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@@ -1,7 +1,6 @@
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from flask_login import current_user
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from flask_restful import reqparse, marshal
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from werkzeug.exceptions import NotFound
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-
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from controllers.service_api import api
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from controllers.service_api.app.error import ProviderNotInitializeError
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from controllers.service_api.wraps import DatasetApiResource
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@@ -9,8 +8,8 @@ from core.model_providers.error import ProviderTokenNotInitError, LLMBadRequestE
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from core.model_providers.model_factory import ModelFactory
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from extensions.ext_database import db
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from fields.segment_fields import segment_fields
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-from models.dataset import Dataset
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-from services.dataset_service import DocumentService, SegmentService
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+from models.dataset import Dataset, DocumentSegment
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+from services.dataset_service import DatasetService, DocumentService, SegmentService
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class SegmentApi(DatasetApiResource):
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@@ -24,6 +23,8 @@ class SegmentApi(DatasetApiResource):
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Dataset.tenant_id == tenant_id,
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Dataset.id == dataset_id
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).first()
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+ if not dataset:
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+ raise NotFound('Dataset not found.')
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# check document
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document_id = str(document_id)
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document = DocumentService.get_document(dataset.id, document_id)
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@@ -55,5 +56,146 @@ class SegmentApi(DatasetApiResource):
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'doc_form': document.doc_form
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}, 200
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+ def get(self, tenant_id, dataset_id, document_id):
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+ """Create single segment."""
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+ # check dataset
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+ dataset_id = str(dataset_id)
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+ tenant_id = str(tenant_id)
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+ dataset = db.session.query(Dataset).filter(
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+ Dataset.tenant_id == tenant_id,
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+ Dataset.id == dataset_id
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+ ).first()
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+ if not dataset:
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+ raise NotFound('Dataset not found.')
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+ # check document
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+ document_id = str(document_id)
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+ document = DocumentService.get_document(dataset.id, document_id)
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+ if not document:
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+ raise NotFound('Document not found.')
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+ # check embedding model setting
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+ if dataset.indexing_technique == 'high_quality':
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+ try:
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+ ModelFactory.get_embedding_model(
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+ tenant_id=current_user.current_tenant_id,
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+ model_provider_name=dataset.embedding_model_provider,
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+ model_name=dataset.embedding_model
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+ )
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+ except LLMBadRequestError:
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+ raise ProviderNotInitializeError(
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+ f"No Embedding Model available. Please configure a valid provider "
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+ f"in the Settings -> Model Provider.")
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+ except ProviderTokenNotInitError as ex:
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+ raise ProviderNotInitializeError(ex.description)
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+
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+ parser = reqparse.RequestParser()
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+ parser.add_argument('status', type=str,
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+ action='append', default=[], location='args')
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+ parser.add_argument('keyword', type=str, default=None, location='args')
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+ args = parser.parse_args()
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+
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+ status_list = args['status']
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+ keyword = args['keyword']
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+
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+ query = DocumentSegment.query.filter(
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+ DocumentSegment.document_id == str(document_id),
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+ DocumentSegment.tenant_id == current_user.current_tenant_id
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+ )
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+
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+ if status_list:
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+ query = query.filter(DocumentSegment.status.in_(status_list))
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+
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+ if keyword:
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+ query = query.where(DocumentSegment.content.ilike(f'%{keyword}%'))
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+
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+ total = query.count()
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+ segments = query.order_by(DocumentSegment.position).all()
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+ return {
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+ 'data': marshal(segments, segment_fields),
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+ 'doc_form': document.doc_form,
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+ 'total': total
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+ }, 200
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+
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+
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+class DatasetSegmentApi(DatasetApiResource):
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+ def delete(self, tenant_id, dataset_id, document_id, segment_id):
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+ # check dataset
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+ dataset_id = str(dataset_id)
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+ tenant_id = str(tenant_id)
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+ dataset = db.session.query(Dataset).filter(
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+ Dataset.tenant_id == tenant_id,
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+ Dataset.id == dataset_id
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+ ).first()
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+ if not dataset:
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+ raise NotFound('Dataset not found.')
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+ # check user's model setting
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+ DatasetService.check_dataset_model_setting(dataset)
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+ # check document
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+ document_id = str(document_id)
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+ document = DocumentService.get_document(dataset_id, document_id)
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+ if not document:
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+ raise NotFound('Document not found.')
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+ # check segment
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+ segment = DocumentSegment.query.filter(
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+ DocumentSegment.id == str(segment_id),
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+ DocumentSegment.tenant_id == current_user.current_tenant_id
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+ ).first()
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+ if not segment:
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+ raise NotFound('Segment not found.')
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+ SegmentService.delete_segment(segment, document, dataset)
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+ return {'result': 'success'}, 200
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+
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+ def post(self, tenant_id, dataset_id, document_id, segment_id):
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+ # check dataset
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+ dataset_id = str(dataset_id)
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+ tenant_id = str(tenant_id)
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+ dataset = db.session.query(Dataset).filter(
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+ Dataset.tenant_id == tenant_id,
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+ Dataset.id == dataset_id
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+ ).first()
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+ if not dataset:
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+ raise NotFound('Dataset not found.')
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+ # check user's model setting
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+ DatasetService.check_dataset_model_setting(dataset)
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+ # check document
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+ document_id = str(document_id)
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+ document = DocumentService.get_document(dataset_id, document_id)
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+ if not document:
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+ raise NotFound('Document not found.')
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+ if dataset.indexing_technique == 'high_quality':
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+ # check embedding model setting
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+ try:
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+ ModelFactory.get_embedding_model(
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+ tenant_id=current_user.current_tenant_id,
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+ model_provider_name=dataset.embedding_model_provider,
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+ model_name=dataset.embedding_model
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+ )
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+ except LLMBadRequestError:
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+ raise ProviderNotInitializeError(
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+ f"No Embedding Model available. Please configure a valid provider "
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+ f"in the Settings -> Model Provider.")
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+ except ProviderTokenNotInitError as ex:
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+ raise ProviderNotInitializeError(ex.description)
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+ # check segment
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+ segment_id = str(segment_id)
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+ segment = DocumentSegment.query.filter(
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+ DocumentSegment.id == str(segment_id),
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+ DocumentSegment.tenant_id == current_user.current_tenant_id
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+ ).first()
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+ if not segment:
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+ raise NotFound('Segment not found.')
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+
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+ # validate args
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+ parser = reqparse.RequestParser()
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+ parser.add_argument('segments', type=dict, required=False, nullable=True, location='json')
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+ args = parser.parse_args()
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+
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+ SegmentService.segment_create_args_validate(args['segments'], document)
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+ segment = SegmentService.update_segment(args['segments'], segment, document, dataset)
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+ return {
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+ 'data': marshal(segment, segment_fields),
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+ 'doc_form': document.doc_form
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+ }, 200
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+
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api.add_resource(SegmentApi, '/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/segments')
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+api.add_resource(DatasetSegmentApi, '/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/segments/<uuid:segment_id>')
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