831 lines
34 KiB
Python
831 lines
34 KiB
Python
import ast
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from datetime import datetime as dt, timezone as tz
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from flask import request, redirect, flash, render_template, Blueprint, session, current_app
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from flask_security import roles_accepted, current_user
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from sqlalchemy import desc
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from sqlalchemy.orm import aliased
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from werkzeug.utils import secure_filename
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from sqlalchemy.exc import SQLAlchemyError
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import requests
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from requests.exceptions import SSLError
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import json
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from common.models.document import Document, DocumentVersion, Catalog, Retriever, Processor
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from common.extensions import db
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from common.models.interaction import Specialist, SpecialistRetriever
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from common.utils.document_utils import create_document_stack, start_embedding_task, process_url, \
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edit_document, \
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edit_document_version, refresh_document
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from common.utils.eveai_exceptions import EveAIInvalidLanguageException, EveAIUnsupportedFileType, \
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EveAIDoubleURLException
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from config.type_defs.processor_types import PROCESSOR_TYPES
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from .document_forms import AddDocumentForm, AddURLForm, EditDocumentForm, EditDocumentVersionForm, \
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CatalogForm, EditCatalogForm, RetrieverForm, EditRetrieverForm, ProcessorForm, EditProcessorForm
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from common.utils.middleware import mw_before_request
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from common.utils.celery_utils import current_celery
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from common.utils.nginx_utils import prefixed_url_for
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from common.utils.view_assistants import form_validation_failed, prepare_table_for_macro
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from .document_list_view import DocumentListView
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from .document_version_list_view import DocumentVersionListView
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from config.type_defs.catalog_types import CATALOG_TYPES
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from config.type_defs.retriever_types import RETRIEVER_TYPES
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document_bp = Blueprint('document_bp', __name__, url_prefix='/document')
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@document_bp.before_request
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def log_before_request():
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current_app.logger.debug(f'Before request: {request.path} =====================================')
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@document_bp.after_request
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def log_after_request(response):
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return response
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@document_bp.before_request
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def before_request():
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try:
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mw_before_request()
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except Exception as e:
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current_app.logger.error(f'Error switching schema in Document Blueprint: {e}')
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raise
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@document_bp.route('/catalog', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def catalog():
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form = CatalogForm()
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if form.validate_on_submit():
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tenant_id = session.get('tenant').get('id')
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new_catalog = Catalog()
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form.populate_obj(new_catalog)
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set_logging_information(new_catalog, dt.now(tz.utc))
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try:
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db.session.add(new_catalog)
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db.session.commit()
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flash('Catalog successfully added!', 'success')
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current_app.logger.info(f'Catalog {new_catalog.name} successfully added for tenant {tenant_id}!')
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# Enable step 2 of creation of catalog - add configuration of the catalog (dependent on type)
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return redirect(prefixed_url_for('document_bp.catalog', catalog_id=new_catalog.id))
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except SQLAlchemyError as e:
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db.session.rollback()
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flash(f'Failed to add catalog. Error: {e}', 'danger')
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current_app.logger.error(f'Failed to add catalog {new_catalog.name}'
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f'for tenant {tenant_id}. Error: {str(e)}')
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return render_template('document/catalog.html', form=form)
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@document_bp.route('/catalogs', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def catalogs():
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page = request.args.get('page', 1, type=int)
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per_page = request.args.get('per_page', 10, type=int)
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query = Catalog.query.order_by(Catalog.id)
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pagination = query.paginate(page=page, per_page=per_page)
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the_catalogs = pagination.items
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# prepare table data
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rows = prepare_table_for_macro(the_catalogs, [('id', ''), ('name', ''), ('type', '')])
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# Render the catalogs in a template
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return render_template('document/catalogs.html', rows=rows, pagination=pagination)
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@document_bp.route('/handle_catalog_selection', methods=['POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def handle_catalog_selection():
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catalog_identification = request.form.get('selected_row')
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catalog_id = ast.literal_eval(catalog_identification).get('value')
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action = request.form['action']
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catalog = Catalog.query.get_or_404(catalog_id)
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if action == 'set_session_catalog':
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current_app.logger.info(f'Setting session catalog to {catalog.name}')
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session['catalog_id'] = catalog_id
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session['catalog_name'] = catalog.name
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current_app.logger.info(f'Finished setting session catalog to {catalog.name}')
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elif action == 'edit_catalog':
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return redirect(prefixed_url_for('document_bp.edit_catalog', catalog_id=catalog_id))
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return redirect(prefixed_url_for('document_bp.catalogs'))
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@document_bp.route('/catalog/<int:catalog_id>', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def edit_catalog(catalog_id):
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catalog = Catalog.query.get_or_404(catalog_id)
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tenant_id = session.get('tenant').get('id')
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form = EditCatalogForm(request.form, obj=catalog)
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configuration_config = CATALOG_TYPES[catalog.type]["configuration"]
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form.add_dynamic_fields("configuration", configuration_config, catalog.configuration)
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if request.method == 'POST' and form.validate_on_submit():
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form.populate_obj(catalog)
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catalog.configuration = form.get_dynamic_data('configuration')
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update_logging_information(catalog, dt.now(tz.utc))
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try:
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db.session.add(catalog)
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db.session.commit()
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flash('Catalog successfully updated successfully!', 'success')
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current_app.logger.info(f'Catalog {catalog.name} successfully updated for tenant {tenant_id}')
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except SQLAlchemyError as e:
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db.session.rollback()
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flash(f'Failed to update catalog. Error: {e}', 'danger')
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current_app.logger.error(f'Failed to update catalog {catalog_id} for tenant {tenant_id}. Error: {str(e)}')
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return redirect(prefixed_url_for('document_bp.catalogs'))
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else:
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form_validation_failed(request, form)
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return render_template('document/edit_catalog.html', form=form, catalog_id=catalog_id)
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@document_bp.route('/processor', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def processor():
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form = ProcessorForm()
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if form.validate_on_submit():
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tenant_id = session.get('tenant').get('id')
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new_processor = Processor()
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form.populate_obj(new_processor)
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new_processor.catalog_id = form.catalog.data.id
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set_logging_information(new_processor, dt.now(tz.utc))
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try:
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db.session.add(new_processor)
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db.session.commit()
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flash('Processor successfully added!', 'success')
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current_app.logger.info(f'Processor {new_processor.name} successfully added for tenant {tenant_id}!')
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# Enable step 2 of creation of retriever - add configuration of the retriever (dependent on type)
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return redirect(prefixed_url_for('document_bp.edit_processor', processor_id=new_processor.id))
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except SQLAlchemyError as e:
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db.session.rollback()
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flash(f'Failed to add processor. Error: {e}', 'danger')
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current_app.logger.error(f'Failed to add retriever {new_processor.name}'
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f'for tenant {tenant_id}. Error: {str(e)}')
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return render_template('document/processor.html', form=form)
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@document_bp.route('/processor/<int:processor_id>', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def edit_processor(processor_id):
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"""Edit an existing processorr configuration."""
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# Get the processor or return 404
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processor = Processor.query.get_or_404(processor_id)
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if processor.catalog_id:
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# If catalog_id is just an ID, fetch the Catalog object
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processor.catalog = Catalog.query.get(processor.catalog_id)
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else:
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processor.catalog = None
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# Create form instance with the processor
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form = EditProcessorForm(request.form, obj=processor)
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configuration_config = PROCESSOR_TYPES[processor.type]["configuration"]
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form.add_dynamic_fields("configuration", configuration_config, processor.configuration)
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if form.validate_on_submit():
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# Update basic fields
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form.populate_obj(processor)
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processor.configuration = form.get_dynamic_data('configuration')
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# Update catalog relationship
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processor.catalog_id = form.catalog.data.id if form.catalog.data else None
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# Update logging information
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update_logging_information(processor, dt.now(tz.utc))
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# Save changes to database
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try:
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db.session.add(processor)
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db.session.commit()
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flash('Retriever updated successfully!', 'success')
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current_app.logger.info(f'Processor {processor.id} updated successfully')
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except SQLAlchemyError as e:
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db.session.rollback()
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flash(f'Failed to update processor. Error: {str(e)}', 'danger')
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current_app.logger.error(f'Failed to update processor {processor_id}. Error: {str(e)}')
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return render_template('document/edit_processor.html', form=form, processor_id=processor_id)
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return redirect(prefixed_url_for('document_bp.processors'))
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else:
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form_validation_failed(request, form)
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return render_template('document/edit_processor.html', form=form, processor_id=processor_id)
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@document_bp.route('/processors', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def processors():
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page = request.args.get('page', 1, type=int)
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per_page = request.args.get('per_page', 10, type=int)
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query = Processor.query.order_by(Processor.id)
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pagination = query.paginate(page=page, per_page=per_page)
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the_processors = pagination.items
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# prepare table data
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rows = prepare_table_for_macro(the_processors,
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[('id', ''), ('name', ''), ('type', ''), ('catalog_id', '')])
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# Render the catalogs in a template
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return render_template('document/processors.html', rows=rows, pagination=pagination)
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@document_bp.route('/handle_processor_selection', methods=['POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def handle_processor_selection():
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processor_identification = request.form.get('selected_row')
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processor_id = ast.literal_eval(processor_identification).get('value')
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action = request.form['action']
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if action == 'edit_processor':
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return redirect(prefixed_url_for('document_bp.edit_processor', processor_id=processor_id))
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return redirect(prefixed_url_for('document_bp.processors'))
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@document_bp.route('/retriever', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def retriever():
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form = RetrieverForm()
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if form.validate_on_submit():
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tenant_id = session.get('tenant').get('id')
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new_retriever = Retriever()
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form.populate_obj(new_retriever)
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new_retriever.catalog_id = form.catalog.data.id
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set_logging_information(new_retriever, dt.now(tz.utc))
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try:
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db.session.add(new_retriever)
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db.session.commit()
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flash('Retriever successfully added!', 'success')
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current_app.logger.info(f'Catalog {new_retriever.name} successfully added for tenant {tenant_id}!')
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# Enable step 2 of creation of retriever - add configuration of the retriever (dependent on type)
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return redirect(prefixed_url_for('document_bp.edit_retriever', retriever_id=new_retriever.id))
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except SQLAlchemyError as e:
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db.session.rollback()
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flash(f'Failed to add retriever. Error: {e}', 'danger')
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current_app.logger.error(f'Failed to add retriever {new_retriever.name}'
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f'for tenant {tenant_id}. Error: {str(e)}')
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return render_template('document/retriever.html', form=form)
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@document_bp.route('/retriever/<int:retriever_id>', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def edit_retriever(retriever_id):
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"""Edit an existing retriever configuration."""
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# Get the retriever or return 404
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retriever = Retriever.query.get_or_404(retriever_id)
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if retriever.catalog_id:
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# If catalog_id is just an ID, fetch the Catalog object
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retriever.catalog = Catalog.query.get(retriever.catalog_id)
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else:
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retriever.catalog = None
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# Create form instance with the retriever
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form = EditRetrieverForm(request.form, obj=retriever)
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configuration_config = RETRIEVER_TYPES[retriever.type]["configuration"]
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form.add_dynamic_fields("configuration", configuration_config, retriever.configuration)
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if form.validate_on_submit():
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# Update basic fields
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form.populate_obj(retriever)
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retriever.configuration = form.get_dynamic_data('configuration')
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# Update catalog relationship
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retriever.catalog_id = form.catalog.data.id if form.catalog.data else None
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# Update logging information
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update_logging_information(retriever, dt.now(tz.utc))
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# Save changes to database
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try:
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db.session.add(retriever)
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db.session.commit()
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flash('Retriever updated successfully!', 'success')
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current_app.logger.info(f'Retriever {retriever.id} updated successfully')
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except SQLAlchemyError as e:
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db.session.rollback()
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flash(f'Failed to update retriever. Error: {str(e)}', 'danger')
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current_app.logger.error(f'Failed to update retriever {retriever_id}. Error: {str(e)}')
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return render_template('document/edit_retriever.html', form=form, retriever_id=retriever_id)
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return redirect(prefixed_url_for('document_bp.retrievers'))
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else:
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form_validation_failed(request, form)
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return render_template('document/edit_retriever.html', form=form, retriever_id=retriever_id)
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@document_bp.route('/retrievers', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def retrievers():
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page = request.args.get('page', 1, type=int)
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per_page = request.args.get('per_page', 10, type=int)
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query = Retriever.query.order_by(Retriever.id)
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pagination = query.paginate(page=page, per_page=per_page)
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the_retrievers = pagination.items
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# prepare table data
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rows = prepare_table_for_macro(the_retrievers,
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[('id', ''), ('name', ''), ('type', ''), ('catalog_id', '')])
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# Render the catalogs in a template
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return render_template('document/retrievers.html', rows=rows, pagination=pagination)
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@document_bp.route('/handle_retriever_selection', methods=['POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def handle_retriever_selection():
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retriever_identification = request.form.get('selected_row')
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retriever_id = ast.literal_eval(retriever_identification).get('value')
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action = request.form['action']
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if action == 'edit_retriever':
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return redirect(prefixed_url_for('document_bp.edit_retriever', retriever_id=retriever_id))
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return redirect(prefixed_url_for('document_bp.retrievers'))
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@document_bp.route('/add_document', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def add_document():
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form = AddDocumentForm(request.form)
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catalog_id = session.get('catalog_id', None)
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if catalog_id is None:
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flash('You need to set a Session Catalog before adding Documents or URLs', 'warning')
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return redirect(prefixed_url_for('document_bp.catalogs'))
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catalog = Catalog.query.get_or_404(catalog_id)
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if catalog.configuration and len(catalog.configuration) > 0:
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document_version_configurations = CATALOG_TYPES[catalog.type]['document_version_configurations']
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for config in document_version_configurations:
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form.add_dynamic_fields(config, catalog.configuration[config])
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if form.validate_on_submit():
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try:
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current_app.logger.info(f'Adding Document for {catalog_id}')
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tenant_id = session['tenant']['id']
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file = form.file.data
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sub_file_type = form.sub_file_type.data
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filename = secure_filename(file.filename)
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extension = filename.rsplit('.', 1)[1].lower()
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catalog_properties = {}
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document_version_configurations = CATALOG_TYPES[catalog.type]['document_version_configurations']
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for config in document_version_configurations:
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catalog_properties[config] = form.get_dynamic_data(config)
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api_input = {
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'catalog_id': catalog_id,
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'name': form.name.data,
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'sub_file_type': form.sub_file_type.data,
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'language': form.language.data,
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'user_context': form.user_context.data,
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'valid_from': form.valid_from.data,
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'user_metadata': json.loads(form.user_metadata.data) if form.user_metadata.data else None,
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'catalog_properties': catalog_properties,
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}
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new_doc, new_doc_vers = create_document_stack(api_input, file, filename, extension, tenant_id)
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task_id = start_embedding_task(tenant_id, new_doc_vers.id)
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flash(f'Processing on document {new_doc.name}, version {new_doc_vers.id} started. Task ID: {task_id}.',
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'success')
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return redirect(prefixed_url_for('document_bp.documents'))
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except (EveAIInvalidLanguageException, EveAIUnsupportedFileType) as e:
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flash(str(e), 'error')
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current_app.logger.error(f"Error adding document: {str(e)}")
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except Exception as e:
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current_app.logger.error(f'Error adding document: {str(e)}')
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flash('An error occurred while adding the document.', 'error')
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return render_template('document/add_document.html', form=form)
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@document_bp.route('/add_url', methods=['GET', 'POST'])
|
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@roles_accepted('Super User', 'Tenant Admin')
|
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def add_url():
|
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form = AddURLForm(request.form)
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catalog_id = session.get('catalog_id', None)
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if catalog_id is None:
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flash('You need to set a Session Catalog before adding Documents or URLs', 'warning')
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return redirect(prefixed_url_for('document_bp.catalogs'))
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|
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catalog = Catalog.query.get_or_404(catalog_id)
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if catalog.configuration and len(catalog.configuration) > 0:
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document_version_configurations = CATALOG_TYPES[catalog.type]['document_version_configurations']
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for config in document_version_configurations:
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form.add_dynamic_fields(config, catalog.configuration[config])
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if form.validate_on_submit():
|
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try:
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tenant_id = session['tenant']['id']
|
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url = form.url.data
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|
|
|
file_content, filename, extension = process_url(url, tenant_id)
|
|
|
|
catalog_properties = {}
|
|
document_version_configurations = CATALOG_TYPES[catalog.type]['document_version_configurations']
|
|
for config in document_version_configurations:
|
|
catalog_properties[config] = form.get_dynamic_data(config)
|
|
|
|
api_input = {
|
|
'catalog_id': catalog_id,
|
|
'name': form.name.data or filename,
|
|
'sub_file_type': form.sub_file_type.data,
|
|
'url': url,
|
|
'language': form.language.data,
|
|
'user_context': form.user_context.data,
|
|
'valid_from': form.valid_from.data,
|
|
'user_metadata': json.loads(form.user_metadata.data) if form.user_metadata.data else None,
|
|
'catalog_properties': catalog_properties,
|
|
}
|
|
|
|
new_doc, new_doc_vers = create_document_stack(api_input, file_content, filename, extension, tenant_id)
|
|
task_id = start_embedding_task(tenant_id, new_doc_vers.id)
|
|
|
|
flash(f'Processing on document {new_doc.name}, version {new_doc_vers.id} started. Task ID: {task_id}.',
|
|
'success')
|
|
return redirect(prefixed_url_for('document_bp.documents'))
|
|
|
|
except EveAIDoubleURLException:
|
|
flash(f'A document with url {url} already exists. No new document created.', 'info')
|
|
except (EveAIInvalidLanguageException, EveAIUnsupportedFileType) as e:
|
|
flash(str(e), 'error')
|
|
except Exception as e:
|
|
current_app.logger.error(f'Error adding document: {str(e)}')
|
|
flash('An error occurred while adding the document.', 'error')
|
|
|
|
return render_template('document/add_url.html', form=form)
|
|
|
|
|
|
@document_bp.route('/documents', methods=['GET', 'POST'])
|
|
@roles_accepted('Super User', 'Tenant Admin')
|
|
def documents():
|
|
view = DocumentListView(Document, 'document/documents.html', per_page=10)
|
|
return view.get()
|
|
|
|
|
|
@document_bp.route('/handle_document_selection', methods=['POST'])
|
|
@roles_accepted('Super User', 'Tenant Admin')
|
|
def handle_document_selection():
|
|
document_identification = request.form['selected_row']
|
|
if isinstance(document_identification, int) or document_identification.isdigit():
|
|
doc_id = int(document_identification)
|
|
else:
|
|
# If it's not an integer, assume it's a string representation of a dictionary
|
|
try:
|
|
doc_id = ast.literal_eval(document_identification).get('value')
|
|
except (ValueError, AttributeError):
|
|
flash('Invalid document selection.', 'error')
|
|
return redirect(prefixed_url_for('document_bp.documents'))
|
|
|
|
action = request.form['action']
|
|
|
|
match action:
|
|
case 'edit_document':
|
|
return redirect(prefixed_url_for('document_bp.edit_document_view', document_id=doc_id))
|
|
case 'document_versions':
|
|
return redirect(prefixed_url_for('document_bp.document_versions', document_id=doc_id))
|
|
case 'refresh_document':
|
|
refresh_document_view(doc_id)
|
|
return redirect(prefixed_url_for('document_bp.document_versions', document_id=doc_id))
|
|
case 're_embed_latest_versions':
|
|
re_embed_latest_versions()
|
|
|
|
# Add more conditions for other actions
|
|
return redirect(prefixed_url_for('document_bp.documents'))
|
|
|
|
|
|
@document_bp.route('/edit_document/<int:document_id>', methods=['GET', 'POST'])
|
|
@roles_accepted('Super User', 'Tenant Admin')
|
|
def edit_document_view(document_id):
|
|
# Use an alias for the Catalog to avoid column name conflicts
|
|
CatalogAlias = aliased(Catalog)
|
|
|
|
# Query for the document and its catalog
|
|
result = db.session.query(Document, CatalogAlias.name.label('catalog_name')) \
|
|
.join(CatalogAlias, Document.catalog_id == CatalogAlias.id) \
|
|
.filter(Document.id == document_id) \
|
|
.first_or_404()
|
|
|
|
doc, catalog_name = result
|
|
|
|
form = EditDocumentForm(obj=doc)
|
|
|
|
if request.method == 'GET':
|
|
# Populate form with current values
|
|
form.name.data = doc.name
|
|
form.valid_from.data = doc.valid_from
|
|
form.valid_to.data = doc.valid_to
|
|
|
|
if form.validate_on_submit():
|
|
updated_doc, error = edit_document(
|
|
session.get('tenant').get('id', 0),
|
|
document_id,
|
|
form.name.data,
|
|
form.valid_from.data,
|
|
form.valid_to.data
|
|
)
|
|
if updated_doc:
|
|
flash(f'Document {updated_doc.id} updated successfully', 'success')
|
|
return redirect(prefixed_url_for('document_bp.documents'))
|
|
else:
|
|
flash(f'Error updating document: {error}', 'danger')
|
|
else:
|
|
form_validation_failed(request, form)
|
|
|
|
return render_template('document/edit_document.html', form=form, document_id=document_id, catalog_name=catalog_name)
|
|
|
|
|
|
@document_bp.route('/edit_document_version/<int:document_version_id>', methods=['GET', 'POST'])
|
|
@roles_accepted('Super User', 'Tenant Admin')
|
|
def edit_document_version_view(document_version_id):
|
|
doc_vers = DocumentVersion.query.get_or_404(document_version_id)
|
|
form = EditDocumentVersionForm(request.form, obj=doc_vers)
|
|
|
|
doc_vers = DocumentVersion.query.get_or_404(document_version_id)
|
|
catalog_id = doc_vers.document.catalog_id
|
|
|
|
catalog = Catalog.query.get_or_404(catalog_id)
|
|
if catalog.configuration and len(catalog.configuration) > 0:
|
|
document_version_configurations = CATALOG_TYPES[catalog.type]['document_version_configurations']
|
|
for config in document_version_configurations:
|
|
form.add_dynamic_fields(config, catalog.configuration[config], doc_vers.catalog_properties[config])
|
|
|
|
if form.validate_on_submit():
|
|
catalog_properties = {}
|
|
document_version_configurations = CATALOG_TYPES[catalog.type]['document_version_configurations']
|
|
for config in document_version_configurations:
|
|
catalog_properties[config] = form.get_dynamic_data(config)
|
|
|
|
updated_version, error = edit_document_version(
|
|
session.get('tenant').get('id', 0),
|
|
document_version_id,
|
|
form.user_context.data,
|
|
catalog_properties,
|
|
)
|
|
if updated_version:
|
|
flash(f'Document Version {updated_version.id} updated successfully', 'success')
|
|
return redirect(prefixed_url_for('document_bp.document_versions', document_id=updated_version.doc_id))
|
|
else:
|
|
flash(f'Error updating document version: {error}', 'danger')
|
|
else:
|
|
form_validation_failed(request, form)
|
|
|
|
return render_template('document/edit_document_version.html', form=form, document_version_id=document_version_id,
|
|
doc_details=f'Document {doc_vers.document.name}')
|
|
|
|
|
|
@document_bp.route('/document_versions/<int:document_id>', methods=['GET', 'POST'])
|
|
@roles_accepted('Super User', 'Tenant Admin')
|
|
def document_versions(document_id):
|
|
doc = Document.query.get_or_404(document_id)
|
|
doc_desc = f'Document {doc.name}'
|
|
|
|
page = request.args.get('page', 1, type=int)
|
|
per_page = request.args.get('per_page', 10, type=int)
|
|
|
|
query = (DocumentVersion.query.filter_by(doc_id=document_id)
|
|
.order_by(DocumentVersion.language)
|
|
.order_by(desc(DocumentVersion.id)))
|
|
|
|
pagination = query.paginate(page=page, per_page=per_page, error_out=False)
|
|
doc_langs = pagination.items
|
|
|
|
rows = prepare_table_for_macro(doc_langs, [('id', ''), ('url', ''),
|
|
('object_name', ''), ('file_type', ''),
|
|
('processing', ''), ('processing_started_at', ''),
|
|
('processing_finished_at', ''), ('processing_error', '')])
|
|
|
|
return render_template('document/document_versions.html', rows=rows, pagination=pagination, document=doc_desc)
|
|
|
|
|
|
@document_bp.route('/handle_document_version_selection', methods=['POST'])
|
|
@roles_accepted('Super User', 'Tenant Admin')
|
|
def handle_document_version_selection():
|
|
document_version_identification = request.form['selected_row']
|
|
if isinstance(document_version_identification, int) or document_version_identification.isdigit():
|
|
doc_vers_id = int(document_version_identification)
|
|
else:
|
|
# If it's not an integer, assume it's a string representation of a dictionary
|
|
try:
|
|
doc_vers_id = ast.literal_eval(document_version_identification).get('value')
|
|
except (ValueError, AttributeError):
|
|
flash('Invalid document version selection.', 'error')
|
|
return redirect(prefixed_url_for('document_bp.document_versions_list'))
|
|
|
|
action = request.form['action']
|
|
|
|
match action:
|
|
case 'edit_document_version':
|
|
return redirect(prefixed_url_for('document_bp.edit_document_version_view', document_version_id=doc_vers_id))
|
|
case 'process_document_version':
|
|
process_version(doc_vers_id)
|
|
# Add more conditions for other actions
|
|
|
|
doc_vers = DocumentVersion.query.get_or_404(doc_vers_id)
|
|
return redirect(prefixed_url_for('document_bp.document_versions', document_id=doc_vers.doc_id))
|
|
|
|
|
|
@document_bp.route('/library_operations', methods=['GET', 'POST'])
|
|
@roles_accepted('Super User', 'Tenant Admin')
|
|
def library_operations():
|
|
return render_template('document/library_operations.html')
|
|
|
|
|
|
@document_bp.route('/handle_library_selection', methods=['GET', 'POST'])
|
|
@roles_accepted('Super User', 'Tenant Admin')
|
|
def handle_library_selection():
|
|
action = request.form['action']
|
|
|
|
match action:
|
|
case 'create_default_rag_library':
|
|
create_default_rag_library()
|
|
case 're_embed_latest_versions':
|
|
re_embed_latest_versions()
|
|
case 'refresh_all_documents':
|
|
refresh_all_documents()
|
|
|
|
return redirect(prefixed_url_for('document_bp.library_operations'))
|
|
|
|
|
|
def create_default_rag_library():
|
|
# Check if no catalog exists. If non exists, no processors, retrievers or specialist can exists
|
|
catalogs = Catalog.query.all()
|
|
if catalogs:
|
|
flash("Default RAG Library can only be created if no catalogs are defined!", 'danger')
|
|
return redirect(prefixed_url_for('document_bp.library_operations'))
|
|
|
|
timestamp = dt.now(tz=tz.utc)
|
|
try:
|
|
cat = Catalog(
|
|
name='Default RAG Catalog',
|
|
description='Default RAG Catalog',
|
|
type="STANDARD_CATALOG",
|
|
min_chunk_size=2000,
|
|
max_chunk_size=3000,
|
|
)
|
|
set_logging_information(cat, timestamp)
|
|
|
|
db.session.add(cat)
|
|
db.session.commit()
|
|
|
|
proc = Processor(
|
|
name='Default HTML Processor',
|
|
description='Default HTML Processor',
|
|
catalog_id=cat.id,
|
|
type="HTML Processor",
|
|
configuration={
|
|
"html_tags": "p, h1, h2, h3, h4, h5, h6, li, table, thead, tbody, tr, td",
|
|
"html_end_tags": "p, li, table",
|
|
"html_excluded_classes": "",
|
|
"html_excluded_elements": "header, footer, nav, script",
|
|
"html_included_elements": "article, main"
|
|
}
|
|
)
|
|
set_logging_information(proc, timestamp)
|
|
|
|
retr = Retriever(
|
|
name='Default RAG Retriever',
|
|
description='Default RAG Retriever',
|
|
catalog_id=cat.id,
|
|
type="STANDARD_RAG",
|
|
configuration={
|
|
"es_k": "8",
|
|
"es_similarity_threshold": 0.3
|
|
}
|
|
)
|
|
set_logging_information(retr, timestamp)
|
|
|
|
db.session.add(proc)
|
|
db.session.add(retr)
|
|
db.session.commit()
|
|
|
|
spec = Specialist(
|
|
name='Default RAG Specialist',
|
|
description='Default RAG Specialist',
|
|
type='STANDARD_RAG',
|
|
configuration={"temperature": "0.3", "specialist_context": "To be specified"}
|
|
)
|
|
set_logging_information(spec, timestamp)
|
|
|
|
db.session.add(spec)
|
|
db.session.commit()
|
|
|
|
spec_retr = SpecialistRetriever(
|
|
specialist_id=spec.id,
|
|
retriever_id=retr.id,
|
|
)
|
|
|
|
db.session.add(spec_retr)
|
|
db.session.commit()
|
|
|
|
except SQLAlchemyError as e:
|
|
db.session.rollback()
|
|
flash(f'Failed to create Default RAG Library. Error: {e}', 'danger')
|
|
current_app.logger.error(f'Failed to create Default RAG Library'
|
|
f'for tenant {session['tenant']['id']}. Error: {str(e)}')
|
|
|
|
return redirect(prefixed_url_for('document_bp.library_operations'))
|
|
|
|
|
|
@document_bp.route('/document_versions_list', methods=['GET'])
|
|
@roles_accepted('Super User', 'Tenant Admin')
|
|
def document_versions_list():
|
|
view = DocumentVersionListView(DocumentVersion, 'document/document_versions_list_view.html', per_page=20)
|
|
return view.get()
|
|
|
|
|
|
def refresh_all_documents():
|
|
for doc in Document.query.all():
|
|
refresh_document(doc.id)
|
|
|
|
|
|
def refresh_document_view(document_id):
|
|
new_version, result = refresh_document(document_id, session['tenant']['id'])
|
|
if new_version:
|
|
flash(f'Document refreshed. New version: {new_version.id}. Task ID: {result}', 'success')
|
|
else:
|
|
flash(f'Error refreshing document: {result}', 'danger')
|
|
return redirect(prefixed_url_for('document_bp.documents'))
|
|
|
|
|
|
def re_embed_latest_versions():
|
|
docs = Document.query.all()
|
|
for doc in docs:
|
|
latest_doc_version = DocumentVersion.query.filter_by(doc_id=doc.id).order_by(desc(DocumentVersion.id)).first()
|
|
if latest_doc_version:
|
|
process_version(latest_doc_version.id)
|
|
|
|
|
|
def process_version(version_id):
|
|
task = current_celery.send_task('create_embeddings',
|
|
args=[session['tenant']['id'], version_id,],
|
|
queue='embeddings')
|
|
current_app.logger.info(f'Embedding creation retriggered by user {current_user.id}, {current_user.email} '
|
|
f'for tenant {session["tenant"]["id"]}, '
|
|
f'Document Version {version_id}. '
|
|
f'Embedding creation task: {task.id}')
|
|
|
|
flash(f'Processing for document version {version_id} retriggered successfully...', 'success')
|
|
|
|
return redirect(prefixed_url_for('document_bp.documents'))
|
|
|
|
|
|
def set_logging_information(obj, timestamp):
|
|
obj.created_at = timestamp
|
|
obj.updated_at = timestamp
|
|
obj.created_by = current_user.id
|
|
obj.updated_by = current_user.id
|
|
|
|
|
|
def update_logging_information(obj, timestamp):
|
|
obj.updated_at = timestamp
|
|
obj.updated_by = current_user.id
|
|
|
|
|
|
def log_session_state(session, msg=""):
|
|
pass
|
|
# current_app.logger.info(f"{msg} - Session dirty: {session.dirty}")
|
|
# current_app.logger.info(f"{msg} - Session new: {session.new}")
|
|
|
|
|
|
def fetch_html(url):
|
|
# Fetches HTML content from a URL
|
|
try:
|
|
response = requests.get(url)
|
|
except SSLError as e:
|
|
current_app.logger.error(f"Error fetching HTML from {url} for tenant {session['tenant']['id']}. "
|
|
f"Error Encountered: {e}")
|
|
if current_app.config.get('DEBUG'): # only allow when in a development environment
|
|
current_app.logger.info(f"Skipping SSL verification for {url} for tenant {session['tenant']['id']}. "
|
|
f"Only while in development environment.")
|
|
response = requests.get(url, verify=False) # Disable SSL verification
|
|
else:
|
|
response = None
|
|
|
|
response.raise_for_status() # Will raise an exception for bad requests
|
|
return response.content
|