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import json
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from uuid import uuid4
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from flask import request, Response
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from api.db import StatusEnum
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from api.db.services.dialog_service import DialogService, ConversationService, chat
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from api.settings import RetCode
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from api.utils import get_uuid
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from api.utils.api_utils import get_data_error_result
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from api.utils.api_utils import get_json_result, token_required
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@manager.route('/save', methods=['POST'])
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@token_required
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def set_conversation(tenant_id):
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req = request.json
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conv_id = req.get("id")
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if "assistant_id" in req:
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req["dialog_id"] = req.pop("assistant_id")
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if "id" in req:
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del req["id"]
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conv = ConversationService.query(id=conv_id)
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if not conv:
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return get_data_error_result(retmsg="Session does not exist")
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if not DialogService.query(id=conv[0].dialog_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
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return get_data_error_result(retmsg="You do not own the session")
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if req.get("dialog_id"):
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dia = DialogService.query(tenant_id=tenant_id, id=req["dialog_id"], status=StatusEnum.VALID.value)
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if not dia:
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return get_data_error_result(retmsg="You do not own the assistant")
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if "dialog_id" in req and not req.get("dialog_id"):
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return get_data_error_result(retmsg="assistant_id can not be empty.")
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if "message" in req:
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return get_data_error_result(retmsg="message can not be change")
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if "reference" in req:
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return get_data_error_result(retmsg="reference can not be change")
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if "name" in req and not req.get("name"):
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return get_data_error_result(retmsg="name can not be empty.")
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if not ConversationService.update_by_id(conv_id, req):
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return get_data_error_result(retmsg="Session updates error")
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return get_json_result(data=True)
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if not req.get("dialog_id"):
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return get_data_error_result(retmsg="assistant_id is required.")
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dia = DialogService.query(tenant_id=tenant_id, id=req["dialog_id"], status=StatusEnum.VALID.value)
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if not dia:
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return get_data_error_result(retmsg="You do not own the assistant")
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conv = {
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"id": get_uuid(),
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"dialog_id": req["dialog_id"],
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"name": req.get("name", "New session"),
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"message": [{"role": "assistant", "content": "Hi! I am your assistant,can I help you?"}]
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}
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if not conv.get("name"):
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return get_data_error_result(retmsg="name can not be empty.")
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ConversationService.save(**conv)
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e, conv = ConversationService.get_by_id(conv["id"])
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if not e:
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return get_data_error_result(retmsg="Fail to new session!")
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conv = conv.to_dict()
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conv['messages'] = conv.pop("message")
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conv["assistant_id"] = conv.pop("dialog_id")
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del conv["reference"]
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return get_json_result(data=conv)
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@manager.route('/completion', methods=['POST'])
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@token_required
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def completion(tenant_id):
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req = request.json
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if "id" not in req:
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return get_data_error_result(retmsg="id is required")
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conv = ConversationService.query(id=req["id"])
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if not conv:
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return get_data_error_result(retmsg="Session does not exist")
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conv = conv[0]
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if not DialogService.query(id=conv.dialog_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
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return get_data_error_result(retmsg="You do not own the session")
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msg = []
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question = {
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"content": req.get("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": continue
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if m["role"] == "assistant" and not msg: 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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del req["id"]
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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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def fillin_conv(ans):
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nonlocal conv, message_id
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if not conv.reference:
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conv.reference.append(ans["reference"])
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else:
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conv.reference[-1] = ans["reference"]
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conv.message[-1] = {"role": "assistant", "content": ans["answer"],
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"id": message_id, "prompt": ans.get("prompt", "")}
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ans["id"] = message_id
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def stream():
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nonlocal dia, msg, req, conv
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try:
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for ans in chat(dia, msg, **req):
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fillin_conv(ans)
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yield "data:" + json.dumps({"retcode": 0, "retmsg": "", "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({"retcode": 500, "retmsg": 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({"retcode": 0, "retmsg": "", "data": True}, ensure_ascii=False) + "\n\n"
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if req.get("stream", True):
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resp = Response(stream(), mimetype="text/event-stream")
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resp.headers.add_header("Cache-control", "no-cache")
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resp.headers.add_header("Connection", "keep-alive")
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resp.headers.add_header("X-Accel-Buffering", "no")
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resp.headers.add_header("Content-Type", "text/event-stream; charset=utf-8")
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return resp
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else:
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answer = None
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for ans in chat(dia, msg, **req):
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answer = ans
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fillin_conv(ans)
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ConversationService.update_by_id(conv.id, conv.to_dict())
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break
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return get_json_result(data=answer)
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@manager.route('/get', methods=['GET'])
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@token_required
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def get(tenant_id):
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req = request.args
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if "id" not in req:
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return get_data_error_result(retmsg="id is required")
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conv_id = req["id"]
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conv = ConversationService.query(id=conv_id)
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if not conv:
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return get_data_error_result(retmsg="Session does not exist")
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if not DialogService.query(id=conv[0].dialog_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
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return get_data_error_result(retmsg="You do not own the session")
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conv = conv[0].to_dict()
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conv['messages'] = conv.pop("message")
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conv["assistant_id"] = conv.pop("dialog_id")
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if conv["reference"]:
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messages = conv["messages"]
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message_num = 0
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chunk_num = 0
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while message_num < len(messages):
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if message_num != 0 and messages[message_num]["role"] != "user":
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chunk_list = []
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if "chunks" in conv["reference"][chunk_num]:
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chunks = conv["reference"][chunk_num]["chunks"]
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for chunk in chunks:
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new_chunk = {
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"id": chunk["chunk_id"],
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"content": chunk["content_with_weight"],
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"document_id": chunk["doc_id"],
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"document_name": chunk["docnm_kwd"],
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"knowledgebase_id": chunk["kb_id"],
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"image_id": chunk["img_id"],
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"similarity": chunk["similarity"],
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"vector_similarity": chunk["vector_similarity"],
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"term_similarity": chunk["term_similarity"],
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"positions": chunk["positions"],
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}
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chunk_list.append(new_chunk)
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chunk_num += 1
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messages[message_num]["reference"] = chunk_list
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message_num += 1
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del conv["reference"]
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return get_json_result(data=conv)
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@manager.route('/list', methods=["GET"])
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@token_required
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def list(tenant_id):
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assistant_id = request.args["assistant_id"]
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if not DialogService.query(tenant_id=tenant_id, id=assistant_id, status=StatusEnum.VALID.value):
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return get_json_result(
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data=False, retmsg=f'Only owner of the assistant is authorized for this operation.',
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retcode=RetCode.OPERATING_ERROR)
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convs = ConversationService.query(
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dialog_id=assistant_id,
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order_by=ConversationService.model.create_time,
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reverse=True)
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convs = [d.to_dict() for d in convs]
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for conv in convs:
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conv['messages'] = conv.pop("message")
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conv["assistant_id"] = conv.pop("dialog_id")
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if conv["reference"]:
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messages = conv["messages"]
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message_num = 0
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chunk_num = 0
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while message_num < len(messages):
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if message_num != 0 and messages[message_num]["role"] != "user":
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chunk_list = []
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if "chunks" in conv["reference"][chunk_num]:
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chunks = conv["reference"][chunk_num]["chunks"]
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for chunk in chunks:
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new_chunk = {
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"id": chunk["chunk_id"],
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"content": chunk["content_with_weight"],
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"document_id": chunk["doc_id"],
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"document_name": chunk["docnm_kwd"],
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"knowledgebase_id": chunk["kb_id"],
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"image_id": chunk["img_id"],
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"similarity": chunk["similarity"],
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"vector_similarity": chunk["vector_similarity"],
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"term_similarity": chunk["term_similarity"],
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"positions": chunk["positions"],
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}
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chunk_list.append(new_chunk)
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chunk_num += 1
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messages[message_num]["reference"] = chunk_list
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message_num += 1
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del conv["reference"]
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return get_json_result(data=convs)
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@manager.route('/delete', methods=["DELETE"])
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@token_required
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def delete(tenant_id):
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id = request.args.get("id")
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if not id:
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return get_data_error_result(retmsg="`id` is required in deleting operation")
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conv = ConversationService.query(id=id)
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if not conv:
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return get_data_error_result(retmsg="Session doesn't exist")
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conv = conv[0]
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if not DialogService.query(id=conv.dialog_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
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return get_data_error_result(retmsg="You don't own the session")
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ConversationService.delete_by_id(id)
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return get_json_result(data=True)
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