将flask改成fastapi
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242
api/db/services/conversation_service.py
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242
api/db/services/conversation_service.py
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#
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# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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import time
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from uuid import uuid4
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from api.db import StatusEnum
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from api.db.db_models import Conversation, DB
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from api.db.services.api_service import API4ConversationService
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from api.db.services.common_service import CommonService
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from api.db.services.dialog_service import DialogService, chat
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from api.utils import get_uuid
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import json
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from rag.prompts.generator import chunks_format
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class ConversationService(CommonService):
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model = Conversation
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@classmethod
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@DB.connection_context()
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def get_list(cls, dialog_id, page_number, items_per_page, orderby, desc, id, name, user_id=None):
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sessions = cls.model.select().where(cls.model.dialog_id == dialog_id)
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if id:
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sessions = sessions.where(cls.model.id == id)
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if name:
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sessions = sessions.where(cls.model.name == name)
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if user_id:
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sessions = sessions.where(cls.model.user_id == user_id)
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if desc:
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sessions = sessions.order_by(cls.model.getter_by(orderby).desc())
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else:
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sessions = sessions.order_by(cls.model.getter_by(orderby).asc())
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sessions = sessions.paginate(page_number, items_per_page)
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return list(sessions.dicts())
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@classmethod
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@DB.connection_context()
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def get_all_conversation_by_dialog_ids(cls, dialog_ids):
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sessions = cls.model.select().where(cls.model.dialog_id.in_(dialog_ids))
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sessions.order_by(cls.model.create_time.asc())
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offset, limit = 0, 100
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res = []
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while True:
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s_batch = sessions.offset(offset).limit(limit)
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_temp = list(s_batch.dicts())
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if not _temp:
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break
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res.extend(_temp)
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offset += limit
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return res
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def structure_answer(conv, ans, message_id, session_id):
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reference = ans["reference"]
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if not isinstance(reference, dict):
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reference = {}
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ans["reference"] = {}
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chunk_list = chunks_format(reference)
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reference["chunks"] = chunk_list
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ans["id"] = message_id
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ans["session_id"] = session_id
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if not conv:
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return ans
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if not conv.message:
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conv.message = []
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if not conv.message or conv.message[-1].get("role", "") != "assistant":
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conv.message.append({"role": "assistant", "content": ans["answer"], "created_at": time.time(), "id": message_id})
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else:
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conv.message[-1] = {"role": "assistant", "content": ans["answer"], "created_at": time.time(), "id": message_id}
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if conv.reference:
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conv.reference[-1] = reference
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return ans
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def completion(tenant_id, chat_id, question, name="New session", session_id=None, stream=True, **kwargs):
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assert name, "`name` can not be empty."
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dia = DialogService.query(id=chat_id, tenant_id=tenant_id, status=StatusEnum.VALID.value)
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assert dia, "You do not own the chat."
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if not session_id:
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session_id = get_uuid()
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conv = {
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"id": session_id,
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"dialog_id": chat_id,
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"name": name,
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"message": [{"role": "assistant", "content": dia[0].prompt_config.get("prologue"), "created_at": time.time()}],
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"user_id": kwargs.get("user_id", "")
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}
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ConversationService.save(**conv)
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if stream:
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yield "data:" + json.dumps({"code": 0, "message": "",
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"data": {
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"answer": conv["message"][0]["content"],
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"reference": {},
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"audio_binary": None,
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"id": None,
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"session_id": session_id
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}},
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ensure_ascii=False) + "\n\n"
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yield "data:" + json.dumps({"code": 0, "message": "", "data": True}, ensure_ascii=False) + "\n\n"
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return
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conv = ConversationService.query(id=session_id, dialog_id=chat_id)
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if not conv:
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raise LookupError("Session does not exist")
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conv = conv[0]
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msg = []
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question = {
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"content": question,
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"role": "user",
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"id": str(uuid4())
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}
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conv.message.append(question)
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for m in conv.message:
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if m["role"] == "system":
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continue
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if m["role"] == "assistant" and not msg:
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continue
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msg.append(m)
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message_id = msg[-1].get("id")
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e, dia = DialogService.get_by_id(conv.dialog_id)
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kb_ids = kwargs.get("kb_ids",[])
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dia.kb_ids = list(set(dia.kb_ids + kb_ids))
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if not conv.reference:
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conv.reference = []
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conv.message.append({"role": "assistant", "content": "", "id": message_id})
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conv.reference.append({"chunks": [], "doc_aggs": []})
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if stream:
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try:
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for ans in chat(dia, msg, True, **kwargs):
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ans = structure_answer(conv, ans, message_id, session_id)
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yield "data:" + json.dumps({"code": 0, "data": ans}, ensure_ascii=False) + "\n\n"
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ConversationService.update_by_id(conv.id, conv.to_dict())
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except Exception as e:
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yield "data:" + json.dumps({"code": 500, "message": str(e),
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"data": {"answer": "**ERROR**: " + str(e), "reference": []}},
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ensure_ascii=False) + "\n\n"
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yield "data:" + json.dumps({"code": 0, "data": True}, ensure_ascii=False) + "\n\n"
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else:
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answer = None
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for ans in chat(dia, msg, False, **kwargs):
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answer = structure_answer(conv, ans, message_id, session_id)
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ConversationService.update_by_id(conv.id, conv.to_dict())
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break
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yield answer
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def iframe_completion(dialog_id, question, session_id=None, stream=True, **kwargs):
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e, dia = DialogService.get_by_id(dialog_id)
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assert e, "Dialog not found"
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if not session_id:
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session_id = get_uuid()
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conv = {
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"id": session_id,
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"dialog_id": dialog_id,
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"user_id": kwargs.get("user_id", ""),
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"message": [{"role": "assistant", "content": dia.prompt_config["prologue"], "created_at": time.time()}]
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}
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API4ConversationService.save(**conv)
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yield "data:" + json.dumps({"code": 0, "message": "",
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"data": {
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"answer": conv["message"][0]["content"],
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"reference": {},
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"audio_binary": None,
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"id": None,
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"session_id": session_id
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}},
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ensure_ascii=False) + "\n\n"
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yield "data:" + json.dumps({"code": 0, "message": "", "data": True}, ensure_ascii=False) + "\n\n"
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return
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else:
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session_id = session_id
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e, conv = API4ConversationService.get_by_id(session_id)
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assert e, "Session not found!"
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if not conv.message:
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conv.message = []
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messages = conv.message
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question = {
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"role": "user",
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"content": question,
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"id": str(uuid4())
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}
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messages.append(question)
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msg = []
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for m in messages:
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if m["role"] == "system":
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continue
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if m["role"] == "assistant" and not msg:
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continue
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msg.append(m)
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if not msg[-1].get("id"):
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msg[-1]["id"] = get_uuid()
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message_id = msg[-1]["id"]
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if not conv.reference:
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conv.reference = []
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conv.reference.append({"chunks": [], "doc_aggs": []})
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if stream:
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try:
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for ans in chat(dia, msg, True, **kwargs):
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ans = structure_answer(conv, ans, message_id, session_id)
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yield "data:" + json.dumps({"code": 0, "message": "", "data": ans},
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ensure_ascii=False) + "\n\n"
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API4ConversationService.append_message(conv.id, conv.to_dict())
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except Exception as e:
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yield "data:" + json.dumps({"code": 500, "message": str(e),
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"data": {"answer": "**ERROR**: " + str(e), "reference": []}},
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ensure_ascii=False) + "\n\n"
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yield "data:" + json.dumps({"code": 0, "message": "", "data": True}, ensure_ascii=False) + "\n\n"
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else:
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answer = None
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for ans in chat(dia, msg, False, **kwargs):
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answer = structure_answer(conv, ans, message_id, session_id)
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API4ConversationService.append_message(conv.id, conv.to_dict())
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break
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yield answer
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