feat: modeldata接口。fix: 部分权限校验bug
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129
src/pages/api/model/train/train.ts
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129
src/pages/api/model/train/train.ts
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// Next.js API route support: https://nextjs.org/docs/api-routes/introduction
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import type { NextApiRequest, NextApiResponse } from 'next';
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import { jsonRes } from '@/service/response';
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import { connectToDatabase, Model, Training } from '@/service/mongo';
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import { getOpenAIApi } from '@/service/utils/chat';
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import formidable from 'formidable';
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import { authToken, getUserOpenaiKey } from '@/service/utils/tools';
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import { join } from 'path';
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import fs from 'fs';
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import type { ModelSchema } from '@/types/mongoSchema';
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import type { OpenAIApi } from 'openai';
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import { ModelStatusEnum, TrainingStatusEnum } from '@/constants/model';
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import { httpsAgent } from '@/service/utils/tools';
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// 关闭next默认的bodyParser处理方式
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export const config = {
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api: {
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bodyParser: false
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}
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};
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/* 上传文件,开始微调 */
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export default async function handler(req: NextApiRequest, res: NextApiResponse) {
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let openai: OpenAIApi, trainId: string, uploadFileId: string;
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try {
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const { authorization } = req.headers;
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if (!authorization) {
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throw new Error('无权操作');
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}
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const { modelId } = req.query;
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if (!modelId) {
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throw new Error('参数错误');
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}
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const userId = await authToken(authorization);
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await connectToDatabase();
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// 获取模型的状态
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const model = await Model.findById<ModelSchema>(modelId);
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if (!model || model.status !== 'running') {
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throw new Error('模型正忙');
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}
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// const trainingType = model.service.modelType
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const trainingType = model.service.trainId; // 目前都默认是 openai text-davinci-03
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// 获取用户的 API Key 实例化后的对象
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openai = getOpenAIApi(await getUserOpenaiKey(userId));
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// 接收文件并保存
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const form = formidable({
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uploadDir: join(process.cwd(), 'public/trainData'),
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keepExtensions: true
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});
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const { files } = await new Promise<{
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fields: formidable.Fields;
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files: formidable.Files;
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}>((resolve, reject) => {
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form.parse(req, (err, fields, files) => {
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if (err) return reject(err);
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resolve({ fields, files });
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});
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});
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const file = files.file;
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// 上传文件到 openai
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// @ts-ignore
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const uploadRes = await openai.createFile(
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// @ts-ignore
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fs.createReadStream(file.filepath),
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'fine-tune',
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{ httpsAgent }
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);
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uploadFileId = uploadRes.data.id; // 记录上传文件的 ID
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// 开始训练
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const trainRes = await openai.createFineTune(
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{
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training_file: uploadFileId,
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model: trainingType,
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suffix: model.name,
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n_epochs: 4
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},
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{ httpsAgent }
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);
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trainId = trainRes.data.id; // 记录训练 ID
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// 创建训练记录
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await Training.create({
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serviceName: 'openai',
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tuneId: trainId,
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status: TrainingStatusEnum.pending,
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modelId
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});
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// 修改模型状态
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await Model.findByIdAndUpdate(modelId, {
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$inc: {
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trainingTimes: +1
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},
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updateTime: new Date(),
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status: ModelStatusEnum.training
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});
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jsonRes(res, {
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data: 'start training'
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});
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} catch (err: any) {
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/* 清除上传的文件,关闭训练记录 */
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// @ts-ignore
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if (openai) {
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// @ts-ignore
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uploadFileId && openai.deleteFile(uploadFileId, { httpsAgent });
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// @ts-ignore
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trainId && openai.cancelFineTune(trainId, { httpsAgent });
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}
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jsonRes(res, {
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code: 500,
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error: err
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});
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}
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}
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