Langchain-Chatchat/server/db/repository/knowledge_file_repository.py
liunux4odoo 55e417a263 升级注意
数据库表发生变化,需要重建知识库

 新功能
- 增加FileDocModel库表,存储知识文件与向量库Document ID对应关系以及元数据,便于检索向量库
- 增加FileDocModel对应的数据库操作函数(这些函数主要是给KBService调用,用户一般无需使用):
  - list_docs_from_db: 根据知识库名称、文件名称、元数据检索对应的Document IDs
  - delete_docs_from_db: 根据知识库名称、文件名称删除对应的file-doc映射
  - add_docs_to_db: 添加对应的file-doc映射
- KBService增加list_docs方法,可以根据文件名、元数据检索Document。当前仅支持FAISS,待milvus/pg实现get_doc_by_id方法后即自动支持。
- 去除server.utils对torch的依赖

 待完善
- milvus/pg kb_service需要实现get_doc_by_id方法
2023-09-01 22:54:57 +08:00

175 lines
6.2 KiB
Python
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

from server.db.models.knowledge_base_model import KnowledgeBaseModel
from server.db.models.knowledge_file_model import KnowledgeFileModel, FileDocModel
from server.db.session import with_session
from server.knowledge_base.utils import KnowledgeFile
from typing import List, Dict
@with_session
def list_docs_from_db(session,
kb_name: str,
file_name: str = None,
metadata: Dict = {},
) -> List[Dict]:
'''
列出某知识库某文件对应的所有Document。
返回形式:[{"id": str, "metadata": dict}, ...]
'''
docs = session.query(FileDocModel).filter_by(kb_name=kb_name)
if file_name:
docs = docs.filter_by(file_name=file_name)
for k, v in metadata.items():
docs = docs.filter(FileDocModel.meta_data[k].as_string()==str(v))
return [{"id": x.doc_id, "metadata": x.metadata} for x in docs.all()]
@with_session
def delete_docs_from_db(session,
kb_name: str,
file_name: str = None,
) -> List[Dict]:
'''
删除某知识库某文件对应的所有Document并返回被删除的Document。
返回形式:[{"id": str, "metadata": dict}, ...]
'''
docs = list_docs_from_db(kb_name=kb_name, file_name=file_name)
query = session.query(FileDocModel).filter_by(kb_name=kb_name)
if file_name:
query = query.filter_by(file_name=file_name)
query.delete()
session.commit()
return docs
@with_session
def add_docs_to_db(session,
kb_name: str,
file_name: str,
doc_infos: List[Dict]):
'''
将某知识库某文件对应的所有Document信息添加到数据库。
doc_infos形式[{"id": str, "metadata": dict}, ...]
'''
for d in doc_infos:
obj = FileDocModel(
kb_name=kb_name,
file_name=file_name,
doc_id=d["id"],
meta_data=d["metadata"],
)
session.add(obj)
return True
@with_session
def count_files_from_db(session, kb_name: str) -> int:
return session.query(KnowledgeFileModel).filter_by(kb_name=kb_name).count()
@with_session
def list_files_from_db(session, kb_name):
files = session.query(KnowledgeFileModel).filter_by(kb_name=kb_name).all()
docs = [f.file_name for f in files]
return docs
@with_session
def add_file_to_db(session,
kb_file: KnowledgeFile,
docs_count: int = 0,
custom_docs: bool = False,
doc_infos: List[str] = [], # 形式:[{"id": str, "metadata": dict}, ...]
):
kb = session.query(KnowledgeBaseModel).filter_by(kb_name=kb_file.kb_name).first()
if kb:
# 如果已经存在该文件,则更新文件信息与版本号
existing_file: KnowledgeFileModel = (session.query(KnowledgeFileModel)
.filter_by(file_name=kb_file.filename,
kb_name=kb_file.kb_name)
.first())
mtime = kb_file.get_mtime()
size = kb_file.get_size()
if existing_file:
existing_file.file_mtime = mtime
existing_file.file_size = size
existing_file.docs_count = docs_count
existing_file.custom_docs = custom_docs
existing_file.file_version += 1
# 否则,添加新文件
else:
new_file = KnowledgeFileModel(
file_name=kb_file.filename,
file_ext=kb_file.ext,
kb_name=kb_file.kb_name,
document_loader_name=kb_file.document_loader_name,
text_splitter_name=kb_file.text_splitter_name or "SpacyTextSplitter",
file_mtime=mtime,
file_size=size,
docs_count = docs_count,
custom_docs=custom_docs,
)
kb.file_count += 1
session.add(new_file)
add_docs_to_db(kb_name=kb_file.kb_name, file_name=kb_file.filename, doc_infos=doc_infos)
return True
@with_session
def delete_file_from_db(session, kb_file: KnowledgeFile):
existing_file = session.query(KnowledgeFileModel).filter_by(file_name=kb_file.filename,
kb_name=kb_file.kb_name).first()
if existing_file:
session.delete(existing_file)
delete_docs_from_db(kb_name=kb_file.kb_name, file_name=kb_file.filename)
session.commit()
kb = session.query(KnowledgeBaseModel).filter_by(kb_name=kb_file.kb_name).first()
if kb:
kb.file_count -= 1
session.commit()
return True
@with_session
def delete_files_from_db(session, knowledge_base_name: str):
session.query(KnowledgeFileModel).filter_by(kb_name=knowledge_base_name).delete()
session.query(FileDocModel).filter_by(kb_name=knowledge_base_name).delete()
kb = session.query(KnowledgeBaseModel).filter_by(kb_name=knowledge_base_name).first()
if kb:
kb.file_count = 0
session.commit()
return True
@with_session
def file_exists_in_db(session, kb_file: KnowledgeFile):
existing_file = session.query(KnowledgeFileModel).filter_by(file_name=kb_file.filename,
kb_name=kb_file.kb_name).first()
return True if existing_file else False
@with_session
def get_file_detail(session, kb_name: str, filename: str) -> dict:
file: KnowledgeFileModel = (session.query(KnowledgeFileModel)
.filter_by(file_name=filename,
kb_name=kb_name).first())
if file:
return {
"kb_name": file.kb_name,
"file_name": file.file_name,
"file_ext": file.file_ext,
"file_version": file.file_version,
"document_loader": file.document_loader_name,
"text_splitter": file.text_splitter_name,
"create_time": file.create_time,
"file_mtime": file.file_mtime,
"file_size": file.file_size,
"custom_docs": file.custom_docs,
"docs_count": file.docs_count,
}
else:
return {}