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Update crew.py
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crew.py
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# https://ai.google.dev/gemini-api/docs
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import os
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import
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from crewai import Agent, Crew, Process, Task
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from crewai.agents.agent_builder.base_agent import BaseAgent
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from crewai.project import CrewBase, agent, crew, task
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from google import genai
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from google.genai import types
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from openinference.instrumentation.crewai import CrewAIInstrumentor
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from phoenix.otel import register
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from tools.ai_tools import AITools
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from tools.arithmetic_tools import ArithmeticTools
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from typing import List
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from utils import
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read_file_json,
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read_docx_text,
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read_pptx_text,
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is_ext
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)
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## LLMs
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MANAGER_MODEL
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AGENT_MODEL
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FINAL_ANSWER_MODEL
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# LLM evaluation
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)
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@agent
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def
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return Agent(
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config=self.agents_config["
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allow_delegation=False,
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llm=AGENT_MODEL,
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max_iter=3,
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tools=[AITools.
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verbose=True
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)
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@agent
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def
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return Agent(
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config=self.agents_config["
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allow_delegation=False,
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llm=AGENT_MODEL,
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max_iter=3,
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tools=[AITools.
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verbose=True
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)
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final_question = question
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if file_path:
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if is_ext(file_path, ".csv") or
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json_data = read_file_json(file_path)
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final_question = f"{question} JSON data:\n{json_data}."
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else:
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# https://ai.google.dev/gemini-api/docs
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import os
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from crewai import Agent, Crew, Task
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from crewai.agents.agent_builder.base_agent import BaseAgent
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from crewai.project import CrewBase, agent, crew, task
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from google import genai
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from openinference.instrumentation.crewai import CrewAIInstrumentor
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from phoenix.otel import register
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from tools.ai_tools import AITools
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from tools.arithmetic_tools import ArithmeticTools
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from typing import List
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from utils import read_file_json, is_ext
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## LLMs
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MANAGER_MODEL = "gpt-4.5-preview"
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AGENT_MODEL = "gpt-4.1-mini"
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FINAL_ANSWER_MODEL = "gemini-2.5-pro-preview-03-25"
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# LLM evaluation
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)
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@agent
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def code_generation_agent(self) -> Agent:
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return Agent(
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config=self.agents_config["code_generation_agent"],
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allow_delegation=False,
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llm=AGENT_MODEL,
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max_iter=3,
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tools=[AITools.code_generation_tool],
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verbose=True
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)
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@agent
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def code_execution_agent(self) -> Agent:
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return Agent(
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config=self.agents_config["code_execution_agent"],
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allow_delegation=False,
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llm=AGENT_MODEL,
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max_iter=3,
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tools=[AITools.code_execution_tool],
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verbose=True
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)
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final_question = question
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if file_path:
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if is_ext(file_path, ".csv") or
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is_ext(file_path, ".xls") or
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is_ext(file_path, ".xlsx") or
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is_ext(file_path, ".json") or is_ext(file_path, ".jsonl"):
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json_data = read_file_json(file_path)
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final_question = f"{question} JSON data:\n{json_data}."
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else:
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