langchain-chatchat / server /db /repository /knowledge_file_repository.py
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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(FileDocModel.kb_name.ilike(kb_name))
if file_name:
docs = docs.filter(FileDocModel.file_name.ilike(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(FileDocModel.kb_name.ilike(kb_name))
if file_name:
query = query.filter(FileDocModel.file_name.ilike(file_name))
query.delete(synchronize_session=False)
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}, ...]
'''
#! 这里会出现doc_infos为None的情况,需要进一步排查
if doc_infos is None:
print("输入的server.db.repository.knowledge_file_repository.add_docs_to_db的doc_infos参数为None")
return False
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(KnowledgeFileModel.kb_name.ilike(kb_name)).count()
@with_session
def list_files_from_db(session, kb_name):
files = session.query(KnowledgeFileModel).filter(KnowledgeFileModel.kb_name.ilike(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[Dict] = [], # 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(KnowledgeFileModel.kb_name.ilike(kb_file.kb_name),
KnowledgeFileModel.file_name.ilike(kb_file.filename))
.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(KnowledgeFileModel.file_name.ilike(kb_file.filename),
KnowledgeFileModel.kb_name.ilike(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(KnowledgeBaseModel.kb_name.ilike(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(KnowledgeFileModel.kb_name.ilike(knowledge_base_name)).delete(synchronize_session=False)
session.query(FileDocModel).filter(FileDocModel.kb_name.ilike(knowledge_base_name)).delete(synchronize_session=False)
kb = session.query(KnowledgeBaseModel).filter(KnowledgeBaseModel.kb_name.ilike(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(KnowledgeFileModel.file_name.ilike(kb_file.filename),
KnowledgeFileModel.kb_name.ilike(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(KnowledgeFileModel.file_name.ilike(filename),
KnowledgeFileModel.kb_name.ilike(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 {}