mirror of
https://github.com/crewAIInc/crewAI.git
synced 2026-05-03 16:22:49 +00:00
Adding Multimodal Abilities to Crew (#1805)
* initial fix on delegation tools
* fixing tests for delegations and coding
* Refactor prepare tool and adding initial add images logic
* supporting image tool
* fixing linter
* fix linter
* Making sure multimodal feature support i18n
* fix linter and types
* mixxing translations
* fix types and linter
* Revert "fixing linter"
This reverts commit 2eda5fdeed.
* fix linters
* test
* fix
* fix
* fix linter
* fix
* ignore
* type improvements
This commit is contained in:
@@ -35,6 +35,7 @@ from crewai.tasks.conditional_task import ConditionalTask
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from crewai.tasks.task_output import TaskOutput
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from crewai.telemetry import Telemetry
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from crewai.tools.agent_tools.agent_tools import AgentTools
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from crewai.tools.base_tool import Tool
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from crewai.types.usage_metrics import UsageMetrics
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from crewai.utilities import I18N, FileHandler, Logger, RPMController
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from crewai.utilities.constants import TRAINING_DATA_FILE
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@@ -533,9 +534,6 @@ class Crew(BaseModel):
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if not agent.function_calling_llm: # type: ignore # "BaseAgent" has no attribute "function_calling_llm"
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agent.function_calling_llm = self.function_calling_llm # type: ignore # "BaseAgent" has no attribute "function_calling_llm"
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if agent.allow_code_execution: # type: ignore # BaseAgent" has no attribute "allow_code_execution"
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agent.tools += agent.get_code_execution_tools() # type: ignore # "BaseAgent" has no attribute "get_code_execution_tools"; maybe "get_delegation_tools"?
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if not agent.step_callback: # type: ignore # "BaseAgent" has no attribute "step_callback"
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agent.step_callback = self.step_callback # type: ignore # "BaseAgent" has no attribute "step_callback"
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@@ -672,7 +670,6 @@ class Crew(BaseModel):
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)
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manager.tools = []
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raise Exception("Manager agent should not have tools")
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manager.tools = self.manager_agent.get_delegation_tools(self.agents)
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else:
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self.manager_llm = (
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getattr(self.manager_llm, "model_name", None)
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@@ -684,6 +681,7 @@ class Crew(BaseModel):
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goal=i18n.retrieve("hierarchical_manager_agent", "goal"),
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backstory=i18n.retrieve("hierarchical_manager_agent", "backstory"),
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tools=AgentTools(agents=self.agents).tools(),
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allow_delegation=True,
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llm=self.manager_llm,
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verbose=self.verbose,
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)
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@@ -726,7 +724,14 @@ class Crew(BaseModel):
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f"No agent available for task: {task.description}. Ensure that either the task has an assigned agent or a manager agent is provided."
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)
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self._prepare_agent_tools(task)
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# Determine which tools to use - task tools take precedence over agent tools
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tools_for_task = task.tools or agent_to_use.tools or []
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tools_for_task = self._prepare_tools(
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agent_to_use,
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task,
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tools_for_task
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)
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self._log_task_start(task, agent_to_use.role)
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if isinstance(task, ConditionalTask):
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@@ -743,7 +748,7 @@ class Crew(BaseModel):
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future = task.execute_async(
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agent=agent_to_use,
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context=context,
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tools=agent_to_use.tools,
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tools=tools_for_task,
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)
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futures.append((task, future, task_index))
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else:
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@@ -755,7 +760,7 @@ class Crew(BaseModel):
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task_output = task.execute_sync(
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agent=agent_to_use,
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context=context,
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tools=agent_to_use.tools,
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tools=tools_for_task,
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)
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task_outputs = [task_output]
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self._process_task_result(task, task_output)
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@@ -792,45 +797,67 @@ class Crew(BaseModel):
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return skipped_task_output
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return None
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def _prepare_agent_tools(self, task: Task):
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if self.process == Process.hierarchical:
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if self.manager_agent:
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self._update_manager_tools(task)
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else:
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raise ValueError("Manager agent is required for hierarchical process.")
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elif task.agent and task.agent.allow_delegation:
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self._add_delegation_tools(task)
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def _prepare_tools(self, agent: BaseAgent, task: Task, tools: List[Tool]) -> List[Tool]:
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# Add delegation tools if agent allows delegation
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if agent.allow_delegation:
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if self.process == Process.hierarchical:
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if self.manager_agent:
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tools = self._update_manager_tools(task, tools)
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else:
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raise ValueError("Manager agent is required for hierarchical process.")
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elif agent and agent.allow_delegation:
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tools = self._add_delegation_tools(task, tools)
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# Add code execution tools if agent allows code execution
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if agent.allow_code_execution:
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tools = self._add_code_execution_tools(agent, tools)
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if agent and agent.multimodal:
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tools = self._add_multimodal_tools(agent, tools)
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return tools
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def _get_agent_to_use(self, task: Task) -> Optional[BaseAgent]:
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if self.process == Process.hierarchical:
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return self.manager_agent
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return task.agent
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def _add_delegation_tools(self, task: Task):
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def _merge_tools(self, existing_tools: List[Tool], new_tools: List[Tool]) -> List[Tool]:
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"""Merge new tools into existing tools list, avoiding duplicates by tool name."""
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if not new_tools:
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return existing_tools
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# Create mapping of tool names to new tools
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new_tool_map = {tool.name: tool for tool in new_tools}
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# Remove any existing tools that will be replaced
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tools = [tool for tool in existing_tools if tool.name not in new_tool_map]
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# Add all new tools
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tools.extend(new_tools)
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return tools
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def _inject_delegation_tools(self, tools: List[Tool], task_agent: BaseAgent, agents: List[BaseAgent]):
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delegation_tools = task_agent.get_delegation_tools(agents)
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return self._merge_tools(tools, delegation_tools)
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def _add_multimodal_tools(self, agent: BaseAgent, tools: List[Tool]):
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multimodal_tools = agent.get_multimodal_tools()
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return self._merge_tools(tools, multimodal_tools)
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def _add_code_execution_tools(self, agent: BaseAgent, tools: List[Tool]):
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code_tools = agent.get_code_execution_tools()
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return self._merge_tools(tools, code_tools)
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def _add_delegation_tools(self, task: Task, tools: List[Tool]):
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agents_for_delegation = [agent for agent in self.agents if agent != task.agent]
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if len(self.agents) > 1 and len(agents_for_delegation) > 0 and task.agent:
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delegation_tools = task.agent.get_delegation_tools(agents_for_delegation)
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# Add tools if they are not already in task.tools
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for new_tool in delegation_tools:
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# Find the index of the tool with the same name
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existing_tool_index = next(
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(
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index
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for index, tool in enumerate(task.tools or [])
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if tool.name == new_tool.name
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),
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None,
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)
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if not task.tools:
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task.tools = []
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if existing_tool_index is not None:
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# Replace the existing tool
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task.tools[existing_tool_index] = new_tool
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else:
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# Add the new tool
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task.tools.append(new_tool)
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if not tools:
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tools = []
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tools = self._inject_delegation_tools(tools, task.agent, agents_for_delegation)
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return tools
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def _log_task_start(self, task: Task, role: str = "None"):
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if self.output_log_file:
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@@ -838,14 +865,13 @@ class Crew(BaseModel):
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task_name=task.name, task=task.description, agent=role, status="started"
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)
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def _update_manager_tools(self, task: Task):
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def _update_manager_tools(self, task: Task, tools: List[Tool]):
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if self.manager_agent:
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if task.agent:
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self.manager_agent.tools = task.agent.get_delegation_tools([task.agent])
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tools = self._inject_delegation_tools(tools, task.agent, [task.agent])
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else:
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self.manager_agent.tools = self.manager_agent.get_delegation_tools(
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self.agents
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)
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tools = self._inject_delegation_tools(tools, self.manager_agent, self.agents)
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return tools
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def _get_context(self, task: Task, task_outputs: List[TaskOutput]):
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context = (
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