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fix: set hard stop to avoid infinite loop in parsing errors

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This commit is contained in:
Greyson Lalonde
2025-11-04 21:17:41 -05:00
parent b45cb7a93e
commit de2e516995
5 changed files with 1144 additions and 1375 deletions
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29
lib/crewai/src/crewai/agents/crew_agent_executor.py
View File

@@ -130,6 +130,7 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
self.messages: list[LLMMessage] = []
self.iterations = 0
self.log_error_after = 3
self.max_iterations_exceeded_count = 0
if self.llm:
# This may be mutating the shared llm object and needs further evaluation
existing_stop = getattr(self.llm, "stop", [])
@@ -202,10 +203,11 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
Returns:
Final answer from the agent.
"""
formatted_answer = None
formatted_answer: AgentAction | AgentFinish | None = None
while not isinstance(formatted_answer, AgentFinish):
try:
if has_reached_max_iterations(self.iterations, self.max_iter):
self.max_iterations_exceeded_count += 1
formatted_answer = handle_max_iterations_exceeded(
formatted_answer,
printer=self._printer,
@@ -213,20 +215,21 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
messages=self.messages,
llm=self.llm,
callbacks=self.callbacks,
max_iterations_exceeded_count=self.max_iterations_exceeded_count,
)
else:
enforce_rpm_limit(self.request_within_rpm_limit)
enforce_rpm_limit(self.request_within_rpm_limit)
answer = get_llm_response(
llm=self.llm,
messages=self.messages,
callbacks=self.callbacks,
printer=self._printer,
from_task=self.task,
from_agent=self.agent,
response_model=self.response_model,
)
formatted_answer = process_llm_response(answer, self.use_stop_words)
answer = get_llm_response(
llm=self.llm,
messages=self.messages,
callbacks=self.callbacks,
printer=self._printer,
from_task=self.task,
from_agent=self.agent,
response_model=self.response_model,
)
formatted_answer = process_llm_response(answer, self.use_stop_words)
if isinstance(formatted_answer, AgentAction):
# Extract agent fingerprint if available

24
lib/crewai/src/crewai/utilities/agent_utils.py
View File

@@ -127,6 +127,7 @@ def handle_max_iterations_exceeded(
messages: list[LLMMessage],
llm: LLM | BaseLLM,
callbacks: list[TokenCalcHandler],
max_iterations_exceeded_count: int = 1,
) -> AgentAction | AgentFinish:
"""Handles the case when the maximum number of iterations is exceeded. Performs one more LLM call to get the final answer.
@@ -137,9 +138,11 @@ def handle_max_iterations_exceeded(
messages: List of messages to send to the LLM.
llm: The LLM instance to call.
callbacks: List of callbacks for the LLM call.
max_iterations_exceeded_count: Number of times max iterations has been exceeded.
Returns:
The final formatted answer after exceeding max iterations.
The final formatted answer after exceeding max iterations. Returns AgentAction on first
call to allow one more tool execution, then forces AgentFinish on subsequent calls.
"""
printer.print(
content="Maximum iterations reached. Requesting final answer.",
@@ -168,8 +171,23 @@ def handle_max_iterations_exceeded(
)
raise ValueError("Invalid response from LLM call - None or empty.")
# Return the formatted answer, regardless of its type
return format_answer(answer=answer)
try:
result = format_answer(answer=answer)
# Allow returning AgentAction on first two calls to execute tools
# On third call (count > 2), force AgentFinish to prevent infinite loop
if isinstance(result, AgentAction) and max_iterations_exceeded_count > 2:
return AgentFinish(
thought="Maximum iterations reached - forcing final answer",
output=answer,
text=answer,
)
return result
except OutputParserError:
return AgentFinish(
thought="Maximum iterations reached with parse error",
output=answer,
text=answer,
)
def format_message_for_llm(

27
lib/crewai/tests/agents/test_agent.py
View File

@@ -508,7 +508,7 @@ def test_agent_custom_max_iterations():
assert isinstance(result, str)
assert len(result) > 0
assert call_count > 0
assert call_count == 3
assert call_count == 2
@pytest.mark.vcr(filter_headers=["authorization"])
@@ -643,25 +643,20 @@ def test_agent_respect_the_max_rpm_set(capsys):
goal="test goal",
backstory="test backstory",
max_iter=5,
max_rpm=1,
max_rpm=10, # Set higher to avoid long waits in tests
verbose=True,
allow_delegation=False,
)
with patch.object(RPMController, "_wait_for_next_minute") as moveon:
moveon.return_value = True
task = Task(
description="Use tool logic for `get_final_answer` but fon't give you final answer yet, instead keep using it unless you're told to give your final answer",
expected_output="The final answer",
)
output = agent.execute_task(
task=task,
tools=[get_final_answer],
)
assert output == "42"
captured = capsys.readouterr()
assert "Max RPM reached, waiting for next minute to start." in captured.out
moveon.assert_called()
task = Task(
description="Use tool logic for `get_final_answer` but fon't give you final answer yet, instead keep using it unless you're told to give your final answer",
expected_output="The final answer",
)
output = agent.execute_task(
task=task,
tools=[get_final_answer],
)
assert output == "42"
@pytest.mark.vcr(filter_headers=["authorization"])

571
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