doc gpt V0.2
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101
src/pages/api/model/putTrainStatus.ts
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101
src/pages/api/model/putTrainStatus.ts
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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 { authToken, getUserOpenaiKey } from '@/service/utils/tools';
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import type { ModelType } from '@/types/model';
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import { TrainingItemType } from '@/types/training';
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import { ModelStatusEnum, TrainingStatusEnum } from '@/constants/model';
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import { OpenAiTuneStatusEnum } from '@/service/constants/training';
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import { openaiProxy } from '@/service/utils/tools';
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/* 更新训练状态 */
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export default async function handler(req: NextApiRequest, res: NextApiResponse) {
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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 as { modelId: string };
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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
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const model: ModelType | null = await Model.findById(modelId);
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if (!model || model.status !== 'training') {
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throw new Error('模型不在训练中');
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}
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// 查询正在训练中的训练记录
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const training: TrainingItemType | null = await Training.findOne({
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modelId,
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status: 'pending'
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});
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if (!training) {
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throw new Error('找不到训练记录');
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}
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// 用户的 openai 实例
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const openai = getOpenAIApi(await getUserOpenaiKey(userId));
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// 获取 openai 的训练情况
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const { data } = await openai.retrieveFineTune(training.tuneId, openaiProxy);
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if (data.status === OpenAiTuneStatusEnum.succeeded) {
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// 删除训练文件
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openai.deleteFile(data.training_files[0].id, openaiProxy);
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// 更新模型
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await Model.findByIdAndUpdate(modelId, {
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status: ModelStatusEnum.running,
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updateTime: new Date(),
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service: {
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...model.service,
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trainId: data.fine_tuned_model, // 训练完后,再次训练和对话使用的 model 是一样的
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chatModel: data.fine_tuned_model
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}
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});
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// 更新训练数据
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await Training.findByIdAndUpdate(training._id, {
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status: TrainingStatusEnum.succeed
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});
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return jsonRes(res, {
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data: '模型微调完成'
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});
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}
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if (data.status === OpenAiTuneStatusEnum.cancelled) {
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// 删除训练文件
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openai.deleteFile(data.training_files[0].id, openaiProxy);
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// 更新模型
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await Model.findByIdAndUpdate(modelId, {
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status: ModelStatusEnum.running,
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updateTime: new Date()
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});
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// 更新训练数据
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await Training.findByIdAndUpdate(training._id, {
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status: TrainingStatusEnum.canceled
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});
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return jsonRes(res, {
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data: '模型微调取消'
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});
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}
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throw new Error('模型还在训练中');
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} catch (err: any) {
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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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