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| from flask import request
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| from flask_login import login_required, current_user
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| from api.db.services.dialog_service import DialogService
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| from api.db import StatusEnum
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| from api.db.services.knowledgebase_service import KnowledgebaseService
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| from api.db.services.user_service import TenantService
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| from api.utils.api_utils import server_error_response, get_data_error_result, validate_request
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| from api.utils import get_uuid
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| from api.utils.api_utils import get_json_result
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| @manager.route('/set', methods=['POST'])
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| @login_required
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| def set_dialog():
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| req = request.json
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| dialog_id = req.get("dialog_id")
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| name = req.get("name", "New Dialog")
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| description = req.get("description", "A helpful Dialog")
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| top_n = req.get("top_n", 6)
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| similarity_threshold = req.get("similarity_threshold", 0.1)
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| vector_similarity_weight = req.get("vector_similarity_weight", 0.3)
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| llm_setting = req.get("llm_setting", {})
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| default_prompt = {
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| "system": """你是一个智能助手,请总结知识库的内容来回答问题,请列举知识库中的数据详细回答。当所有知识库内容都与问题无关时,你的回答必须包括“知识库中未找到您要的答案!”这句话。回答需要考虑聊天历史。
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| 以下是知识库:
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| {knowledge}
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| 以上是知识库。""",
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| "prologue": "您好,我是您的助手小樱,长得可爱又善良,can I help you?",
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| "parameters": [
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| {"key": "knowledge", "optional": False}
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| ],
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| "empty_response": "Sorry! 知识库中未找到相关内容!"
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| }
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| prompt_config = req.get("prompt_config", default_prompt)
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|
|
| if not prompt_config["system"]:
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| prompt_config["system"] = default_prompt["system"]
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|
|
| for p in prompt_config["parameters"]:
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| if p["optional"]:
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| continue
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| if prompt_config["system"].find("{%s}" % p["key"]) < 0:
|
| return get_data_error_result(
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| retmsg="Parameter '{}' is not used".format(p["key"]))
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|
|
| try:
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| e, tenant = TenantService.get_by_id(current_user.id)
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| if not e:
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| return get_data_error_result(retmsg="Tenant not found!")
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| llm_id = req.get("llm_id", tenant.llm_id)
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| if not dialog_id:
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| if not req.get("kb_ids"):
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| return get_data_error_result(
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| retmsg="Fail! Please select knowledgebase!")
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| dia = {
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| "id": get_uuid(),
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| "tenant_id": current_user.id,
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| "name": name,
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| "kb_ids": req["kb_ids"],
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| "description": description,
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| "llm_id": llm_id,
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| "llm_setting": llm_setting,
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| "prompt_config": prompt_config,
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| "top_n": top_n,
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| "similarity_threshold": similarity_threshold,
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| "vector_similarity_weight": vector_similarity_weight
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| }
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| if not DialogService.save(**dia):
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| return get_data_error_result(retmsg="Fail to new a dialog!")
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| e, dia = DialogService.get_by_id(dia["id"])
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| if not e:
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| return get_data_error_result(retmsg="Fail to new a dialog!")
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| return get_json_result(data=dia.to_json())
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| else:
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| del req["dialog_id"]
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| if "kb_names" in req:
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| del req["kb_names"]
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| if not DialogService.update_by_id(dialog_id, req):
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| return get_data_error_result(retmsg="Dialog not found!")
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| e, dia = DialogService.get_by_id(dialog_id)
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| if not e:
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| return get_data_error_result(retmsg="Fail to update a dialog!")
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| dia = dia.to_dict()
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| dia["kb_ids"], dia["kb_names"] = get_kb_names(dia["kb_ids"])
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| return get_json_result(data=dia)
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| except Exception as e:
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| return server_error_response(e)
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|
|
|
|
| @manager.route('/get', methods=['GET'])
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| @login_required
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| def get():
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| dialog_id = request.args["dialog_id"]
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| try:
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| e, dia = DialogService.get_by_id(dialog_id)
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| if not e:
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| return get_data_error_result(retmsg="Dialog not found!")
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| dia = dia.to_dict()
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| dia["kb_ids"], dia["kb_names"] = get_kb_names(dia["kb_ids"])
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| return get_json_result(data=dia)
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| except Exception as e:
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| return server_error_response(e)
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|
|
|
|
| def get_kb_names(kb_ids):
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| ids, nms = [], []
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| for kid in kb_ids:
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| e, kb = KnowledgebaseService.get_by_id(kid)
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| if not e or kb.status != StatusEnum.VALID.value:
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| continue
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| ids.append(kid)
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| nms.append(kb.name)
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| return ids, nms
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|
|
|
|
| @manager.route('/list', methods=['GET'])
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| @login_required
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| def list_dialogs():
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| try:
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| diags = DialogService.query(
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| tenant_id=current_user.id,
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| status=StatusEnum.VALID.value,
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| reverse=True,
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| order_by=DialogService.model.create_time)
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| diags = [d.to_dict() for d in diags]
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| for d in diags:
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| d["kb_ids"], d["kb_names"] = get_kb_names(d["kb_ids"])
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| return get_json_result(data=diags)
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| except Exception as e:
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| return server_error_response(e)
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|
|
|
|
| @manager.route('/rm', methods=['POST'])
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| @login_required
|
| @validate_request("dialog_ids")
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| def rm():
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| req = request.json
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| try:
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| DialogService.update_many_by_id(
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| [{"id": id, "status": StatusEnum.INVALID.value} for id in req["dialog_ids"]])
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| return get_json_result(data=True)
|
| except Exception as e:
|
| return server_error_response(e)
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|
|