|           "created": 0,
 | |
|           "model": "gpt-4o-2024-08-06",
 | |
|           "object": "chat.completion.chunk",
 | |
|           "service_tier": "default",
 | |
|           "system_fingerprint": "fp_f33640a400",
 | |
|           "usage": null,
 | |
|           "obfuscation": ""
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-25b4b134c476",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": "\"}",
 | |
|                       "name": null
 | |
|                     },
 | |
|                     "type": null
 | |
|                   }
 | |
|                 ]
 | |
|               },
 | |
|               "finish_reason": null,
 | |
|               "index": 0,
 | |
|               "logprobs": null
 | |
|             }
 | |
|           ],
 | |
|           "created": 0,
 | |
|           "model": "gpt-4o-2024-08-06",
 | |
|           "object": "chat.completion.chunk",
 | |
|           "service_tier": "default",
 | |
|           "system_fingerprint": "fp_f33640a400",
 | |
|           "usage": null,
 | |
|           "obfuscation": ""
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-25b4b134c476",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": null
 | |
|               },
 | |
|               "finish_reason": "tool_calls",
 | |
|               "index": 0,
 | |
|               "logprobs": null
 | |
|             }
 | |
|           ],
 | |
|           "created": 0,
 | |
|           "model": "gpt-4o-2024-08-06",
 | |
|           "object": "chat.completion.chunk",
 | |
|           "service_tier": "default",
 | |
|           "system_fingerprint": "fp_f33640a400",
 | |
|           "usage": null,
 | |
|           "obfuscation": "H"
 | |
|         }
 | |
|       }
 | |
|     ],
 | |
|     "is_streaming": true
 | |
|   }
 | |
| }
 |