Workflow-Engine / api /services /conversation_service.py
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initial commit
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from datetime import datetime, timezone
from typing import Optional, Union
from sqlalchemy import asc, desc, or_
from core.app.entities.app_invoke_entities import InvokeFrom
from core.llm_generator.llm_generator import LLMGenerator
from extensions.ext_database import db
from libs.infinite_scroll_pagination import InfiniteScrollPagination
from models.account import Account
from models.model import App, Conversation, EndUser, Message
from services.errors.conversation import ConversationNotExistsError, LastConversationNotExistsError
from services.errors.message import MessageNotExistsError
class ConversationService:
@classmethod
def pagination_by_last_id(
cls,
app_model: App,
user: Optional[Union[Account, EndUser]],
last_id: Optional[str],
limit: int,
invoke_from: InvokeFrom,
include_ids: Optional[list] = None,
exclude_ids: Optional[list] = None,
sort_by: str = "-updated_at",
) -> InfiniteScrollPagination:
if not user:
return InfiniteScrollPagination(data=[], limit=limit, has_more=False)
base_query = db.session.query(Conversation).filter(
Conversation.is_deleted == False,
Conversation.app_id == app_model.id,
Conversation.from_source == ("api" if isinstance(user, EndUser) else "console"),
Conversation.from_end_user_id == (user.id if isinstance(user, EndUser) else None),
Conversation.from_account_id == (user.id if isinstance(user, Account) else None),
or_(Conversation.invoke_from.is_(None), Conversation.invoke_from == invoke_from.value),
)
if include_ids is not None:
base_query = base_query.filter(Conversation.id.in_(include_ids))
if exclude_ids is not None:
base_query = base_query.filter(~Conversation.id.in_(exclude_ids))
# define sort fields and directions
sort_field, sort_direction = cls._get_sort_params(sort_by)
if last_id:
last_conversation = base_query.filter(Conversation.id == last_id).first()
if not last_conversation:
raise LastConversationNotExistsError()
# build filters based on sorting
filter_condition = cls._build_filter_condition(sort_field, sort_direction, last_conversation)
base_query = base_query.filter(filter_condition)
base_query = base_query.order_by(sort_direction(getattr(Conversation, sort_field)))
conversations = base_query.limit(limit).all()
has_more = False
if len(conversations) == limit:
current_page_last_conversation = conversations[-1]
rest_filter_condition = cls._build_filter_condition(
sort_field, sort_direction, current_page_last_conversation, is_next_page=True
)
rest_count = base_query.filter(rest_filter_condition).count()
if rest_count > 0:
has_more = True
return InfiniteScrollPagination(data=conversations, limit=limit, has_more=has_more)
@classmethod
def _get_sort_params(cls, sort_by: str) -> tuple[str, callable]:
if sort_by.startswith("-"):
return sort_by[1:], desc
return sort_by, asc
@classmethod
def _build_filter_condition(
cls, sort_field: str, sort_direction: callable, reference_conversation: Conversation, is_next_page: bool = False
):
field_value = getattr(reference_conversation, sort_field)
if (sort_direction == desc and not is_next_page) or (sort_direction == asc and is_next_page):
return getattr(Conversation, sort_field) < field_value
else:
return getattr(Conversation, sort_field) > field_value
@classmethod
def rename(
cls,
app_model: App,
conversation_id: str,
user: Optional[Union[Account, EndUser]],
name: str,
auto_generate: bool,
):
conversation = cls.get_conversation(app_model, conversation_id, user)
if auto_generate:
return cls.auto_generate_name(app_model, conversation)
else:
conversation.name = name
conversation.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
db.session.commit()
return conversation
@classmethod
def auto_generate_name(cls, app_model: App, conversation: Conversation):
# get conversation first message
message = (
db.session.query(Message)
.filter(Message.app_id == app_model.id, Message.conversation_id == conversation.id)
.order_by(Message.created_at.asc())
.first()
)
if not message:
raise MessageNotExistsError()
# generate conversation name
try:
name = LLMGenerator.generate_conversation_name(
app_model.tenant_id, message.query, conversation.id, app_model.id
)
conversation.name = name
except:
pass
db.session.commit()
return conversation
@classmethod
def get_conversation(cls, app_model: App, conversation_id: str, user: Optional[Union[Account, EndUser]]):
conversation = (
db.session.query(Conversation)
.filter(
Conversation.id == conversation_id,
Conversation.app_id == app_model.id,
Conversation.from_source == ("api" if isinstance(user, EndUser) else "console"),
Conversation.from_end_user_id == (user.id if isinstance(user, EndUser) else None),
Conversation.from_account_id == (user.id if isinstance(user, Account) else None),
Conversation.is_deleted == False,
)
.first()
)
if not conversation:
raise ConversationNotExistsError()
return conversation
@classmethod
def delete(cls, app_model: App, conversation_id: str, user: Optional[Union[Account, EndUser]]):
conversation = cls.get_conversation(app_model, conversation_id, user)
conversation.is_deleted = True
db.session.commit()