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\\\"##﹡\\\",\\n    \\\"##﹣\\\",\\n    \\\"##！\\\",\\n    \\\"##＂\\\",\\n    \\\"##＃\\\",\\n    \\\"##＄\\\",\\n    \\\"##％\\\",\\n    \\\"##＆\\\",\\n    \\\"##＇\\\",\\n    \\\"##（\\\",\\n    \\\"##）\\\",\\n    \\\"##＊\\\",\\n    \\\"##，\\\",\\n    \\\"##－\\\",\\n    \\\"##．\\\",\\n    \\\"##／\\\",\\n    \\\"##：\\\",\\n    \\\"##；\\\",\\n    \\\"##＜\\\",\\n    \\\"##？\\\",\\n    \\\"##＠\\\",\\n    \\\"##［\\\",\\n    \\\"##＼\\\",\\n    \\\"##］\\\",\\n    \\\"##＾\\\",\\n    \\\"##＿\\\",\\n    \\\"##｀\\\",\\n    \\\"##ｆ\\\",\\n    \\\"##ｈ\\\",\\n    \\\"##ｊ\\\",\\n    \\\"##ｕ\\\",\\n    \\\"##ｗ\\\",\\n    \\\"##ｚ\\\",\\n    \\\"##｛\\\",\\n    \\\"##｝\\\",\\n    \\\"##｡\\\",\\n    \\\"##｢\\\",\\n    \\\"##｣\\\",\\n    \\\"##､\\\",\\n    \\\"##･\\\",\\n    \\\"##ｯ\\\",\\n    \\\"##ｰ\\\",\\n    \\\"##ｲ\\\",\\n    \\\"##ｸ\\\",\\n    \\\"##ｼ\\\",\\n    \\\"##ｽ\\\",\\n    \\\"##ﾄ\\\",\\n    \\\"##ﾉ\\\",\\n    \\\"##ﾌ\\\",\\n    \\\"##ﾗ\\\",\\n    \\\"##ﾙ\\\",\\n    \\\"##ﾝ\\\",\\n    \\\"##ﾞ\\\",\\n    \\\"##ﾟ\\\",\\n    \\\"##￣\\\",\\n    \\\"##￥\\\",\\n    \\\"##👍\\\",\\n    \\\"##🔥\\\",\\n    \\\"##😂\\\",\\n    \\\"##😎\\\"\\n]\\n\"","/// <reference types=\"vite/client\" />\n/**\n * This tokenizer is a copy of\n * https://raw.githubusercontent.com/tensorflow/tfjs-models/master/qna/src/bert_tokenizer.ts\n * with minor modifications (Removed all tfjs dependencies)\n *\n * Copyright 2020 Google LLC. All Rights Reserved.\n * Licensed under the Apache License, Version 2.0 (the \"License\");\n * you may not use this file except in compliance with the License.\n * You may obtain a copy of the License at\n *\n * http://www.apache.org/licenses/LICENSE-2.0\n *\n * Unless required by applicable law or agreed to in writing, software\n * distributed under the License is distributed on an \"AS IS\" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n * =============================================================================\n */\n\nconst SEPERATOR = \"##\";\nexport const UNK_INDEX = 100;\nexport const CLS_INDEX = 101;\nexport const CLS_TOKEN = \"[CLS]\";\nexport const SEP_INDEX = 102;\nexport const SEP_TOKEN = \"[SEP]\";\nexport const NFKC_TOKEN = \"NFKC\";\nimport VOCAB_RAW from \"./vocab.json?raw\";\n\n/**\n * Class for represent node for token parsing Trie data structure.\n */\nclass TrieNode {\n    parent: TrieNode;\n    children: { [key: string]: TrieNode } = {};\n    end = false;\n    score: number;\n    index: number;\n    constructor(private key: string) {}\n\n    getWord(): [string[], number, number] {\n        const output: string[] = [];\n        let node: TrieNode = this;\n\n        while (node != null) {\n            if (node.key != null) {\n                output.unshift(node.key);\n            }\n            node = node.parent;\n        }\n\n        return [output, this.score, this.index];\n    }\n}\n\nclass Trie {\n    private root = new TrieNode(null);\n\n    /**\n     * Insert the bert vacabulary word into the trie.\n     * @param word word to be inserted.\n     * @param score word score.\n     * @param index index of word in the bert vocabulary file.\n     */\n    insert(word: string, score: number, index: number) {\n        let node = this.root;\n\n        const symbols = [];\n        for (const symbol of word) {\n            symbols.push(symbol);\n        }\n\n        for (let i = 0; i < symbols.length; i++) {\n            if (node.children[symbols[i]] == null) {\n                node.children[symbols[i]] = new TrieNode(symbols[i]);\n                node.children[symbols[i]].parent = node;\n            }\n\n            node = node.children[symbols[i]];\n\n            if (i === symbols.length - 1) {\n                node.end = true;\n                node.score = score;\n                node.index = index;\n            }\n        }\n    }\n\n    /**\n     * Find the Trie node for the given token, it will return the first node that\n     * matches the subtoken from the beginning of the token.\n     * @param token string, input string to be searched.\n     */\n    find(token: string): TrieNode {\n        let node = this.root;\n        let iter = 0;\n\n        while (iter < token.length && node != null) {\n            node = node.children[token[iter]];\n            iter++;\n        }\n\n        return node;\n    }\n}\n\nfunction isWhitespace(ch: string): boolean {\n    return /\\s/.test(ch);\n}\n\nfunction isInvalid(ch: string): boolean {\n    return ch.charCodeAt(0) === 0 || ch.charCodeAt(0) === 0xfffd;\n}\n\nconst punctuations = \"[~`!@#$%^&*(){}[];:\\\"'<,.>?/\\\\|-_+=\";\n\n/** To judge whether it's a punctuation. */\nfunction isPunctuation(ch: string): boolean {\n    return punctuations.indexOf(ch) !== -1;\n}\n\nexport interface Token {\n    text: string;\n    index: number;\n}\n/**\n * Tokenizer for Bert.\n */\nexport class BertTokenizer {\n    private vocab: string[];\n    private trie: Trie;\n\n    /**\n     * Load the vacabulary file and initialize the Trie for lookup.\n     */\n    load() {\n        this.vocab = this.loadVocab();\n\n        this.trie = new Trie();\n        // Actual tokens start at 104.\n        for (let vocabIndex = 104; vocabIndex < this.vocab.length; vocabIndex++) {\n            const word = this.vocab[vocabIndex];\n            this.trie.insert(word, 1, vocabIndex);\n        }\n    }\n\n    private loadVocab(): string[] {\n        return JSON.parse(VOCAB_RAW);\n    }\n\n    processInput(text: string): Token[] {\n        const charOriginalIndex: number[] = [];\n        const cleanedText = this.cleanText(text, charOriginalIndex);\n        const c = this.tokenizeChineseChars(cleanedText);\n        const origTokens = c.split(\" \");\n\n        let charCount = 0;\n        const tokens = origTokens.map((token) => {\n            token = token.toLowerCase();\n            const tokens = this.runSplitOnPunc(token, charCount, charOriginalIndex);\n            charCount += token.length + 1;\n            return tokens;\n        });\n\n        let flattenTokens: Token[] = [];\n        for (let index = 0; index < tokens.length; index++) {\n            flattenTokens = flattenTokens.concat(tokens[index]);\n        }\n        return flattenTokens;\n    }\n\n    /* Performs invalid character removal and whitespace cleanup on text. */\n    private cleanText(text: string, charOriginalIndex: number[]): string {\n        const stringBuilder: string[] = [];\n        let originalCharIndex = 0,\n            newCharIndex = 0;\n        for (const ch of text) {\n            // Skip the characters that cannot be used.\n            if (isInvalid(ch)) {\n                originalCharIndex += ch.length;\n                continue;\n            }\n            if (isWhitespace(ch)) {\n                if (stringBuilder.length > 0 && stringBuilder[stringBuilder.length - 1] !== \" \") {\n                    stringBuilder.push(\" \");\n                    charOriginalIndex[newCharIndex] = originalCharIndex;\n                    originalCharIndex += ch.length;\n                } else {\n                    originalCharIndex += ch.length;\n                    continue;\n                }\n            } else {\n                stringBuilder.push(ch);\n                charOriginalIndex[newCharIndex] = originalCharIndex;\n                originalCharIndex += ch.length;\n            }\n            newCharIndex++;\n        }\n        return stringBuilder.join(\"\");\n    }\n\n    private tokenizeChineseChars(text: string): string {\n        return text.replace(\n            /[\\u{4E00}-\\u{9FFF}\\u{3400}-\\u{4DBF}\\u{20000}-\\u{2A6DF}\\u{2A700}-\\u{2B73F}\\u{2B740}-\\u{2B81F}\\u{2B820}-\\u{2CEAF}\\u{F900}-\\u{FAFF}\\u{2F800}-\\u{2FA1F}]/gu,\n            (r) => ` ${r} `\n        );\n    }\n\n    /* Splits punctuation on a piece of text. */\n    private runSplitOnPunc(text: string, count: number, charOriginalIndex: number[]): Token[] {\n        const tokens: Token[] = [];\n        let startNewWord = true;\n        for (const ch of text) {\n            if (isPunctuation(ch)) {\n                tokens.push({ text: ch, index: charOriginalIndex[count] });\n                count += ch.length;\n                startNewWord = true;\n            } else {\n                if (startNewWord) {\n                    tokens.push({ text: \"\", index: charOriginalIndex[count] });\n                    startNewWord = false;\n                }\n                tokens[tokens.length - 1].text += ch;\n                count += ch.length;\n            }\n        }\n        return tokens;\n    }\n\n    /**\n     * Generate tokens for the given vocalbuary.\n     * @param text text to be tokenized.\n     */\n    tokenize(text: string): number[] {\n        // Source:\n        // https://github.com/google-research/bert/blob/88a817c37f788702a363ff935fd173b6dc6ac0d6/tokenization.py#L311\n\n        let outputTokens: number[] = [];\n\n        const words = this.processInput(text);\n\n        for (let i = 0; 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