Merge branch 'main' into bug/fix-should-force-answer

src/crewai/agents/agent_builder/base_agent_executor_mixin.py

@@ -19,15 +19,10 @@ class CrewAgentExecutorMixin:
     agent: Optional["BaseAgent"]
     task: Optional["Task"]
     iterations: int
-    have_forced_answer: bool
     max_iter: int
     _i18n: I18N
     _printer: Printer = Printer()
 
-    def _should_force_answer(self) -> bool:
-        """Determine if a forced answer is required based on iteration count."""
-        return (self.iterations >= self.max_iter) and not self.have_forced_answer
-
     def _create_short_term_memory(self, output) -> None:
         """Create and save a short-term memory item if conditions are met."""
         if (

src/crewai/agents/crew_agent_executor.py

@@ -1,7 +1,7 @@
 import json
 import re
 from dataclasses import dataclass
-from typing import Any, Dict, List, Union
+from typing import Any, Callable, Dict, List, Optional, Union
 
 from crewai.agents.agent_builder.base_agent import BaseAgent
 from crewai.agents.agent_builder.base_agent_executor_mixin import CrewAgentExecutorMixin
@@ -50,7 +50,7 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
         original_tools: List[Any] = [],
         function_calling_llm: Any = None,
         respect_context_window: bool = False,
-        request_within_rpm_limit: Any = None,
+        request_within_rpm_limit: Optional[Callable[[], bool]] = None,
         callbacks: List[Any] = [],
     ):
         self._i18n: I18N = I18N()
@@ -77,7 +77,6 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
         self.messages: List[Dict[str, str]] = []
         self.iterations = 0
         self.log_error_after = 3
-        self.have_forced_answer = False
         self.tool_name_to_tool_map: Dict[str, BaseTool] = {
             tool.name: tool for tool in self.tools
         }
@@ -108,106 +107,151 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
         self._create_long_term_memory(formatted_answer)
         return {"output": formatted_answer.output}
 
-    def _invoke_loop(self, formatted_answer=None):
+    def _invoke_loop(self):
-        try:
+        """
-            while not isinstance(formatted_answer, AgentFinish):
+        Main loop to invoke the agent's thought process until it reaches a conclusion
-                if not self.request_within_rpm_limit or self.request_within_rpm_limit():
+        or the maximum number of iterations is reached.
-                    answer = self.llm.call(
+        """
-                        self.messages,
+        formatted_answer = None
-                        callbacks=self.callbacks,
+        while not isinstance(formatted_answer, AgentFinish):
+            try:
+                if self._has_reached_max_iterations():
+                    formatted_answer = self._handle_max_iterations_exceeded(
+                        formatted_answer
+                    )
+                    break
+
+                self._enforce_rpm_limit()
+
+                answer = self._get_llm_response()
+
+                formatted_answer = self._process_llm_response(answer)
+
+                if isinstance(formatted_answer, AgentAction):
+                    tool_result = self._execute_tool_and_check_finality(
+                        formatted_answer
+                    )
+                    formatted_answer = self._handle_agent_action(
+                        formatted_answer, tool_result
                     )
 
-                    if answer is None or answer == "":
+                self._invoke_step_callback(formatted_answer)
-                        self._printer.print(
+                self._append_message(formatted_answer.text, role="assistant")
-                            content="Received None or empty response from LLM call.",
-                            color="red",
-                        )
-                        raise ValueError(
-                            "Invalid response from LLM call - None or empty."
-                        )
 
-                    if not self.use_stop_words:
+            except OutputParserException as e:
-                        try:
+                formatted_answer = self._handle_output_parser_exception(e)
-                            self._format_answer(answer)
-                        except OutputParserException as e:
-                            if (
-                                FINAL_ANSWER_AND_PARSABLE_ACTION_ERROR_MESSAGE
-                                in e.error
-                            ):
-                                answer = answer.split("Observation:")[0].strip()
 
-                    self.iterations += 1
+            except Exception as e:
-                    formatted_answer = self._format_answer(answer)
+                if self._is_context_length_exceeded(e):
-
+                    self._handle_context_length()
-                    if isinstance(formatted_answer, AgentAction):
+                    continue
-                        tool_result = self._execute_tool_and_check_finality(
+                else:
-                            formatted_answer
+                    raise e
-                        )
-
-                        # Directly append the result to the messages if the
-                        # tool is "Add image to content" in case of multimodal
-                        # agents
-                        if formatted_answer.tool == self._i18n.tools("add_image")["name"]:
-                            self.messages.append(tool_result.result)
-                            continue
-
-                        else:
-                            if self.step_callback:
-                                self.step_callback(tool_result)
-
-                            formatted_answer.text += f"\nObservation: {tool_result.result}"
-
-                        formatted_answer.result = tool_result.result
-                        if tool_result.result_as_answer:
-                            return AgentFinish(
-                                thought="",
-                                output=tool_result.result,
-                                text=formatted_answer.text,
-                            )
-                        self._show_logs(formatted_answer)
-
-                    if self.step_callback:
-                        self.step_callback(formatted_answer)
-
-                    if self._should_force_answer():
-                        if self.have_forced_answer:
-                            return AgentFinish(
-                                thought="",
-                                output=self._i18n.errors(
-                                    "force_final_answer_error"
-                                ).format(formatted_answer.text),
-                                text=formatted_answer.text,
-                            )
-                        else:
-                            formatted_answer.text += (
-                                f'\n{self._i18n.errors("force_final_answer")}'
-                            )
-                            self.have_forced_answer = True
-                    self.messages.append(
-                        self._format_msg(formatted_answer.text, role="assistant")
-                    )
-
-        except OutputParserException as e:
-            self.messages.append({"role": "user", "content": e.error})
-            if self.iterations > self.log_error_after:
-                self._printer.print(
-                    content=f"Error parsing LLM output, agent will retry: {e.error}",
-                    color="red",
-                )
-            return self._invoke_loop(formatted_answer)
-
-        except Exception as e:
-            if LLMContextLengthExceededException(str(e))._is_context_limit_error(
-                str(e)
-            ):
-                self._handle_context_length()
-                return self._invoke_loop(formatted_answer)
-            else:
-                raise e
 
         self._show_logs(formatted_answer)
         return formatted_answer
 
+    def _has_reached_max_iterations(self) -> bool:
+        """Check if the maximum number of iterations has been reached."""
+        return self.iterations >= self.max_iter
+
+    def _enforce_rpm_limit(self) -> None:
+        """Enforce the requests per minute (RPM) limit if applicable."""
+        if self.request_within_rpm_limit:
+            self.request_within_rpm_limit()
+
+    def _get_llm_response(self) -> str:
+        """Call the LLM and return the response, handling any invalid responses."""
+        answer = self.llm.call(
+            self.messages,
+            callbacks=self.callbacks,
+        )
+
+        if not answer:
+            self._printer.print(
+                content="Received None or empty response from LLM call.",
+                color="red",
+            )
+            raise ValueError("Invalid response from LLM call - None or empty.")
+
+        return answer
+
+    def _process_llm_response(self, answer: str) -> Union[AgentAction, AgentFinish]:
+        """Process the LLM response and format it into an AgentAction or AgentFinish."""
+        if not self.use_stop_words:
+            try:
+                # Preliminary parsing to check for errors.
+                self._format_answer(answer)
+            except OutputParserException as e:
+                if FINAL_ANSWER_AND_PARSABLE_ACTION_ERROR_MESSAGE in e.error:
+                    answer = answer.split("Observation:")[0].strip()
+
+        self.iterations += 1
+        return self._format_answer(answer)
+
+    def _handle_agent_action(
+        self, formatted_answer: AgentAction, tool_result: ToolResult
+    ) -> Union[AgentAction, AgentFinish]:
+        """Handle the AgentAction, execute tools, and process the results."""
+        add_image_tool = self._i18n.tools("add_image")
+        if (
+            isinstance(add_image_tool, dict)
+            and formatted_answer.tool.casefold().strip()
+            == add_image_tool.get("name", "").casefold().strip()
+        ):
+            self.messages.append(tool_result.result)
+            return formatted_answer  # Continue the loop
+
+        if self.step_callback:
+            self.step_callback(tool_result)
+
+        formatted_answer.text += f"\nObservation: {tool_result.result}"
+        formatted_answer.result = tool_result.result
+
+        if tool_result.result_as_answer:
+            return AgentFinish(
+                thought="",
+                output=tool_result.result,
+                text=formatted_answer.text,
+            )
+
+        self._show_logs(formatted_answer)
+        return formatted_answer
+
+    def _invoke_step_callback(self, formatted_answer) -> None:
+        """Invoke the step callback if it exists."""
+        if self.step_callback:
+            self.step_callback(formatted_answer)
+
+    def _append_message(self, text: str, role: str = "assistant") -> None:
+        """Append a message to the message list with the given role."""
+        self.messages.append(self._format_msg(text, role=role))
+
+    def _handle_output_parser_exception(self, e: OutputParserException) -> AgentAction:
+        """Handle OutputParserException by updating messages and formatted_answer."""
+        self.messages.append({"role": "user", "content": e.error})
+
+        formatted_answer = AgentAction(
+            text=e.error,
+            tool="",
+            tool_input="",
+            thought="",
+        )
+
+        if self.iterations > self.log_error_after:
+            self._printer.print(
+                content=f"Error parsing LLM output, agent will retry: {e.error}",
+                color="red",
+            )
+
+        return formatted_answer
+
+    def _is_context_length_exceeded(self, exception: Exception) -> bool:
+        """Check if the exception is due to context length exceeding."""
+        return LLMContextLengthExceededException(
+            str(exception)
+        )._is_context_limit_error(str(exception))
+
     def _show_start_logs(self):
         if self.agent is None:
             raise ValueError("Agent cannot be None")
@@ -487,3 +531,45 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
                 self.ask_for_human_input = False
 
         return formatted_answer
+
+    def _handle_max_iterations_exceeded(self, formatted_answer):
+        """
+        Handles the case when the maximum number of iterations is exceeded.
+        Performs one more LLM call to get the final answer.
+
+        Parameters:
+            formatted_answer: The last formatted answer from the agent.
+
+        Returns:
+            The final formatted answer after exceeding max iterations.
+        """
+        self._printer.print(
+            content="Maximum iterations reached. Requesting final answer.",
+            color="yellow",
+        )
+
+        if formatted_answer and hasattr(formatted_answer, "text"):
+            assistant_message = (
+                formatted_answer.text + f'\n{self._i18n.errors("force_final_answer")}'
+            )
+        else:
+            assistant_message = self._i18n.errors("force_final_answer")
+
+        self.messages.append(self._format_msg(assistant_message, role="assistant"))
+
+        # Perform one more LLM call to get the final answer
+        answer = self.llm.call(
+            self.messages,
+            callbacks=self.callbacks,
+        )
+
+        if answer is None or answer == "":
+            self._printer.print(
+                content="Received None or empty response from LLM call.",
+                color="red",
+            )
+            raise ValueError("Invalid response from LLM call - None or empty.")
+
+        formatted_answer = self._format_answer(answer)
+        # Return the formatted answer, regardless of its type
+        return formatted_answer

src/crewai/llm.py

@@ -76,7 +76,7 @@ LLM_CONTEXT_WINDOW_SIZES = {
     "mixtral-8x7b-32768": 32768,
     "llama-3.3-70b-versatile": 128000,
     "llama-3.3-70b-instruct": 128000,
-    #sambanova
+    # sambanova
     "Meta-Llama-3.3-70B-Instruct": 131072,
     "QwQ-32B-Preview": 8192,
     "Qwen2.5-72B-Instruct": 8192,

src/crewai/translations/en.json

@@ -27,7 +27,7 @@
     "conversation_history_instruction": "You are a member of a crew collaborating to achieve a common goal. Your task is a specific action that contributes to this larger objective. For additional context, please review the conversation history between you and the user that led to the initiation of this crew. Use any relevant information or feedback from the conversation to inform your task execution and ensure your response aligns with both the immediate task and the crew's overall goals."
   },
   "errors": {
-    "force_final_answer_error": "You can't keep going, this was the best you could do.\n {formatted_answer.text}",
+    "force_final_answer_error": "You can't keep going, here is the best final answer you generated:\n\n {formatted_answer}",
     "force_final_answer": "Now it's time you MUST give your absolute best final answer. You'll ignore all previous instructions, stop using any tools, and just return your absolute BEST Final answer.",
     "agent_tool_unexisting_coworker": "\nError executing tool. coworker mentioned not found, it must be one of the following options:\n{coworkers}\n",
     "task_repeated_usage": "I tried reusing the same input, I must stop using this action input. I'll try something else instead.\n\n",

src/crewai/utilities/llm_utils.py

@@ -67,7 +67,6 @@ def create_llm(
             api_key=api_key,
             base_url=base_url,
         )
-        print("LLM created with extracted parameters; " f"model='{model}'")
         return created_llm
     except Exception as e:
         print(f"Error instantiating LLM from unknown object type: {e}")

src/crewai/utilities/rpm_controller.py

@@ -8,8 +8,10 @@ from crewai.utilities.logger import Logger
 
 """Controls request rate limiting for API calls."""
 
+
 class RPMController(BaseModel):
     """Manages requests per minute limiting."""
+
     max_rpm: Optional[int] = Field(default=None)
     logger: Logger = Field(default_factory=lambda: Logger(verbose=False))
     _current_rpm: int = PrivateAttr(default=0)

tests/agent_test.py

@@ -565,7 +565,7 @@ def test_agent_moved_on_after_max_iterations():
         task=task,
         tools=[get_final_answer],
     )
-    assert output == "The final answer is 42."
+    assert output == "42"
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
@@ -574,7 +574,6 @@ def test_agent_respect_the_max_rpm_set(capsys):
     def get_final_answer() -> float:
         """Get the final answer but don't give it yet, just re-use this
         tool non-stop."""
-        return 42
 
     agent = Agent(
         role="test role",
@@ -641,15 +640,14 @@ def test_agent_respect_the_max_rpm_set_over_crew_rpm(capsys):
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
-def test_agent_without_max_rpm_respet_crew_rpm(capsys):
+def test_agent_without_max_rpm_respects_crew_rpm(capsys):
     from unittest.mock import patch
 
     from crewai.tools import tool
 
     @tool
     def get_final_answer() -> float:
-        """Get the final answer but don't give it yet, just re-use this
+        """Get the final answer but don't give it yet, just re-use this tool non-stop."""
-        tool non-stop."""
         return 42
 
     agent1 = Agent(
@@ -666,23 +664,30 @@ def test_agent_without_max_rpm_respet_crew_rpm(capsys):
         role="test role2",
         goal="test goal2",
         backstory="test backstory2",
-        max_iter=1,
+        max_iter=5,
         verbose=True,
         allow_delegation=False,
     )
 
     tasks = [
         Task(
-            description="Just say hi.", agent=agent1, expected_output="Your greeting."
+            description="Just say hi.",
+            agent=agent1,
+            expected_output="Your greeting.",
         ),
         Task(
-            description="NEVER give a Final Answer, unless you are told otherwise, instead keep using the `get_final_answer` tool non-stop, until you must give you best final answer",
+            description=(
+                "NEVER give a Final Answer, unless you are told otherwise, "
+                "instead keep using the `get_final_answer` tool non-stop, "
+                "until you must give your best final answer"
+            ),
             expected_output="The final answer",
             tools=[get_final_answer],
             agent=agent2,
         ),
     ]
 
+    # Set crew's max_rpm to 1 to trigger RPM limit
     crew = Crew(agents=[agent1, agent2], tasks=tasks, max_rpm=1, verbose=True)
 
     with patch.object(RPMController, "_wait_for_next_minute") as moveon:

tests/cassettes/test_agent_custom_max_iterations.yaml

@@ -2,22 +2,22 @@ interactions:
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     body: '{"messages": [{"role": "system", "content": "You are test role. test backstory\nYour
       personal goal is: test goal\nYou ONLY have access to the following tools, and
-      should NEVER make up tools that are not listed here:\n\nTool Name: get_final_answer(*args:
+      should NEVER make up tools that are not listed here:\n\nTool Name: get_final_answer\nTool
-      Any, **kwargs: Any) -> Any\nTool Description: get_final_answer() - Get the final
+      Arguments: {}\nTool Description: Get the final answer but don''t give it yet,
-      answer but don''t give it yet, just re-use this         tool non-stop. \nTool
+      just re-use this\n        tool non-stop.\n\nUse the following format:\n\nThought:
-      Arguments: {}\n\nUse the following format:\n\nThought: you should always think
+      you should always think about what to do\nAction: the action to take, only one
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+      name of [get_final_answer], just the name, exactly as it''s written.\nAction
-      just the name, exactly as it''s written.\nAction Input: the input to the action,
+      Input: the input to the action, just a simple python dictionary, enclosed in
-      just a simple python dictionary, enclosed in curly braces, using \" to wrap
+      curly braces, using \" to wrap keys and values.\nObservation: the result of
-      keys and values.\nObservation: the result of the action\n\nOnce all necessary
+      the action\n\nOnce all necessary information is gathered:\n\nThought: I now
-      information is gathered:\n\nThought: I now know the final answer\nFinal Answer:
+      know the final answer\nFinal Answer: the final answer to the original input
-      the final answer to the original input question\n"}, {"role": "user", "content":
+      question"}, {"role": "user", "content": "\nCurrent Task: The final answer is
-      "\nCurrent Task: The final answer is 42. But don''t give it yet, instead keep
+      42. But don''t give it yet, instead keep using the `get_final_answer` tool.\n\nThis
-      using the `get_final_answer` tool.\n\nThis is the expect criteria for your final
+      is the expect criteria for your final answer: The final answer\nyou MUST return
-      answer: The final answer\nyou MUST return the actual complete content as the
+      the actual complete content as the final answer, not a summary.\n\nBegin! This
-      final answer, not a summary.\n\nBegin! This is VERY important to you, use the
+      is VERY important to you, use the tools available and give your best Final Answer,
-      tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],
+      your job depends on it!\n\nThought:"}], "model": "gpt-4o", "stop": ["\nObservation:"],
-      "model": "gpt-4o", "stop": ["\nObservation:"]}'
+      "stream": false}'
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+      - 1.52.1
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+      x-stainless-retry-count:
+      - '0'
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+      - 3.12.7
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