Files
FastGPT/src/service/utils/tools.ts
2023-04-28 16:47:55 +08:00

190 lines
4.6 KiB
TypeScript

import type { NextApiRequest } from 'next';
import crypto from 'crypto';
import jwt from 'jsonwebtoken';
import { ChatItemType } from '@/types/chat';
import { OpenApi, User } from '../mongo';
import { formatPrice } from '@/utils/user';
import { ERROR_ENUM } from '../errorCode';
import { countChatTokens } from '@/utils/tools';
import { ChatCompletionRequestMessageRoleEnum, ChatCompletionRequestMessage } from 'openai';
import { ChatModelEnum } from '@/constants/model';
/* 密码加密 */
export const hashPassword = (psw: string) => {
return crypto.createHash('sha256').update(psw).digest('hex');
};
/* 生成 token */
export const generateToken = (userId: string) => {
const key = process.env.TOKEN_KEY as string;
const token = jwt.sign(
{
userId,
exp: Math.floor(Date.now() / 1000) + 60 * 60 * 24 * 7
},
key
);
return token;
};
/* 校验 token */
export const authToken = (token?: string): Promise<string> => {
return new Promise((resolve, reject) => {
if (!token) {
reject('缺少登录凭证');
return;
}
const key = process.env.TOKEN_KEY as string;
jwt.verify(token, key, function (err, decoded: any) {
if (err || !decoded?.userId) {
reject('凭证无效');
return;
}
resolve(decoded.userId);
});
});
};
/* 校验 open api key */
export const authOpenApiKey = async (req: NextApiRequest) => {
const { apikey: apiKey } = req.headers;
if (!apiKey) {
return Promise.reject(ERROR_ENUM.unAuthorization);
}
try {
const openApi = await OpenApi.findOne({ apiKey });
if (!openApi) {
return Promise.reject(ERROR_ENUM.unAuthorization);
}
const userId = String(openApi.userId);
// 余额校验
const user = await User.findById(userId);
if (!user) {
return Promise.reject(ERROR_ENUM.unAuthorization);
}
if (formatPrice(user.balance) <= 0) {
return Promise.reject('Insufficient account balance');
}
// 更新使用的时间
await OpenApi.findByIdAndUpdate(openApi._id, {
lastUsedTime: new Date()
});
return {
apiKey: process.env.OPENAIKEY as string,
userId
};
} catch (error) {
return Promise.reject(error);
}
};
/* openai axios config */
export const axiosConfig = () => ({
httpsAgent: global.httpsAgent,
headers: {
auth: process.env.OPENAI_BASE_URL_AUTH || ''
}
});
/* delete invalid symbol */
const simplifyStr = (str: string) =>
str
.replace(/\n+/g, '\n') // 连续空行
.replace(/[^\S\r\n]+/g, ' ') // 连续空白内容
.trim();
/* 聊天内容 tokens 截断 */
export const openaiChatFilter = ({
model,
prompts,
maxTokens
}: {
model: `${ChatModelEnum}`;
prompts: ChatItemType[];
maxTokens: number;
}) => {
// role map
const map = {
Human: ChatCompletionRequestMessageRoleEnum.User,
AI: ChatCompletionRequestMessageRoleEnum.Assistant,
SYSTEM: ChatCompletionRequestMessageRoleEnum.System
};
let rawTextLen = 0;
const formatPrompts = prompts.map((item) => {
const val = simplifyStr(item.value);
rawTextLen += val.length;
return {
role: map[item.obj],
content: val
};
});
// 长度太小时,不需要进行 token 截断
if (rawTextLen < maxTokens * 0.5) {
return formatPrompts;
}
// 根据 tokens 截断内容
const chats: ChatCompletionRequestMessage[] = [];
let systemPrompt: ChatCompletionRequestMessage | null = null;
// System 词保留
if (formatPrompts[0]?.role === 'system') {
systemPrompt = formatPrompts.shift() as ChatCompletionRequestMessage;
}
let messages: { role: ChatCompletionRequestMessageRoleEnum; content: string }[] = [];
// 从后往前截取对话内容
for (let i = formatPrompts.length - 1; i >= 0; i--) {
chats.unshift(formatPrompts[i]);
messages = systemPrompt ? [systemPrompt, ...chats] : chats;
const tokens = countChatTokens({
model,
messages
});
/* 整体 tokens 超出范围 */
if (tokens >= maxTokens) {
break;
}
}
return messages;
};
/* system 内容截断. 相似度从高到低 */
export const systemPromptFilter = ({
model,
prompts,
maxTokens
}: {
model: 'gpt-4' | 'gpt-4-32k' | 'gpt-3.5-turbo';
prompts: string[];
maxTokens: number;
}) => {
let splitText = '';
// 从前往前截取
for (let i = 0; i < prompts.length; i++) {
const prompt = simplifyStr(prompts[i]);
splitText += `${prompt}\n`;
const tokens = countChatTokens({ model, messages: [{ role: 'system', content: splitText }] });
if (tokens >= maxTokens) {
break;
}
}
return splitText.slice(0, splitText.length - 1);
};