From 0acefbddcbb98fe6985af66b26cbb71494f61446 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E7=8C=AB=E7=8C=AB?= Date: Wed, 22 Nov 2023 11:36:03 +0800 Subject: [PATCH] fix: ai classify failed (#946) * chore(next/api): upgrade openai to 4.19 * fix(next/api): fix ai classify failed --- next/api/package-lock.json | 303 ++++++++++++++++++++++++++++++--- next/api/package.json | 2 +- next/api/src/service/openai.ts | 42 +++-- 3 files changed, 306 insertions(+), 41 deletions(-) diff --git a/next/api/package-lock.json b/next/api/package-lock.json index dc939f01c..da5a5d0f4 100644 --- a/next/api/package-lock.json +++ b/next/api/package-lock.json @@ -43,7 +43,7 @@ "minimatch": "^9.0.0", "mustache": "^4.2.0", "nodemailer": "^6.9.1", - "openai": "^3.3.0", + "openai": "^4.19.1", "reflect-metadata": "^0.1.13", "remarkable": "^2.0.1", "sluggo": "^0.3.1", @@ -1388,6 +1388,15 @@ "resolved": "https://registry.npmjs.org/@types/node/-/node-17.0.8.tgz", "integrity": 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5d48a066b..faf536c2a 100644 --- a/next/api/src/service/openai.ts +++ b/next/api/src/service/openai.ts @@ -1,17 +1,16 @@ import { Category } from '@/model/Category'; import _ from 'lodash'; -import { Configuration, OpenAIApi } from 'openai'; +import { OpenAI } from 'openai'; import { HttpsProxyAgent } from 'https-proxy-agent'; +import { z } from 'zod'; export const TicketClassifyPrompt = (categories: Category[]) => ` 你是我的工单内容分类助手，我会为你提供各种分类以及它们的描述，以及一个工单的内容，我需要你帮助我将下面的这一个工单分到某一个分类中，并给出你认为的置信度。只按照我给出的格式输出，如果你觉得这个工单不属于我给出的任何分类，输出 null。下面的输出 JSON 格式中，category 表示分类的名字，confidence 表示你给出的置信度，你可以给出对这个工单所有待选的分类，无需额外解释说明。 输出使用的 JSON 格式：""" -[ - { "category": "..", "confidence": 0.123456789 } - { "category": "..", "confidence": 0.12345678 } -] +{ "category": "..", "confidence": 0.123456789 } """ + 以下是各种分类的 ID 以及他们的含义，由 '-' 开头，每个占一行： ${categories .map( @@ -21,20 +20,22 @@ ${categories .join('\n')} `; -export interface TicketClassifyResult { - category: string; - confidence: number; -} +const OpenAIOutputSchema = z.object({ + category: z.string(), + confidence: z.number(), +}); + +export type TicketClassifyResult = z.infer; export class OpenAIService { active: boolean; - instance: InstanceType; + instance: InstanceType; agent?: InstanceType; constructor() { const apiKey = process.env.OPENAI_API_KEY; const httpProxy = process.env.http_proxy; - this.instance = new OpenAIApi(new Configuration({ apiKey })); + this.instance = new OpenAI({ apiKey }); if (!apiKey) { console.warn('OPENAI_API_KEY not provided, disabling openAIService...'); @@ -63,9 +64,12 @@ export class OpenAIService { const res = await (async () => { try { const res = ( - await this.instance.createChatCompletion( + await this.instance.chat.completions.create( { - model: 'gpt-3.5-turbo', + response_format: { + type: 'json_object', + }, + model: process.env.OPENAI_MODEL ?? 'gpt-3.5-turbo', messages: [ { role: 'system', @@ -78,12 +82,16 @@ export class OpenAIService { ], temperature: 0.6, }, - { timeout: 20 * 1000, httpsAgent: this.agent } + { timeout: 20 * 1000, httpAgent: this.agent } ) - ).data.choices[0].message?.content; + ).choices[0].message?.content; if (res) { - return JSON.parse(res) as TicketClassifyResult[]; + try { + return OpenAIOutputSchema.parse(JSON.parse(res.trim())); + } catch { + console.log(`parse GPT result error:`, res); + } } } catch (err) { console.error(err); @@ -92,7 +100,7 @@ export class OpenAIService { })(); if (res) { - return categoryById[res[0].category]; + return categoryById[res.category]; } } }