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https://github.com/crewAIInc/crewAI.git
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Add tool usage events
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@@ -1,5 +1,7 @@
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import ast
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import datetime
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import os
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import time
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from difflib import SequenceMatcher
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from textwrap import dedent
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from typing import Any, List, Union
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@@ -8,7 +10,10 @@ from crewai.agents.tools_handler import ToolsHandler
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from crewai.task import Task
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from crewai.telemetry import Telemetry
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from crewai.tools.tool_calling import InstructorToolCalling, ToolCalling
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from crewai.tools.tool_usage_events import ToolUsageError, ToolUsageFinished
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from crewai.utilities import I18N, Converter, ConverterError, Printer
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import crewai.utilities.events as events
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agentops = None
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if os.environ.get("AGENTOPS_API_KEY"):
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@@ -126,12 +131,16 @@ class ToolUsage:
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except Exception:
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self.task.increment_tools_errors()
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result = None # type: ignore # Incompatible types in assignment (expression has type "None", variable has type "str")
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started_at = time.time()
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from_cache = False
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result = None # type: ignore # Incompatible types in assignment (expression has type "None", variable has type "str")
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# check if cache is available
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if self.tools_handler.cache:
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result = self.tools_handler.cache.read( # type: ignore # Incompatible types in assignment (expression has type "str | None", variable has type "str")
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tool=calling.tool_name, input=calling.arguments
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)
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from_cache = result is not None
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original_tool = next(
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(ot for ot in self.original_tools if ot.name == tool.name), None
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@@ -163,6 +172,7 @@ class ToolUsage:
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else:
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result = tool.invoke(input={})
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except Exception as e:
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self.on_tool_error(tool=tool, tool_calling=calling, e=e)
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self._run_attempts += 1
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if self._run_attempts > self._max_parsing_attempts:
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self._telemetry.tool_usage_error(llm=self.function_calling_llm)
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@@ -214,6 +224,13 @@ class ToolUsage:
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"tool_args": calling.arguments,
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}
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self.on_tool_use_finished(
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tool=tool,
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tool_calling=calling,
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from_cache=from_cache,
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started_at=started_at,
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)
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if (
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hasattr(original_tool, "result_as_answer")
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and original_tool.result_as_answer # type: ignore # Item "None" of "Any | None" has no attribute "cache_function"
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@@ -431,3 +448,34 @@ class ToolUsage:
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# Reconstruct the JSON string
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new_json_string = "{" + ", ".join(formatted_entries) + "}"
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return new_json_string
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def on_tool_error(self, tool: Any, tool_calling: ToolCalling, e: Exception) -> None:
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event_data = self._prepare_event_data(tool, tool_calling)
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events.emit(
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source=self, event=ToolUsageError(**{**event_data, "error": str(e)})
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)
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def on_tool_use_finished(
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self, tool: Any, tool_calling: ToolCalling, from_cache: bool, started_at: float
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) -> None:
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finished_at = time.time()
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event_data = self._prepare_event_data(tool, tool_calling)
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event_data.update(
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{
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"started_at": datetime.datetime.fromtimestamp(started_at),
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"finished_at": datetime.datetime.fromtimestamp(finished_at),
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"from_cache": from_cache,
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}
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)
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events.emit(source=self, event=ToolUsageFinished(**event_data))
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def _prepare_event_data(self, tool: Any, tool_calling: ToolCalling) -> dict:
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return {
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"agent_key": self.agent.key,
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"agent_role": (self.agent._original_role or self.agent.role),
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"run_attempts": self._run_attempts,
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"delegations": self.task.delegations,
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"tool_name": tool.name,
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"tool_args": tool_calling.arguments,
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"tool_class": tool.__class__.__name__,
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}
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