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add dialog api (#33)
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163
api/apps/dialog_app.py
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163
api/apps/dialog_app.py
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#
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# Copyright 2019 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 hashlib
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import re
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import numpy as np
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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 rag.nlp import search, huqie
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from rag.utils import ELASTICSEARCH, rmSpace
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from api.db import LLMType, StatusEnum
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from api.db.services import duplicate_name
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from api.db.services.kb_service import KnowledgebaseService
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from api.db.services.llm_service import TenantLLMService
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from api.db.services.user_service import UserTenantService, 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.db.services.document_service import DocumentService
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from api.settings import RetCode, stat_logger
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from api.utils.api_utils import get_json_result
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from rag.utils.minio_conn import MINIO
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from api.utils.file_utils import filename_type
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@manager.route('/set', methods=['POST'])
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@login_required
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def set():
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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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language = req.get("language", "Chinese")
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llm_setting_type = req.get("llm_setting_type", "Precise")
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llm_setting = req.get("llm_setting", {
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"Creative": {
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"temperature": 0.9,
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"top_p": 0.9,
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"frequency_penalty": 0.2,
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"presence_penalty": 0.4,
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"max_tokens": 512
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},
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"Precise": {
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"temperature": 0.1,
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"top_p": 0.3,
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"frequency_penalty": 0.7,
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"presence_penalty": 0.4,
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"max_tokens": 215
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},
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"Evenly": {
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"temperature": 0.5,
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"top_p": 0.5,
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"frequency_penalty": 0.7,
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"presence_penalty": 0.4,
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"max_tokens": 215
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},
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"Custom": {
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"temperature": 0.2,
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"top_p": 0.3,
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"frequency_penalty": 0.6,
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"presence_penalty": 0.3,
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"max_tokens": 215
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},
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})
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prompt_config = req.get("prompt_config", {
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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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if len(prompt_config["parameters"]) < 1:
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return get_data_error_result(retmsg="'knowledge' should be in parameters")
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for p in prompt_config["parameters"]:
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if prompt_config["system"].find("{%s}"%p["key"]) < 0:
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return get_data_error_result(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: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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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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"description": description,
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"language": language,
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"llm_id": llm_id,
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"llm_setting_type": llm_setting_type,
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"llm_setting": llm_setting,
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"prompt_config": prompt_config
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}
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if not DialogService.save(**dia): 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: 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: 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: 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: 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: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():
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try:
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diags = DialogService.query(tenant_id=current_user.id, status=StatusEnum.VALID.value)
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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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