Processos orquestram a execução de tarefas por agentes, de maneira semelhante à gestão de projetos em equipes humanas.
Esses processos garantem que as tarefas sejam distribuídas e executadas de forma eficiente, alinhadas a uma estratégia predefinida.
Sequencial: Executa tarefas de forma sequencial, garantindo que as tarefas sejam concluídas em uma progressão ordenada.
Hierárquico: Organiza tarefas em uma hierarquia gerencial, onde as tarefas são delegadas e executadas com base numa cadeia de comando estruturada. Um modelo de linguagem de gerente (manager_llm) ou um agente gerente personalizado (manager_agent) deve ser especificado na crew para habilitar o processo hierárquico, facilitando a criação e o gerenciamento de tarefas pelo gerente.
Os processos permitem que agentes individuais atuem como uma unidade coesa, otimizando seus esforços para atingir objetivos comuns com eficiência e coerência.
Para atribuir um processo a uma crew, especifique o tipo de processo ao criar a crew para definir a estratégia de execução. Para um processo hierárquico, garanta a definição de manager_llm ou manager_agent para o agente gerente.
from crewai import Crew, Process# Exemplo: Criando uma crew com processo sequencialcrew = Crew( agents=meus_agentes, tasks=minhas_tarefas, process=Process.sequential)# Exemplo: Criando uma crew com processo hierárquico# Certifique-se de fornecer um manager_llm ou manager_agentcrew = Crew( agents=meus_agentes, tasks=minhas_tarefas, process=Process.hierarchical, manager_llm="gpt-4o" # ou # manager_agent=meu_agente_gerente)
Nota: Certifique-se de que meus_agentes e minhas_tarefas estejam definidos antes de criar o objeto Crew, e para o processo hierárquico, é necessário também fornecer o manager_llm ou manager_agent.
Este método reflete fluxos de trabalho dinâmicos de equipes, progredindo nas tarefas de maneira cuidadosa e sistemática. A execução das tarefas segue a ordem preestabelecida na lista de tarefas, com a saída de uma tarefa servindo de contexto para a próxima.Para personalizar o contexto das tarefas, utilize o parâmetro context na classe Task para especificar as saídas que devem ser usadas como contexto para as tarefas subsequentes.
Emulando uma hierarquia corporativa, o CrewAI permite especificar um agente gerente personalizado ou criar um automaticamente, exigindo a especificação de um modelo de linguagem de gerente (manager_llm). Esse agente supervisiona a execução das tarefas, incluindo planejamento, delegação e validação. As tarefas não são pré-atribuídas; o gerente aloca tarefas aos agentes com base em suas capacidades, revisa as saídas e avalia a conclusão das tarefas.
A classe Process é implementada como uma enumeração (Enum), garantindo segurança de tipo e restringindo os valores de processos aos tipos definidos (sequential, hierarchical).
A colaboração estruturada possibilitada pelos processos dentro do CrewAI é fundamental para permitir o trabalho em equipe sistemático entre agentes.
Esta documentação foi atualizada para refletir os mais recentes recursos e melhorias, garantindo que os usuários tenham acesso às informações mais atuais e abrangentes.
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