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 ```
		
			
				
	
	
		
			517 lines
		
	
	
	
		
			15 KiB
		
	
	
	
		
			JSON
		
	
	
	
	
		
			Generated
		
	
	
			
		
		
	
	
			517 lines
		
	
	
	
		
			15 KiB
		
	
	
	
		
			JSON
		
	
	
	
	
		
			Generated
		
	
	
| {
 | |
|   "test_id": "tests/integration/responses/test_file_search.py::test_response_file_search_filter_compound_and[client_with_models-txt=openai/gpt-4o]",
 | |
|   "request": {
 | |
|     "method": "POST",
 | |
|     "url": "https://api.openai.com/v1/v1/chat/completions",
 | |
|     "headers": {},
 | |
|     "body": {
 | |
|       "model": "gpt-4o",
 | |
|       "messages": [
 | |
|         {
 | |
|           "role": "user",
 | |
|           "content": "What are the engineering updates from the US?"
 | |
|         }
 | |
|       ],
 | |
|       "stream": true,
 | |
|       "tools": [
 | |
|         {
 | |
|           "type": "function",
 | |
|           "function": {
 | |
|             "name": "knowledge_search",
 | |
|             "description": "Search for information in a database.",
 | |
|             "parameters": {
 | |
|               "type": "object",
 | |
|               "properties": {
 | |
|                 "query": {
 | |
|                   "type": "string",
 | |
|                   "description": "The query to search for. Can be a natural language sentence or keywords."
 | |
|                 }
 | |
|               },
 | |
|               "required": [
 | |
|                 "query"
 | |
|               ]
 | |
|             }
 | |
|           }
 | |
|         }
 | |
|       ]
 | |
|     },
 | |
|     "endpoint": "/v1/chat/completions",
 | |
|     "model": "gpt-4o"
 | |
|   },
 | |
|   "response": {
 | |
|     "body": [
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": "assistant",
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": "call_toDXiP4WpUNQvvvLkTGEbQAr",
 | |
|                     "function": {
 | |
|                       "arguments": "",
 | |
|                       "name": "knowledge_search"
 | |
|                     },
 | |
|                     "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": "Y"
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": ""
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": "query",
 | |
|                       "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": "A2f7NLzAQz3Byh"
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": "FnPnt1tH4Pzw5O"
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": "latest",
 | |
|                       "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": "s3W3px29euf4a"
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": " engineering",
 | |
|                       "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": "244BpAI"
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": " updates",
 | |
|                       "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": "74KRskLmQV5"
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": " US",
 | |
|                       "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": ""
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": "04"
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": "202",
 | |
|                       "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": ""
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "choices": [
 | |
|             {
 | |
|               "delta": {
 | |
|                 "content": null,
 | |
|                 "function_call": null,
 | |
|                 "refusal": null,
 | |
|                 "role": null,
 | |
|                 "tool_calls": [
 | |
|                   {
 | |
|                     "index": 0,
 | |
|                     "id": null,
 | |
|                     "function": {
 | |
|                       "arguments": "3",
 | |
|                       "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": "07"
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": ""
 | |
|         }
 | |
|       },
 | |
|       {
 | |
|         "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
 | |
|         "__data__": {
 | |
|           "id": "rec-39cb6a0b7caf",
 | |
|           "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_f64f290af2",
 | |
|           "usage": null,
 | |
|           "obfuscation": "P"
 | |
|         }
 | |
|       }
 | |
|     ],
 | |
|     "is_streaming": true
 | |
|   }
 | |
| }
 |