1807435339
- Introduction of dynamic Processors - Introduction of caching system - Introduction of a better template manager - Adaptation of ModelVariables to support dynamic Processors / Retrievers / Specialists - Start adaptation of chat client
261 lines
11 KiB
Python
261 lines
11 KiB
Python
import ast
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import os
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from datetime import datetime as dt, timezone as tz
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import chardet
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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 joinedload
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from werkzeug.datastructures import FileStorage
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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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from urllib.parse import urlparse
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import io
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from common.models.document import Embedding, DocumentVersion, Retriever
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from common.models.interaction import ChatSession, Interaction, InteractionEmbedding, Specialist, SpecialistRetriever
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from common.extensions import db
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from common.utils.document_utils import set_logging_information, update_logging_information
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from config.specialist_types import SPECIALIST_TYPES
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from .document_forms import AddDocumentForm, AddURLForm, EditDocumentForm, EditDocumentVersionForm
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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 .interaction_forms import SpecialistForm, EditSpecialistForm
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interaction_bp = Blueprint('interaction_bp', __name__, url_prefix='/interaction')
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@interaction_bp.before_request
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def log_before_request():
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pass
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@interaction_bp.after_request
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def log_after_request(response):
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return response
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@interaction_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 Interaction Blueprint: {e}')
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raise
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@interaction_bp.route('/chat_sessions', methods=['GET', 'POST'])
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def chat_sessions():
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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 = ChatSession.query.order_by(desc(ChatSession.session_start))
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pagination = query.paginate(page=page, per_page=per_page, error_out=False)
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docs = pagination.items
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rows = prepare_table_for_macro(docs, [('id', ''), ('session_id', ''), ('session_start', ''), ('session_end', '')])
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return render_template('interaction/chat_sessions.html', rows=rows, pagination=pagination)
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@interaction_bp.route('/handle_chat_session_selection', methods=['POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def handle_chat_session_selection():
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chat_session_identification = request.form['selected_row']
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cs_id = ast.literal_eval(chat_session_identification).get('value')
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action = request.form['action']
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match action:
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case 'view_chat_session':
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return redirect(prefixed_url_for('interaction_bp.view_chat_session', chat_session_id=cs_id))
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# Add more conditions for other actions
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return redirect(prefixed_url_for('interaction_bp.chat_sessions'))
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@interaction_bp.route('/view_chat_session/<int:chat_session_id>', methods=['GET'])
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@roles_accepted('Super User', 'Tenant Admin')
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def view_chat_session(chat_session_id):
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chat_session = ChatSession.query.get_or_404(chat_session_id)
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interactions = (Interaction.query
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.filter_by(chat_session_id=chat_session.id)
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.order_by(Interaction.question_at)
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.all())
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# Fetch all related embeddings for the interactions in this session
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embedding_query = (db.session.query(InteractionEmbedding.interaction_id,
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DocumentVersion.url,
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DocumentVersion.object_name)
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.join(Embedding, InteractionEmbedding.embedding_id == Embedding.id)
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.join(DocumentVersion, Embedding.doc_vers_id == DocumentVersion.id)
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.filter(InteractionEmbedding.interaction_id.in_([i.id for i in interactions])))
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# Create a dictionary to store embeddings for each interaction
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embeddings_dict = {}
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for interaction_id, url, object_name in embedding_query:
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if interaction_id not in embeddings_dict:
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embeddings_dict[interaction_id] = []
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embeddings_dict[interaction_id].append({'url': url, 'object_name': object_name})
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return render_template('interaction/view_chat_session.html',
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chat_session=chat_session,
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interactions=interactions,
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embeddings_dict=embeddings_dict)
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@interaction_bp.route('/view_chat_session_by_session_id/<session_id>', methods=['GET'])
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@roles_accepted('Super User', 'Tenant Admin')
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def view_chat_session_by_session_id(session_id):
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chat_session = ChatSession.query.filter_by(session_id=session_id).first_or_404()
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show_chat_session(chat_session)
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def show_chat_session(chat_session):
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interactions = Interaction.query.filter_by(chat_session_id=chat_session.id).all()
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return render_template('interaction/view_chat_session.html', chat_session=chat_session, interactions=interactions)
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@interaction_bp.route('/specialist', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def specialist():
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form = SpecialistForm()
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if form.validate_on_submit():
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tenant_id = session.get('tenant').get('id')
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try:
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new_specialist = Specialist()
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# Populate fields individually instead of using populate_obj (gives problem with QueryMultipleSelectField)
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new_specialist.name = form.name.data
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new_specialist.description = form.description.data
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new_specialist.type = form.type.data
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new_specialist.tuning = form.tuning.data
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set_logging_information(new_specialist, dt.now(tz.utc))
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db.session.add(new_specialist)
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db.session.flush() # This assigns the ID to the specialist without committing the transaction
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# Create the retriever associations
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selected_retrievers = form.retrievers.data
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for retriever in selected_retrievers:
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specialist_retriever = SpecialistRetriever(
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specialist_id=new_specialist.id,
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retriever_id=retriever.id
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)
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db.session.add(specialist_retriever)
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# Commit everything in one transaction
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db.session.commit()
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flash('Specialist successfully added!', 'success')
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current_app.logger.info(f'Specialist {new_specialist.name} successfully added for tenant {tenant_id}!')
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return redirect(prefixed_url_for('interaction_bp.edit_specialist', specialist_id=new_specialist.id))
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except Exception as e:
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db.session.rollback()
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current_app.logger.error(f'Failed to add specialist. Error: {str(e)}', exc_info=True)
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flash(f'Failed to add specialist. Error: {str(e)}', 'danger')
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return render_template('interaction/specialist.html', form=form)
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return render_template('interaction/specialist.html', form=form)
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@interaction_bp.route('/specialist/<int:specialist_id>', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def edit_specialist(specialist_id):
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specialist = Specialist.query.get_or_404(specialist_id)
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form = EditSpecialistForm(request.form, obj=specialist)
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configuration_config = SPECIALIST_TYPES[specialist.type]["configuration"]
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form.add_dynamic_fields("configuration", configuration_config, specialist.configuration)
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if request.method == 'GET':
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# Get the actual Retriever objects for the associated retriever_ids
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retriever_objects = Retriever.query.filter(
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Retriever.id.in_([sr.retriever_id for sr in specialist.retrievers])
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).all()
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form.retrievers.data = retriever_objects
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if form.validate_on_submit():
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# Update the basic fields
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specialist.name = form.name.data
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specialist.description = form.description.data
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specialist.tuning = form.tuning.data
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# Update the configuration dynamic fields
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specialist.configuration = form.get_dynamic_data("configuration")
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# Get current and selected retrievers
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current_retrievers = {sr.retriever_id: sr for sr in specialist.retrievers}
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selected_retrievers = {r.id: r for r in form.retrievers.data}
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# Remove unselected retrievers
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for retriever_id in set(current_retrievers.keys()) - set(selected_retrievers.keys()):
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specialist_retriever = current_retrievers[retriever_id]
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db.session.delete(specialist_retriever)
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# Add new retrievers
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for retriever_id in set(selected_retrievers.keys()) - set(current_retrievers.keys()):
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specialist_retriever = SpecialistRetriever(
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specialist_id=specialist.id,
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retriever_id=retriever_id
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)
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db.session.add(specialist_retriever)
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# Update logging information
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update_logging_information(specialist, dt.now(tz.utc))
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try:
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db.session.commit()
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flash('Specialist updated successfully!', 'success')
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current_app.logger.info(f'Specialist {specialist.id} updated successfully')
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return redirect(prefixed_url_for('interaction_bp.specialists'))
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except SQLAlchemyError as e:
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db.session.rollback()
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flash(f'Failed to update specialist. Error: {str(e)}', 'danger')
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current_app.logger.error(f'Failed to update specialist {specialist_id}. Error: {str(e)}')
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return render_template('interaction/edit_specialist.html', form=form, specialist_id=specialist_id)
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else:
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form_validation_failed(request, form)
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return render_template('interaction/edit_specialist.html', form=form, specialist_id=specialist_id)
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@interaction_bp.route('/specialists', methods=['GET', 'POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def specialists():
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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 = Specialist.query.order_by(Specialist.id)
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pagination = query.paginate(page=page, per_page=per_page)
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the_specialists = pagination.items
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# prepare table data
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rows = prepare_table_for_macro(the_specialists,
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[('id', ''), ('name', ''), ('type', '')])
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# Render the catalogs in a template
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return render_template('interaction/specialists.html', rows=rows, pagination=pagination)
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@interaction_bp.route('/handle_specialist_selection', methods=['POST'])
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@roles_accepted('Super User', 'Tenant Admin')
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def handle_specialist_selection():
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specialist_identification = request.form.get('selected_row')
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specialist_id = ast.literal_eval(specialist_identification).get('value')
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action = request.form.get('action')
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if action == "edit_specialist":
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return redirect(prefixed_url_for('interaction_bp.edit_specialist', specialist_id=specialist_id))
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return redirect(prefixed_url_for('interaction_bp.specialists'))
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