dify/api/controllers/console/app/conversation.py
2023-07-31 15:38:13 +08:00

428 lines
15 KiB
Python

from datetime import datetime
import pytz
from flask_login import login_required, current_user
from flask_restful import Resource, reqparse, fields, marshal_with
from flask_restful.inputs import int_range
from sqlalchemy import or_, func
from sqlalchemy.orm import joinedload
from werkzeug.exceptions import NotFound
from controllers.console import api
from controllers.console.app import _get_app
from controllers.console.setup import setup_required
from controllers.console.wraps import account_initialization_required
from libs.helper import TimestampField, datetime_string, uuid_value
from extensions.ext_database import db
from models.model import Message, MessageAnnotation, Conversation
account_fields = {
'id': fields.String,
'name': fields.String,
'email': fields.String
}
feedback_fields = {
'rating': fields.String,
'content': fields.String,
'from_source': fields.String,
'from_end_user_id': fields.String,
'from_account': fields.Nested(account_fields, allow_null=True),
}
annotation_fields = {
'content': fields.String,
'account': fields.Nested(account_fields, allow_null=True),
'created_at': TimestampField
}
message_detail_fields = {
'id': fields.String,
'conversation_id': fields.String,
'inputs': fields.Raw,
'query': fields.String,
'message': fields.Raw,
'message_tokens': fields.Integer,
'answer': fields.String,
'answer_tokens': fields.Integer,
'provider_response_latency': fields.Float,
'from_source': fields.String,
'from_end_user_id': fields.String,
'from_account_id': fields.String,
'feedbacks': fields.List(fields.Nested(feedback_fields)),
'annotation': fields.Nested(annotation_fields, allow_null=True),
'created_at': TimestampField
}
feedback_stat_fields = {
'like': fields.Integer,
'dislike': fields.Integer
}
model_config_fields = {
'opening_statement': fields.String,
'suggested_questions': fields.Raw,
'model': fields.Raw,
'user_input_form': fields.Raw,
'pre_prompt': fields.String,
'agent_mode': fields.Raw,
}
class CompletionConversationApi(Resource):
class MessageTextField(fields.Raw):
def format(self, value):
return value[0]['text'] if value else ''
simple_configs_fields = {
'prompt_template': fields.String,
}
simple_model_config_fields = {
'model': fields.Raw(attribute='model_dict'),
'pre_prompt': fields.String,
}
simple_message_detail_fields = {
'inputs': fields.Raw,
'query': fields.String,
'message': MessageTextField,
'answer': fields.String,
}
conversation_fields = {
'id': fields.String,
'status': fields.String,
'from_source': fields.String,
'from_end_user_id': fields.String,
'from_end_user_session_id': fields.String(),
'from_account_id': fields.String,
'read_at': TimestampField,
'created_at': TimestampField,
'annotation': fields.Nested(annotation_fields, allow_null=True),
'model_config': fields.Nested(simple_model_config_fields),
'user_feedback_stats': fields.Nested(feedback_stat_fields),
'admin_feedback_stats': fields.Nested(feedback_stat_fields),
'message': fields.Nested(simple_message_detail_fields, attribute='first_message')
}
conversation_pagination_fields = {
'page': fields.Integer,
'limit': fields.Integer(attribute='per_page'),
'total': fields.Integer,
'has_more': fields.Boolean(attribute='has_next'),
'data': fields.List(fields.Nested(conversation_fields), attribute='items')
}
@setup_required
@login_required
@account_initialization_required
@marshal_with(conversation_pagination_fields)
def get(self, app_id):
app_id = str(app_id)
parser = reqparse.RequestParser()
parser.add_argument('keyword', type=str, location='args')
parser.add_argument('start', type=datetime_string('%Y-%m-%d %H:%M'), location='args')
parser.add_argument('end', type=datetime_string('%Y-%m-%d %H:%M'), location='args')
parser.add_argument('annotation_status', type=str,
choices=['annotated', 'not_annotated', 'all'], default='all', location='args')
parser.add_argument('page', type=int_range(1, 99999), default=1, location='args')
parser.add_argument('limit', type=int_range(1, 100), default=20, location='args')
args = parser.parse_args()
# get app info
app = _get_app(app_id, 'completion')
query = db.select(Conversation).where(Conversation.app_id == app.id, Conversation.mode == 'completion')
if args['keyword']:
query = query.join(
Message, Message.conversation_id == Conversation.id
).filter(
or_(
Message.query.ilike('%{}%'.format(args['keyword'])),
Message.answer.ilike('%{}%'.format(args['keyword']))
)
)
account = current_user
timezone = pytz.timezone(account.timezone)
utc_timezone = pytz.utc
if args['start']:
start_datetime = datetime.strptime(args['start'], '%Y-%m-%d %H:%M')
start_datetime = start_datetime.replace(second=0)
start_datetime_timezone = timezone.localize(start_datetime)
start_datetime_utc = start_datetime_timezone.astimezone(utc_timezone)
query = query.where(Conversation.created_at >= start_datetime_utc)
if args['end']:
end_datetime = datetime.strptime(args['end'], '%Y-%m-%d %H:%M')
end_datetime = end_datetime.replace(second=59)
end_datetime_timezone = timezone.localize(end_datetime)
end_datetime_utc = end_datetime_timezone.astimezone(utc_timezone)
query = query.where(Conversation.created_at < end_datetime_utc)
if args['annotation_status'] == "annotated":
query = query.options(joinedload(Conversation.message_annotations)).join(
MessageAnnotation, MessageAnnotation.conversation_id == Conversation.id
)
elif args['annotation_status'] == "not_annotated":
query = query.outerjoin(
MessageAnnotation, MessageAnnotation.conversation_id == Conversation.id
).group_by(Conversation.id).having(func.count(MessageAnnotation.id) == 0)
query = query.order_by(Conversation.created_at.desc())
conversations = db.paginate(
query,
page=args['page'],
per_page=args['limit'],
error_out=False
)
return conversations
class CompletionConversationDetailApi(Resource):
conversation_detail_fields = {
'id': fields.String,
'status': fields.String,
'from_source': fields.String,
'from_end_user_id': fields.String,
'from_account_id': fields.String,
'created_at': TimestampField,
'model_config': fields.Nested(model_config_fields),
'message': fields.Nested(message_detail_fields, attribute='first_message'),
}
@setup_required
@login_required
@account_initialization_required
@marshal_with(conversation_detail_fields)
def get(self, app_id, conversation_id):
app_id = str(app_id)
conversation_id = str(conversation_id)
return _get_conversation(app_id, conversation_id, 'completion')
@setup_required
@login_required
@account_initialization_required
def delete(self, app_id, conversation_id):
app_id = str(app_id)
conversation_id = str(conversation_id)
app = _get_app(app_id, 'chat')
conversation = db.session.query(Conversation) \
.filter(Conversation.id == conversation_id, Conversation.app_id == app.id).first()
if not conversation:
raise NotFound("Conversation Not Exists.")
conversation.is_deleted = True
db.session.commit()
return {'result': 'success'}, 204
class ChatConversationApi(Resource):
simple_configs_fields = {
'prompt_template': fields.String,
}
simple_model_config_fields = {
'model': fields.Raw(attribute='model_dict'),
'pre_prompt': fields.String,
}
conversation_fields = {
'id': fields.String,
'status': fields.String,
'from_source': fields.String,
'from_end_user_id': fields.String,
'from_end_user_session_id': fields.String,
'from_account_id': fields.String,
'summary': fields.String(attribute='summary_or_query'),
'read_at': TimestampField,
'created_at': TimestampField,
'annotated': fields.Boolean,
'model_config': fields.Nested(simple_model_config_fields),
'message_count': fields.Integer,
'user_feedback_stats': fields.Nested(feedback_stat_fields),
'admin_feedback_stats': fields.Nested(feedback_stat_fields)
}
conversation_pagination_fields = {
'page': fields.Integer,
'limit': fields.Integer(attribute='per_page'),
'total': fields.Integer,
'has_more': fields.Boolean(attribute='has_next'),
'data': fields.List(fields.Nested(conversation_fields), attribute='items')
}
@setup_required
@login_required
@account_initialization_required
@marshal_with(conversation_pagination_fields)
def get(self, app_id):
app_id = str(app_id)
parser = reqparse.RequestParser()
parser.add_argument('keyword', type=str, location='args')
parser.add_argument('start', type=datetime_string('%Y-%m-%d %H:%M'), location='args')
parser.add_argument('end', type=datetime_string('%Y-%m-%d %H:%M'), location='args')
parser.add_argument('annotation_status', type=str,
choices=['annotated', 'not_annotated', 'all'], default='all', location='args')
parser.add_argument('message_count_gte', type=int_range(1, 99999), required=False, location='args')
parser.add_argument('page', type=int_range(1, 99999), required=False, default=1, location='args')
parser.add_argument('limit', type=int_range(1, 100), required=False, default=20, location='args')
args = parser.parse_args()
# get app info
app = _get_app(app_id, 'chat')
query = db.select(Conversation).where(Conversation.app_id == app.id, Conversation.mode == 'chat')
if args['keyword']:
query = query.join(
Message, Message.conversation_id == Conversation.id
).filter(
or_(
Message.query.ilike('%{}%'.format(args['keyword'])),
Message.answer.ilike('%{}%'.format(args['keyword'])),
Conversation.name.ilike('%{}%'.format(args['keyword'])),
Conversation.introduction.ilike('%{}%'.format(args['keyword'])),
),
)
account = current_user
timezone = pytz.timezone(account.timezone)
utc_timezone = pytz.utc
if args['start']:
start_datetime = datetime.strptime(args['start'], '%Y-%m-%d %H:%M')
start_datetime = start_datetime.replace(second=0)
start_datetime_timezone = timezone.localize(start_datetime)
start_datetime_utc = start_datetime_timezone.astimezone(utc_timezone)
query = query.where(Conversation.created_at >= start_datetime_utc)
if args['end']:
end_datetime = datetime.strptime(args['end'], '%Y-%m-%d %H:%M')
end_datetime = end_datetime.replace(second=59)
end_datetime_timezone = timezone.localize(end_datetime)
end_datetime_utc = end_datetime_timezone.astimezone(utc_timezone)
query = query.where(Conversation.created_at < end_datetime_utc)
if args['annotation_status'] == "annotated":
query = query.options(joinedload(Conversation.message_annotations)).join(
MessageAnnotation, MessageAnnotation.conversation_id == Conversation.id
)
elif args['annotation_status'] == "not_annotated":
query = query.outerjoin(
MessageAnnotation, MessageAnnotation.conversation_id == Conversation.id
).group_by(Conversation.id).having(func.count(MessageAnnotation.id) == 0)
if args['message_count_gte'] and args['message_count_gte'] >= 1:
query = (
query.options(joinedload(Conversation.messages))
.join(Message, Message.conversation_id == Conversation.id)
.group_by(Conversation.id)
.having(func.count(Message.id) >= args['message_count_gte'])
)
query = query.order_by(Conversation.created_at.desc())
conversations = db.paginate(
query,
page=args['page'],
per_page=args['limit'],
error_out=False
)
return conversations
class ChatConversationDetailApi(Resource):
conversation_detail_fields = {
'id': fields.String,
'status': fields.String,
'from_source': fields.String,
'from_end_user_id': fields.String,
'from_account_id': fields.String,
'created_at': TimestampField,
'annotated': fields.Boolean,
'model_config': fields.Nested(model_config_fields),
'message_count': fields.Integer,
'user_feedback_stats': fields.Nested(feedback_stat_fields),
'admin_feedback_stats': fields.Nested(feedback_stat_fields)
}
@setup_required
@login_required
@account_initialization_required
@marshal_with(conversation_detail_fields)
def get(self, app_id, conversation_id):
app_id = str(app_id)
conversation_id = str(conversation_id)
return _get_conversation(app_id, conversation_id, 'chat')
@setup_required
@login_required
@account_initialization_required
def delete(self, app_id, conversation_id):
app_id = str(app_id)
conversation_id = str(conversation_id)
# get app info
app = _get_app(app_id, 'chat')
conversation = db.session.query(Conversation) \
.filter(Conversation.id == conversation_id, Conversation.app_id == app.id).first()
if not conversation:
raise NotFound("Conversation Not Exists.")
conversation.is_deleted = True
db.session.commit()
return {'result': 'success'}, 204
api.add_resource(CompletionConversationApi, '/apps/<uuid:app_id>/completion-conversations')
api.add_resource(CompletionConversationDetailApi, '/apps/<uuid:app_id>/completion-conversations/<uuid:conversation_id>')
api.add_resource(ChatConversationApi, '/apps/<uuid:app_id>/chat-conversations')
api.add_resource(ChatConversationDetailApi, '/apps/<uuid:app_id>/chat-conversations/<uuid:conversation_id>')
def _get_conversation(app_id, conversation_id, mode):
# get app info
app = _get_app(app_id, mode)
conversation = db.session.query(Conversation) \
.filter(Conversation.id == conversation_id, Conversation.app_id == app.id).first()
if not conversation:
raise NotFound("Conversation Not Exists.")
if not conversation.read_at:
conversation.read_at = datetime.utcnow()
conversation.read_account_id = current_user.id
db.session.commit()
return conversation