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@@ -1802,41 +1802,41 @@ def test_litellm_anthropic_error_handling():
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_agent_streaming_with_tool_calling():
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"""Test that streaming works correctly with tool calling."""
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received_chunks = []
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tool_called = False
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# Define a tool that will be called
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@tool
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def calculator(first_number: int, second_number: int) -> float:
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"""Calculate the product of two numbers."""
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nonlocal tool_called
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tool_called = True
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return first_number * second_number
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def retrieve_secret_information() -> str:
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"""Retrieve the super secret password from the secure database."""
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return "SuperSecretPassword123!"
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# Create an agent with streaming enabled
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agent = Agent(
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role="Math Assistant",
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goal="Help users with mathematical calculations",
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backstory="I am an AI assistant specialized in mathematics.",
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verbose=True,
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llm=LLM(model="gpt-4o", stream=True), # Enable streaming
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max_iter=3,
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# Create an LLM with streaming enabled
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llm = LLM(
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model="gpt-4o-mini",
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stream=True,
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)
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# Create a task that will require tool calling
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task = Task(
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description="Calculate 23 * 45 using the calculator tool.",
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agent=agent,
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expected_output="The result of the calculation.",
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# Create a secret agent
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secret_agent = Agent(
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role="Secret Information Specialist",
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goal="Retrieve classified information securely",
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backstory="A highly trained operative with clearance to access confidential data",
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tools=[retrieve_secret_information],
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llm=llm,
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max_iter=3, # Limit iterations to prevent infinite loops
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max_execution_time=60, # Add timeout of 60 seconds
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)
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assert True
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# Create a secret retrieval task
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secret_task = Task(
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description="Retrieve the super secret password using the appropriate tool",
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agent=secret_agent,
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expected_output="The retrieved super secret password",
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)
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# # Execute the task with the calculator tool
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# output = agent.execute_task(task=task, tools=[calculator])
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# Execute the task directly with the agent
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output = secret_agent.execute_task(task=secret_task)
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# # Verify that the tool was called
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# assert tool_called, "Calculator tool was not called"
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# # Verify the output contains the correct result (23 * 45 = 1035)
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# assert "1035" in output, f"Expected result '1035' not found in output: {output}"
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# Verify the output contains the secret password
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assert (
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"SuperSecretPassword123!" in output
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), f"Expected secret password not found in output: {output}"
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@@ -1,25 +1,25 @@
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interactions:
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- request:
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body: '{"messages": [{"role": "system", "content": "You are Math Assistant. I
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am an AI assistant specialized in mathematics.\nYour personal goal is: Help
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users with mathematical calculations\nYou ONLY have access to the following
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tools, and should NEVER make up tools that are not listed here:\n\nTool Name:
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calculator\nTool Arguments: {''first_number'': {''description'': None, ''type'':
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''int''}, ''second_number'': {''description'': None, ''type'': ''int''}}\nTool
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Description: Calculate the product of two numbers.\n\nIMPORTANT: Use the following
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format in your response:\n\n```\nThought: you should always think about what
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to do\nAction: the action to take, only one name of [calculator], just the name,
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exactly as it''s written.\nAction Input: the input to the action, just a simple
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JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation:
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the result of the action\n```\n\nOnce all necessary information is gathered,
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return the following format:\n\n```\nThought: I now know the final answer\nFinal
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Answer: the final answer to the original input question\n```"}, {"role": "user",
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"content": "\nCurrent Task: Calculate 23 * 45 using the calculator tool.\n\nThis
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is the expected criteria for your final answer: The result of the calculation.\nyou
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MUST return the actual complete content as the final answer, not a summary.\n\nBegin!
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This is VERY important to you, use the tools available and give your best Final
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Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o", "stop": ["\nObservation:"],
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"stream": true}'
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body: '{"messages": [{"role": "system", "content": "You are Secret Information
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Specialist. A highly trained operative with clearance to access confidential
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data\nYour personal goal is: Retrieve classified information securely\nYou ONLY
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have access to the following tools, and should NEVER make up tools that are
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not listed here:\n\nTool Name: retrieve_secret_information\nTool Arguments:
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{}\nTool Description: Retrieve the super secret password from the secure database.\n\nIMPORTANT:
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Use the following format in your response:\n\n```\nThought: you should always
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think about what to do\nAction: the action to take, only one name of [retrieve_secret_information],
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just the name, exactly as it''s written.\nAction Input: the input to the action,
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just a simple JSON object, enclosed in curly braces, using \" to wrap keys and
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values.\nObservation: the result of the action\n```\n\nOnce all necessary information
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is gathered, return the following format:\n\n```\nThought: I now know the final
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answer\nFinal Answer: the final answer to the original input question\n```"},
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{"role": "user", "content": "\nCurrent Task: Retrieve the super secret password
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using the appropriate tool\n\nThis is the expected criteria for your final answer:
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The retrieved super secret password\nyou MUST return the actual complete content
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as the final answer, not a summary.\n\nBegin! This is VERY important to you,
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use the tools available and give your best Final Answer, your job depends on
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it!\n\nThought:"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"], "stream":
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true}'
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headers:
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accept:
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- application/json
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@@ -28,7 +28,7 @@ interactions:
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connection:
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- keep-alive
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content-length:
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- '1532'
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- '1544'
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content-type:
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- application/json
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host:
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@@ -59,154 +59,80 @@ interactions:
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uri: https://api.openai.com/v1/chat/completions
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response:
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body:
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string: 'data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"role":"assistant","content":"","refusal":null},"logprobs":null,"finish_reason":null}]}
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string: 'data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"role":"assistant","content":"","refusal":null},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"Thought"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"you"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":":"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"
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should"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
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I"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"
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always"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
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need"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"
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think"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"
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about"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"
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what"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"
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to"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
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use"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"
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do"},"logprobs":null,"finish_reason":null}]}
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||||
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||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
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the"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":" \n"},"logprobs":null,"finish_reason":null}]}
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|
||||
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||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
|
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calculator"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"Action"},"logprobs":null,"finish_reason":null}]}
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|
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data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
|
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tool"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":":"},"logprobs":null,"finish_reason":null}]}
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||||
|
||||
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data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
|
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to"},"logprobs":null,"finish_reason":null}]}
|
||||
data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"
|
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retrieve"},"logprobs":null,"finish_reason":null}]}
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||||
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||||
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||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
|
||||
find"},"logprobs":null,"finish_reason":null}]}
|
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"_secret"},"logprobs":null,"finish_reason":null}]}
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||||
|
||||
|
||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
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||||
the"},"logprobs":null,"finish_reason":null}]}
|
||||
data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"_information"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
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||||
product"},"logprobs":null,"finish_reason":null}]}
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||||
data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":" \n"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
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||||
of"},"logprobs":null,"finish_reason":null}]}
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data: {"id":"chatcmpl-B7UUWRKUD7QuVYmLhW9BOalNVt025","object":"chat.completion.chunk","created":1741125204,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_7fcd609668","choices":[{"index":0,"delta":{"content":"Action"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
|
||||
"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"23"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
|
||||
and"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
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"},"logprobs":null,"finish_reason":null}]}
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||||
|
||||
|
||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"45"},"logprobs":null,"finish_reason":null}]}
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||||
|
||||
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||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":".\n"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"Action"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
|
||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":":"},"logprobs":null,"finish_reason":null}]}
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|
||||
|
||||
data: {"id":"chatcmpl-B7UMcggCLBpC1AOYOL0cZr5bwOpk4","object":"chat.completion.chunk","created":1741124714,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_fc9f1d7035","choices":[{"index":0,"delta":{"content":"
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||||
calculator"},"logprobs":null,"finish_reason":null}]}
|
||||
|
||||
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data: [DONE]
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Reference in New Issue
Block a user