了解如何将多个知识库组合成一个。
CombinedKnowledgeBase 将多个知识库合并为一个,适用于您的应用程序需要从多个来源获取信息的情况。
我们在此示例中使用本地 PgVector 数据库。请确保它正在运行
pip install pypdf bs4
from agno.knowledge.combined import CombinedKnowledgeBase
from agno.vectordb.pgvector import PgVector
from agno.knowledge.pdf_url import PDFUrlKnowledgeBase
from agno.knowledge.website import WebsiteKnowledgeBase
from agno.knowledge.pdf import PDFKnowledgeBase
url_pdf_knowledge_base = PDFUrlKnowledgeBase(
urls=["pdf_url"],
# 表名: ai.pdf_documents
vector_db=PgVector(
table_name="pdf_documents",
db_url="postgresql+psycopg://ai:ai@localhost:5532/ai",
),
)
website_knowledge_base = WebsiteKnowledgeBase(
urls=["https://docs.agno.com/introduction"],
# 从种子 URL 跟踪的链接数量
max_links=10,
# 表名: ai.website_documents
vector_db=PgVector(
table_name="website_documents",
db_url="postgresql+psycopg://ai:ai@localhost:5532/ai",
),
)
local_pdf_knowledge_base = PDFKnowledgeBase(
path="data/pdfs",
# 表名: ai.pdf_documents
vector_db=PgVector(
table_name="pdf_documents",
db_url="postgresql+psycopg://ai:ai@localhost:5532/ai",
),
reader=PDFReader(chunk=True),
)
knowledge_base = CombinedKnowledgeBase(
sources=[
url_pdf_knowledge_base,
website_knowledge_base,
local_pdf_knowledge_base,
],
vector_db=PgVector(
# 表名: ai.combined_documents
table_name="combined_documents",
db_url="postgresql+psycopg://ai:ai@localhost:5532/ai",
),
)
然后将 knowledge_base
与 Agent 一起使用:
from agno.agent import Agent
from knowledge_base import knowledge_base
agent = Agent(
knowledge=knowledge_base,
search_knowledge=True,
)
agent.knowledge.load(recreate=False)
agent.print_response("就知识库中的内容问我一些问题")
参数 | 类型 | 默认值 | 描述 |
---|---|---|---|
sources | List[AgentKnowledge] | [] | 知识库列表。 |
CombinedKnowledgeBase
是 AgentKnowledge 类的子类,拥有相同的参数。