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Brandon Hancock
2025-03-04 16:53:43 -05:00
parent 469c04b93d
commit 58bc8d13d2
2 changed files with 153 additions and 224 deletions
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56
tests/agent_test.py
View File

@@ -1802,41 +1802,41 @@ def test_litellm_anthropic_error_handling():
@pytest.mark.vcr(filter_headers=["authorization"]) @pytest.mark.vcr(filter_headers=["authorization"])
def test_agent_streaming_with_tool_calling(): def test_agent_streaming_with_tool_calling():
"""Test that streaming works correctly with tool calling.""" """Test that streaming works correctly with tool calling."""
received_chunks = []
tool_called = False
# Define a tool that will be called # Define a tool that will be called
@tool @tool
def calculator(first_number: int, second_number: int) -> float: def retrieve_secret_information() -> str:
"""Calculate the product of two numbers.""" """Retrieve the super secret password from the secure database."""
nonlocal tool_called return "SuperSecretPassword123!"
tool_called = True
return first_number * second_number
# Create an agent with streaming enabled # Create an LLM with streaming enabled
agent = Agent( llm = LLM(
role="Math Assistant", model="gpt-4o-mini",
goal="Help users with mathematical calculations", stream=True,
backstory="I am an AI assistant specialized in mathematics.",
verbose=True,
llm=LLM(model="gpt-4o", stream=True), # Enable streaming
max_iter=3,
) )
# Create a task that will require tool calling # Create a secret agent
task = Task( secret_agent = Agent(
description="Calculate 23 * 45 using the calculator tool.", role="Secret Information Specialist",
agent=agent, goal="Retrieve classified information securely",
expected_output="The result of the calculation.", backstory="A highly trained operative with clearance to access confidential data",
tools=[retrieve_secret_information],
llm=llm,
max_iter=3, # Limit iterations to prevent infinite loops
max_execution_time=60, # Add timeout of 60 seconds
) )
assert True # Create a secret retrieval task
secret_task = Task(
description="Retrieve the super secret password using the appropriate tool",
agent=secret_agent,
expected_output="The retrieved super secret password",
)
# # Execute the task with the calculator tool # Execute the task directly with the agent
# output = agent.execute_task(task=task, tools=[calculator]) output = secret_agent.execute_task(task=secret_task)
# # Verify that the tool was called # Verify the output contains the secret password
# assert tool_called, "Calculator tool was not called" assert (
"SuperSecretPassword123!" in output
# # Verify the output contains the correct result (23 * 45 = 1035) ), f"Expected secret password not found in output: {output}"
# assert "1035" in output, f"Expected result '1035' not found in output: {output}"

321
tests/cassettes/test_agent_streaming_with_tool_calling.yaml
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@@ -1,25 +1,25 @@
interactions: interactions:
- request: - request:
body: '{"messages": [{"role": "system", "content": "You are Math Assistant. I body: '{"messages": [{"role": "system", "content": "You are Secret Information
am an AI assistant specialized in mathematics.\nYour personal goal is: Help Specialist. A highly trained operative with clearance to access confidential
users with mathematical calculations\nYou ONLY have access to the following data\nYour personal goal is: Retrieve classified information securely\nYou ONLY
tools, and should NEVER make up tools that are not listed here:\n\nTool Name: have access to the following tools, and should NEVER make up tools that are
calculator\nTool Arguments: {''first_number'': {''description'': None, ''type'': not listed here:\n\nTool Name: retrieve_secret_information\nTool Arguments:
''int''}, ''second_number'': {''description'': None, ''type'': ''int''}}\nTool {}\nTool Description: Retrieve the super secret password from the secure database.\n\nIMPORTANT:
Description: Calculate the product of two numbers.\n\nIMPORTANT: Use the following Use the following format in your response:\n\n```\nThought: you should always
format in your response:\n\n```\nThought: you should always think about what think about what to do\nAction: the action to take, only one name of [retrieve_secret_information],
to do\nAction: the action to take, only one name of [calculator], just the name, just the name, exactly as it''s written.\nAction Input: the input to the action,
exactly as it''s written.\nAction Input: the input to the action, just a simple just a simple JSON object, enclosed in curly braces, using \" to wrap keys and
JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation: values.\nObservation: the result of the action\n```\n\nOnce all necessary information
the result of the action\n```\n\nOnce all necessary information is gathered, is gathered, return the following format:\n\n```\nThought: I now know the final
return the following format:\n\n```\nThought: I now know the final answer\nFinal answer\nFinal Answer: the final answer to the original input question\n```"},
Answer: the final answer to the original input question\n```"}, {"role": "user", {"role": "user", "content": "\nCurrent Task: Retrieve the super secret password
"content": "\nCurrent Task: Calculate 23 * 45 using the calculator tool.\n\nThis using the appropriate tool\n\nThis is the expected criteria for your final answer:
is the expected criteria for your final answer: The result of the calculation.\nyou The retrieved super secret password\nyou MUST return the actual complete content
MUST return the actual complete content as the final answer, not a summary.\n\nBegin! as the final answer, not a summary.\n\nBegin! This is VERY important to you,
This is VERY important to you, use the tools available and give your best Final use the tools available and give your best Final Answer, your job depends on
Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o", "stop": ["\nObservation:"], it!\n\nThought:"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"], "stream":
"stream": true}' true}'
headers: headers:
accept: accept:
- application/json - application/json
@@ -28,7 +28,7 @@ interactions:
connection: connection:
- keep-alive - keep-alive
content-length: content-length:
- '1532' - '1544'
content-type: content-type:
- application/json - application/json
host: host:
@@ -59,154 +59,80 @@ interactions:
uri: https://api.openai.com/v1/chat/completions uri: https://api.openai.com/v1/chat/completions
response: response:
body: body:
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}]} 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}]}
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}]} 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}]}
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-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":"
should"},"logprobs":null,"finish_reason":null}]}
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I"},"logprobs":null,"finish_reason":null}]} always"},"logprobs":null,"finish_reason":null}]}
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the"},"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":" 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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Connection: Connection:
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Content-Type: Content-Type:
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Date: Date:
- Tue, 04 Mar 2025 21:45:17 GMT - Tue, 04 Mar 2025 21:53:25 GMT
Server: Server:
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Transfer-Encoding: Transfer-Encoding:
@@ -420,25 +349,25 @@ interactions:
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x-ratelimit-remaining-tokens: x-ratelimit-remaining-tokens:
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x-ratelimit-reset-requests: x-ratelimit-reset-requests:
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x-ratelimit-reset-tokens: x-ratelimit-reset-tokens:
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status: status:
code: 200 code: 200
message: OK message: OK