完成 EDL 的构建，完成 QA 的拒答流

.gitignore

@@ -14,3 +14,4 @@ logs
 *.sklearn
 config/*.story.yml
 config/story.yml
+model/*.pth

README.md

@@ -99,3 +99,35 @@ interface CommonResponse<T> {
 - 非必要，请不要随意宣传本项目。
 - 虽然曾经无数个 QQ 相关的项目都死了，但是基本的 API 端口算是传承了下来。拉格朗日的返回类型，请参考 [go-cqhttp 帮助中心 - API 篇](https://docs.go-cqhttp.org/api/) 中的内容。
 
+---
+
+## 启动
+
+```bash
+# 1. 启动 拉格朗日
+tsc
+pm2 start dist/main.js --name Lagrange.onebot
+pm2 start rag/main.py --name rag
+```
+
+---
+
+## 测试命令
+
+### 重训练 embedding -> intent 分类层
+
+```bash
+curl -X POST http://127.0.0.1:8081/intent/retrain-embedding-mapping
+```
+
+### 获取意图
+
+```bash
+curl -X POST -H "Content-Type: application/json" -d '{"query": "真的开线程是要tcl指令去改的"}' http://127.0.0.1:8081/intent/get-intent-recogition
+```
+
+### 获取向量数据库中的 topk
+
+```bash
+curl -X POST -H "Content-Type: application/json" -d '{"query": "这个插件有什么比较好的文档吗？"}' http://127.0.0.1:8081/vecdb/similarity_search_with_score
+```

bot/api/llm.ts

@@ -0,0 +1,70 @@
+// 配置大模型 请求参数
+
+import axios from "axios";
+import { logger } from "lagrange.onebot";
+
+interface LlmMessageItem {
+    role: 'user' | 'assistant',
+    content: string
+}
+
+class ErineLLM {
+    apiKey: string = process.env.BAIDU_API_KEY;
+    secretKey: string = process.env.BAIDU_SECRET_KEY;
+    accessToken: string = '';
+    constructor() {
+        if (this.apiKey === '') {
+            throw Error('百度 api_key 为空');
+        }
+
+        if (this.secretKey === '') {
+            throw Error('百度 secret_key 为空');
+        }
+        
+        this.getAccessToken();
+    }
+
+    public async getAccessToken() {
+        const url = `https://aip.baidubce.com/oauth/2.0/token?grant_type=client_credentials&client_id=${this.apiKey}&client_secret=${this.secretKey}`;
+        const payload = "";
+        const headers = {
+            'Content-Type': 'application/json',
+            'Accept': 'application/json'
+        };
+        const { data } = await axios.post(url, payload, { headers });
+        const accessToken = data.access_token;
+        if (accessToken) {
+            this.accessToken = accessToken;
+            logger.info('成功获取大模型访问令牌');
+        } else {
+            logger.error('大模型令牌获取失败：' + JSON.stringify(data))
+        }
+    }
+
+    public async answer(message: LlmMessageItem[]): Promise<string | undefined> {
+        if (message.length % 2 === 0) {
+            logger.error('大模型的 message 长度必须是奇数，目前为 ' + message.length);
+            return undefined;
+        }
+        const url = 'https://aip.baidubce.com/rpc/2.0/ai_custom/v1/wenxinworkshop/chat/ernie-lite-8k?access_token=' + this.accessToken;
+        
+        const payload = {
+            messages: message,
+            system: '你是锦恢开发的用于进行问答的 QA 机器人。主要负责解决 Digital IDE 用户群的答疑问题'
+        }
+        const headers = {
+            'Content-Type': 'application/json'
+        }
+
+        const { data } = await axios.post(url, payload, { headers });
+        const result = data.result;
+        if (result) {
+            return result;
+        } else {
+            logger.error('大模型返回结果有误： ' + JSON.stringify(data));
+            return undefined;
+        }
+    }
+}
+
+export const llm = new ErineLLM();

bot/api/request.ts

@@ -4,6 +4,8 @@ import * as fs from 'fs';
 import * as yaml from 'yaml';
 import axios from 'axios';
 
+
+// 配置 向量数据库 的请求参数
 // 得到配置文件，组装基础路由
 const vecdbBuffer = fs.readFileSync('./config/vecdb.yml', 'utf-8');
 const vecdbConfig = yaml.parse(vecdbBuffer);
@@ -37,6 +39,7 @@ vecdbRequests.interceptors.response.use(
     }
 );
 
+
 export {
     vecdbRequests,
 

bot/api/vecdb.ts

@@ -47,7 +47,8 @@ export interface apiGetIntentRecogitionRequest {
 
 export interface apiGetIntentRecogitionData {
     id: number,
-    name: string
+    name: string,
+    uncertainty: number
 }
 
 export interface apiIntentRetrainRequest {

bot/main.ts

@@ -1,8 +1,8 @@
 import * as fs from 'fs';
 
 import { server } from 'lagrange.onebot';
-import './test';
+import './services/test';
-import './digital-ide';
+import './services/digital-ide';
 
 const buffer = fs.readFileSync('./app/publish/appsettings.json', 'utf-8');
 const config = JSON.parse(buffer);

bot/services/intent.ts

@@ -0,0 +1,71 @@
+import { mapper, plugins, LagrangeContext, PrivateMessage, GroupMessage, Send, logger } from 'lagrange.onebot'
+import { llm } from '../api/llm';
+import { apiQueryVecdb, apiQueryVecdbDataItem } from '../api/vecdb';
+
+interface IntentResult {
+    id: number,
+    name: string,
+    uncertainty: number
+}
+
+function makePrompt(messages: apiQueryVecdbDataItem[]): string {
+    const texts = ['你是一个很聪明的AI，下面是你的知识库和参考内容，请根据参考内容回答上述的问题：'];
+    for (const msg of messages) {
+        texts.push(msg.content);
+    }
+    return texts.join('\n');
+}
+
+async function useRagLLM(c: LagrangeContext<GroupMessage>, intentResult: IntentResult) {
+    const texts = [];
+    for (const msg of c.message.message) {
+        if (msg.type === 'text') {
+            texts.push(msg.data.text);
+        }
+    }
+
+
+    const { data } = await apiQueryVecdb({ query: texts.join(' '), k: 3 });
+    if (data.code === 200) {
+        const messages: apiQueryVecdbDataItem[] = data.data.filter(m => m.score <= 0.8);
+        if (messages.length === 0) {
+            c.sendMessage('未在数据库中检索到相关内容。');
+        } else {
+            const query = makePrompt(messages);
+            const res = await llm.answer([
+                {
+                    role: 'user',
+                    content: query
+                }
+            ]);
+            if (typeof res === 'string') {
+                const links = messages.map(m => m.source);
+                
+                const reference = ['参考链接：', ...links].join('\n');
+                const anwser = res + '\n\n' + reference;
+                c.sendMessage(anwser);
+            }
+        }
+
+    } else {
+        logger.error('apiQueryVecdb 接口访问失败: ' + JSON.stringify(data));
+        return false;
+    }
+}
+
+export async function handleGroupIntent(c: LagrangeContext<GroupMessage>, intentResult: IntentResult) {
+    switch (intentResult.name) {
+        case 'usage':
+            return await useRagLLM(c, intentResult);
+            break;
+        case 'bug':
+            return await useRagLLM(c, intentResult);
+            break;
+
+        case 'others':
+            break;
+        
+        default:
+            break;
+    }
+}

bot/services/test.ts

@@ -0,0 +1,51 @@
+import '../plugins/image';
+
+import { mapper, plugins, LagrangeContext, PrivateMessage, GroupMessage, Send } from 'lagrange.onebot'
+
+import { apiGetIntentRecogition, apiQueryVecdb } from '../api/vecdb';
+
+import { handleGroupIntent } from './intent';
+
+export class Impl {
+    @mapper.onPrivateUser(1193466151)
+    @plugins.use('echo')
+    @plugins.use('pm')
+    @plugins.use('wget-image')
+    async handleJinhui(c: LagrangeContext<PrivateMessage>) {
+        c.sendMessage([{
+            type: 'image',
+            data: {
+                file: 'file:///data/zhelonghuang/project/rag-llm/images/bird.png',
+                timeout: 10000
+            }
+        }])
+        c.finishSession();
+    }
+
+    @mapper.onGroup(956419963, { at: false })
+    async handleTestGroup(c: LagrangeContext<GroupMessage>) {
+        const texts = [];
+        const message = c.message;
+        for (const msg of message.message) {
+            if (msg.type === 'text') {
+                texts.push(msg.data.text);
+            }
+        }
+        const reply: Send.Default[] = [];
+        const axiosRes = await apiGetIntentRecogition({ query: texts.join('\n') });
+        const res = axiosRes.data;
+        if (res.code == 200) {
+            const intentResult = res.data;
+
+            // 如果 不确定性 太高，就将意图修改为 
+            if (intentResult.uncertainty >= 0.33) {
+                intentResult.name = 'others';
+            }
+            const uncertainty = Math.round(intentResult.uncertainty * 1000) / 1000;
+            c.sendMessage(`【意图: ${intentResult.name} 不确定度: ${uncertainty}】`);
+            handleGroupIntent(c, intentResult);
+        } else {
+            c.sendMessage('RAG 系统目前离线');
+        }
+    }
+}

bot/test.ts

@@ -1,28 +0,0 @@
-import './plugins';
-
-import { mapper, plugins, LagrangeContext, PrivateMessage, GroupMessage, Send } from 'lagrange.onebot'
-
-import { apiQueryVecdb } from './api/vecdb';
-
-export class Impl {
-    @mapper.onPrivateUser(1193466151)
-    @plugins.use('echo')
-    @plugins.use('pm')
-    @plugins.use('wget-image')
-    async handleJinhui(c: LagrangeContext<PrivateMessage>) {
-        c.sendMessage([{
-            type: 'image',
-            data: {
-                file: 'file:///data/zhelonghuang/project/rag-llm/images/bird.png',
-                timeout: 10000
-            }
-        }])
-        c.finishSession();
-    }
-
-    @mapper.onGroup(956419963, { at: false })
-    async handleTestGroup(c: LagrangeContext<GroupMessage>) {
-        console.log(c.message.message);
-        console.log(c.message.raw_message);
-    }
-}

debug.log

@@ -0,0 +1 @@
+{"query": "真的开线程是要tcl指令去改的"}

notebook/vecdb.ipynb

@@ -19,23 +19,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/data/zhelonghuang/miniconda3/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n",
+      "/data/zhelonghuang/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "整理得到 304 个文档\n",
-      "分块得到 1273 个文档\n",
+      "分块得到 1276 个文档\n",
-      "数据库已存储到 blog-vecdb 中\n"
+      "数据库已存储到 ../blog-vecdb 中\n"
      ]
     }
    ],
    "source": [
     "embedding = HuggingFaceEmbeddings(model_name='maidalun1020/bce-embedding-base_v1')\n",
     "\n",
-    "db_persistent_dir = 'blog-vecdb'\n",
+    "db_persistent_dir = '../blog-vecdb'\n",
     "\n",
     "if os.path.exists(db_persistent_dir):\n",
     "    db = FAISS.load_local(db_persistent_dir, embedding, allow_dangerous_deserialization=True)\n",
@@ -60,7 +70,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -74,7 +84,7 @@
        "  0.71963197)]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -88,21 +98,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[(Document(page_content='除了b站的两个教程外，建议多出文档以及示例工程，一个刚接触FPGA但有不熟悉vivado的萌新就指望这个加快学习进度了\\n请问B站教程标题是啥？我搜digital-ide啥也搜不到\\n请问B站教程标题是啥？我搜digital-ide啥也搜不到\\n《Digital-IDE使用教程(一个DDS的实现)》\\n《Digital-IDE应用之FM调制解调》\\n请问B站教程标题是啥？我搜digital-ide啥也搜不到\\n《Digital-IDE使用教程(一个DDS的实现)》 《Digital-IDE应用之FM调制解调》\\n好的谢谢\\n那个教程是好早之前我出的了，新的版本一直不稳定，今年稳定之后会出后续教程。\\nDigital IDE 的使用教程可以看\\n官方文档为 https://sterben.nitcloud.cn/zh/ 但是目前文档不是很完善。', metadata={'source': '../docs/digital-issue/issue-47/issue.md', 'start_index': 0}),\n",
+       "[(Document(page_content='问题标题 基础教程太少\\n除了b站的两个教程外，建议多出文档以及示例工程，一个刚接触FPGA但有不熟悉vivado的萌新就指望这个加快学习进度了\\n请问B站教程标题是啥？我搜digital-ide啥也搜不到\\n请问B站教程标题是啥？我搜digital-ide啥也搜不到\\n《Digital-IDE使用教程(一个DDS的实现)》\\n《Digital-IDE应用之FM调制解调》\\n请问B站教程标题是啥？我搜digital-ide啥也搜不到\\n《Digital-IDE使用教程(一个DDS的实现)》 《Digital-IDE应用之FM调制解调》\\n好的谢谢\\n那个教程是好早之前我出的了，新的版本一直不稳定，今年稳定之后会出后续教程。\\nDigital IDE 的使用教程可以看\\n官方文档为 https://sterben.nitcloud.cn/zh/ 但是目前文档不是很完善。', metadata={'source': '../docs/digital-issue/issue-47/issue.md', 'start_index': 0}),\n",
-       "  0.64211607),\n",
+       "  0.63593847),\n",
        " (Document(page_content='home: true\\nheroImage: /icon.png\\ndescription: Vscode 平台上的 ASIC & FPGA 开发扩展\\nactionText: 快速开始 🐳\\nactionLink: /zh/guide/introduction\\nfeatures:\\n- title: ✨ HDL 语言支持\\n  details: 支持 verilog, vhdl, systemverilog, tcl 脚本等\\n- title: 🎯 项目管理\\n  details: 在你的项目中查看结构化的 HDL 文件\\n- title: 🛠️ 额外的工具\\n  details: FSM, Netlist, 一键仿真, 文档化，让你的编程体验更加舒坦。\\n\\n::: slot footer\\nMIT Licensed | Copyright © 2018-present Digital-EDA\\n:::', metadata={'source': '../docs/digital-document/index.md', 'start_index': 0}),\n",
        "  0.7582667),\n",
        " (Document(page_content='TODO\\n\\n找到所有 vcd item 的 type 类型，可参考：https://pyvcd.readthedocs.io/en/latest/vcd.common.html\\n\\nbug\\n\\n详见飞书文档：https://nc-ai-lab.feishu.cn/wiki/Z4AxwU1SdilATAk7GuvcYkIDnwh\\n\\n流程\\n\\n目前需要为Digital-IDE设计一个render用于显示VCD文件。\\n\\nIEEE 1364定义VCD(value change dump)文件是含已选变量（信号）的值变化信息存储文件。\\n\\nwavedrom在GitHub上开发过vcd和hdl的wavedrom脚本格式，可以用于进行DIDE的vcd可视化的二次开发，目前发现，为了实现vcd文件，基本的仓库主要是下面这两个：\\n\\nJS层与一个简单的前端：https://github.com/wavedrom/vcdrom\\n\\nwasm 解析：https://github.com/wavedrom/vcd\\n\\n打算基于这两个仓库二次开发一个好用的vcd渲染模块，再加入DIDE中。\\n\\n开发思路\\n\\nvcd 的渲染器分为如下几步进行开发。\\n\\nmermaid\\ngraph LR\\na(读取)-->b(渲染)-->c(解析)\\n\\nVCD 读取和解析并不难，难在如何快速安全地读取，对于一些长时间的模拟和仿真而言， vcd 文件可能会非常大。因此，vcd 需要分块读取，分块解析，为了避免这些不必要的麻烦，我使用了 https://github.com/wavedrom/vcdrom 这个项目的后端进行修改。\\n\\nwasm 解析器\\n\\n原项目写得过于紧凑，并不适合进行修改，因此需要修改一部分代码。\\n\\n整合项目在 ： https://github.com/Digital-EDA/digital-vcd-parser', metadata={'source': '../docs/kirigaya.cn/72.md', 'start_index': 0}),\n",
        "  0.83628875)]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }

package.json

@@ -18,22 +18,22 @@
         "@types/node": "^20.12.12",
         "axios": "^1.7.2",
         "fs": "^0.0.1-security",
-        "lagrange.onebot": "^1.0.0",
+        "lagrange.onebot": "^1.0.2",
         "ws": "^8.17.0",
         "yaml": "^2.4.2"
     },
     "devDependencies": {
+        "@sinonjs/referee-sinon": "^12.0.0",
         "@types/ws": "^8.5.10",
         "chai": "4.3.4",
-        "serve": "^14.2.3",
+        "jsverify": "^0.8.4",
-        "typescript": "^5.4.5",
+        "knuth-shuffle": "^1.0.8",
         "mocha": "^10.4.0",
         "require-uncached": "^2.0.0",
+        "serve": "^14.2.3",
         "shelljs": "^0.8.5",
         "should": "^13.2.3",
         "sinon": "^18.0.0",
-        "jsverify": "^0.8.4",
+        "typescript": "^5.4.5"
-        "knuth-shuffle": "^1.0.8",
-        "@sinonjs/referee-sinon": "^12.0.0"
     }
 }

prompt/core.py

@@ -73,7 +73,7 @@ class PromptEngine:
                 if children is None:
                     children = []
                 
-                if name not in self.intent2id:
+                if name != 'root' and name not in self.intent2id:
                     assign_id = len(self.intent2id)
                     self.intent2id[name] = assign_id
                     self.id2intent[assign_id] = name
@@ -267,4 +267,4 @@ class TreeIntent(ABC):
 if __name__ == '__main__':
     prompt_engine = PromptEngine('./config/story.yml')
     prompt_engine.merge_stories_from_yml('./config/github-issue.story.yml')
-    print(len(prompt_engine.stories))
+    print(prompt_engine.id2intent)

rag/api/__init__.py

@@ -0,0 +1,11 @@
+from .admin import logger, app
+from .config import necessary_files
+from .constant import StatusCode, MsgCode
+
+__all__ = [
+    logger,
+    app,
+    necessary_files,
+    StatusCode,
+    MsgCode
+]

rag/api/config.py

@@ -1,9 +1,8 @@
-
 necessary_files = {
     'vecdb-config': './config/vecdb.yml',
     'intent-story': './config/story.yml',
     'issue-story': './config/github-issue.story.yml',
     'blog-vecdb-data': './blog-vecdb/index.faiss',
     'blog-vecdb-model': './blog-vecdb/index.pkl',
-    'intent-classifier': './model/embedding_mapping.sklearn'
+    'intent-classifier': './model/intent.enn.pth'
 }

rag/db/__init__.py

@@ -0,0 +1,6 @@
+from .embedding import db, embedding
+
+__all__ = [
+    db,
+    embedding
+]

rag/main.py

@@ -1,9 +1,11 @@
 import os
+import sys
+sys.path.append(os.path.abspath('.'))
 
-from admin import app, logger
+from rag.api.admin import app, logger
-from intent import *
+from rag.api.config import necessary_files
-from vecdb import *
+from rag.services.intent import *
-from configs import necessary_files
+from rag.services.vecdb import *
 
 def assert_resource(path: str):
     assert os.path.exists(path), '{} 不存在'.format(file)
@@ -14,9 +16,11 @@ for file in necessary_files.values():
 if __name__ == '__main__':
     from gevent import pywsgi
     import yaml
+    
     config: dict = yaml.load(open('./config/vecdb.yml'), Loader=yaml.Loader)
     addr = config.get('addr', '127.0.0.1')
     port = int(config.get('port', 8081))
+    
     server = pywsgi.WSGIServer((addr, port), app)
     logger.info('RAG 系统运行在 http://{}:{}'.format(addr, port))
     server.serve_forever()

rag/model/__init__.py

@@ -0,0 +1,5 @@
+from .enn import LinearEnn
+
+__all__ = [
+    LinearEnn
+]

rag/model/enn.py

@@ -0,0 +1,88 @@
+
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import numpy as np
+
+class LinearEnn(nn.Module):
+    in_dim: int
+    out_dim: int
+    alpha_kl: float
+    def __init__(self, in_dim: int, out_dim: int, focal: int, alpha_kl: float):
+        super().__init__()
+        self.in_dim = in_dim
+        self.out_dim = out_dim
+        self.alpha_kl = alpha_kl
+        self.focal = focal
+        self.classifier = nn.Sequential(
+            nn.Linear(in_dim, out_dim),
+            nn.ELU(),
+        )
+    
+    def forward(self, inputs: torch.FloatTensor) -> tuple[torch.FloatTensor, torch.FloatTensor]:
+        logits = self.classifier(inputs)
+        evidence = torch.exp(logits)
+        prob = F.normalize(evidence + 1, p=1, dim=1)
+        return evidence, prob
+
+    def criterion(self, evidence: torch.FloatTensor, label: torch.LongTensor) -> torch.FloatTensor:
+        if len(label.shape) == 1:
+            label = F.one_hot(label, self.out_dim)
+        alpha = evidence + 1
+        alpha_0 = alpha.sum(1).unsqueeze(-1).repeat(1, self.out_dim)
+        loss_ece = torch.sum(label * (torch.digamma(alpha_0) - torch.digamma(alpha)), dim=1)
+        loss_ece = torch.mean(loss_ece)
+        if self.alpha_kl > 0:
+            tilde_alpha = label + (1 - label) * alpha
+            uncertainty_alpha = torch.ones_like(tilde_alpha).cuda()
+            estimate_dirichlet = torch.distributions.Dirichlet(tilde_alpha)
+            uncertainty_dirichlet = torch.distributions.Dirichlet(uncertainty_alpha)
+            kl = torch.distributions.kl_divergence(estimate_dirichlet, uncertainty_dirichlet)
+            loss_kl = torch.mean(kl)
+        else:
+            loss_kl = 0
+        return loss_ece + self.alpha_kl * loss_kl
+
+    def predict(self, inputs: torch.FloatTensor | list[list[float]] | np.ndarray) -> tuple[torch.FloatTensor, torch.FloatTensor]:
+        """
+        返回每个类别的预测概率 和 当前的预测的不确定度 uncertainty
+        """
+        if not isinstance(inputs, torch.FloatTensor):
+            inputs = torch.FloatTensor(inputs)
+        with torch.no_grad():
+            evidence, prob = self.forward(inputs)
+            alpha = evidence + 1
+            S = alpha.sum(dim=1)
+            u = self.out_dim / S
+            
+        return prob, u
+
+
+def train_enn(enn_model: LinearEnn, embedding: np.ndarray | torch.FloatTensor, labels: np.ndarray | torch.LongTensor, bs: int = 64, lr: float = 1e-3, epoch: int = 100):
+    optimizer = torch.optim.AdamW(enn_model.parameters(), lr=lr)
+
+    sample_num = len(embedding)
+    sample_indice = np.arange(sample_num)
+    bs_num = int(np.ceil(sample_num / bs))
+
+    training_losses = []
+
+    for i in range(epoch):
+        alpha_kl = min(0.9, i / 10)
+        np.random.shuffle(sample_indice)    
+        train_loss = 0
+        for bs_i in range(bs_num):
+            start = bs_i * bs
+            end = min(sample_num, start + bs)
+            data_indice = sample_indice[start: end]
+            data = torch.FloatTensor(embedding[data_indice])
+            label = torch.LongTensor(labels[data_indice])
+            evidence, prob = enn_model(data)
+            loss = enn_model.criterion(evidence, label)
+            train_loss += loss.item()
+            
+            optimizer.zero_grad()
+            loss.backward()
+            optimizer.step()
+
+        training_losses.append(train_loss / bs_num)

rag/services/intent.py

@@ -2,12 +2,14 @@ from flask import Flask, request, jsonify
 import numpy as np
 import joblib
 import json
-from sklearn.linear_model import LogisticRegression
+import torch
 
-from embedding import embedding
+
-from constant import StatusCode, MsgCode
+from rag.db.embedding import embedding
-from admin import app
+from rag.api.constant import StatusCode, MsgCode
-from configs import necessary_files
+from rag.api.admin import app
+from rag.api.config import necessary_files
+from rag.model.enn import LinearEnn, train_enn
 
 import sys
 import os
@@ -17,16 +19,22 @@ from prompt import PromptEngine
 
 class IntentRecogition:
     def __init__(self) -> None:
-        self.embed_intent_classificator = joblib.load(necessary_files['intent-classifier'])
         self.engine = PromptEngine(necessary_files['intent-story'])
+        self.classifier = LinearEnn(in_dim=768, out_dim=7, focal=0, alpha_kl=0)
+        self.classifier.load_state_dict(torch.load(necessary_files['intent-classifier']))
     
     def get_intent_recogition(self, query: str) -> dict:
         query_embed = embedding.embed_documents([query])
-        result_id = self.embed_intent_classificator.predict(query_embed)[0]
+        prob, u = self.classifier.predict(query_embed)
-        result_id = int(result_id)
+        
+        result_id = prob.argmax(dim=1)
+        u = u.item()
+        
+        result_id = int(result_id.item())
         return {
-            'id': result_id,
+            'id': int(result_id),
-            'name': self.engine.id2intent[result_id]
+            'name': self.engine.id2intent[result_id],
+            'uncertainty': float(u)
         }
 
 intent_recogition = IntentRecogition()
@@ -34,7 +42,7 @@ intent_recogition = IntentRecogition()
 @app.route('/intent/reload-embedding-mapping', methods=['post'])
 def reload_embedding_mapping():
     try:
-        intent_recogition.embed_intent_classificator = joblib.load(necessary_files['intent-classifier'])
+        intent_recogition.classifier.load_state_dict(torch.load(necessary_files['intent-classifier']))
     except Exception as e:
         response = jsonify({
             'code': StatusCode.process_error.value,
@@ -56,21 +64,18 @@ def reload_embedding_mapping():
 def retrain_embedding_mapping():
     engine = PromptEngine(necessary_files['intent-story'])
     engine.merge_stories_from_yml(necessary_files['issue-story'])
-    model = LogisticRegression()
     sentences = []
     labels = []
     for story in engine.stories:
         sentences.append(story.message)
         labels.append(engine.intent2id[story.intent])
-    
     try:
         labels = np.array(labels)
         embed = embedding.embed_documents(sentences)
-        model.fit(embed, labels)
+        enn_model = intent_recogition.classifier
+        train_enn(enn_model, embed, labels, bs=64, lr=1e-3, epoch=100)
+        torch.save(enn_model.state_dict(), necessary_files['intent-classifier'])
         
-        intent_recogition.engine = engine
-        intent_recogition.embed_intent_classificator = model
-        joblib.dump(model, necessary_files['intent-classifier'])    
     except Exception as e:
         response = jsonify({
             'code': StatusCode.process_error.value,
@@ -80,7 +85,6 @@ def retrain_embedding_mapping():
         response.status_code = StatusCode.success.value
         return response
 
-
     response = jsonify({
         'code': StatusCode.success.value,
         'data': 'save data to ' + necessary_files['intent-classifier'],

rag/services/vecdb.py

@@ -1,10 +1,10 @@
 from flask import Flask, request, jsonify
 import json
 
-from embedding import db
+from rag.api.admin import app
-from constant import StatusCode, MsgCode
+from rag.db.embedding import db
-from url_mapping import urlmapping
+from rag.api.constant import StatusCode, MsgCode
-from admin import app
+from rag.utils.url_mapping import urlmapping
 
 @app.route('/vecdb/similarity_search_with_score', methods=['post'])
 def post_similarity_search_with_score():
@@ -31,6 +31,7 @@ def post_similarity_search_with_score():
         source = meta.get('source', '')
         if len(source) > 0:
             source = urlmapping.url_from_mapping(source)
+            
         result_data.append({
             'content': page_content.strip(),
             'meta': meta,

rag/utils/__init__.py

@@ -0,0 +1,3 @@
+from .url_mapping import urlmapping
+
+__all__ = [ urlmapping ]

rag/utils/url_mapping.py

@@ -13,6 +13,7 @@ class UrlMappingRegister:
         return lambda func: register(start, func)
     
     def url_from_mapping(self, source: str) -> str:
+        source = source.lstrip('.').lstrip('/')
         for pattern in self.startsWith_patterns:
             func = self.startsWith_patterns[pattern]
             if source.startswith(pattern):
@@ -32,6 +33,7 @@ def kirigaya_cn(source: str) -> str:
     template = f'https://kirigaya.cn/blog/article?seq={article_id}'
     return template
 
+
 # 样例： docs/digital-document/guide/quick-start.md
 # 目标： https://sterben.nitcloud.cn/zh/guide/quick-start.html
 @urlmapping.startsWith('docs/digital-document')
@@ -42,6 +44,16 @@ def digital_document(source: str) -> str:
     return router
 
 
+# 样例： docs/digital-issue/issue-2/issue.md
+# 目标： https://github.com/Digital-EDA/Digital-IDE/issues/2
+@urlmapping.startsWith('docs/digital-issue')
+def digital_document(source: str) -> str:
+    parts = source.split('/')
+    issue_id = parts[2].split('-')[-1]
+    router = f'https://github.com/Digital-EDA/Digital-IDE/issues/{issue_id}'
+    return router
+
+
 if __name__ == '__main__':
     print(kirigaya_cn('docs/kirigaya.cn/129.md'))
     print(kirigaya_cn('docs/kirigaya.cn/21.md'))

test/suite/rag.test.js

@@ -41,7 +41,7 @@ suite('test intent recogition', () => {
         { input: '我的反撤回还能用', expect: 'others' },
         { input: '因为这是养蛊的虚拟机，放了些国产垃圾软件，得用国产流氓之王才能镇得住他们', expect: 'others' },
         { input: '你咋装了个360', expect: 'others' },
-        { input: '？？？', expect: 'others' },
+        { input: '？？？', expect: 'expression,others' },
     ];
 
     for (const s of intent_suites) {

yarn.lock

@@ -4,7 +4,7 @@
 
 "@pm2/agent@~2.0.0":
   version "2.0.3"
-  resolved "https://registry.npmjs.org/@pm2/agent/-/agent-2.0.3.tgz"
+  resolved "https://registry.yarnpkg.com/@pm2/agent/-/agent-2.0.3.tgz#6b47fda837f185864767fe1e048f61d1de31fc45"
   integrity sha512-xkqqCoTf5VsciMqN0vb9jthW7olVAi4KRFNddCc7ZkeJZ3i8QwZANr4NSH2H5DvseRFHq7MiPspRY/EWAFWWTg==
   dependencies:
     async "~3.2.0"
@@ -23,7 +23,7 @@
 
 "@pm2/io@~6.0.0":
   version "6.0.0"
-  resolved "https://registry.npmjs.org/@pm2/io/-/io-6.0.0.tgz"
+  resolved "https://registry.yarnpkg.com/@pm2/io/-/io-6.0.0.tgz#ad7222e7c6975664028fe727ff7b67e9b661eacc"
   integrity sha512-sKUEgZoQ5/jRwTyMB1I7u2wXL6dG0j/F/M4ANJ7dJCApfW8nWC0RElMW2siEKvZ79iplIPAaWV27oyBoerEflw==
   dependencies:
     async "~2.6.1"
@@ -37,7 +37,7 @@
 
 "@pm2/js-api@~0.8.0":
   version "0.8.0"
-  resolved "https://registry.npmjs.org/@pm2/js-api/-/js-api-0.8.0.tgz"
+  resolved "https://registry.yarnpkg.com/@pm2/js-api/-/js-api-0.8.0.tgz#d1b8aff562dd34befa3cb30fe28e08c9f9743abc"
   integrity sha512-nmWzrA/BQZik3VBz+npRcNIu01kdBhWL0mxKmP1ciF/gTcujPTQqt027N9fc1pK9ERM8RipFhymw7RcmCyOEYA==
   dependencies:
     async "^2.6.3"
@@ -48,7 +48,7 @@
 
 "@pm2/pm2-version-check@latest":
   version "1.0.4"
-  resolved "https://registry.npmjs.org/@pm2/pm2-version-check/-/pm2-version-check-1.0.4.tgz"
+  resolved "https://registry.yarnpkg.com/@pm2/pm2-version-check/-/pm2-version-check-1.0.4.tgz#cf97fbb14b0eca95430ca05eedccbd2683806e43"
   integrity sha512-SXsM27SGH3yTWKc2fKR4SYNxsmnvuBQ9dd6QHtEWmiZ/VqaOYPAIlS8+vMcn27YLtAEBGvNRSh3TPNvtjZgfqA==
   dependencies:
     debug "^4.3.1"
@@ -122,7 +122,7 @@
 
 "@tootallnate/quickjs-emscripten@^0.23.0":
   version "0.23.0"
-  resolved "https://registry.npmjs.org/@tootallnate/quickjs-emscripten/-/quickjs-emscripten-0.23.0.tgz"
+  resolved "https://registry.yarnpkg.com/@tootallnate/quickjs-emscripten/-/quickjs-emscripten-0.23.0.tgz#db4ecfd499a9765ab24002c3b696d02e6d32a12c"
   integrity sha512-C5Mc6rdnsaJDjO3UpGW/CQTHtCKaYlScZTly4JIu97Jxo/odCiH0ITnDXSJPTOrEKk/ycSZ0AOgTmkDtkOsvIA==
 
 "@types/node@*", "@types/node@^20.12.12":
@@ -154,7 +154,7 @@ accepts@~1.3.5:
 
 agent-base@^7.0.2, agent-base@^7.1.0, agent-base@^7.1.1:
   version "7.1.1"
-  resolved "https://registry.npmjs.org/agent-base/-/agent-base-7.1.1.tgz"
+  resolved "https://registry.yarnpkg.com/agent-base/-/agent-base-7.1.1.tgz#bdbded7dfb096b751a2a087eeeb9664725b2e317"
   integrity sha512-H0TSyFNDMomMNJQBn8wFV5YC/2eJ+VXECwOadZJT554xP6cODZHPX3H9QMQECxvrgiSOP1pHjy1sMWQVYJOUOA==
   dependencies:
     debug "^4.3.4"
@@ -171,14 +171,14 @@ ajv@8.12.0:
 
 amp-message@~0.1.1:
   version "0.1.2"
-  resolved "https://registry.npmjs.org/amp-message/-/amp-message-0.1.2.tgz"
+  resolved "https://registry.yarnpkg.com/amp-message/-/amp-message-0.1.2.tgz#a78f1c98995087ad36192a41298e4db49e3dfc45"
   integrity sha512-JqutcFwoU1+jhv7ArgW38bqrE+LQdcRv4NxNw0mp0JHQyB6tXesWRjtYKlDgHRY2o3JE5UTaBGUK8kSWUdxWUg==
   dependencies:
     amp "0.3.1"
 
 amp@0.3.1, amp@~0.3.1:
   version "0.3.1"
-  resolved "https://registry.npmjs.org/amp/-/amp-0.3.1.tgz"
+  resolved "https://registry.yarnpkg.com/amp/-/amp-0.3.1.tgz#6adf8d58a74f361e82c1fa8d389c079e139fc47d"
   integrity sha512-OwIuC4yZaRogHKiuU5WlMR5Xk/jAcpPtawWL05Gj8Lvm2F6mwoJt4O/bHI+DHwG79vWd+8OFYM4/BzYqyRd3qw==
 
 ansi-align@^3.0.1:
@@ -195,7 +195,7 @@ ansi-colors@4.1.1:
 
 ansi-colors@^4.1.1:
   version "4.1.3"
-  resolved "https://registry.npmjs.org/ansi-colors/-/ansi-colors-4.1.3.tgz"
+  resolved "https://registry.yarnpkg.com/ansi-colors/-/ansi-colors-4.1.3.tgz#37611340eb2243e70cc604cad35d63270d48781b"
   integrity sha512-/6w/C21Pm1A7aZitlI5Ni/2J6FFQN8i1Cvz3kHABAAbw93v/NlvKdVOqz7CCWz/3iv/JplRSEEZ83XION15ovw==
 
 ansi-regex@^5.0.1:
@@ -250,21 +250,21 @@ assertion-error@^1.1.0:
 
 ast-types@^0.13.4:
   version "0.13.4"
-  resolved "https://registry.npmjs.org/ast-types/-/ast-types-0.13.4.tgz"
+  resolved "https://registry.yarnpkg.com/ast-types/-/ast-types-0.13.4.tgz#ee0d77b343263965ecc3fb62da16e7222b2b6782"
   integrity sha512-x1FCFnFifvYDDzTaLII71vG5uvDwgtmDTEVWAxrgeiR8VjMONcCXJx7E+USjDtHlwFmt9MysbqgF9b9Vjr6w+w==
   dependencies:
     tslib "^2.0.1"
 
 async@^2.6.3, async@~2.6.1:
   version "2.6.4"
-  resolved "https://registry.npmjs.org/async/-/async-2.6.4.tgz"
+  resolved "https://registry.yarnpkg.com/async/-/async-2.6.4.tgz#706b7ff6084664cd7eae713f6f965433b5504221"
   integrity sha512-mzo5dfJYwAn29PeiJ0zvwTo04zj8HDJj0Mn8TD7sno7q12prdbnasKJHhkm2c1LgrhlJ0teaea8860oxi51mGA==
   dependencies:
     lodash "^4.17.14"
 
 async@^3.2.0, async@~3.2.0:
   version "3.2.5"
-  resolved "https://registry.npmjs.org/async/-/async-3.2.5.tgz"
+  resolved "https://registry.yarnpkg.com/async/-/async-3.2.5.tgz#ebd52a8fdaf7a2289a24df399f8d8485c8a46b66"
   integrity sha512-baNZyqaaLhyLVKm/DlvdW051MSgO6b8eVfIezl9E5PqWxFgzLm/wQntEW4zOytVburDEr0JlALEpdOFwvErLsg==
 
 asynckit@^0.4.0:
@@ -295,7 +295,7 @@ balanced-match@^1.0.0:
 
 basic-ftp@^5.0.2:
   version "5.0.5"
-  resolved "https://registry.npmjs.org/basic-ftp/-/basic-ftp-5.0.5.tgz"
+  resolved "https://registry.yarnpkg.com/basic-ftp/-/basic-ftp-5.0.5.tgz#14a474f5fffecca1f4f406f1c26b18f800225ac0"
   integrity sha512-4Bcg1P8xhUuqcii/S0Z9wiHIrQVPMermM1any+MX5GeGD7faD3/msQUDGLol9wOcz4/jbg/WJnGqoJF6LiBdtg==
 
 binary-extensions@^2.0.0:
@@ -305,12 +305,12 @@ binary-extensions@^2.0.0:
 
 blessed@0.1.81:
   version "0.1.81"
-  resolved "https://registry.npmjs.org/blessed/-/blessed-0.1.81.tgz"
+  resolved "https://registry.yarnpkg.com/blessed/-/blessed-0.1.81.tgz#f962d687ec2c369570ae71af843256e6d0ca1129"
   integrity sha512-LoF5gae+hlmfORcG1M5+5XZi4LBmvlXTzwJWzUlPryN/SJdSflZvROM2TwkT0GMpq7oqT48NRd4GS7BiVBc5OQ==
 
 bodec@^0.1.0:
   version "0.1.0"
-  resolved "https://registry.npmjs.org/bodec/-/bodec-0.1.0.tgz"
+  resolved "https://registry.yarnpkg.com/bodec/-/bodec-0.1.0.tgz#bc851555430f23c9f7650a75ef64c6a94c3418cc"
   integrity sha512-Ylo+MAo5BDUq1KA3f3R/MFhh+g8cnHmo8bz3YPGhI1znrMaf77ol1sfvYJzsw3nTE+Y2GryfDxBaR+AqpAkEHQ==
 
 boxen@7.0.0:
@@ -356,7 +356,7 @@ browser-stdout@1.3.1:
 
 buffer-from@^1.0.0:
   version "1.1.2"
-  resolved "https://registry.npmjs.org/buffer-from/-/buffer-from-1.1.2.tgz"
+  resolved "https://registry.yarnpkg.com/buffer-from/-/buffer-from-1.1.2.tgz#2b146a6fd72e80b4f55d255f35ed59a3a9a41bd5"
   integrity sha512-E+XQCRwSbaaiChtv6k6Dwgc+bx+Bs6vuKJHHl5kox/BaKbhiXzqQOwK4cO22yElGp2OCmjwVhT3HmxgyPGnJfQ==
 
 bytes@3.0.0:
@@ -418,7 +418,7 @@ chalk-template@0.4.0:
 
 chalk@3.0.0, chalk@~3.0.0:
   version "3.0.0"
-  resolved "https://registry.npmjs.org/chalk/-/chalk-3.0.0.tgz"
+  resolved "https://registry.yarnpkg.com/chalk/-/chalk-3.0.0.tgz#3f73c2bf526591f574cc492c51e2456349f844e4"
   integrity sha512-4D3B6Wf41KOYRFdszmDqMCGq5VV/uMAB273JILmO+3jAlh8X4qDtdtgCR3fxtbLEMzSx22QdhnDcJvu2u1fVwg==
   dependencies:
     ansi-styles "^4.1.0"
@@ -444,7 +444,7 @@ chalk@^5.0.1:
 
 charm@~0.1.1:
   version "0.1.2"
-  resolved "https://registry.npmjs.org/charm/-/charm-0.1.2.tgz"
+  resolved "https://registry.yarnpkg.com/charm/-/charm-0.1.2.tgz#06c21eed1a1b06aeb67553cdc53e23274bac2296"
   integrity sha512-syedaZ9cPe7r3hoQA9twWYKu5AIyCswN5+szkmPBe9ccdLrj4bYaCnLVPTLd2kgVRc7+zoX4tyPgRnFKCj5YjQ==
 
 check-error@^1.0.2:
@@ -471,7 +471,7 @@ chokidar@3.5.3:
 
 chokidar@^3.5.3:
   version "3.6.0"
-  resolved "https://registry.npmjs.org/chokidar/-/chokidar-3.6.0.tgz"
+  resolved "https://registry.yarnpkg.com/chokidar/-/chokidar-3.6.0.tgz#197c6cc669ef2a8dc5e7b4d97ee4e092c3eb0d5b"
   integrity sha512-7VT13fmjotKpGipCW9JEQAusEPE+Ei8nl6/g4FBAmIm0GOOLMua9NDDo/DWp0ZAxCr3cPq5ZpBqmPAQgDda2Pw==
   dependencies:
     anymatch "~3.1.2"
@@ -491,7 +491,7 @@ cli-boxes@^3.0.0:
 
 cli-tableau@^2.0.0:
   version "2.0.1"
-  resolved "https://registry.npmjs.org/cli-tableau/-/cli-tableau-2.0.1.tgz"
+  resolved "https://registry.yarnpkg.com/cli-tableau/-/cli-tableau-2.0.1.tgz#baa78d83e08a2d7ab79b7dad9406f0254977053f"
   integrity sha512-he+WTicka9cl0Fg/y+YyxcN6/bfQ/1O3QmgxRXDhABKqLzvoOSM4fMzp39uMyLBulAFuywD2N7UaoQE7WaADxQ==
   dependencies:
     chalk "3.0.0"
@@ -535,7 +535,7 @@ combined-stream@^1.0.8:
 
 commander@2.15.1:
   version "2.15.1"
-  resolved "https://registry.npmjs.org/commander/-/commander-2.15.1.tgz"
+  resolved "https://registry.yarnpkg.com/commander/-/commander-2.15.1.tgz#df46e867d0fc2aec66a34662b406a9ccafff5b0f"
   integrity sha512-VlfT9F3V0v+jr4yxPc5gg9s62/fIVWsd2Bk2iD435um1NlGMYdVCq+MjcXnhYq2icNOizHr1kK+5TI6H0Hy0ag==
 
 compressible@~2.0.16:
@@ -570,7 +570,7 @@ content-disposition@0.5.2:
 
 croner@~4.1.92:
   version "4.1.97"
-  resolved "https://registry.npmjs.org/croner/-/croner-4.1.97.tgz"
+  resolved "https://registry.yarnpkg.com/croner/-/croner-4.1.97.tgz#6e373dc7bb3026fab2deb0d82685feef20796766"
   integrity sha512-/f6gpQuxDaqXu+1kwQYSckUglPaOrHdbIlBAu0YuW8/Cdb45XwXYNUBXg3r/9Mo6n540Kn/smKcZWko5x99KrQ==
 
 cross-spawn@^7.0.3:
@@ -584,7 +584,7 @@ cross-spawn@^7.0.3:
 
 culvert@^0.1.2:
   version "0.1.2"
-  resolved "https://registry.npmjs.org/culvert/-/culvert-0.1.2.tgz"
+  resolved "https://registry.yarnpkg.com/culvert/-/culvert-0.1.2.tgz#9502f5f0154a2d5a22a023e79f71cc936fa6ef6f"
   integrity sha512-yi1x3EAWKjQTreYWeSd98431AV+IEE0qoDyOoaHJ7KJ21gv6HtBXHVLX74opVSGqcR8/AbjJBHAHpcOy2bj5Gg==
 
 d@1, d@^1.0.1, d@^1.0.2:
@@ -597,17 +597,17 @@ d@1, d@^1.0.1, d@^1.0.2:
 
 data-uri-to-buffer@^6.0.2:
   version "6.0.2"
-  resolved "https://registry.npmjs.org/data-uri-to-buffer/-/data-uri-to-buffer-6.0.2.tgz"
+  resolved "https://registry.yarnpkg.com/data-uri-to-buffer/-/data-uri-to-buffer-6.0.2.tgz#8a58bb67384b261a38ef18bea1810cb01badd28b"
   integrity sha512-7hvf7/GW8e86rW0ptuwS3OcBGDjIi6SZva7hCyWC0yYry2cOPmLIjXAUHI6DK2HsnwJd9ifmt57i8eV2n4YNpw==
 
 dayjs@~1.11.5:
   version "1.11.11"
-  resolved "https://registry.npmjs.org/dayjs/-/dayjs-1.11.11.tgz"
+  resolved "https://registry.yarnpkg.com/dayjs/-/dayjs-1.11.11.tgz#dfe0e9d54c5f8b68ccf8ca5f72ac603e7e5ed59e"
   integrity sha512-okzr3f11N6WuqYtZSvm+F776mB41wRZMhKP+hc34YdW+KmtYYK9iqvHSwo2k9FEH3fhGXvOPV6yz2IcSrfRUDg==
 
 dayjs@~1.8.24:
   version "1.8.36"
-  resolved "https://registry.npmjs.org/dayjs/-/dayjs-1.8.36.tgz"
+  resolved "https://registry.yarnpkg.com/dayjs/-/dayjs-1.8.36.tgz#be36e248467afabf8f5a86bae0de0cdceecced50"
   integrity sha512-3VmRXEtw7RZKAf+4Tv1Ym9AGeo8r8+CjDi26x+7SYQil1UqtqdaokhzoEJohqlzt0m5kacJSDhJQkG/LWhpRBw==
 
 debug@2.6.9:
@@ -619,7 +619,7 @@ debug@2.6.9:
 
 debug@4, debug@^4.1.1, debug@^4.3.1, debug@^4.3.4, debug@~4.3.1:
   version "4.3.5"
-  resolved "https://registry.npmjs.org/debug/-/debug-4.3.5.tgz"
+  resolved "https://registry.yarnpkg.com/debug/-/debug-4.3.5.tgz#e83444eceb9fedd4a1da56d671ae2446a01a6e1e"
   integrity sha512-pt0bNEmneDIvdL1Xsd9oDQ/wrQRkXDT4AUWlNZNPKvW5x/jyO9VFXkJUP07vQ2upmw5PlaITaPKc31jK13V+jg==
   dependencies:
     ms "2.1.2"
@@ -633,7 +633,7 @@ debug@4.3.4:
 
 debug@^3.2.6:
   version "3.2.7"
-  resolved "https://registry.npmjs.org/debug/-/debug-3.2.7.tgz"
+  resolved "https://registry.yarnpkg.com/debug/-/debug-3.2.7.tgz#72580b7e9145fb39b6676f9c5e5fb100b934179a"
   integrity sha512-CFjzYYAi4ThfiQvizrFQevTTXHtnCqWfe7x1AhgEscTz6ZbLbfoLRLPugTQyBth6f8ZERVUSyWHFD/7Wu4t1XQ==
   dependencies:
     ms "^2.1.1"
@@ -666,7 +666,7 @@ define-data-property@^1.1.4:
 
 degenerator@^5.0.0:
   version "5.0.1"
-  resolved "https://registry.npmjs.org/degenerator/-/degenerator-5.0.1.tgz"
+  resolved "https://registry.yarnpkg.com/degenerator/-/degenerator-5.0.1.tgz#9403bf297c6dad9a1ece409b37db27954f91f2f5"
   integrity sha512-TllpMR/t0M5sqCXfj85i4XaAzxmS5tVA16dqvdkMwGmzI+dXLXnw3J+3Vdv7VKw+ThlTMboK6i9rnZ6Nntj5CQ==
   dependencies:
     ast-types "^0.13.4"
@@ -705,7 +705,7 @@ emoji-regex@^9.2.2:
 
 enquirer@2.3.6:
   version "2.3.6"
-  resolved "https://registry.npmjs.org/enquirer/-/enquirer-2.3.6.tgz"
+  resolved "https://registry.yarnpkg.com/enquirer/-/enquirer-2.3.6.tgz#2a7fe5dd634a1e4125a975ec994ff5456dc3734d"
   integrity sha512-yjNnPr315/FjS4zIsUxYguYUPP2e1NK4d7E7ZOLiyYCcbFBiTMyID+2wvm2w6+pZ/odMA7cRkjhsPbltwBOrLg==
   dependencies:
     ansi-colors "^4.1.1"
@@ -761,7 +761,7 @@ escape-string-regexp@4.0.0, escape-string-regexp@^4.0.0:
 
 escodegen@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.npmjs.org/escodegen/-/escodegen-2.1.0.tgz"
+  resolved "https://registry.yarnpkg.com/escodegen/-/escodegen-2.1.0.tgz#ba93bbb7a43986d29d6041f99f5262da773e2e17"
   integrity sha512-2NlIDTwUWJN0mRPQOdtQBzbUHvdGY2P1VXSyU83Q3xKxM7WHX2Ql8dKq782Q9TgQUNOLEzEYu9bzLNj1q88I5w==
   dependencies:
     esprima "^4.0.1"
@@ -782,17 +782,17 @@ esniff@^2.0.1:
 
 esprima@^4.0.1:
   version "4.0.1"
-  resolved "https://registry.npmjs.org/esprima/-/esprima-4.0.1.tgz"
+  resolved "https://registry.yarnpkg.com/esprima/-/esprima-4.0.1.tgz#13b04cdb3e6c5d19df91ab6987a8695619b0aa71"
   integrity sha512-eGuFFw7Upda+g4p+QHvnW0RyTX/SVeJBDM/gCtMARO0cLuT2HcEKnTPvhjV6aGeqrCB/sbNop0Kszm0jsaWU4A==
 
 estraverse@^5.2.0:
   version "5.3.0"
-  resolved "https://registry.npmjs.org/estraverse/-/estraverse-5.3.0.tgz"
+  resolved "https://registry.yarnpkg.com/estraverse/-/estraverse-5.3.0.tgz#2eea5290702f26ab8fe5370370ff86c965d21123"
   integrity sha512-MMdARuVEQziNTeJD8DgMqmhwR11BRQ/cBP+pLtYdSTnf3MIO8fFeiINEbX36ZdNlfU/7A9f3gUw49B3oQsvwBA==
 
 esutils@^2.0.2:
   version "2.0.3"
-  resolved "https://registry.npmjs.org/esutils/-/esutils-2.0.3.tgz"
+  resolved "https://registry.yarnpkg.com/esutils/-/esutils-2.0.3.tgz#74d2eb4de0b8da1293711910d50775b9b710ef64"
   integrity sha512-kVscqXk4OCp68SZ0dkgEKVi6/8ij300KBWTJq32P/dYeWTSwK41WyTxalN1eRmA5Z9UU/LX9D7FWSmV9SAYx6g==
 
 event-emitter@^0.3.5:
@@ -805,17 +805,17 @@ event-emitter@^0.3.5:
 
 eventemitter2@5.0.1, eventemitter2@~5.0.1:
   version "5.0.1"
-  resolved "https://registry.npmjs.org/eventemitter2/-/eventemitter2-5.0.1.tgz"
+  resolved "https://registry.yarnpkg.com/eventemitter2/-/eventemitter2-5.0.1.tgz#6197a095d5fb6b57e8942f6fd7eaad63a09c9452"
   integrity sha512-5EM1GHXycJBS6mauYAbVKT1cVs7POKWb2NXD4Vyt8dDqeZa7LaDK1/sjtL+Zb0lzTpSNil4596Dyu97hz37QLg==
 
 eventemitter2@^6.3.1:
   version "6.4.9"
-  resolved "https://registry.npmjs.org/eventemitter2/-/eventemitter2-6.4.9.tgz"
+  resolved "https://registry.yarnpkg.com/eventemitter2/-/eventemitter2-6.4.9.tgz#41f2750781b4230ed58827bc119d293471ecb125"
   integrity sha512-JEPTiaOt9f04oa6NOkc4aH+nVp5I3wEjpHbIPqfgCdD5v5bUzy7xQqwcVO2aDQgOWhI28da57HksMrzK9HlRxg==
 
 eventemitter2@~0.4.14:
   version "0.4.14"
-  resolved "https://registry.npmjs.org/eventemitter2/-/eventemitter2-0.4.14.tgz"
+  resolved "https://registry.yarnpkg.com/eventemitter2/-/eventemitter2-0.4.14.tgz#8f61b75cde012b2e9eb284d4545583b5643b61ab"
   integrity sha512-K7J4xq5xAD5jHsGM5ReWXRTFa3JRGofHiMcVgQ8PRwgWxzjHpMWCIzsmyf60+mh8KLsqYPcjUMa0AC4hd6lPyQ==
 
 execa@^5.1.1:
@@ -842,7 +842,7 @@ ext@^1.7.0:
 
 extrareqp2@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.npmjs.org/extrareqp2/-/extrareqp2-1.0.0.tgz"
+  resolved "https://registry.yarnpkg.com/extrareqp2/-/extrareqp2-1.0.0.tgz#aaf8ad1495d723f71276b0eab041c061aa21f035"
   integrity sha512-Gum0g1QYb6wpPJCVypWP3bbIuaibcFiJcpuPM10YSXp/tzqi84x9PJageob+eN4xVRIOto4wjSGNLyMD54D2xA==
   dependencies:
     follow-redirects "^1.14.0"
@@ -854,7 +854,7 @@ fast-deep-equal@^3.1.1:
 
 fast-json-patch@^3.0.0-1:
   version "3.1.1"
-  resolved "https://registry.npmjs.org/fast-json-patch/-/fast-json-patch-3.1.1.tgz"
+  resolved "https://registry.yarnpkg.com/fast-json-patch/-/fast-json-patch-3.1.1.tgz#85064ea1b1ebf97a3f7ad01e23f9337e72c66947"
   integrity sha512-vf6IHUX2SBcA+5/+4883dsIjpBTqmfBjmYiWK1savxQmFk4JfBMLa7ynTYOs1Rolp/T1betJxHiGD3g1Mn8lUQ==
 
 fast-url-parser@1.1.3:
@@ -866,7 +866,7 @@ fast-url-parser@1.1.3:
 
 fclone@1.0.11, fclone@~1.0.11:
   version "1.0.11"
-  resolved "https://registry.npmjs.org/fclone/-/fclone-1.0.11.tgz"
+  resolved "https://registry.yarnpkg.com/fclone/-/fclone-1.0.11.tgz#10e85da38bfea7fc599341c296ee1d77266ee640"
   integrity sha512-GDqVQezKzRABdeqflsgMr7ktzgF9CyS+p2oe0jJqUY6izSSbhPIQJDpoU4PtGcD7VPM9xh/dVrTu6z1nwgmEGw==
 
 fill-range@^7.1.1:
@@ -921,7 +921,7 @@ fs-extra@^10.0.0:
 
 fs-extra@^11.2.0:
   version "11.2.0"
-  resolved "https://registry.npmjs.org/fs-extra/-/fs-extra-11.2.0.tgz"
+  resolved "https://registry.yarnpkg.com/fs-extra/-/fs-extra-11.2.0.tgz#e70e17dfad64232287d01929399e0ea7c86b0e5b"
   integrity sha512-PmDi3uwK5nFuXh7XDTlVnS17xJS7vW36is2+w3xcv8SVxiB4NyATf4ctkVY5bkSjX0Y4nbvZCq1/EjtEyr9ktw==
   dependencies:
     graceful-fs "^4.2.0"
@@ -976,7 +976,7 @@ get-stream@^6.0.0:
 
 get-uri@^6.0.1:
   version "6.0.3"
-  resolved "https://registry.npmjs.org/get-uri/-/get-uri-6.0.3.tgz"
+  resolved "https://registry.yarnpkg.com/get-uri/-/get-uri-6.0.3.tgz#0d26697bc13cf91092e519aa63aa60ee5b6f385a"
   integrity sha512-BzUrJBS9EcUb4cFol8r4W3v1cPsSyajLSthNkz5BxbpDcHN5tIrM10E2eNvfnvBn3DaT3DUgx0OpsBKkaOpanw==
   dependencies:
     basic-ftp "^5.0.2"
@@ -986,12 +986,12 @@ get-uri@^6.0.1:
 
 git-node-fs@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.npmjs.org/git-node-fs/-/git-node-fs-1.0.0.tgz"
+  resolved "https://registry.yarnpkg.com/git-node-fs/-/git-node-fs-1.0.0.tgz#49b215e242ebe43aa4c7561bbba499521752080f"
   integrity sha512-bLQypt14llVXBg0S0u8q8HmU7g9p3ysH+NvVlae5vILuUvs759665HvmR5+wb04KjHyjFcDRxdYb4kyNnluMUQ==
 
 git-sha1@^0.1.2:
   version "0.1.2"
-  resolved "https://registry.npmjs.org/git-sha1/-/git-sha1-0.1.2.tgz"
+  resolved "https://registry.yarnpkg.com/git-sha1/-/git-sha1-0.1.2.tgz#599ac192b71875825e13a445f3a6e05118c2f745"
   integrity sha512-2e/nZezdVlyCopOCYHeW0onkbZg7xP1Ad6pndPy1rCygeRykefUS6r7oA5cJRGEFvseiaz5a/qUHFVX1dd6Isg==
 
 glob-parent@~5.1.2:
@@ -1079,7 +1079,7 @@ he@1.2.0:
 
 http-proxy-agent@^7.0.0:
   version "7.0.2"
-  resolved "https://registry.npmjs.org/http-proxy-agent/-/http-proxy-agent-7.0.2.tgz"
+  resolved "https://registry.yarnpkg.com/http-proxy-agent/-/http-proxy-agent-7.0.2.tgz#9a8b1f246866c028509486585f62b8f2c18c270e"
   integrity sha512-T1gkAiYYDWYx3V5Bmyu7HcfcvL7mUrTWiM6yOfa3PIphViJ/gFPbvidQ+veqSOHci/PxBcDabeUNCzpOODJZig==
   dependencies:
     agent-base "^7.1.0"
@@ -1087,7 +1087,7 @@ http-proxy-agent@^7.0.0:
 
 https-proxy-agent@^7.0.2:
   version "7.0.4"
-  resolved "https://registry.npmjs.org/https-proxy-agent/-/https-proxy-agent-7.0.4.tgz"
+  resolved "https://registry.yarnpkg.com/https-proxy-agent/-/https-proxy-agent-7.0.4.tgz#8e97b841a029ad8ddc8731f26595bad868cb4168"
   integrity sha512-wlwpilI7YdjSkWaQ/7omYBMTliDcmCN8OLihO6I9B86g06lMyAoqgoDpV0XqoaPOKj+0DIdAvnsWfyAAhmimcg==
   dependencies:
     agent-base "^7.0.2"
@@ -1100,7 +1100,7 @@ human-signals@^2.1.0:
 
 iconv-lite@^0.4.4:
   version "0.4.24"
-  resolved "https://registry.npmjs.org/iconv-lite/-/iconv-lite-0.4.24.tgz"
+  resolved "https://registry.yarnpkg.com/iconv-lite/-/iconv-lite-0.4.24.tgz#2022b4b25fbddc21d2f524974a474aafe733908b"
   integrity sha512-v3MXnZAcvnywkTUEZomIActle7RXXeedOR31wwl7VlyoXO4Qi9arvSenNQWne1TcRwhCL1HwLI21bEqdpj8/rA==
   dependencies:
     safer-buffer ">= 2.1.2 < 3"
@@ -1130,7 +1130,7 @@ interpret@^1.0.0:
 
 ip-address@^9.0.5:
   version "9.0.5"
-  resolved "https://registry.npmjs.org/ip-address/-/ip-address-9.0.5.tgz"
+  resolved "https://registry.yarnpkg.com/ip-address/-/ip-address-9.0.5.tgz#117a960819b08780c3bd1f14ef3c1cc1d3f3ea5a"
   integrity sha512-zHtQzGojZXTwZTHQqra+ETKd4Sn3vgi7uBmlPoXVWZqYvuKmtI0l/VZTjqGmJY9x88GGOaZ9+G9ES8hC4T4X8g==
   dependencies:
     jsbn "1.1.0"
@@ -1243,7 +1243,7 @@ isexe@^2.0.0:
 
 js-git@^0.7.8:
   version "0.7.8"
-  resolved "https://registry.npmjs.org/js-git/-/js-git-0.7.8.tgz"
+  resolved "https://registry.yarnpkg.com/js-git/-/js-git-0.7.8.tgz#52fa655ab61877d6f1079efc6534b554f31e5444"
   integrity sha512-+E5ZH/HeRnoc/LW0AmAyhU+mNcWBzAKE+30+IDMLSLbbK+Tdt02AdkOKq9u15rlJsDEGFqtgckc8ZM59LhhiUA==
   dependencies:
     bodec "^0.1.0"
@@ -1260,7 +1260,7 @@ js-yaml@4.1.0, js-yaml@~4.1.0:
 
 jsbn@1.1.0:
   version "1.1.0"
-  resolved "https://registry.npmjs.org/jsbn/-/jsbn-1.1.0.tgz"
+  resolved "https://registry.yarnpkg.com/jsbn/-/jsbn-1.1.0.tgz#b01307cb29b618a1ed26ec79e911f803c4da0040"
   integrity sha512-4bYVV3aAMtDTTu4+xsDYa6sy9GyJ69/amsu9sYF2zqjiEoZA5xJi3BrfX3uY+/IekIu7MwdObdbDWpoZdBv3/A==
 
 json-schema-traverse@^1.0.0:
@@ -1270,7 +1270,7 @@ json-schema-traverse@^1.0.0:
 
 json-stringify-safe@^5.0.1:
   version "5.0.1"
-  resolved "https://registry.npmjs.org/json-stringify-safe/-/json-stringify-safe-5.0.1.tgz"
+  resolved "https://registry.yarnpkg.com/json-stringify-safe/-/json-stringify-safe-5.0.1.tgz#1296a2d58fd45f19a0f6ce01d65701e2c735b6eb"
   integrity sha512-ZClg6AaYvamvYEE82d3Iyd3vSSIjQ+odgjaTzRuO3s7toCdFKczob2i0zCh7JE8kWn17yvAWhUVxvqGwUalsRA==
 
 jsonfile@^6.0.1:
@@ -1302,10 +1302,10 @@ knuth-shuffle@^1.0.8:
   resolved "https://registry.yarnpkg.com/knuth-shuffle/-/knuth-shuffle-1.0.8.tgz#929a467b0efd8d297bdcf318ca988a9f1037f80d"
   integrity sha512-IdC4Hpp+mx53zTt6VAGsAtbGM0g4BV9fP8tTcviCosSwocHcRDw9uG5Rnv6wLWckF4r72qeXFoK9NkvV1gUJCQ==
 
-lagrange.onebot@^1.0.0:
+lagrange.onebot@^1.0.2:
-  version "1.0.0"
+  version "1.0.2"
-  resolved "https://registry.npmjs.org/lagrange.onebot/-/lagrange.onebot-1.0.0.tgz"
+  resolved "https://registry.yarnpkg.com/lagrange.onebot/-/lagrange.onebot-1.0.2.tgz#db3aef4b85a4f31c8b28c770c269ca60c09fbd14"
-  integrity sha512-KI5EJNiaXtnOdXTDdTaNNw0eZJVwwx5JIuaR1Ci0JhacYaxWd9FSXHEWbBFHFdZejv/uxyqv9yvDT1Zn4w3DIw==
+  integrity sha512-0Plag0DbJp3q88pA0sa72Pzk2X1RZwU/TIxbxiiZ3vauNN3naJ7d2j6mc6fDVfORde94Cxn/BjPRZwUd2pbsaw==
   dependencies:
     "@ptkdev/logger" "^1.8.0"
     "@types/node" "^20.12.12"
@@ -1321,7 +1321,7 @@ lazy-seq@^1.0.0:
 
 lazy@~1.0.11:
   version "1.0.11"
-  resolved "https://registry.npmjs.org/lazy/-/lazy-1.0.11.tgz"
+  resolved "https://registry.yarnpkg.com/lazy/-/lazy-1.0.11.tgz#daa068206282542c088288e975c297c1ae77b690"
   integrity sha512-Y+CjUfLmIpoUCCRl0ub4smrYtGGr5AOa2AKOaWelGHOGz33X/Y/KizefGqbkwfz44+cnq/+9habclf8vOmu2LA==
 
 locate-path@^6.0.0:
@@ -1367,14 +1367,14 @@ lowdb@^1.0.0:
 
 lru-cache@^6.0.0:
   version "6.0.0"
-  resolved "https://registry.npmjs.org/lru-cache/-/lru-cache-6.0.0.tgz"
+  resolved "https://registry.yarnpkg.com/lru-cache/-/lru-cache-6.0.0.tgz#6d6fe6570ebd96aaf90fcad1dafa3b2566db3a94"
   integrity sha512-Jo6dJ04CmSjuznwJSS3pUeWmd/H0ffTlkXXgwZi+eq1UCmqQwCh+eLsYOYCwY991i2Fah4h1BEMCx4qThGbsiA==
   dependencies:
     yallist "^4.0.0"
 
 lru-cache@^7.14.1:
   version "7.18.3"
-  resolved "https://registry.npmjs.org/lru-cache/-/lru-cache-7.18.3.tgz"
+  resolved "https://registry.yarnpkg.com/lru-cache/-/lru-cache-7.18.3.tgz#f793896e0fd0e954a59dfdd82f0773808df6aa89"
   integrity sha512-jumlc0BIUrS3qJGgIkWZsyfAM7NCWiBcCDhnd+3NNM5KbBmLTgHVfWBcg6W+rLUsIpzpERPsvwUP7CckAQSOoA==
 
 merge-stream@^2.0.0:
@@ -1439,7 +1439,7 @@ minimist@^1.2.0:
 
 mkdirp@1.0.4:
   version "1.0.4"
-  resolved "https://registry.npmjs.org/mkdirp/-/mkdirp-1.0.4.tgz"
+  resolved "https://registry.yarnpkg.com/mkdirp/-/mkdirp-1.0.4.tgz#3eb5ed62622756d79a5f0e2a221dfebad75c2f7e"
   integrity sha512-vVqVZQyf3WLx2Shd0qJ9xuvqgAyKPLAiqITEtqW0oIUjzo3PePDd6fW9iFz30ef7Ysp/oiWqbhszeGWW2T6Gzw==
 
 mocha@^10.4.0:
@@ -1470,7 +1470,7 @@ mocha@^10.4.0:
 
 module-details-from-path@^1.0.3:
   version "1.0.3"
-  resolved "https://registry.npmjs.org/module-details-from-path/-/module-details-from-path-1.0.3.tgz"
+  resolved "https://registry.yarnpkg.com/module-details-from-path/-/module-details-from-path-1.0.3.tgz#114c949673e2a8a35e9d35788527aa37b679da2b"
   integrity sha512-ySViT69/76t8VhE1xXHK6Ch4NcDd26gx0MzKXLO+F7NOtnqH68d9zF94nT8ZWSxXh8ELOERsnJO/sWt1xZYw5A==
 
 ms@2.0.0:
@@ -1490,12 +1490,12 @@ ms@2.1.3, ms@^2.1.1:
 
 mute-stream@~0.0.4:
   version "0.0.8"
-  resolved "https://registry.npmjs.org/mute-stream/-/mute-stream-0.0.8.tgz"
+  resolved "https://registry.yarnpkg.com/mute-stream/-/mute-stream-0.0.8.tgz#1630c42b2251ff81e2a283de96a5497ea92e5e0d"
   integrity sha512-nnbWWOkoWyUsTjKrhgD0dcz22mdkSnpYqbEjIm2nhwhuxlSkpywJmBo8h0ZqJdkp73mb90SssHkN4rsRaBAfAA==
 
 needle@2.4.0:
   version "2.4.0"
-  resolved "https://registry.npmjs.org/needle/-/needle-2.4.0.tgz"
+  resolved "https://registry.yarnpkg.com/needle/-/needle-2.4.0.tgz#6833e74975c444642590e15a750288c5f939b57c"
   integrity sha512-4Hnwzr3mi5L97hMYeNl8wRW/Onhy4nUKR/lVemJ8gJedxxUyBLm9kkrDColJvoSfwi0jCNhD+xCdOtiGDQiRZg==
   dependencies:
     debug "^3.2.6"
@@ -1509,7 +1509,7 @@ negotiator@0.6.3:
 
 netmask@^2.0.2:
   version "2.0.2"
-  resolved "https://registry.npmjs.org/netmask/-/netmask-2.0.2.tgz"
+  resolved "https://registry.yarnpkg.com/netmask/-/netmask-2.0.2.tgz#8b01a07644065d536383835823bc52004ebac5e7"
   integrity sha512-dBpDMdxv9Irdq66304OLfEmQ9tbNRFnFTuZiLo+bD+r332bBmMJ8GBLXklIXXgxd3+v9+KUnZaUR5PJMa75Gsg==
 
 next-tick@^1.1.0:
@@ -1553,7 +1553,7 @@ npm-run-path@^4.0.1:
 
 nssocket@0.6.0:
   version "0.6.0"
-  resolved "https://registry.npmjs.org/nssocket/-/nssocket-0.6.0.tgz"
+  resolved "https://registry.yarnpkg.com/nssocket/-/nssocket-0.6.0.tgz#59f96f6ff321566f33c70f7dbeeecdfdc07154fa"
   integrity sha512-a9GSOIql5IqgWJR3F/JXG4KpJTA3Z53Cj0MeMvGpglytB1nxE4PdFNC0jINe27CS7cGivoynwc054EzCcT3M3w==
   dependencies:
     eventemitter2 "~0.4.14"
@@ -1594,7 +1594,7 @@ p-locate@^5.0.0:
 
 pac-proxy-agent@^7.0.1:
   version "7.0.1"
-  resolved "https://registry.npmjs.org/pac-proxy-agent/-/pac-proxy-agent-7.0.1.tgz"
+  resolved "https://registry.yarnpkg.com/pac-proxy-agent/-/pac-proxy-agent-7.0.1.tgz#6b9ddc002ec3ff0ba5fdf4a8a21d363bcc612d75"
   integrity sha512-ASV8yU4LLKBAjqIPMbrgtaKIvxQri/yh2OpI+S6hVa9JRkUI3Y3NPFbfngDtY7oFtSMD3w31Xns89mDa3Feo5A==
   dependencies:
     "@tootallnate/quickjs-emscripten" "^0.23.0"
@@ -1608,7 +1608,7 @@ pac-proxy-agent@^7.0.1:
 
 pac-resolver@^7.0.0:
   version "7.0.1"
-  resolved "https://registry.npmjs.org/pac-resolver/-/pac-resolver-7.0.1.tgz"
+  resolved "https://registry.yarnpkg.com/pac-resolver/-/pac-resolver-7.0.1.tgz#54675558ea368b64d210fd9c92a640b5f3b8abb6"
   integrity sha512-5NPgf87AT2STgwa2ntRMr45jTKrYBGkVU36yT0ig/n/GMAa3oPqhZfIQ2kMEimReg0+t9kZViDVZ83qfVUlckg==
   dependencies:
     degenerator "^5.0.0"
@@ -1616,7 +1616,7 @@ pac-resolver@^7.0.0:
 
 pako@^0.2.5:
   version "0.2.9"
-  resolved "https://registry.npmjs.org/pako/-/pako-0.2.9.tgz"
+  resolved "https://registry.yarnpkg.com/pako/-/pako-0.2.9.tgz#f3f7522f4ef782348da8161bad9ecfd51bf83a75"
   integrity sha512-NUcwaKxUxWrZLpDG+z/xZaCgQITkA/Dv4V/T6bw7VON6l1Xz/VnrBqrYjZQ12TamKHzITTfOEIYUj48y2KXImA==
 
 path-exists@^4.0.0:
@@ -1666,14 +1666,14 @@ picomatch@^2.0.4, picomatch@^2.2.1:
 
 pidusage@^2.0.21:
   version "2.0.21"
-  resolved "https://registry.npmjs.org/pidusage/-/pidusage-2.0.21.tgz"
+  resolved "https://registry.yarnpkg.com/pidusage/-/pidusage-2.0.21.tgz#7068967b3d952baea73e57668c98b9eaa876894e"
   integrity sha512-cv3xAQos+pugVX+BfXpHsbyz/dLzX+lr44zNMsYiGxUw+kV5sgQCIcLd1z+0vq+KyC7dJ+/ts2PsfgWfSC3WXA==
   dependencies:
     safe-buffer "^5.2.1"
 
 pidusage@~3.0:
   version "3.0.2"
-  resolved "https://registry.npmjs.org/pidusage/-/pidusage-3.0.2.tgz"
+  resolved "https://registry.yarnpkg.com/pidusage/-/pidusage-3.0.2.tgz#6faa5402b2530b3af2cf93d13bcf202889724a53"
   integrity sha512-g0VU+y08pKw5M8EZ2rIGiEBaB8wrQMjYGFfW2QVIfyT8V+fq8YFLkvlz4bz5ljvFDJYNFCWT3PWqcRr2FKO81w==
   dependencies:
     safe-buffer "^5.2.1"
@@ -1685,14 +1685,14 @@ pify@^3.0.0:
 
 pm2-axon-rpc@~0.7.0, pm2-axon-rpc@~0.7.1:
   version "0.7.1"
-  resolved "https://registry.npmjs.org/pm2-axon-rpc/-/pm2-axon-rpc-0.7.1.tgz"
+  resolved "https://registry.yarnpkg.com/pm2-axon-rpc/-/pm2-axon-rpc-0.7.1.tgz#2daec5383a63135b3f18babb70266dacdcbc429a"
   integrity sha512-FbLvW60w+vEyvMjP/xom2UPhUN/2bVpdtLfKJeYM3gwzYhoTEEChCOICfFzxkxuoEleOlnpjie+n1nue91bDQw==
   dependencies:
     debug "^4.3.1"
 
 pm2-axon@~4.0.1:
   version "4.0.1"
-  resolved "https://registry.npmjs.org/pm2-axon/-/pm2-axon-4.0.1.tgz"
+  resolved "https://registry.yarnpkg.com/pm2-axon/-/pm2-axon-4.0.1.tgz#a7b4bb586e9aeb35b1042b488cde15b60cabafd2"
   integrity sha512-kES/PeSLS8orT8dR5jMlNl+Yu4Ty3nbvZRmaAtROuVm9nYYGiaoXqqKQqQYzWQzMYWUKHMQTvBlirjE5GIIxqg==
   dependencies:
     amp "~0.3.1"
@@ -1702,7 +1702,7 @@ pm2-axon@~4.0.1:
 
 pm2-deploy@~1.0.2:
   version "1.0.2"
-  resolved "https://registry.npmjs.org/pm2-deploy/-/pm2-deploy-1.0.2.tgz"
+  resolved "https://registry.yarnpkg.com/pm2-deploy/-/pm2-deploy-1.0.2.tgz#98d8385553a3a4dca11c7b3116deb519bc5961a7"
   integrity sha512-YJx6RXKrVrWaphEYf++EdOOx9EH18vM8RSZN/P1Y+NokTKqYAca/ejXwVLyiEpNju4HPZEk3Y2uZouwMqUlcgg==
   dependencies:
     run-series "^1.1.8"
@@ -1710,14 +1710,14 @@ pm2-deploy@~1.0.2:
 
 pm2-multimeter@^0.1.2:
   version "0.1.2"
-  resolved "https://registry.npmjs.org/pm2-multimeter/-/pm2-multimeter-0.1.2.tgz"
+  resolved "https://registry.yarnpkg.com/pm2-multimeter/-/pm2-multimeter-0.1.2.tgz#1a1e55153d41a05534cea23cfe860abaa0eb4ace"
   integrity sha512-S+wT6XfyKfd7SJIBqRgOctGxaBzUOmVQzTAS+cg04TsEUObJVreha7lvCfX8zzGVr871XwCSnHUU7DQQ5xEsfA==
   dependencies:
     charm "~0.1.1"
 
 pm2-sysmonit@^1.2.8:
   version "1.2.8"
-  resolved "https://registry.npmjs.org/pm2-sysmonit/-/pm2-sysmonit-1.2.8.tgz"
+  resolved "https://registry.yarnpkg.com/pm2-sysmonit/-/pm2-sysmonit-1.2.8.tgz#eddea34a53fd8c8d7c3efb73b97a3c548686e24d"
   integrity sha512-ACOhlONEXdCTVwKieBIQLSi2tQZ8eKinhcr9JpZSUAL8Qy0ajIgRtsLxG/lwPOW3JEKqPyw/UaHmTWhUzpP4kA==
   dependencies:
     async "^3.2.0"
@@ -1728,7 +1728,7 @@ pm2-sysmonit@^1.2.8:
 
 pm2@^5.4.0:
   version "5.4.0"
-  resolved "https://registry.npmjs.org/pm2/-/pm2-5.4.0.tgz"
+  resolved "https://registry.yarnpkg.com/pm2/-/pm2-5.4.0.tgz#bf7976d8681304c31388ff8aae81633a2a04d54e"
   integrity sha512-9TrDuckcSEnINoURygr3yfruK20qXuOUPOPQyIh4FIskQduyDNst9ys1XAt9YPY3RyGxVr2+x8Irsdma3klVQw==
   dependencies:
     "@pm2/agent" "~2.0.0"
@@ -1770,14 +1770,14 @@ possible-typed-array-names@^1.0.0:
 
 promptly@^2:
   version "2.2.0"
-  resolved "https://registry.npmjs.org/promptly/-/promptly-2.2.0.tgz"
+  resolved "https://registry.yarnpkg.com/promptly/-/promptly-2.2.0.tgz#2a13fa063688a2a5983b161fff0108a07d26fc74"
   integrity sha512-aC9j+BZsRSSzEsXBNBwDnAxujdx19HycZoKgRgzWnS8eOHg1asuf9heuLprfbe739zY3IdUQx+Egv6Jn135WHA==
   dependencies:
     read "^1.0.4"
 
 proxy-agent@~6.3.0:
   version "6.3.1"
-  resolved "https://registry.npmjs.org/proxy-agent/-/proxy-agent-6.3.1.tgz"
+  resolved "https://registry.yarnpkg.com/proxy-agent/-/proxy-agent-6.3.1.tgz#40e7b230552cf44fd23ffaf7c59024b692612687"
   integrity sha512-Rb5RVBy1iyqOtNl15Cw/llpeLH8bsb37gM1FUfKQ+Wck6xHlbAhWGUFiTRHtkjqGTA5pSHz6+0hrPW/oECihPQ==
   dependencies:
     agent-base "^7.0.2"
@@ -1833,7 +1833,7 @@ rc@^1.0.1, rc@^1.1.6:
 
 read@^1.0.4:
   version "1.0.7"
-  resolved "https://registry.npmjs.org/read/-/read-1.0.7.tgz"
+  resolved "https://registry.yarnpkg.com/read/-/read-1.0.7.tgz#b3da19bd052431a97671d44a42634adf710b40c4"
   integrity sha512-rSOKNYUmaxy0om1BNjMN4ezNT6VKK+2xF4GBhc81mkH7L60i6dp8qPYrkndNLT3QPphoII3maL9PVC9XmhHwVQ==
   dependencies:
     mute-stream "~0.0.4"
@@ -1879,7 +1879,7 @@ require-from-string@^2.0.2:
 
 require-in-the-middle@^5.0.0:
   version "5.2.0"
-  resolved "https://registry.npmjs.org/require-in-the-middle/-/require-in-the-middle-5.2.0.tgz"
+  resolved "https://registry.yarnpkg.com/require-in-the-middle/-/require-in-the-middle-5.2.0.tgz#4b71e3cc7f59977100af9beb76bf2d056a5a6de2"
   integrity sha512-efCx3b+0Z69/LGJmm9Yvi4cqEdxnoGnxYxGxBghkkTTFeXRtTCmmhO0AnAfHz59k957uTSuy8WaHqOs8wbYUWg==
   dependencies:
     debug "^4.1.1"
@@ -1915,7 +1915,7 @@ rotating-file-stream@^2.1.5:
 
 run-series@^1.1.8:
   version "1.1.9"
-  resolved "https://registry.npmjs.org/run-series/-/run-series-1.1.9.tgz"
+  resolved "https://registry.yarnpkg.com/run-series/-/run-series-1.1.9.tgz#15ba9cb90e6a6c054e67c98e1dc063df0ecc113a"
   integrity sha512-Arc4hUN896vjkqCYrUXquBFtRZdv1PfLbTYP71efP6butxyQ0kWpiNJyAgsxscmQg1cqvHY32/UCBzXedTpU2g==
 
 safe-buffer@5.1.2:
@@ -1930,22 +1930,22 @@ safe-buffer@^5.0.1, safe-buffer@^5.1.0, safe-buffer@^5.2.1:
 
 "safer-buffer@>= 2.1.2 < 3":
   version "2.1.2"
-  resolved "https://registry.npmjs.org/safer-buffer/-/safer-buffer-2.1.2.tgz"
+  resolved "https://registry.yarnpkg.com/safer-buffer/-/safer-buffer-2.1.2.tgz#44fa161b0187b9549dd84bb91802f9bd8385cd6a"
   integrity sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg==
 
 sax@^1.2.4:
   version "1.4.1"
-  resolved "https://registry.npmjs.org/sax/-/sax-1.4.1.tgz"
+  resolved "https://registry.yarnpkg.com/sax/-/sax-1.4.1.tgz#44cc8988377f126304d3b3fc1010c733b929ef0f"
   integrity sha512-+aWOz7yVScEGoKNd4PA10LZ8sk0A/z5+nXQG5giUO5rprX9jgYsTdov9qCchZiPIZezbZH+jRut8nPodFAX4Jg==
 
 semver@^7.2:
   version "7.6.2"
-  resolved "https://registry.npmjs.org/semver/-/semver-7.6.2.tgz"
+  resolved "https://registry.yarnpkg.com/semver/-/semver-7.6.2.tgz#1e3b34759f896e8f14d6134732ce798aeb0c6e13"
   integrity sha512-FNAIBWCx9qcRhoHcgcJ0gvU7SN1lYU2ZXuSfl04bSC5OpvDHFyJCjdNHomPXxjQlCBU67YW64PzY7/VIEH7F2w==
 
 semver@~7.5.0, semver@~7.5.4:
   version "7.5.4"
-  resolved "https://registry.npmjs.org/semver/-/semver-7.5.4.tgz"
+  resolved "https://registry.yarnpkg.com/semver/-/semver-7.5.4.tgz#483986ec4ed38e1c6c48c34894a9182dbff68a6e"
   integrity sha512-1bCSESV6Pv+i21Hvpxp3Dx+pSD8lIPt8uVjRrxAUt/nbswYc+tK6Y2btiULjd4+fnq15PX+nqQDC7Oft7WkwcA==
   dependencies:
     lru-cache "^6.0.0"
@@ -2023,7 +2023,7 @@ shelljs@^0.8.5:
 
 shimmer@^1.2.0:
   version "1.2.1"
-  resolved "https://registry.npmjs.org/shimmer/-/shimmer-1.2.1.tgz"
+  resolved "https://registry.yarnpkg.com/shimmer/-/shimmer-1.2.1.tgz#610859f7de327b587efebf501fb43117f9aff337"
   integrity sha512-sQTKC1Re/rM6XyFM6fIAGHRPVGvyXfgzIDvzoq608vM+jeyVD0Tu1E6Np0Kc2zAIFWIj963V2800iF/9LPieQw==
 
 should-equal@^2.0.0:
@@ -2101,12 +2101,12 @@ sinon@^18.0.0:
 
 smart-buffer@^4.2.0:
   version "4.2.0"
-  resolved "https://registry.npmjs.org/smart-buffer/-/smart-buffer-4.2.0.tgz"
+  resolved "https://registry.yarnpkg.com/smart-buffer/-/smart-buffer-4.2.0.tgz#6e1d71fa4f18c05f7d0ff216dd16a481d0e8d9ae"
   integrity sha512-94hK0Hh8rPqQl2xXc3HsaBoOXKV20MToPkcXvwbISWLEs+64sBq5kFgn2kJDHb1Pry9yrP0dxrCI9RRci7RXKg==
 
 socks-proxy-agent@^8.0.2:
   version "8.0.3"
-  resolved "https://registry.npmjs.org/socks-proxy-agent/-/socks-proxy-agent-8.0.3.tgz"
+  resolved "https://registry.yarnpkg.com/socks-proxy-agent/-/socks-proxy-agent-8.0.3.tgz#6b2da3d77364fde6292e810b496cb70440b9b89d"
   integrity sha512-VNegTZKhuGq5vSD6XNKlbqWhyt/40CgoEw8XxD6dhnm8Jq9IEa3nIa4HwnM8XOqU0CdB0BwWVXusqiFXfHB3+A==
   dependencies:
     agent-base "^7.1.1"
@@ -2115,7 +2115,7 @@ socks-proxy-agent@^8.0.2:
 
 socks@^2.7.1:
   version "2.8.3"
-  resolved "https://registry.npmjs.org/socks/-/socks-2.8.3.tgz"
+  resolved "https://registry.yarnpkg.com/socks/-/socks-2.8.3.tgz#1ebd0f09c52ba95a09750afe3f3f9f724a800cb5"
   integrity sha512-l5x7VUUWbjVFbafGLxPWkYsHIhEvmF85tbIeFZWc8ZPtoMyybuEhL7Jye/ooC4/d48FgOjSJXgsF/AJPYCW8Zw==
   dependencies:
     ip-address "^9.0.5"
@@ -2123,7 +2123,7 @@ socks@^2.7.1:
 
 source-map-support@0.5.21:
   version "0.5.21"
-  resolved "https://registry.npmjs.org/source-map-support/-/source-map-support-0.5.21.tgz"
+  resolved "https://registry.yarnpkg.com/source-map-support/-/source-map-support-0.5.21.tgz#04fe7c7f9e1ed2d662233c28cb2b35b9f63f6e4f"
   integrity sha512-uBHU3L3czsIyYXKX88fdrGovxdSCoTGDRZ6SYXtSRxLZUzHg5P/66Ht6uoUlHu9EZod+inXhKo3qQgwXUT/y1w==
   dependencies:
     buffer-from "^1.0.0"
@@ -2131,17 +2131,17 @@ source-map-support@0.5.21:
 
 source-map@^0.6.0, source-map@~0.6.1:
   version "0.6.1"
-  resolved "https://registry.npmjs.org/source-map/-/source-map-0.6.1.tgz"
+  resolved "https://registry.yarnpkg.com/source-map/-/source-map-0.6.1.tgz#74722af32e9614e9c287a8d0bbde48b5e2f1a263"
   integrity sha512-UjgapumWlbMhkBgzT7Ykc5YXUT46F0iKu8SGXq0bcwP5dz/h0Plj6enJqjz1Zbq2l5WaqYnrVbwWOWMyF3F47g==
 
 sprintf-js@1.1.2:
   version "1.1.2"
-  resolved "https://registry.npmjs.org/sprintf-js/-/sprintf-js-1.1.2.tgz"
+  resolved "https://registry.yarnpkg.com/sprintf-js/-/sprintf-js-1.1.2.tgz#da1765262bf8c0f571749f2ad6c26300207ae673"
   integrity sha512-VE0SOVEHCk7Qc8ulkWw3ntAzXuqf7S2lvwQaDLRnUeIEaKNQJzV6BwmLKhOqT61aGhfUMrXeaBk+oDGCzvhcug==
 
 sprintf-js@^1.1.3:
   version "1.1.3"
-  resolved "https://registry.npmjs.org/sprintf-js/-/sprintf-js-1.1.3.tgz"
+  resolved "https://registry.yarnpkg.com/sprintf-js/-/sprintf-js-1.1.3.tgz#4914b903a2f8b685d17fdf78a70e917e872e444a"
   integrity sha512-Oo+0REFV59/rz3gfJNKQiBlwfHaSESl1pcGyABQsnnIfWOFt6JNj5gCog2U6MLZ//IGYD+nA8nI+mTShREReaA==
 
 steno@^0.4.1:
@@ -2219,7 +2219,7 @@ supports-preserve-symlinks-flag@^1.0.0:
 
 systeminformation@^5.7:
   version "5.22.10"
-  resolved "https://registry.npmjs.org/systeminformation/-/systeminformation-5.22.10.tgz"
+  resolved "https://registry.yarnpkg.com/systeminformation/-/systeminformation-5.22.10.tgz#9465306edd4db4bd5a3a04766703b35b279369b7"
   integrity sha512-RJ3oed80NkqgHtpB0TLkxEKEpQ3pUm2lgVolkHeoaExPidkWsj2D/hO6Rwwi9i+Odl1vm8TMiRNIKK7hBaqDsw==
 
 to-regex-range@^5.0.1:
@@ -2236,22 +2236,22 @@ trampa@^1.0.0:
 
 tslib@1.9.3:
   version "1.9.3"
-  resolved "https://registry.npmjs.org/tslib/-/tslib-1.9.3.tgz"
+  resolved "https://registry.yarnpkg.com/tslib/-/tslib-1.9.3.tgz#d7e4dd79245d85428c4d7e4822a79917954ca286"
   integrity sha512-4krF8scpejhaOgqzBEcGM7yDIEfi0/8+8zDRZhNZZ2kjmHJ4hv3zCbQWxoJGz1iw5U0Jl0nma13xzHXcncMavQ==
 
 tslib@^2.0.1:
-  version "2.6.2"
+  version "2.6.3"
-  resolved "https://registry.npmjs.org/tslib/-/tslib-2.6.2.tgz"
+  resolved "https://registry.yarnpkg.com/tslib/-/tslib-2.6.3.tgz#0438f810ad7a9edcde7a241c3d80db693c8cbfe0"
-  integrity sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q==
+  integrity sha512-xNvxJEOUiWPGhUuUdQgAJPKOOJfGnIyKySOc09XkKsgdUV/3E2zvwZYdejjmRgPCgcym1juLH3226yA7sEFJKQ==
 
 tv4@^1.3.0:
   version "1.3.0"
-  resolved "https://registry.npmjs.org/tv4/-/tv4-1.3.0.tgz"
+  resolved "https://registry.yarnpkg.com/tv4/-/tv4-1.3.0.tgz#d020c846fadd50c855abb25ebaecc68fc10f7963"
   integrity sha512-afizzfpJgvPr+eDkREK4MxJ/+r8nEEHcmitwgnPUqpaP+FpwQyadnxNoSACbgc/b1LsZYtODGoPiFxQrgJgjvw==
 
 tx2@~1.0.4:
   version "1.0.5"
-  resolved "https://registry.npmjs.org/tx2/-/tx2-1.0.5.tgz"
+  resolved "https://registry.yarnpkg.com/tx2/-/tx2-1.0.5.tgz#ee0b0e5e2c351f8d23e54bdf46dd60afa3bbc73d"
   integrity sha512-sJ24w0y03Md/bxzK4FU8J8JveYYUbSs2FViLJ2D/8bytSiyPRbuE3DyL/9UKYXTZlV3yXq0L8GLlhobTnekCVg==
   dependencies:
     json-stringify-safe "^5.0.1"
@@ -2324,7 +2324,7 @@ vary@~1.1.2:
 
 vizion@~2.2.1:
   version "2.2.1"
-  resolved "https://registry.npmjs.org/vizion/-/vizion-2.2.1.tgz"
+  resolved "https://registry.yarnpkg.com/vizion/-/vizion-2.2.1.tgz#04201ea45ffd145d5b5210e385a8f35170387fb2"
   integrity sha512-sfAcO2yeSU0CSPFI/DmZp3FsFE9T+8913nv1xWBOyzODv13fwkn6Vl7HqxGpkr9F608M+8SuFId3s+BlZqfXww==
   dependencies:
     async "^2.6.3"
@@ -2387,7 +2387,7 @@ wrappy@1:
 
 ws@^7.0.0:
   version "7.5.9"
-  resolved "https://registry.npmjs.org/ws/-/ws-7.5.9.tgz"
+  resolved "https://registry.yarnpkg.com/ws/-/ws-7.5.9.tgz#54fa7db29f4c7cec68b1ddd3a89de099942bb591"
   integrity sha512-F+P9Jil7UiSKSkppIiD94dN07AwvFixvLIj1Og1Rl9GGMuNipJnV9JzjD6XuqmAeiswGvUmNLjr5cFuXwNS77Q==
 
 ws@^8.17.0:
@@ -2397,7 +2397,7 @@ ws@^8.17.0:
 
 ws@~7.4.0:
   version "7.4.6"
-  resolved "https://registry.npmjs.org/ws/-/ws-7.4.6.tgz"
+  resolved "https://registry.yarnpkg.com/ws/-/ws-7.4.6.tgz#5654ca8ecdeee47c33a9a4bf6d28e2be2980377c"
   integrity sha512-YmhHDO4MzaDLB+M9ym/mDA5z0naX8j7SIlT8f8z+I0VtzsRbekxEutHSme7NPS2qE8StCYQNUnfWdXta/Yu85A==
 
 y18n@^5.0.5:
@@ -2407,7 +2407,7 @@ y18n@^5.0.5:
 
 yallist@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz"
+  resolved "https://registry.yarnpkg.com/yallist/-/yallist-4.0.0.tgz#9bb92790d9c0effec63be73519e11a35019a3a72"
   integrity sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==
 
 yaml@^2.4.2: