feature: intention detection by nlp.js, with demo of showing weather

2024-06-19 17:14:23 +08:00 · 2024-06-19 17:14:23 +08:00 · 421e4fcdb8
commit 421e4fcdb8
parent 669ad510ed
17 changed files with 1374 additions and 27 deletions
--- a/components/search/onesearch/handleNLUResult.ts
+++ b/components/search/onesearch/handleNLUResult.ts
@ -0,0 +1,42 @@
+import { suggestionItem } from "@/global";
+import { findClosestDateIndex } from "@/lib/weather/getCurrentWeather";
+import { getLocationNative } from "@/lib/weather/getLocation";
+import { getWeather } from "@/lib/weather/getWeather";
+import { WMOCodeTable } from "@/lib/weather/wmocode";
+
+type UpdateSuggestionFunction = (data: suggestionItem[]) => void;
+
+export function handleNLUResult(result: any, updateSuggestion: UpdateSuggestionFunction){
+    if (result.intent == "weather.summary") {
+        getLocationNative((data: GeolocationCoordinates | GeolocationPositionError) => {
+            console.log(data);
+            if (data instanceof GeolocationCoordinates) {
+                getWeather(data.latitude, data.longitude).then((weather) => {
+                    console.log(weather["hourly"]);
+                    let hourIndex = findClosestDateIndex(
+                        weather["hourly"]["time"],
+                        weather["utc_offset_seconds"]
+                    );
+                    let temp = weather["hourly"]["apparent_temperature"][hourIndex];
+                    let weatherCode = weather["hourly"]["weather_code"][hourIndex];
+                    console.log(temp, weatherCode, hourIndex);
+                    updateSuggestion([
+                        {
+                            type: "text",
+                            suggestion: `Weather: ${temp}${weather["hourly_units"]["apparent_temperature"]}, ${WMOCodeTable[weatherCode]["day"].description}`,
+                            relevance: 3000 * result.score
+                        }
+                    ]);
+                });
+            }
+        });
+    } else if (result.intent !== "None") {
+        updateSuggestion([
+            {
+                type: "text",
+                suggestion: result.intent,
+                relevance: 2200 * result.score
+            }
+        ]);
+    }
+}
--- a/components/search/onesearch/onesearch.tsx
+++ b/components/search/onesearch/onesearch.tsx
@ -11,12 +11,19 @@ import validLink from "@/lib/url/validLink";
 import Link from "./link";
 import { selectedSuggestionState } from "@/components/state/suggestionSelection";
 import { settingsState } from "@/components/state/settings";
-import { base64NLP } from "@/lib/onesearch/baseCheck";
 import PlainText from "./plainText";
 import { sendError } from "@/lib/telemetering/sendError";
+import { NLU } from "@/lib/nlp/load";
+import { getLocationNative } from "@/lib/weather/getLocation";
+import { getWeather } from "@/lib/weather/getWeather";
+import { findClosestDateIndex, getClosestHourTimestamp } from "@/lib/weather/getCurrentWeather";
+import { WMOCodeTable } from "@/lib/weather/wmocode";
+import { handleNLUResult } from "./handleNLUResult";

 export default function () {
    const [suggestion, setFinalSuggetsion] = useRecoilState(suggestionsState);
+    const [location, setLocation] = useState(null);
+    const [manager, setManager] = useState(null);
    const lastRequestTimeRef = useRef(0);
    const selected = useRecoilValue(selectedSuggestionState);
    const settings = useRecoilValue(settingsState);
@ -78,6 +85,15 @@ export default function () {
        });
    }

+    const NLUModel = new NLU();
+
+    useEffect(() => {
+        NLUModel.init().then((nlu) => {
+            setManager(nlu.manager);
+            console.log(nlu.manager);
+        });
+    }, []);
+
    useEffect(() => {
        cleanSuggestion("default-link", "default", "text");
        if (validLink(query)) {
@ -94,9 +110,13 @@ export default function () {
                }
            ]);
        }
-        const b64 = base64NLP(query);
-        if (b64.suggestion !== null) {
-            updateSuggestion([b64 as suggestionItem]);
+
+        if (manager != null) {
+            // @ts-ignore
+            manager.process(query).then((result) => {
+                console.log(result);
+                handleNLUResult(result, updateSuggestion);
+            });
        }
    }, [query, engineName]);

--- a/lib/nlp/base.ts
+++ b/lib/nlp/base.ts
@ -1,19 +1,32 @@
 import { NLPResult } from "../onesearch/NLPResult";
 import { stopwords } from "./stopwords";

-class NLP {
+export class NLP {
    result: NLPResult;
    constructor(
        public query: String, 
-        public task: String
+        public task: String,
+        public intentionKeywords?: String[],
    ) { 
        this.result = new NLPResult();
    }
-    public removeStopwords(str: string, extraStopwords: string[] = [], disableDefault: boolean = false){
+    public removeStopwords(extraStopwords: string[] = [], disableDefault: boolean = false){
        const list = disableDefault ? extraStopwords : stopwords.concat(extraStopwords);
-        for (let word of list){
-            str = str.replace(new RegExp(`\\b${word}\\b`, 'gi'), '');
+        if (list.includes(this.query.trim())) {
+            this.query = "";
        }
-        return str;
+        for (let word of list){
+            this.query = this.query.replace(new RegExp(`\\b${word}\\b`, 'gi'), '');
+        }
+    }
+    public extractSlots(str: string, useNER = false): string[]{
+        const slots: string[] = [];
+        
+        return slots;
+    }
+    public trim() {
+        this.query = this.query.trim();
+        const wordList = this.query.split(" ").filter(word => word !== "");
+        this.query = wordList.join(" ");
    }
 }
--- a/lib/nlp/data/en.json
+++ b/lib/nlp/data/en.json
@ -0,0 +1,134 @@
+{
+    "weather.summary": [
+        "how's the weather",
+        "What's going on with the weather?",
+        "Can you give me an update on the weather?",
+        "How's the forecast looking today?",
+        "Give me a summary of the current weather.",
+        "Can you tell me the current weather?",
+        "What is the weather situation at the moment?",
+        "Could you provide a quick weather update?",
+        "Is it raining or sunny outside?",
+        "What's the weather like right now?",
+        "Tell me the current weather conditions.",
+        "How about the weather today?",
+        "Is it a good day to be outside?",
+        "What should I expect in terms of weather today?",
+        "Is there any severe weather to be aware of?",
+        "Can you summarize today's weather forecast?",
+        "What's the weather looking like for the next few hours?",
+        "Is it going to stay this way all day?",
+        "Could you give me a brief overview of the weather?",
+        "What's the general weather situation in our area?",
+        "Is it cloudy or clear outside?",
+        "Any weather alerts I should know about?",
+        "How's the weather looking for outdoor activities?",
+        "What's the forecast saying for today's weather?",
+        "Is it going to be a warm day?",
+        "Are we expecting any storms today?",
+        "What's the weather condition outside my window?",
+        "Is it a typical day for this season in terms of weather?",
+        "how's the weather now?"
+    ],
+
+    "weather.temp": [
+        "What's the temperature like right now?",
+        "Can you tell me the current temperature?",
+        "How hot is it outside?",
+        "What's the temperature supposed to be today?",
+        "What is the current temp outside?",
+        "Could you tell me the outdoor temperature?",
+        "Is it cold or warm outside?",
+        "What's the high temperature for today?",
+        "What's the low temperature expected tonight?",
+        "How does the temperature feel outside?",
+        "Is it going to get warmer or cooler today?",
+        "What's the temperature in the shade?",
+        "Can you provide the current temp in Celsius?",
+        "What's the temperature in Fahrenheit right now?",
+        "Is it too hot to be outside?",
+        "What's the temperature like in the morning?",
+        "How about the temperature in the evening?",
+        "Is it warm enough to go swimming?",
+        "What's the temperature in the city center?",
+        "Can you tell me the temp in the nearby area?",
+        "Is it below freezing outside?",
+        "What's the average temperature for today?",
+        "Is the temperature dropping or rising?",
+        "What should I wear considering the temperature?"
+    ],
+
+    "base64.encode": [
+        "Please encode this data with base64: %s",
+        "I need to encode the following data in base64: %s",
+        "Could you encode this string using base64? %s",
+        "Convert this data to b64 encoding: %s",
+        "I want to encode this information with base64: %s",
+        "Help me encode this in base64: %s",
+        "Can you encode this data to base64 format? %s",
+        "b64 encode",
+        "base64 encode",
+        "encode base64 %s"
+    ],
+
+    "base64.decode": [
+        "Please decode this base64 data: %s",
+        "I have a base64 encoded string that needs decoding: %s",
+        "Could you decode this base64 string for me? %s",
+        "Convert this base64 encoded data back to its original form: %s",
+        "I need to decode this base64 information: %s",
+        "Help me decode this base64 data: %s",
+        "Can you translate this base64 back to normal text? %s",
+        "b64 decode",
+        "base64 decode",
+        "decode base64 %s"
+    ],
+
+    "url.encode": [
+        "Please encode this URL: %s",
+        "I need to encode this URL component: %s",
+        "Could you encode this part of the URL? %s",
+        "Convert this URL to its encoded form: %s",
+        "I want to encode this URL for safe transmission: %s",
+        "Help me encode this URL segment: %s",
+        "Can you encode this URL data? %s"
+    ],
+
+    "url.decode": [
+        "Please decode this URL: %s",
+        "I have an encoded URL that needs decoding: %s",
+        "Could you decode this URL for me? %s",
+        "Convert this encoded URL back to its original form: %s",
+        "I need to decode this URL component: %s",
+        "Help me decode this URL segment: %s",
+        "Can you translate this encoded URL back to normal? %s"
+    ],
+
+    "html.encode": [
+        "Please encode this HTML entity: %s",
+        "I need to encode this text to HTML entity: %s",
+        "Could you encode this as an HTML entity? %s",
+        "Convert this text to HTML entity encoding: %s",
+        "I want to encode this to prevent HTML interpretation: %s",
+        "Help me encode this into HTML entity: %s",
+        "Can you encode this for HTML usage? %s"
+    ],
+
+    "html.decode": [
+        "Please decode this HTML entity: %s",
+        "I have an HTML entity that needs decoding: %s",
+        "Could you decode this HTML entity for me? %s",
+        "Convert this HTML entity back to its original text: %s",
+        "I need to decode this HTML entity to plain text: %s",
+        "Help me decode this HTML entity: %s",
+        "Can you translate this HTML entity back to normal text? %s"
+    ],
+
+    "None": [
+        "free weather api",
+        "js get timezone",
+        "how",
+        "how's",
+        "how's the"
+    ]
+}
--- a/lib/nlp/data/zh.json
+++ b/lib/nlp/data/zh.json
@ -0,0 +1,124 @@
+{
+    "weather.summary": [
+        "天气如何",
+        "现在的天气",
+        "今天的天气预报",
+        "现在的天气状况",
+        "今天天气怎么样",
+        "目前是什么天气",
+        "今天的天气概述",
+        "当前天气状况如何",
+        "今天会下雨吗",
+        "今天会下雪吗",
+        "今天晴天吗",
+        "今天的天气状况如何",
+        "现在外面是什么天气",
+        "今天天气好么",
+        "今天适合外出吗",
+        "今天的天气适宜做什么",
+        "今天有没有雾霾",
+        "今天的空气质量如何",
+        "今天的紫外线指数是多少",
+        "今天有没有大风",
+        "今天会不会很冷",
+        "今天的天气会变化吗",
+        "今天晚上的天气如何",
+        "今天夜里会下雨吗",
+        "今天的天气对出行有影响吗",
+        "今天的天气对运动有影响吗",
+        "今天的天气对工作有影响吗",
+        "今天的天气对旅游有影响吗",
+        "今天的天气对健康有影响吗"
+    ],
+    "weather.temp": [
+        "现在的温度",
+        "现在多少度",
+        "外面有多热",
+        "明天热不热？",
+        "现在的气温是多少",
+        "今天最高温度是多少",
+        "今天最低温度是多少",
+        "现在外面感觉冷吗",
+        "现在需要穿外套吗",
+        "现在适合穿短袖吗",
+        "现在的温度适合外出吗",
+        "现在的温度适合运动吗",
+        "现在的温度适合睡觉吗",
+        "明天会比今天热吗",
+        "明天会比今天冷吗",
+        "今天的温度变化大吗",
+        "现在的温度适合开空调吗",
+        "现在的温度适合开暖气吗",
+        "室外的温度是多少",
+        "室内的温度是多少",
+        "现在的温度适合种植吗",
+        "现在的温度适合养宠物吗",
+        "现在的温度对健康有影响吗",
+        "现在的温度是否舒适",
+        "现在的温度是否适合工作"
+    ],
+    "base64.encode": [
+        "请将数据使用base64编码：%s",
+        "需要将以下数据base64编码：%s",
+        "请将此字符串转为base64：%s",
+        "将数据转为base64编码：%s",
+        "信息base64编码：%s",
+        "请帮忙编码base64：%s",
+        "将数据编码为base64：%s"
+    ],
+
+    "base64.decode": [
+        "请解码这个base64数据：%s",
+        "有base64编码字符串需要解码：%s",
+        "帮忙解码base64：%s",
+        "将base64编码转回原数据：%s",
+        "解码base64信息：%s",
+        "解码这个base64：%s",
+        "将base64转文本：%s"
+    ],
+
+    "url.encode": [
+        "请编码这个URL：%s",
+        "URL部分需要编码：%s",
+        "请将URL部分编码：%s",
+        "URL编码转换：%s",
+        "安全传输需编码URL：%s",
+        "编码URL段：%s",
+        "URL数据编码：%s"
+    ],
+
+    "url.decode": [
+        "请解码这个URL：%s",
+        "有URL编码需要解码：%s",
+        "解码这个URL：%s",
+        "URL编码转回原URL：%s",
+        "解码URL部分：%s",
+        "解码URL段：%s",
+        "URL编码转文本：%s"
+    ],
+
+    "html.encode": [
+        "请编码HTML实体：%s",
+        "文本转为HTML实体：%s",
+        "编码为HTML实体：%s",
+        "文本HTML实体编码：%s",
+        "预防HTML解析编码：%s",
+        "HTML实体编码：%s",
+        "文本HTML使用编码：%s"
+    ],
+
+    "html.decode": [
+        "请解码HTML实体：%s",
+        "HTML实体需要解码：%s",
+        "解码HTML实体：%s",
+        "HTML实体转回文本：%s",
+        "HTML实体解码：%s",
+        "解码HTML实体：%s",
+        "HTML实体转文本：%s"
+    ],
+
+    "None": [
+        "你好",
+        "为什么计算机使用二进制"
+    ]
+}
--- a/lib/nlp/load.ts
+++ b/lib/nlp/load.ts
@ -0,0 +1,55 @@
+// @ts-ignore
+import { containerBootstrap } from "@nlpjs/core";
+// @ts-ignore
+import { Nlp } from "@nlpjs/nlp";
+// @ts-ignore
+import { NluManager, NluNeural } from "@nlpjs/nlu";
+// @ts-ignore
+import { LangEn } from "@nlpjs/lang-en-min";
+// @ts-ignore
+import { LangZh } from "@nlpjs/lang-zh";
+import * as fflate from 'fflate';
+
+let zh: TrainData = {};
+let en: TrainData = {};
+
+type TrainData = {
+    [key: string]: string[];
+};
+
+export class NLU {
+    manager: any;
+    inited: boolean = false;
+    async loadIntentionModel() {
+        const container = await containerBootstrap();
+        container.use(Nlp);
+        container.use(LangEn);
+        container.use(LangZh);
+        container.use(NluNeural);
+        const manager = new NluManager({
+            container,
+            locales: ["en", "zh"],
+            nlu: {
+                useNoneFeature: true
+            }
+        });
+        const response = await fetch("/model");
+          
+        const responseBuf = await response.arrayBuffer();
+        const compressed = new Uint8Array(responseBuf);
+        const decompressed = fflate.decompressSync(compressed);
+        const modelText = fflate.strFromU8(decompressed);
+        manager.fromJSON(JSON.parse(modelText));
+        this.manager = manager;
+        // console.log(this.manager);
+    }
+    async init() {
+        await this.loadIntentionModel();
+        this.inited = true;
+        return this;
+    }
+    async process(lang: string, text: string): Promise<any> {
+        const actual = await this.manager.process(lang, text);
+        return actual;
+    }
+}
--- a/lib/nlp/stopwords.ts
+++ b/lib/nlp/stopwords.ts
@ -1 +1,3 @@
-export const stopwords = ["a","about","above","after","again","against","all","am","an","and","any","are","aren't","as","at","be","because","been","before","being","below","between","both","but","by","can't","cannot","could","couldn't","did","didn't","do","does","doesn't","doing","don't","down","during","each","few","for","from","further","had","hadn't","has","hasn't","have","haven't","having","he","he'd","he'll","he's","her","here","here's","hers","herself","him","himself","his","how","how's","i","i'd","i'll","i'm","i've","if","in","into","is","isn't","it","it's","its","itself","let's","me","more","most","mustn't","my","myself","no","nor","not","of","off","on","once","only","or","other","ought","our","ours	ourselves","out","over","own","same","shan't","she","she'd","she'll","she's","should","shouldn't","so","some","such","than","that","that's","the","their","theirs","them","themselves","then","there","there's","these","they","they'd","they'll","they're","they've","this","those","through","to","too","under","until","up","very","was","wasn't","we","we'd","we'll","we're","we've","were","weren't","what","what's","when","when's","where","where's","which","while","who","who's","whom","why","why's","with","won't","would","wouldn't","you","you'd","you'll","you're","you've","your","yours","yourself","yourselves"];
+export const stopwords = ["a","about","above","after","again","against","all","am","an","and","any","are","aren't","as","at","be","because","been","before","being","below","between","both","but","by","can't","cannot","could","couldn't","did","didn't","do","does","doesn't","doing","don't","down","during","each","few","for","from","further","had","hadn't","has","hasn't","have","haven't","having","he","he'd","he'll","he's","her","here","here's","hers","herself","him","himself","his","how","how's","i","i'd","i'll","i'm","i've","if","in","into","is","isn't","it","it's","its","itself","let's","me","more","most","mustn't","my","myself","no","nor","not","of","off","on","once","only","or","other","ought","our","ours","ourselves","out","over","own","please","same","shan't","she","she'd","she'll","she's","should","shouldn't","so","some","such","than","that","that's","the","their","theirs","them","themselves","then","there","there's","these","they","they'd","they'll","they're","they've","this","those","through","to","too","under","until","up","very","was","wasn't","we","we'd","we'll","we're","we've","were","weren't","what","what's","when","when's","where","where's","which","while","who","who's","whom","why","why's","with","won't","would","wouldn't","you","you'd","you'll","you're","you've","your","yours","yourself","yourselves"];
+
+export const convertStopwords = ["transform", "change", "translate", "convert"];
--- a/lib/nlp/train.ts
+++ b/lib/nlp/train.ts
@ -0,0 +1,76 @@
+// @ts-ignore
+import { containerBootstrap } from "@nlpjs/core";
+// @ts-ignore
+import { Nlp } from "@nlpjs/nlp";
+// @ts-ignore
+import { NluManager, NluNeural } from "@nlpjs/nlu";
+// @ts-ignore
+import { LangEn } from "@nlpjs/lang-en-min";
+// @ts-ignore
+import { LangZh } from "@nlpjs/lang-zh";
+import fs from "node:fs";
+import * as fflate from 'fflate';
+
+let zh: TrainData = {};
+let en: TrainData = {};
+
+type TrainData = {
+    [key: string]: string[];
+};
+
+export async function trainIntentionModel() {
+    try {
+        const dataZH = fs.readFileSync("./lib/nlp/data/zh.json", "utf8");
+        const dataEN = fs.readFileSync("./lib/nlp/data/en.json", "utf8");
+        zh = JSON.parse(dataZH);
+        en = JSON.parse(dataEN);
+    } catch (err) {
+        console.error(err);
+    }
+
+    const container = await containerBootstrap();
+    container.use(Nlp);
+    container.use(LangEn);
+    container.use(LangZh);
+    container.use(NluNeural);
+    const manager = new NluManager({
+        container,
+        locales: ["en", "zh"],
+        nlu: {
+            useNoneFeature: true
+        }
+    });
+    // Adds the utterances and intents for the NLP
+
+    for (const key in zh) {
+        for (const value of zh[key]) {
+            manager.add("zh", value, key);
+        }
+    }
+
+    for (const key in en) {
+        for (const value of en[key]) {
+            manager.add("en", value, key);
+        }
+    }
+
+    await manager.train();
+
+    // let actual = await manager.process("en", "base64 decode bilibili");
+    // console.log(actual);
+    // let actualZH = await manager.process("zh", "去除百分号");
+    // console.log(actualZH);
+
+    const resultModel = manager.toJSON();
+
+    const buf = fflate.strToU8(JSON.stringify(resultModel));
+
+    const gzipped = fflate.gzipSync(buf, {
+        filename: 'model.json',
+        mtime: new Date().getTime()
+    });
+    
+    fs.writeFileSync("./public/model", Buffer.from(gzipped)); 
+}
+
+trainIntentionModel();
--- a/lib/version.ts
+++ b/lib/version.ts
@ -1,3 +1,3 @@
-export const SPARKHOME_VERSION="4.14.3";
-export const CLIENT_VERSION="4.14.2";
+export const SPARKHOME_VERSION="4.17.0";
+export const CLIENT_VERSION="4.17.0";
 export const NEXT_API_VERSION="4.14.3";
--- a/lib/weather/getCurrentWeather.ts
+++ b/lib/weather/getCurrentWeather.ts
@ -0,0 +1,39 @@
+export function getClosestHourTimestamp(): string {
+    const now = new Date();
+    now.setMinutes(0, 0, 0); // 设置分钟、秒和毫秒为0
+
+    // 获取本地时间的年份、月份、日期、小时
+    const year = now.getFullYear();
+    const month = String(now.getMonth() + 1).padStart(2, '0'); // 月份从0开始
+    const day = String(now.getDate()).padStart(2, '0');
+    const hour = String(now.getHours()).padStart(2, '0');
+
+    // 拼接成所需的格式
+    const localHourTimestamp = `${year}-${month}-${day}T${hour}:00`;
+
+    return localHourTimestamp;
+}
+
+export function findClosestDateIndex(dates: string[], utc_offset_seconds: number): number {
+    const now = new Date();
+    const nowTimestamp = now.getTime();
+    const offsetMilliseconds = utc_offset_seconds * 1000;
+
+    let closestIndex = -1;
+    let closestDiff = Infinity;
+
+    for (let i = 0; i < dates.length; i++) {
+        const date = new Date(dates[i]);
+        const adjustedTimestamp = date.getTime();
+
+        if (adjustedTimestamp <= nowTimestamp) {
+            const diff = nowTimestamp - adjustedTimestamp;
+            if (diff < closestDiff) {
+                closestDiff = diff;
+                closestIndex = i;
+            }
+        }
+    }
+
+    return closestIndex;
+}
--- a/lib/weather/getLocation.ts
+++ b/lib/weather/getLocation.ts
@ -0,0 +1,17 @@
+const options = {
+    enableHighAccuracy: true,
+    timeout: 10000,
+    maximumAge: 3600
+};
+
+export function getLocationNative(callback: Function) {
+    navigator.geolocation.getCurrentPosition(
+        (pos: GeolocationPosition) => {
+            callback(pos.coords);
+        },
+        (err: GeolocationPositionError) => {
+            callback(err);
+        },
+        options
+    );
+}
--- a/lib/weather/getWeather.ts
+++ b/lib/weather/getWeather.ts
@ -0,0 +1,23 @@
+export async function getWeather(lat: number, lon: number) {
+    const timezone = Intl.DateTimeFormat().resolvedOptions().timeZone;
+    const cacheKey = `weather-cache-${lat.toFixed(2)}-${lon.toFixed(2)}-${timezone}`;
+    const localData = localStorage.getItem(cacheKey);
+    if (localData != null) {
+        console.log('Using cache');
+        const parsedLocalData = JSON.parse(localData);
+        if (parsedLocalData["hourly"]["time"][0] != undefined &&
+            new Date().getTime() - new Date(parsedLocalData["hourly"]["time"][0]).getTime() < 86400 * 1000
+        ) {
+            return parsedLocalData;
+        }
+        else {
+            console.log('Cache expired');
+            localStorage.removeItem(cacheKey);
+        }
+    }
+    const url = `https://api.open-meteo.com/v1/cma?latitude=${lat.toString()}&longitude=${lon.toString()}&hourly=apparent_temperature,precipitation,weather_code&timezone=${encodeURIComponent(timezone)}&forecast_days=1`;
+    const response = await fetch(url);
+    const responseJson = await response.json();
+    localStorage.setItem(cacheKey, JSON.stringify(responseJson));
+    return responseJson;
+}
--- a/lib/weather/wmocode.ts
+++ b/lib/weather/wmocode.ts
@ -0,0 +1,294 @@
+type WeatherInfo = {
+    description: string;
+    image: string;
+};
+
+type WMOCodeTable = {
+    [key: string]: {
+        day: WeatherInfo;
+        night: WeatherInfo;
+    };
+};
+
+export let WMOCodeTable: WMOCodeTable = {
+    "0": {
+        day: {
+            description: "Sunny",
+            image: "http://openweathermap.org/img/wn/01d@2x.png"
+        },
+        night: {
+            description: "Clear",
+            image: "http://openweathermap.org/img/wn/01n@2x.png"
+        }
+    },
+    "1": {
+        day: {
+            description: "Mainly Sunny",
+            image: "http://openweathermap.org/img/wn/01d@2x.png"
+        },
+        night: {
+            description: "Mainly Clear",
+            image: "http://openweathermap.org/img/wn/01n@2x.png"
+        }
+    },
+    "2": {
+        day: {
+            description: "Partly Cloudy",
+            image: "http://openweathermap.org/img/wn/02d@2x.png"
+        },
+        night: {
+            description: "Partly Cloudy",
+            image: "http://openweathermap.org/img/wn/02n@2x.png"
+        }
+    },
+    "3": {
+        day: {
+            description: "Cloudy",
+            image: "http://openweathermap.org/img/wn/03d@2x.png"
+        },
+        night: {
+            description: "Cloudy",
+            image: "http://openweathermap.org/img/wn/03n@2x.png"
+        }
+    },
+    "45": {
+        day: {
+            description: "Foggy",
+            image: "http://openweathermap.org/img/wn/50d@2x.png"
+        },
+        night: {
+            description: "Foggy",
+            image: "http://openweathermap.org/img/wn/50n@2x.png"
+        }
+    },
+    "48": {
+        day: {
+            description: "Rime Fog",
+            image: "http://openweathermap.org/img/wn/50d@2x.png"
+        },
+        night: {
+            description: "Rime Fog",
+            image: "http://openweathermap.org/img/wn/50n@2x.png"
+        }
+    },
+    "51": {
+        day: {
+            description: "Light Drizzle",
+            image: "http://openweathermap.org/img/wn/09d@2x.png"
+        },
+        night: {
+            description: "Light Drizzle",
+            image: "http://openweathermap.org/img/wn/09n@2x.png"
+        }
+    },
+    "53": {
+        day: {
+            description: "Drizzle",
+            image: "http://openweathermap.org/img/wn/09d@2x.png"
+        },
+        night: {
+            description: "Drizzle",
+            image: "http://openweathermap.org/img/wn/09n@2x.png"
+        }
+    },
+    "55": {
+        day: {
+            description: "Heavy Drizzle",
+            image: "http://openweathermap.org/img/wn/09d@2x.png"
+        },
+        night: {
+            description: "Heavy Drizzle",
+            image: "http://openweathermap.org/img/wn/09n@2x.png"
+        }
+    },
+    "56": {
+        day: {
+            description: "Light Freezing Drizzle",
+            image: "http://openweathermap.org/img/wn/09d@2x.png"
+        },
+        night: {
+            description: "Light Freezing Drizzle",
+            image: "http://openweathermap.org/img/wn/09n@2x.png"
+        }
+    },
+    "57": {
+        day: {
+            description: "Freezing Drizzle",
+            image: "http://openweathermap.org/img/wn/09d@2x.png"
+        },
+        night: {
+            description: "Freezing Drizzle",
+            image: "http://openweathermap.org/img/wn/09n@2x.png"
+        }
+    },
+    "61": {
+        day: {
+            description: "Light Rain",
+            image: "http://openweathermap.org/img/wn/10d@2x.png"
+        },
+        night: {
+            description: "Light Rain",
+            image: "http://openweathermap.org/img/wn/10n@2x.png"
+        }
+    },
+    "63": {
+        day: {
+            description: "Rain",
+            image: "http://openweathermap.org/img/wn/10d@2x.png"
+        },
+        night: {
+            description: "Rain",
+            image: "http://openweathermap.org/img/wn/10n@2x.png"
+        }
+    },
+    "65": {
+        day: {
+            description: "Heavy Rain",
+            image: "http://openweathermap.org/img/wn/10d@2x.png"
+        },
+        night: {
+            description: "Heavy Rain",
+            image: "http://openweathermap.org/img/wn/10n@2x.png"
+        }
+    },
+    "66": {
+        day: {
+            description: "Light Freezing Rain",
+            image: "http://openweathermap.org/img/wn/10d@2x.png"
+        },
+        night: {
+            description: "Light Freezing Rain",
+            image: "http://openweathermap.org/img/wn/10n@2x.png"
+        }
+    },
+    "67": {
+        day: {
+            description: "Freezing Rain",
+            image: "http://openweathermap.org/img/wn/10d@2x.png"
+        },
+        night: {
+            description: "Freezing Rain",
+            image: "http://openweathermap.org/img/wn/10n@2x.png"
+        }
+    },
+    "71": {
+        day: {
+            description: "Light Snow",
+            image: "http://openweathermap.org/img/wn/13d@2x.png"
+        },
+        night: {
+            description: "Light Snow",
+            image: "http://openweathermap.org/img/wn/13n@2x.png"
+        }
+    },
+    "73": {
+        day: {
+            description: "Snow",
+            image: "http://openweathermap.org/img/wn/13d@2x.png"
+        },
+        night: {
+            description: "Snow",
+            image: "http://openweathermap.org/img/wn/13n@2x.png"
+        }
+    },
+    "75": {
+        day: {
+            description: "Heavy Snow",
+            image: "http://openweathermap.org/img/wn/13d@2x.png"
+        },
+        night: {
+            description: "Heavy Snow",
+            image: "http://openweathermap.org/img/wn/13n@2x.png"
+        }
+    },
+    "77": {
+        day: {
+            description: "Snow Grains",
+            image: "http://openweathermap.org/img/wn/13d@2x.png"
+        },
+        night: {
+            description: "Snow Grains",
+            image: "http://openweathermap.org/img/wn/13n@2x.png"
+        }
+    },
+    "80": {
+        day: {
+            description: "Light Showers",
+            image: "http://openweathermap.org/img/wn/09d@2x.png"
+        },
+        night: {
+            description: "Light Showers",
+            image: "http://openweathermap.org/img/wn/09n@2x.png"
+        }
+    },
+    "81": {
+        day: {
+            description: "Showers",
+            image: "http://openweathermap.org/img/wn/09d@2x.png"
+        },
+        night: {
+            description: "Showers",
+            image: "http://openweathermap.org/img/wn/09n@2x.png"
+        }
+    },
+    "82": {
+        day: {
+            description: "Heavy Showers",
+            image: "http://openweathermap.org/img/wn/09d@2x.png"
+        },
+        night: {
+            description: "Heavy Showers",
+            image: "http://openweathermap.org/img/wn/09n@2x.png"
+        }
+    },
+    "85": {
+        day: {
+            description: "Light Snow Showers",
+            image: "http://openweathermap.org/img/wn/13d@2x.png"
+        },
+        night: {
+            description: "Light Snow Showers",
+            image: "http://openweathermap.org/img/wn/13n@2x.png"
+        }
+    },
+    "86": {
+        day: {
+            description: "Snow Showers",
+            image: "http://openweathermap.org/img/wn/13d@2x.png"
+        },
+        night: {
+            description: "Snow Showers",
+            image: "http://openweathermap.org/img/wn/13n@2x.png"
+        }
+    },
+    "95": {
+        day: {
+            description: "Thunderstorm",
+            image: "http://openweathermap.org/img/wn/11d@2x.png"
+        },
+        night: {
+            description: "Thunderstorm",
+            image: "http://openweathermap.org/img/wn/11n@2x.png"
+        }
+    },
+    "96": {
+        day: {
+            description: "Light Thunderstorms With Hail",
+            image: "http://openweathermap.org/img/wn/11d@2x.png"
+        },
+        night: {
+            description: "Light Thunderstorms With Hail",
+            image: "http://openweathermap.org/img/wn/11n@2x.png"
+        }
+    },
+    "99": {
+        day: {
+            description: "Thunderstorm With Hail",
+            image: "http://openweathermap.org/img/wn/11d@2x.png"
+        },
+        night: {
+            description: "Thunderstorm With Hail",
+            image: "http://openweathermap.org/img/wn/11n@2x.png"
+        }
+    }
+};
--- a/package.json
+++ b/package.json
@ -1,10 +1,11 @@
 {
  "name": "sparkhome",
-  "version": "4.10.2",
+  "version": "4.17.0",
  "private": false,
  "scripts": {
    "dev": "next dev",
    "build": "next build",
+    "build:NLP": "tsx ./lib/nlp/train.ts",
    "start": "next start",
    "lint": "next lint",
    "test": "jest",
@ -14,11 +15,19 @@
  },
  "dependencies": {
    "@nextui-org/react": "^2.3.6",
+    "@nlpjs/basic": "^4.27.0",
+    "@nlpjs/builtin-compromise": "^4.26.1",
+    "@nlpjs/core": "^4.26.1",
+    "@nlpjs/lang-en-min": "^4.26.1",
+    "@nlpjs/lang-zh": "^4.26.1",
+    "@nlpjs/nlp": "^4.27.0",
    "clsx": "^2.1.1",
+    "fflate": "^0.8.2",
    "framer-motion": "^11.1.7",
    "next": "14.1.4",
    "next-intl": "^3.12.0",
    "next-themes": "^0.3.0",
+    "openmeteo": "^1.1.4",
    "pino": "^9.0.0",
    "punycode": "^2.3.1",
    "react": "^18.3.0",
@ -26,7 +35,6 @@
    "recoil": "^0.7.7",
    "search-engine-autocomplete": "^0.4.3",
    "tailwind-merge": "^2.3.0",
-    "ts-node": "^10.9.2",
    "unicode-encode": "^1.4.2",
    "valid-url": "^1.0.9",
    "validate-color": "^2.2.4"
@ -48,6 +56,7 @@
    "postcss": "^8.4.38",
    "tailwindcss": "^3.4.3",
    "ts-jest": "^29.1.2",
+    "tsx": "^4.15.6",
    "typescript": "^5.4.5",
    "vitepress": "^1.2.3",
    "vue": "^3.4.29"
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@ -11,9 +11,30 @@ importers:
      '@nextui-org/react':
        specifier: ^2.3.6
        version: 2.3.6(@types/react@18.3.0)(framer-motion@11.1.7(react-dom@18.3.0(react@18.3.0))(react@18.3.0))(react-dom@18.3.0(react@18.3.0))(react@18.3.0)(tailwind-variants@0.2.1(tailwindcss@3.4.3(ts-node@10.9.2(@types/node@20.12.7)(typescript@5.4.5))))(tailwindcss@3.4.3(ts-node@10.9.2(@types/node@20.12.7)(typescript@5.4.5)))
+      '@nlpjs/basic':
+        specifier: ^4.27.0
+        version: 4.27.0
+      '@nlpjs/builtin-compromise':
+        specifier: ^4.26.1
+        version: 4.26.1
+      '@nlpjs/core':
+        specifier: ^4.26.1
+        version: 4.26.1
+      '@nlpjs/lang-en-min':
+        specifier: ^4.26.1
+        version: 4.26.1
+      '@nlpjs/lang-zh':
+        specifier: ^4.26.1
+        version: 4.26.1
+      '@nlpjs/nlp':
+        specifier: ^4.27.0
+        version: 4.27.0
      clsx:
        specifier: ^2.1.1
        version: 2.1.1
+      fflate:
+        specifier: ^0.8.2
+        version: 0.8.2
      framer-motion:
        specifier: ^11.1.7
        version: 11.1.7(react-dom@18.3.0(react@18.3.0))(react@18.3.0)
@ -26,6 +47,9 @@ importers:
      next-themes:
        specifier: ^0.3.0
        version: 0.3.0(react-dom@18.3.0(react@18.3.0))(react@18.3.0)
+      openmeteo:
+        specifier: ^1.1.4
+        version: 1.1.4
      pino:
        specifier: ^9.0.0
        version: 9.0.0
@ -47,9 +71,6 @@ importers:
      tailwind-merge:
        specifier: ^2.3.0
        version: 2.3.0
-      ts-node:
-        specifier: ^10.9.2
-        version: 10.9.2(@types/node@20.12.7)(typescript@5.4.5)
      unicode-encode:
        specifier: ^1.4.2
        version: 1.4.2
@ -108,6 +129,9 @@ importers:
      ts-jest:
        specifier: ^29.1.2
        version: 29.1.2(@babel/core@7.24.4)(@jest/types@29.6.3)(babel-jest@29.7.0(@babel/core@7.24.4))(jest@29.7.0(@types/node@20.12.7)(ts-node@10.9.2(@types/node@20.12.7)(typescript@5.4.5)))(typescript@5.4.5)
+      tsx:
+        specifier: ^4.15.6
+        version: 4.15.6
      typescript:
        specifier: ^5.4.5
        version: 5.4.5
@ -1224,6 +1248,69 @@ packages:
      react: '>=18'
      react-dom: '>=18'

+  '@nlpjs/basic@4.27.0':
+    resolution: {integrity: sha512-AL03Xdf2H1leAkWfjVwjm8SqeEj9M7ZBHoKC16sSd2SGgQN24YwZFpRyySW2vvDfHLHk8LkFu0+Efw9LdADz4A==}
+
+  '@nlpjs/builtin-compromise@4.26.1':
+    resolution: {integrity: sha512-wc4tN0NIyfjMyRt1qpU+A4i6hIdtg92ZlfIgzx1q67sZJ+jMp0EQU2slokqFSRK1m4+WT9jAsbd/nrUan3oWlA==}
+
+  '@nlpjs/connector@4.26.1':
+    resolution: {integrity: sha512-VCNoZpuKXoaQPT9djrEnpGDRFCYs8LBCeV/f4u0waaKM2VVp6OdLDCYV9RDQ7MK+VOsZhvDfPa2kuoixRE4srA==}
+
+  '@nlpjs/console-connector@4.26.1':
+    resolution: {integrity: sha512-gktzTvDVAUzq5N/JTBZ5gMa8DhG4lV9rXOONIuuivo4Ze8jP/JdcenK1WQoisV/XnI7uMjnYhVnSB4wY7IizSA==}
+
+  '@nlpjs/core-loader@4.26.1':
+    resolution: {integrity: sha512-IiRtn65bdiUSQHy2kusco2fmhk39u2Mc2c5Fsm9+9EVG6BtJCmVEFU/btAzGDAmxEA/E4qKecaAT4LvcW6TPbA==}
+
+  '@nlpjs/core@4.26.1':
+    resolution: {integrity: sha512-M/PeFddsi3y7Z1piFJxsLGm5/xdMhcrpOsml7s6CTEgYo8iduaT30HDd61tZxDyvvJseU6uFqlXSn7XKkAcC1g==}
+
+  '@nlpjs/evaluator@4.26.1':
+    resolution: {integrity: sha512-WeUrC8qq7+V8Jhkkjc2yiXdzy9V0wbETv8/qasQmL0QmEuwBDJF+fvfl4z2vWpBb0vW07A8aNrFElKELzbpkdg==}
+
+  '@nlpjs/lang-en-min@4.26.1':
+    resolution: {integrity: sha512-1sJZ7dy7ysqzbsB8IklguvB88J8EPIv4XGVkZCcwecKtOw+fp5LAsZ3TJVmEf18iK1gD4cEGr7qZg5fpPxTpWQ==}
+
+  '@nlpjs/lang-en@4.26.1':
+    resolution: {integrity: sha512-GVoJpOjyk5TtBAqo/fxsiuuH7jXycyakGT0gw5f01u9lOmUnpJegvXyGff/Nb0j14pXcGHXOhmpWrcTrG2B0LQ==}
+
+  '@nlpjs/lang-zh@4.26.1':
+    resolution: {integrity: sha512-kwqeqeEgMAMvucVX9HNE1p6s/2APP23ZsS8Um/lNvtswb4gL5jjYF9kyCvRfqlPBQSWWdRv7wwcnNXOvXYkxcQ==}
+
+  '@nlpjs/language-min@4.25.0':
+    resolution: {integrity: sha512-g8jtbDbqtRm+dlD/1Vnb4VWfKbKteApEGVTqIMxYkk6N/HMhvLZ5J2svrxzrB98a/HZ0fb//YBfFgymnz9Oukg==}
+
+  '@nlpjs/logger@4.26.1':
+    resolution: {integrity: sha512-1WaXq+lt1vm34TPxoRZQ8c6PA7cqou/V18lGDt7uZbK0L5cXsB8OuYm5lEB/J1QlbJ819Nkmb32Oax9idQODRw==}
+
+  '@nlpjs/ner@4.27.0':
+    resolution: {integrity: sha512-ptwkxriJdmgHSH9TfP10JQ1jviaSl2SupSFGUvTuWkuJhobQd3hbnlSq40V6XYvJNmqh9M9zEab/AKeghxYOTA==}
+
+  '@nlpjs/neural@4.25.0':
+    resolution: {integrity: sha512-Oz20denGiBe0DlQsS7lN4TNrATN1nXlHKc/HB6jJPegjVmgJVCugDaHwIGoV7qOWyA6F2fRRwOgD+quNT2gVpg==}
+
+  '@nlpjs/nlg@4.26.1':
+    resolution: {integrity: sha512-PCJWiZ7464ChXXUGvjBZIFtoqkC24Oy6X63HgQrSv+63svz22Y5Cmu1MYLk77Nb+4keWv+hKhFJKDkvJoOpBVg==}
+
+  '@nlpjs/nlp@4.27.0':
+    resolution: {integrity: sha512-q6X7sY6TYVnQRZJKF/6mfLFlNA5oRYLhgQ5k3i1IBqH9lbWTAZJr31w/dCf97HXaYaj+vJp3h0ucfNumme9EIw==}
+
+  '@nlpjs/nlu@4.27.0':
+    resolution: {integrity: sha512-j4DUdoXS/y/Xag6ysYXx7Ve8NBmUVViUSCJhj3r49+zGyYtyVAHuVcqSej5q0tJjn0JSMT+6+ip8klON1q8ixw==}
+
+  '@nlpjs/request@4.25.0':
+    resolution: {integrity: sha512-MPVYWfFZY03WyFL7GWkUkv8tw968OXsdxFSJEvjXHzhiCe/vAlPCWbvoR+VnoQTgzLHxs/KIF6sIF2s9AzsLmQ==}
+
+  '@nlpjs/sentiment@4.26.1':
+    resolution: {integrity: sha512-U2WmcW3w6yDDO45+Y7v5e6DPQj8e0x+RUUePPyRu2uIZmUtIKG+qCPMWnNLMmYQZoSQEFxmMMlLcGDC7tN7o3w==}
+
+  '@nlpjs/similarity@4.26.1':
+    resolution: {integrity: sha512-QutSBFGo/huNuz60PgqCjub0oBd9S8MLrjme33U5GzxuSvToQzXtn9/ynIia8qDm009D09VXV+LPeNE4h7yuSg==}
+
+  '@nlpjs/slot@4.26.1':
+    resolution: {integrity: sha512-mK8EEy5O+mRGne822PIKMxHSFh8j+iC7hGJ6T31XdFsNhFEYXLI/0dmeBstZgTSKBTe27HNFgCCwuGb77u0o9w==}
+
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    engines: {node: '>= 8'}

+  '@openmeteo/sdk@1.11.7':
+    resolution: {integrity: sha512-qV790gksvJ+l/umb1iKt+ZRUKE5RzgmPkwTeUSmtUcnoRaAQZX9/BQLDpmEZrkcuv4g1trzcsNRwxBrBLWUnWA==}
+    engines: {node: '>=12.0'}
+
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    engines: {node: '>=14'}
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+  args@5.0.3:
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+    engines: {node: '>= 6.0.0'}
+
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    engines: {node: '>= 6'}

+  camelcase@5.0.0:
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+    engines: {node: '>=6'}
+
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    engines: {node: '>=12.5.0'}

+  colorette@2.0.20:
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+
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    engines: {node: '>= 6'}

+  compromise-dates@1.5.6:
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+    peerDependencies:
+      compromise: '>=12.0.0'
+      compromise-numbers: '>=1.0.0'
+
+  compromise-numbers@1.4.0:
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+    peerDependencies:
+      compromise: '>=12.0.0'
+
+  compromise@13.11.4:
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+    engines: {node: '>=8.0.0'}
+
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@ -2312,6 +2429,9 @@ packages:
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    engines: {node: '>=12'}

+  dateformat@4.6.3:
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+
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    engines: {node: '>=6.0'}
@ -2388,9 +2508,15 @@ packages:
    engines: {node: '>=12'}
    deprecated: Use your platform's native DOMException instead

+  duplexify@4.1.3:
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+
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+  efrt-unpack@2.2.0:
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+
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@ -2404,6 +2530,9 @@ packages:
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+  end-of-stream@1.4.4:
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+
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    engines: {node: '>=6'}

+  fast-safe-stringify@2.1.1:
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+
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+  fflate@0.8.2:
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+
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    hasBin: true

+  flatbuffers@24.3.25:
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+
  focus-trap@7.5.4:
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    engines: {node: '>=10'}

+  get-tsconfig@4.7.5:
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+
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    engines: {node: '>= 6'}
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    hasBin: true

+  joycon@3.1.1:
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+    engines: {node: '>=10'}
+
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    engines: {node: '>=6'}

+  leven@2.1.0:
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+    engines: {node: '>=0.10.0'}
+
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    engines: {node: '>=6'}
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+  mri@1.1.4:
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+    engines: {node: '>=4'}
+
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    engines: {node: '>= 0.4'}

+  on-exit-leak-free@0.2.0:
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+
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    engines: {node: '>=6'}

+  openmeteo@1.1.4:
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+    engines: {node: '>=12.0'}
+
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    engines: {node: '>=6'}
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    engines: {node: '>=0.10.0'}

+  pino-abstract-transport@0.5.0:
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+
  pino-abstract-transport@1.2.0:
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+  pino-pretty@7.6.1:
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+    hasBin: true
+
+  pino-std-serializers@4.0.0:
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+
  pino-std-serializers@6.2.2:
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+  pino@7.11.0:
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+    hasBin: true
+
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    engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}

+  process-warning@1.0.0:
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+
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@ -3383,6 +3560,9 @@ packages:
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+  pump@3.0.0:
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+
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@ -3453,6 +3633,10 @@ packages:
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+  readable-stream@3.6.2:
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+    engines: {node: '>= 6'}
+
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@ -3461,6 +3645,10 @@ packages:
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    engines: {node: '>=8.10.0'}

+  real-require@0.1.0:
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+    engines: {node: '>= 12.13.0'}
+
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@ -3503,6 +3691,9 @@ packages:
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    engines: {node: '>=8'}

+  resolve-pkg-maps@1.0.0:
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+
  resolve.exports@2.0.2:
    resolution: {integrity: sha512-X2UW6Nw3n/aMgDVy+0rSqgHlv39WZAlZrXCdnbyEiKm17DSqHX4MmQMaST3FbeWR5FTuRcUwYAziZajji0Y7mg==}
    engines: {node: '>=10'}
@ -3552,6 +3743,9 @@ packages:
  search-insights@2.14.0:
    resolution: {integrity: sha512-OLN6MsPMCghDOqlCtsIsYgtsC0pnwVTyT9Mu6A3ewOj1DxvzZF6COrn2g86E/c05xbktB0XN04m/t1Z+n+fTGw==}

+  secure-json-parse@2.7.0:
+    resolution: {integrity: sha512-6aU+Rwsezw7VR8/nyvKTx8QpWH9FrcYiXXlqC4z5d5XQBDRqtbfsRjnwGyqbi3gddNtWHuEk9OANUotL26qKUw==}
+
  semver@6.3.1:
    resolution: {integrity: sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==}
    hasBin: true
@ -3601,6 +3795,9 @@ packages:
    resolution: {integrity: sha512-g9Q1haeby36OSStwb4ntCGGGaKsaVSjQ68fBxoQcutl5fS1vuY18H3wSt3jFyFtrkx+Kz0V1G85A4MyAdDMi2Q==}
    engines: {node: '>=8'}

+  sonic-boom@2.8.0:
+    resolution: {integrity: sha512-kuonw1YOYYNOve5iHdSahXPOK49GqwA+LZhI6Wz/l0rP57iKyXXIHaRagOBHAPmGwJC6od2Z9zgvZ5loSgMlVg==}
+
  sonic-boom@3.8.1:
    resolution: {integrity: sha512-y4Z8LCDBuum+PBP3lSV7RHrXscqksve/bi0as7mhwVnBW+/wUqKT/2Kb7um8yqcFy0duYbbPxzt89Zy2nOCaxg==}

@ -3615,6 +3812,14 @@ packages:
    resolution: {integrity: sha512-UjgapumWlbMhkBgzT7Ykc5YXUT46F0iKu8SGXq0bcwP5dz/h0Plj6enJqjz1Zbq2l5WaqYnrVbwWOWMyF3F47g==}
    engines: {node: '>=0.10.0'}

+  spacetime-holiday@0.1.0:
+    resolution: {integrity: sha512-rYIpSDbHnznZRstUrmYYFAaruW8e96t+1JfS0b6qMiAAQ2DrkLKc8oMotAAkB9qMTUwXXf5bIkdTHfP434uitQ==}
+    peerDependencies:
+      spacetime: ^6.3.0
+
+  spacetime@6.14.0:
+    resolution: {integrity: sha512-pz/nMIRGNSJeFfDFvhPjMHXhFU1NcrYnpydMuSS2Zsk0NEoHJc2rRKXugkmlqUv/l/fPxWVJVnj8isVS0//vbQ==}
+
  speakingurl@14.0.1:
    resolution: {integrity: sha512-1POYv7uv2gXoyGFpBCmpDVSNV74IfsWlDW216UPjbWufNf+bSU6GdbDsxdcxtfwb4xlI3yxzOTKClUosxARYrQ==}
    engines: {node: '>=0.10.0'}
@ -3634,6 +3839,9 @@ packages:
    resolution: {integrity: sha512-iCGQj+0l0HOdZ2AEeBADlsRC+vsnDsZsbdSiH1yNSjcfKM7fdpCMfqAL/dwF5BLiw/XhRft/Wax6zQbhq2BcjQ==}
    engines: {node: '>= 0.4'}

+  stream-shift@1.0.3:
+    resolution: {integrity: sha512-76ORR0DO1o1hlKwTbi/DM3EXWGf3ZJYO8cXX5RJwnul2DEg2oyoZyjLNoQM8WsvZiFKCRfC1O0J7iCvie3RZmQ==}
+
  streamsearch@1.1.0:
    resolution: {integrity: sha512-Mcc5wHehp9aXz1ax6bZUyY5afg9u2rv5cqQI3mRrYkGC8rW2hM02jWuwjtL++LS5qinSyhj2QfLyNsuc+VsExg==}
    engines: {node: '>=10.0.0'}
@ -3755,6 +3963,9 @@ packages:
  thenify@3.3.1:
    resolution: {integrity: sha512-RVZSIV5IG10Hk3enotrhvz0T9em6cyHBLkH/YAZuKqd8hRkKhSfCGIcP2KUY0EPxndzANBmNllzWPwak+bheSw==}

+  thread-stream@0.15.2:
+    resolution: {integrity: sha512-UkEhKIg2pD+fjkHQKyJO3yoIvAP3N6RlNFt2dUhcS1FGvCD1cQa1M/PGknCLFIyZdtJOWQjejp7bdNqmN7zwdA==}
+
  thread-stream@2.7.0:
    resolution: {integrity: sha512-qQiRWsU/wvNolI6tbbCKd9iKaTnCXsTwVxhhKM6nctPdujTyztjlbUkUTUymidWcMnZ5pWR0ej4a0tjsW021vw==}

@ -3818,6 +4029,11 @@ packages:
  tslib@2.6.2:
    resolution: {integrity: sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q==}

+  tsx@4.15.6:
+    resolution: {integrity: sha512-is0VQQlfNZRHEuSSTKA6m4xw74IU4AizmuB6lAYLRt9XtuyeQnyJYexhNZOPCB59SqC4JzmSzPnHGBXxf3k0hA==}
+    engines: {node: '>=18.0.0'}
+    hasBin: true
+
  type-detect@4.0.8:
    resolution: {integrity: sha512-0fr/mIH1dlO+x7TlcMy+bIDqKPsw/70tVyeHW787goQjhmqaZe10uwLujubK9q9Lg6Fiho1KUKDYz0Z7k7g5/g==}
    engines: {node: '>=4'}
@ -4403,6 +4619,7 @@ snapshots:
  '@cspotcode/source-map-support@0.8.1':
    dependencies:
      '@jridgewell/trace-mapping': 0.3.9
+    optional: true

  '@docsearch/css@3.6.0': {}

@ -4778,6 +4995,7 @@ snapshots:
    dependencies:
      '@jridgewell/resolve-uri': 3.1.2
      '@jridgewell/sourcemap-codec': 1.4.15
+    optional: true

  '@next/env@14.1.4': {}

@ -5801,6 +6019,112 @@ snapshots:
      react: 18.3.0
      react-dom: 18.3.0(react@18.3.0)

+  '@nlpjs/basic@4.27.0':
+    dependencies:
+      '@nlpjs/console-connector': 4.26.1
+      '@nlpjs/core-loader': 4.26.1
+      '@nlpjs/evaluator': 4.26.1
+      '@nlpjs/lang-en': 4.26.1
+      '@nlpjs/logger': 4.26.1
+      '@nlpjs/nlp': 4.27.0
+    transitivePeerDependencies:
+      - supports-color
+
+  '@nlpjs/builtin-compromise@4.26.1':
+    dependencies:
+      '@nlpjs/core': 4.26.1
+      compromise: 13.11.4
+      compromise-dates: 1.5.6(compromise-numbers@1.4.0(compromise@13.11.4))(compromise@13.11.4)
+      compromise-numbers: 1.4.0(compromise@13.11.4)
+
+  '@nlpjs/connector@4.26.1':
+    dependencies:
+      '@nlpjs/core': 4.26.1
+
+  '@nlpjs/console-connector@4.26.1':
+    dependencies:
+      '@nlpjs/connector': 4.26.1
+      '@nlpjs/core': 4.26.1
+
+  '@nlpjs/core-loader@4.26.1':
+    dependencies:
+      '@nlpjs/core': 4.26.1
+      '@nlpjs/request': 4.25.0
+    transitivePeerDependencies:
+      - supports-color
+
+  '@nlpjs/core@4.26.1': {}
+
+  '@nlpjs/evaluator@4.26.1':
+    dependencies:
+      escodegen: 2.1.0
+      esprima: 4.0.1
+
+  '@nlpjs/lang-en-min@4.26.1':
+    dependencies:
+      '@nlpjs/core': 4.26.1
+
+  '@nlpjs/lang-en@4.26.1':
+    dependencies:
+      '@nlpjs/core': 4.26.1
+      '@nlpjs/lang-en-min': 4.26.1
+
+  '@nlpjs/lang-zh@4.26.1':
+    dependencies:
+      '@nlpjs/core': 4.26.1
+
+  '@nlpjs/language-min@4.25.0': {}
+
+  '@nlpjs/logger@4.26.1':
+    dependencies:
+      pino: 7.11.0
+      pino-pretty: 7.6.1
+
+  '@nlpjs/ner@4.27.0':
+    dependencies:
+      '@nlpjs/core': 4.26.1
+      '@nlpjs/language-min': 4.25.0
+      '@nlpjs/similarity': 4.26.1
+
+  '@nlpjs/neural@4.25.0': {}
+
+  '@nlpjs/nlg@4.26.1':
+    dependencies:
+      '@nlpjs/core': 4.26.1
+
+  '@nlpjs/nlp@4.27.0':
+    dependencies:
+      '@nlpjs/core': 4.26.1
+      '@nlpjs/ner': 4.27.0
+      '@nlpjs/nlg': 4.26.1
+      '@nlpjs/nlu': 4.27.0
+      '@nlpjs/sentiment': 4.26.1
+      '@nlpjs/slot': 4.26.1
+
+  '@nlpjs/nlu@4.27.0':
+    dependencies:
+      '@nlpjs/core': 4.26.1
+      '@nlpjs/language-min': 4.25.0
+      '@nlpjs/neural': 4.25.0
+      '@nlpjs/similarity': 4.26.1
+
+  '@nlpjs/request@4.25.0':
+    dependencies:
+      http-proxy-agent: 5.0.0
+      https-proxy-agent: 5.0.1
+    transitivePeerDependencies:
+      - supports-color
+
+  '@nlpjs/sentiment@4.26.1':
+    dependencies:
+      '@nlpjs/core': 4.26.1
+      '@nlpjs/language-min': 4.25.0
+      '@nlpjs/neural': 4.25.0
+
+  '@nlpjs/similarity@4.26.1': {}
+
+  '@nlpjs/slot@4.26.1': {}
+
  '@nodelib/fs.scandir@2.1.5':
    dependencies:
      '@nodelib/fs.stat': 2.0.5
@ -5813,6 +6137,10 @@ snapshots:
      '@nodelib/fs.scandir': 2.1.5
      fastq: 1.17.1

+  '@openmeteo/sdk@1.11.7':
+    dependencies:
+      flatbuffers: 24.3.25
+
  '@pkgjs/parseargs@0.11.0':
    optional: true

@ -6639,13 +6967,17 @@ snapshots:

  '@tootallnate/once@2.0.0': {}

-  '@tsconfig/node10@1.0.11': {}
+  '@tsconfig/node10@1.0.11':
+    optional: true

-  '@tsconfig/node12@1.0.11': {}
+  '@tsconfig/node12@1.0.11':
+    optional: true

-  '@tsconfig/node14@1.0.3': {}
+  '@tsconfig/node14@1.0.3':
+    optional: true

-  '@tsconfig/node16@1.0.4': {}
+  '@tsconfig/node16@1.0.4':
+    optional: true

  '@types/aria-query@5.0.4': {}

@ -6919,7 +7251,8 @@ snapshots:
      normalize-path: 3.0.0
      picomatch: 2.3.1

-  arg@4.1.3: {}
+  arg@4.1.3:
+    optional: true

  arg@5.0.2: {}

@ -6927,6 +7260,13 @@ snapshots:
    dependencies:
      sprintf-js: 1.0.3

+  args@5.0.3:
+    dependencies:
+      camelcase: 5.0.0
+      chalk: 2.4.2
+      leven: 2.1.0
+      mri: 1.1.4
+
  aria-query@5.1.3:
    dependencies:
      deep-equal: 2.2.3
@ -7073,6 +7413,8 @@ snapshots:

  camelcase-css@2.0.1: {}

+  camelcase@5.0.0: {}
+
  camelcase@5.3.1: {}

  camelcase@6.3.0: {}
@ -7153,12 +7495,29 @@ snapshots:
      color-convert: 2.0.1
      color-string: 1.9.1

+  colorette@2.0.20: {}
+
  combined-stream@1.0.8:
    dependencies:
      delayed-stream: 1.0.0

  commander@4.1.1: {}

+  compromise-dates@1.5.6(compromise-numbers@1.4.0(compromise@13.11.4))(compromise@13.11.4):
+    dependencies:
+      compromise: 13.11.4
+      compromise-numbers: 1.4.0(compromise@13.11.4)
+      spacetime: 6.14.0
+      spacetime-holiday: 0.1.0(spacetime@6.14.0)
+
+  compromise-numbers@1.4.0(compromise@13.11.4):
+    dependencies:
+      compromise: 13.11.4
+
+  compromise@13.11.4:
+    dependencies:
+      efrt-unpack: 2.2.0
+
  compute-scroll-into-view@3.1.0: {}

  concat-map@0.0.1: {}
@ -7184,7 +7543,8 @@ snapshots:
      - supports-color
      - ts-node

-  create-require@1.1.1: {}
+  create-require@1.1.1:
+    optional: true

  cross-spawn@7.0.3:
    dependencies:
@ -7212,6 +7572,8 @@ snapshots:
      whatwg-mimetype: 3.0.0
      whatwg-url: 11.0.0

+  dateformat@4.6.3: {}
+
  debug@4.3.4:
    dependencies:
      ms: 2.1.2
@ -7267,7 +7629,8 @@ snapshots:

  diff-sequences@29.6.3: {}

-  diff@4.0.2: {}
+  diff@4.0.2:
+    optional: true

  dlv@1.1.3: {}

@ -7279,8 +7642,17 @@ snapshots:
    dependencies:
      webidl-conversions: 7.0.0

+  duplexify@4.1.3:
+    dependencies:
+      end-of-stream: 1.4.4
+      inherits: 2.0.4
+      readable-stream: 3.6.2
+      stream-shift: 1.0.3
+
  eastasianwidth@0.2.0: {}

+  efrt-unpack@2.2.0: {}
+
  electron-to-chromium@1.4.749: {}

  emittery@0.13.1: {}
@ -7289,6 +7661,10 @@ snapshots:

  emoji-regex@9.2.2: {}

+  end-of-stream@1.4.4:
+    dependencies:
+      once: 1.4.0
+
  entities@4.5.0: {}

  error-ex@1.3.2:
@ -7399,6 +7775,8 @@ snapshots:

  fast-redact@3.5.0: {}

+  fast-safe-stringify@2.1.1: {}
+
  fastq@1.17.1:
    dependencies:
      reusify: 1.0.4
@ -7407,6 +7785,8 @@ snapshots:
    dependencies:
      bser: 2.1.1

+  fflate@0.8.2: {}
+
  fill-range@7.0.1:
    dependencies:
      to-regex-range: 5.0.1
@ -7418,6 +7798,8 @@ snapshots:

  flat@5.0.2: {}

+  flatbuffers@24.3.25: {}
+
  focus-trap@7.5.4:
    dependencies:
      tabbable: 6.2.0
@ -7473,6 +7855,10 @@ snapshots:

  get-stream@6.0.1: {}

+  get-tsconfig@4.7.5:
+    dependencies:
+      resolve-pkg-maps: 1.0.0
+
  glob-parent@5.1.2:
    dependencies:
      is-glob: 4.0.3
@ -8069,6 +8455,8 @@ snapshots:

  jiti@1.21.0: {}

+  joycon@3.1.1: {}
+
  js-tokens@4.0.0: {}

  js-yaml@3.14.1:
@ -8117,6 +8505,8 @@ snapshots:

  kleur@3.0.3: {}

+  leven@2.1.0: {}
+
  leven@3.1.0: {}

  lilconfig@2.1.0: {}
@ -8210,6 +8600,8 @@ snapshots:

  mitt@3.0.1: {}

+  mri@1.1.4: {}
+
  ms@2.1.2: {}

  mz@2.7.0:
@ -8296,6 +8688,8 @@ snapshots:
      has-symbols: 1.0.3
      object-keys: 1.1.1

+  on-exit-leak-free@0.2.0: {}
+
  on-exit-leak-free@2.1.2: {}

  once@1.4.0:
@ -8306,6 +8700,11 @@ snapshots:
    dependencies:
      mimic-fn: 2.1.0

+  openmeteo@1.1.4:
+    dependencies:
+      '@openmeteo/sdk': 1.11.7
+      flatbuffers: 24.3.25
+
  p-limit@2.3.0:
    dependencies:
      p-try: 2.2.0
@ -8352,13 +8751,50 @@ snapshots:

  pify@2.3.0: {}

+  pino-abstract-transport@0.5.0:
+    dependencies:
+      duplexify: 4.1.3
+      split2: 4.2.0
+
  pino-abstract-transport@1.2.0:
    dependencies:
      readable-stream: 4.5.2
      split2: 4.2.0

+  pino-pretty@7.6.1:
+    dependencies:
+      args: 5.0.3
+      colorette: 2.0.20
+      dateformat: 4.6.3
+      fast-safe-stringify: 2.1.1
+      joycon: 3.1.1
+      on-exit-leak-free: 0.2.0
+      pino-abstract-transport: 0.5.0
+      pump: 3.0.0
+      readable-stream: 3.6.2
+      rfdc: 1.4.1
+      secure-json-parse: 2.7.0
+      sonic-boom: 2.8.0
+      strip-json-comments: 3.1.1
+
+  pino-std-serializers@4.0.0: {}
+
  pino-std-serializers@6.2.2: {}

+  pino@7.11.0:
+    dependencies:
+      atomic-sleep: 1.0.0
+      fast-redact: 3.5.0
+      on-exit-leak-free: 0.2.0
+      pino-abstract-transport: 0.5.0
+      pino-std-serializers: 4.0.0
+      process-warning: 1.0.0
+      quick-format-unescaped: 4.0.4
+      real-require: 0.1.0
+      safe-stable-stringify: 2.4.3
+      sonic-boom: 2.8.0
+      thread-stream: 0.15.2
+
  pino@9.0.0:
    dependencies:
      atomic-sleep: 1.0.0
@ -8439,6 +8875,8 @@ snapshots:
      ansi-styles: 5.2.0
      react-is: 18.3.0

+  process-warning@1.0.0: {}
+
  process-warning@3.0.0: {}

  process@0.11.10: {}
@ -8450,6 +8888,11 @@ snapshots:

  psl@1.9.0: {}

+  pump@3.0.0:
+    dependencies:
+      end-of-stream: 1.4.4
+      once: 1.4.0
+
  punycode@2.3.1: {}

  pure-rand@6.1.0: {}
@ -8515,6 +8958,12 @@ snapshots:
    dependencies:
      pify: 2.3.0

+  readable-stream@3.6.2:
+    dependencies:
+      inherits: 2.0.4
+      string_decoder: 1.3.0
+      util-deprecate: 1.0.2
+
  readable-stream@4.5.2:
    dependencies:
      abort-controller: 3.0.0
@ -8527,6 +8976,8 @@ snapshots:
    dependencies:
      picomatch: 2.3.1

+  real-require@0.1.0: {}
+
  real-require@0.2.0: {}

  recoil@0.7.7(react-dom@18.3.0(react@18.3.0))(react@18.3.0):
@ -8560,6 +9011,8 @@ snapshots:

  resolve-from@5.0.0: {}

+  resolve-pkg-maps@1.0.0: {}
+
  resolve.exports@2.0.2: {}

  resolve@1.22.8:
@ -8620,6 +9073,8 @@ snapshots:

  search-insights@2.14.0: {}

+  secure-json-parse@2.7.0: {}
+
  semver@6.3.1: {}

  semver@7.6.0:
@ -8671,6 +9126,10 @@ snapshots:

  slash@3.0.0: {}

+  sonic-boom@2.8.0:
+    dependencies:
+      atomic-sleep: 1.0.0
+
  sonic-boom@3.8.1:
    dependencies:
      atomic-sleep: 1.0.0
@ -8684,6 +9143,12 @@ snapshots:

  source-map@0.6.1: {}

+  spacetime-holiday@0.1.0(spacetime@6.14.0):
+    dependencies:
+      spacetime: 6.14.0
+
+  spacetime@6.14.0: {}
+
  speakingurl@14.0.1: {}

  split2@4.2.0: {}
@ -8698,6 +9163,8 @@ snapshots:
    dependencies:
      internal-slot: 1.0.7

+  stream-shift@1.0.3: {}
+
  streamsearch@1.1.0: {}

  string-length@4.0.2:
@ -8835,6 +9302,10 @@ snapshots:
    dependencies:
      any-promise: 1.3.0

+  thread-stream@0.15.2:
+    dependencies:
+      real-require: 0.1.0
+
  thread-stream@2.7.0:
    dependencies:
      real-require: 0.2.0
@ -8894,9 +9365,17 @@ snapshots:
      typescript: 5.4.5
      v8-compile-cache-lib: 3.0.1
      yn: 3.1.1
+    optional: true

  tslib@2.6.2: {}

+  tsx@4.15.6:
+    dependencies:
+      esbuild: 0.21.5
+      get-tsconfig: 4.7.5
+    optionalDependencies:
+      fsevents: 2.3.3
+
  type-detect@4.0.8: {}

  type-fest@0.21.3: {}
@ -8963,7 +9442,8 @@ snapshots:

  util-deprecate@1.0.2: {}

-  v8-compile-cache-lib@3.0.1: {}
+  v8-compile-cache-lib@3.0.1:
+    optional: true

  v8-to-istanbul@9.2.0:
    dependencies:
@ -9138,6 +9618,7 @@ snapshots:
      y18n: 5.0.8
      yargs-parser: 21.1.1

-  yn@3.1.1: {}
+  yn@3.1.1:
+    optional: true

  yocto-queue@0.1.0: {}
--- a/public/model
+++ b/public/model
--- a/test/NLP/removeStopwords.test.ts
+++ b/test/NLP/removeStopwords.test.ts
@ -0,0 +1,18 @@
+
+import { NLP } from "@/lib/nlp/base";
+import { convertStopwords } from "@/lib/nlp/stopwords";
+import { describe, expect, test } from "@jest/globals";
+
+describe("Test 1", () => {
+    test("basic", () => {
+        const nlp = new NLP("please", "remove-stopword");
+        nlp.removeStopwords();
+        expect(nlp.query).toBe("");
+    });
+    test("convert something", () => {
+        const nlp = new NLP("please convert 1cm to m", "remove-stopword");
+        nlp.removeStopwords(convertStopwords);
+        nlp.trim();
+        expect(nlp.query).toBe("1cm m");
+    });
+});