|
|
|
|
@ -15,26 +15,26 @@ from extensions.ext_database import db
|
|
|
|
|
from models.dataset import (
|
|
|
|
|
Dataset,
|
|
|
|
|
Document,
|
|
|
|
|
ExternalApiTemplates,
|
|
|
|
|
ExternalKnowledgeApis,
|
|
|
|
|
ExternalKnowledgeBindings,
|
|
|
|
|
)
|
|
|
|
|
from models.model import UploadFile
|
|
|
|
|
from services.entities.external_knowledge_entities.external_knowledge_entities import ApiTemplateSetting, Authorization
|
|
|
|
|
from services.entities.external_knowledge_entities.external_knowledge_entities import ExternalKnowledgeApiSetting, Authorization
|
|
|
|
|
from services.errors.dataset import DatasetNameDuplicateError
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
class ExternalDatasetService:
|
|
|
|
|
@staticmethod
|
|
|
|
|
def get_external_api_templates(page, per_page, tenant_id, search=None) -> tuple[list[ExternalApiTemplates], int]:
|
|
|
|
|
query = ExternalApiTemplates.query.filter(ExternalApiTemplates.tenant_id == tenant_id).order_by(
|
|
|
|
|
ExternalApiTemplates.created_at.desc()
|
|
|
|
|
def get_external_knowledge_api(page, per_page, tenant_id, search=None) -> tuple[list[ExternalKnowledgeApis], int]:
|
|
|
|
|
query = ExternalKnowledgeApis.query.filter(ExternalKnowledgeApis.tenant_id == tenant_id).order_by(
|
|
|
|
|
ExternalKnowledgeApis.created_at.desc()
|
|
|
|
|
)
|
|
|
|
|
if search:
|
|
|
|
|
query = query.filter(ExternalApiTemplates.name.ilike(f"%{search}%"))
|
|
|
|
|
query = query.filter(ExternalKnowledgeApis.name.ilike(f"%{search}%"))
|
|
|
|
|
|
|
|
|
|
api_templates = query.paginate(page=page, per_page=per_page, max_per_page=100, error_out=False)
|
|
|
|
|
external_knowledge_apis = query.paginate(page=page, per_page=per_page, max_per_page=100, error_out=False)
|
|
|
|
|
|
|
|
|
|
return api_templates.items, api_templates.total
|
|
|
|
|
return external_knowledge_apis.items, external_knowledge_apis.total
|
|
|
|
|
|
|
|
|
|
@classmethod
|
|
|
|
|
def validate_api_list(cls, api_settings: dict):
|
|
|
|
|
@ -46,8 +46,8 @@ class ExternalDatasetService:
|
|
|
|
|
raise ValueError("api_key is required")
|
|
|
|
|
|
|
|
|
|
@staticmethod
|
|
|
|
|
def create_api_template(tenant_id: str, user_id: str, args: dict) -> ExternalApiTemplates:
|
|
|
|
|
api_template = ExternalApiTemplates(
|
|
|
|
|
def create_external_knowledge_api(tenant_id: str, user_id: str, args: dict) -> ExternalKnowledgeApis:
|
|
|
|
|
external_knowledge_api = ExternalKnowledgeApis(
|
|
|
|
|
tenant_id=tenant_id,
|
|
|
|
|
created_by=user_id,
|
|
|
|
|
updated_by=user_id,
|
|
|
|
|
@ -56,41 +56,41 @@ class ExternalDatasetService:
|
|
|
|
|
settings=json.dumps(args.get("settings"), ensure_ascii=False),
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
db.session.add(api_template)
|
|
|
|
|
db.session.add(external_knowledge_api)
|
|
|
|
|
db.session.commit()
|
|
|
|
|
return api_template
|
|
|
|
|
return external_knowledge_api
|
|
|
|
|
|
|
|
|
|
@staticmethod
|
|
|
|
|
def get_api_template(external_knowledge_api_id: str) -> ExternalApiTemplates:
|
|
|
|
|
return ExternalApiTemplates.query.filter_by(id=external_knowledge_api_id).first()
|
|
|
|
|
def get_external_knowledge_api(external_knowledge_api_id: str) -> ExternalKnowledgeApis:
|
|
|
|
|
return ExternalKnowledgeApis.query.filter_by(id=external_knowledge_api_id).first()
|
|
|
|
|
|
|
|
|
|
@staticmethod
|
|
|
|
|
def update_api_template(tenant_id, user_id, external_knowledge_api_id, args) -> ExternalApiTemplates:
|
|
|
|
|
api_template = ExternalApiTemplates.query.filter_by(id=external_knowledge_api_id, tenant_id=tenant_id).first()
|
|
|
|
|
if api_template is None:
|
|
|
|
|
def update_external_knowledge_api(tenant_id, user_id, external_knowledge_api_id, args) -> ExternalKnowledgeApis:
|
|
|
|
|
external_knowledge_api = ExternalKnowledgeApis.query.filter_by(id=external_knowledge_api_id, tenant_id=tenant_id).first()
|
|
|
|
|
if external_knowledge_api is None:
|
|
|
|
|
raise ValueError("api template not found")
|
|
|
|
|
|
|
|
|
|
api_template.name = args.get("name")
|
|
|
|
|
api_template.description = args.get("description", "")
|
|
|
|
|
api_template.settings = json.dumps(args.get("settings"), ensure_ascii=False)
|
|
|
|
|
api_template.updated_by = user_id
|
|
|
|
|
api_template.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
|
|
|
|
|
external_knowledge_api.name = args.get("name")
|
|
|
|
|
external_knowledge_api.description = args.get("description", "")
|
|
|
|
|
external_knowledge_api.settings = json.dumps(args.get("settings"), ensure_ascii=False)
|
|
|
|
|
external_knowledge_api.updated_by = user_id
|
|
|
|
|
external_knowledge_api.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
|
|
|
|
|
db.session.commit()
|
|
|
|
|
|
|
|
|
|
return api_template
|
|
|
|
|
return external_knowledge_api
|
|
|
|
|
|
|
|
|
|
@staticmethod
|
|
|
|
|
def delete_api_template(tenant_id: str, external_knowledge_api_id: str):
|
|
|
|
|
api_template = ExternalApiTemplates.query.filter_by(id=external_knowledge_api_id, tenant_id=tenant_id).first()
|
|
|
|
|
if api_template is None:
|
|
|
|
|
def delete_external_knowledge_api(tenant_id: str, external_knowledge_api_id: str):
|
|
|
|
|
external_knowledge_api = ExternalKnowledgeApis.query.filter_by(id=external_knowledge_api_id, tenant_id=tenant_id).first()
|
|
|
|
|
if external_knowledge_api is None:
|
|
|
|
|
raise ValueError("api template not found")
|
|
|
|
|
|
|
|
|
|
db.session.delete(api_template)
|
|
|
|
|
db.session.delete(external_knowledge_api)
|
|
|
|
|
db.session.commit()
|
|
|
|
|
|
|
|
|
|
@staticmethod
|
|
|
|
|
def external_api_template_use_check(external_knowledge_api_id: str) -> tuple[bool, int]:
|
|
|
|
|
count = ExternalKnowledgeBindings.query.filter_by(external_api_template_id=external_knowledge_api_id).count()
|
|
|
|
|
def external_knowledge_api_use_check(external_knowledge_api_id: str) -> tuple[bool, int]:
|
|
|
|
|
count = ExternalKnowledgeBindings.query.filter_by(external_knowledge_api_id=external_knowledge_api_id).count()
|
|
|
|
|
if count > 0:
|
|
|
|
|
return True, count
|
|
|
|
|
return False, 0
|
|
|
|
|
@ -105,11 +105,11 @@ class ExternalDatasetService:
|
|
|
|
|
return external_knowledge_binding
|
|
|
|
|
|
|
|
|
|
@staticmethod
|
|
|
|
|
def document_create_args_validate(tenant_id: str, api_template_id: str, process_parameter: dict):
|
|
|
|
|
api_template = ExternalApiTemplates.query.filter_by(id=api_template_id, tenant_id=tenant_id).first()
|
|
|
|
|
if api_template is None:
|
|
|
|
|
def document_create_args_validate(tenant_id: str, external_knowledge_api_id: str, process_parameter: dict):
|
|
|
|
|
external_knowledge_api = ExternalKnowledgeApis.query.filter_by(id=external_knowledge_api_id, tenant_id=tenant_id).first()
|
|
|
|
|
if external_knowledge_api is None:
|
|
|
|
|
raise ValueError("api template not found")
|
|
|
|
|
settings = json.loads(api_template.settings)
|
|
|
|
|
settings = json.loads(external_knowledge_api.settings)
|
|
|
|
|
for setting in settings:
|
|
|
|
|
custom_parameters = setting.get("document_process_setting")
|
|
|
|
|
if custom_parameters:
|
|
|
|
|
@ -119,15 +119,15 @@ class ExternalDatasetService:
|
|
|
|
|
|
|
|
|
|
@staticmethod
|
|
|
|
|
def init_external_dataset(tenant_id: str, user_id: str, args: dict, created_from: str = "web"):
|
|
|
|
|
api_template_id = args.get("api_template_id")
|
|
|
|
|
external_knowledge_api_id = args.get("external_knowledge_api_id")
|
|
|
|
|
|
|
|
|
|
data_source = args.get("data_source")
|
|
|
|
|
if data_source is None:
|
|
|
|
|
raise ValueError("data source is required")
|
|
|
|
|
|
|
|
|
|
process_parameter = args.get("process_parameter")
|
|
|
|
|
api_template = ExternalApiTemplates.query.filter_by(id=api_template_id, tenant_id=tenant_id).first()
|
|
|
|
|
if api_template is None:
|
|
|
|
|
external_knowledge_api = ExternalKnowledgeApis.query.filter_by(id=external_knowledge_api_id, tenant_id=tenant_id).first()
|
|
|
|
|
if external_knowledge_api is None:
|
|
|
|
|
raise ValueError("api template not found")
|
|
|
|
|
|
|
|
|
|
dataset = Dataset(
|
|
|
|
|
@ -175,12 +175,12 @@ class ExternalDatasetService:
|
|
|
|
|
db.session.flush()
|
|
|
|
|
document_ids.append(document.id)
|
|
|
|
|
db.session.commit()
|
|
|
|
|
# external_document_indexing_task.delay(dataset.id, api_template_id, data_source, process_parameter)
|
|
|
|
|
# external_document_indexing_task.delay(dataset.id, external_knowledge_api_id, data_source, process_parameter)
|
|
|
|
|
|
|
|
|
|
return dataset
|
|
|
|
|
|
|
|
|
|
@staticmethod
|
|
|
|
|
def process_external_api(settings: ApiTemplateSetting, files: Union[None, dict[str, Any]]) -> httpx.Response:
|
|
|
|
|
def process_external_api(settings: ExternalKnowledgeApiSetting, files: Union[None, dict[str, Any]]) -> httpx.Response:
|
|
|
|
|
"""
|
|
|
|
|
do http request depending on api bundle
|
|
|
|
|
"""
|
|
|
|
|
@ -222,19 +222,19 @@ class ExternalDatasetService:
|
|
|
|
|
return headers
|
|
|
|
|
|
|
|
|
|
@staticmethod
|
|
|
|
|
def get_api_template_settings(settings: dict) -> ApiTemplateSetting:
|
|
|
|
|
return ApiTemplateSetting.parse_obj(settings)
|
|
|
|
|
def get_external_knowledge_api_settings(settings: dict) -> ExternalKnowledgeApiSetting:
|
|
|
|
|
return ExternalKnowledgeApiSetting.parse_obj(settings)
|
|
|
|
|
|
|
|
|
|
@staticmethod
|
|
|
|
|
def create_external_dataset(tenant_id: str, user_id: str, args: dict) -> Dataset:
|
|
|
|
|
# check if dataset name already exists
|
|
|
|
|
if Dataset.query.filter_by(name=args.get("name"), tenant_id=tenant_id).first():
|
|
|
|
|
raise DatasetNameDuplicateError(f"Dataset with name {args.get('name')} already exists.")
|
|
|
|
|
api_template = ExternalApiTemplates.query.filter_by(
|
|
|
|
|
id=args.get("external_api_template_id"), tenant_id=tenant_id
|
|
|
|
|
external_knowledge_api = ExternalKnowledgeApis.query.filter_by(
|
|
|
|
|
id=args.get("external_knowledge_api_id"), tenant_id=tenant_id
|
|
|
|
|
).first()
|
|
|
|
|
|
|
|
|
|
if api_template is None:
|
|
|
|
|
if external_knowledge_api is None:
|
|
|
|
|
raise ValueError("api template not found")
|
|
|
|
|
|
|
|
|
|
dataset = Dataset(
|
|
|
|
|
@ -252,7 +252,7 @@ class ExternalDatasetService:
|
|
|
|
|
external_knowledge_binding = ExternalKnowledgeBindings(
|
|
|
|
|
tenant_id=tenant_id,
|
|
|
|
|
dataset_id=dataset.id,
|
|
|
|
|
external_api_template_id=args.get("external_api_template_id"),
|
|
|
|
|
external_knowledge_api_id=args.get("external_knowledge_api_id"),
|
|
|
|
|
external_knowledge_id=args.get("external_knowledge_id"),
|
|
|
|
|
created_by=user_id,
|
|
|
|
|
)
|
|
|
|
|
@ -272,13 +272,13 @@ class ExternalDatasetService:
|
|
|
|
|
if not external_knowledge_binding:
|
|
|
|
|
raise ValueError("external knowledge binding not found")
|
|
|
|
|
|
|
|
|
|
external_api_template = ExternalApiTemplates.query.filter_by(
|
|
|
|
|
id=external_knowledge_binding.external_api_template_id
|
|
|
|
|
external_knowledge_api = ExternalKnowledgeApis.query.filter_by(
|
|
|
|
|
id=external_knowledge_binding.external_knowledge_api_id
|
|
|
|
|
).first()
|
|
|
|
|
if not external_api_template:
|
|
|
|
|
if not external_knowledge_api:
|
|
|
|
|
raise ValueError("external api template not found")
|
|
|
|
|
|
|
|
|
|
settings = json.loads(external_api_template.settings)
|
|
|
|
|
settings = json.loads(external_knowledge_api.settings)
|
|
|
|
|
headers = {"Content-Type": "application/json"}
|
|
|
|
|
if settings.get("api_key"):
|
|
|
|
|
headers["Authorization"] = f"Bearer {settings.get('api_key')}"
|
|
|
|
|
@ -286,13 +286,13 @@ class ExternalDatasetService:
|
|
|
|
|
external_retrieval_parameters["query"] = query
|
|
|
|
|
external_retrieval_parameters["external_knowledge_id"] = external_knowledge_binding.external_knowledge_id
|
|
|
|
|
|
|
|
|
|
api_template_setting = {
|
|
|
|
|
external_knowledge_api_setting = {
|
|
|
|
|
"url": f"{settings.get('endpoint')}/dify/external-knowledge/retrieval-documents",
|
|
|
|
|
"request_method": "post",
|
|
|
|
|
"headers": headers,
|
|
|
|
|
"params": external_retrieval_parameters,
|
|
|
|
|
}
|
|
|
|
|
response = ExternalDatasetService.process_external_api(ApiTemplateSetting(**api_template_setting), None)
|
|
|
|
|
response = ExternalDatasetService.process_external_api(ExternalKnowledgeApiSetting(**external_knowledge_api_setting), None)
|
|
|
|
|
if response.status_code == 200:
|
|
|
|
|
return response.json()
|
|
|
|
|
return []
|
|
|
|
|
|
jyong
2 years ago