dify/api/services/metadata_service.py

242 lines
11 KiB
Python

import copy
import datetime
import logging
from typing import Optional
from flask_login import current_user # type: ignore
from core.rag.index_processor.constant.built_in_field import BuiltInField, MetadataDataSource
from extensions.ext_database import db
from extensions.ext_redis import redis_client
from models.dataset import Dataset, DatasetMetadata, DatasetMetadataBinding
from services.dataset_service import DocumentService
from services.entities.knowledge_entities.knowledge_entities import (
MetadataArgs,
MetadataOperationData,
)
class MetadataService:
@staticmethod
def create_metadata(dataset_id: str, metadata_args: MetadataArgs) -> DatasetMetadata:
# check if metadata name already exists
if DatasetMetadata.query.filter_by(
tenant_id=current_user.current_tenant_id, dataset_id=dataset_id, name=metadata_args.name
).first():
raise ValueError("Metadata name already exists.")
for field in BuiltInField:
if field.value == metadata_args.name:
raise ValueError("Metadata name already exists in Built-in fields.")
metadata = DatasetMetadata(
tenant_id=current_user.current_tenant_id,
dataset_id=dataset_id,
type=metadata_args.type,
name=metadata_args.name,
created_by=current_user.id,
)
db.session.add(metadata)
db.session.commit()
return metadata
@staticmethod
def update_metadata_name(dataset_id: str, metadata_id: str, name: str) -> DatasetMetadata: # type: ignore
lock_key = f"dataset_metadata_lock_{dataset_id}"
# check if metadata name already exists
if DatasetMetadata.query.filter_by(
tenant_id=current_user.current_tenant_id, dataset_id=dataset_id, name=name
).first():
raise ValueError("Metadata name already exists.")
for field in BuiltInField:
if field.value == name:
raise ValueError("Metadata name already exists in Built-in fields.")
try:
MetadataService.knowledge_base_metadata_lock_check(dataset_id, None)
metadata = DatasetMetadata.query.filter_by(id=metadata_id).first()
if metadata is None:
raise ValueError("Metadata not found.")
old_name = metadata.name
metadata.name = name
metadata.updated_by = current_user.id
metadata.updated_at = datetime.datetime.now(datetime.UTC).replace(tzinfo=None)
# update related documents
dataset_metadata_bindings = DatasetMetadataBinding.query.filter_by(metadata_id=metadata_id).all()
if dataset_metadata_bindings:
document_ids = [binding.document_id for binding in dataset_metadata_bindings]
documents = DocumentService.get_document_by_ids(document_ids)
for document in documents:
doc_metadata = copy.deepcopy(document.doc_metadata)
value = doc_metadata.pop(old_name, None)
doc_metadata[name] = value
document.doc_metadata = doc_metadata
db.session.add(document)
db.session.commit()
return metadata # type: ignore
except Exception:
logging.exception("Update metadata name failed")
finally:
redis_client.delete(lock_key)
@staticmethod
def delete_metadata(dataset_id: str, metadata_id: str):
lock_key = f"dataset_metadata_lock_{dataset_id}"
try:
MetadataService.knowledge_base_metadata_lock_check(dataset_id, None)
metadata = DatasetMetadata.query.filter_by(id=metadata_id).first()
if metadata is None:
raise ValueError("Metadata not found.")
db.session.delete(metadata)
# deal related documents
dataset_metadata_bindings = DatasetMetadataBinding.query.filter_by(metadata_id=metadata_id).all()
if dataset_metadata_bindings:
document_ids = [binding.document_id for binding in dataset_metadata_bindings]
documents = DocumentService.get_document_by_ids(document_ids)
for document in documents:
doc_metadata = copy.deepcopy(document.doc_metadata)
doc_metadata.pop(metadata.name, None)
document.doc_metadata = doc_metadata
db.session.add(document)
db.session.commit()
return metadata
except Exception:
logging.exception("Delete metadata failed")
finally:
redis_client.delete(lock_key)
@staticmethod
def get_built_in_fields():
return [
{"name": BuiltInField.document_name.value, "type": "string"},
{"name": BuiltInField.uploader.value, "type": "string"},
{"name": BuiltInField.upload_date.value, "type": "time"},
{"name": BuiltInField.last_update_date.value, "type": "time"},
{"name": BuiltInField.source.value, "type": "string"},
]
@staticmethod
def enable_built_in_field(dataset: Dataset):
if dataset.built_in_field_enabled:
return
lock_key = f"dataset_metadata_lock_{dataset.id}"
try:
MetadataService.knowledge_base_metadata_lock_check(dataset.id, None)
dataset.built_in_field_enabled = True
db.session.add(dataset)
documents = DocumentService.get_working_documents_by_dataset_id(dataset.id)
if documents:
for document in documents:
if not document.doc_metadata:
doc_metadata = {}
else:
doc_metadata = copy.deepcopy(document.doc_metadata)
doc_metadata[BuiltInField.document_name.value] = document.name
doc_metadata[BuiltInField.uploader.value] = document.uploader
doc_metadata[BuiltInField.upload_date.value] = document.upload_date.timestamp()
doc_metadata[BuiltInField.last_update_date.value] = document.last_update_date.timestamp()
doc_metadata[BuiltInField.source.value] = MetadataDataSource[document.data_source_type].value
document.doc_metadata = doc_metadata
db.session.add(document)
db.session.commit()
except Exception:
logging.exception("Enable built-in field failed")
finally:
redis_client.delete(lock_key)
@staticmethod
def disable_built_in_field(dataset: Dataset):
if not dataset.built_in_field_enabled:
return
lock_key = f"dataset_metadata_lock_{dataset.id}"
try:
MetadataService.knowledge_base_metadata_lock_check(dataset.id, None)
dataset.built_in_field_enabled = False
db.session.add(dataset)
documents = DocumentService.get_working_documents_by_dataset_id(dataset.id)
document_ids = []
if documents:
for document in documents:
doc_metadata = copy.deepcopy(document.doc_metadata)
doc_metadata.pop(BuiltInField.document_name.value, None)
doc_metadata.pop(BuiltInField.uploader.value, None)
doc_metadata.pop(BuiltInField.upload_date.value, None)
doc_metadata.pop(BuiltInField.last_update_date.value, None)
doc_metadata.pop(BuiltInField.source.value, None)
document.doc_metadata = doc_metadata
db.session.add(document)
document_ids.append(document.id)
db.session.commit()
except Exception:
logging.exception("Disable built-in field failed")
finally:
redis_client.delete(lock_key)
@staticmethod
def update_documents_metadata(dataset: Dataset, metadata_args: MetadataOperationData):
for operation in metadata_args.operation_data:
lock_key = f"document_metadata_lock_{operation.document_id}"
try:
MetadataService.knowledge_base_metadata_lock_check(None, operation.document_id)
document = DocumentService.get_document(dataset.id, operation.document_id)
if document is None:
raise ValueError("Document not found.")
doc_metadata = {}
for metadata_value in operation.metadata_list:
doc_metadata[metadata_value.name] = metadata_value.value
if dataset.built_in_field_enabled:
doc_metadata[BuiltInField.document_name.value] = document.name
doc_metadata[BuiltInField.uploader.value] = document.uploader
doc_metadata[BuiltInField.upload_date.value] = document.upload_date.timestamp()
doc_metadata[BuiltInField.last_update_date.value] = document.last_update_date.timestamp()
doc_metadata[BuiltInField.source.value] = MetadataDataSource[document.data_source_type].value
document.doc_metadata = doc_metadata
db.session.add(document)
db.session.commit()
# deal metadata binding
DatasetMetadataBinding.query.filter_by(document_id=operation.document_id).delete()
for metadata_value in operation.metadata_list:
dataset_metadata_binding = DatasetMetadataBinding(
tenant_id=current_user.current_tenant_id,
dataset_id=dataset.id,
document_id=operation.document_id,
metadata_id=metadata_value.id,
created_by=current_user.id,
)
db.session.add(dataset_metadata_binding)
db.session.commit()
except Exception:
logging.exception("Update documents metadata failed")
finally:
redis_client.delete(lock_key)
@staticmethod
def knowledge_base_metadata_lock_check(dataset_id: Optional[str], document_id: Optional[str]):
if dataset_id:
lock_key = f"dataset_metadata_lock_{dataset_id}"
if redis_client.get(lock_key):
raise ValueError("Another knowledge base metadata operation is running, please wait a moment.")
redis_client.set(lock_key, 1, ex=3600)
if document_id:
lock_key = f"document_metadata_lock_{document_id}"
if redis_client.get(lock_key):
raise ValueError("Another document metadata operation is running, please wait a moment.")
redis_client.set(lock_key, 1, ex=3600)
@staticmethod
def get_dataset_metadatas(dataset: Dataset):
return {
"doc_metadata": [
{
"id": item.get("id"),
"name": item.get("name"),
"type": item.get("type"),
"count": DatasetMetadataBinding.query.filter_by(
metadata_id=item.get("id"), dataset_id=dataset.id
).count(),
}
for item in dataset.doc_metadata or []
if item.get("id") != "built-in"
],
"built_in_field_enabled": dataset.built_in_field_enabled,
}