bizmatch-project/bizmatch-server/src/ai/ai.service.ts

157 lines
6.1 KiB
TypeScript

import { Injectable } from '@nestjs/common';
import Groq from 'groq-sdk';
import OpenAI from 'openai';
import { BusinessListingCriteria } from '../models/main.model';
// const businessListingCriteriaStructure = {
// criteriaType: 'business | commercialProperty | broker',
// types: "'Automotive'|'Industrial Services'|'Food and Restaurant'|'Real Estate'|'Retail'|'Oilfield SVE and MFG.'|'Service'|'Advertising'|'Agriculture'|'Franchise'|'Professional'|'Manufacturing'",
// city: 'string',
// state: 'string',
// county: 'string',
// minPrice: 'number',
// maxPrice: 'number',
// minRevenue: 'number',
// maxRevenue: 'number',
// minCashFlow: 'number',
// maxCashFlow: 'number',
// minNumberEmployees: 'number',
// maxNumberEmployees: 'number',
// establishedSince: 'number',
// establishedUntil: 'number',
// realEstateChecked: 'boolean',
// leasedLocation: 'boolean',
// franchiseResale: 'boolean',
// title: 'string',
// brokerName: 'string',
// searchType: "'exact' | 'radius'",
// radius: "'0' | '5' | '20' | '50' | '100' | '200' | '300' | '400' | '500'",
// };
const BusinessListingCriteriaStructure = `
export interface BusinessListingCriteria {
state: string;
city: string;
searchType: 'exact' | 'radius';
radius: '20' | '50' | '100' | '200' | '300' | '400' | '500';
minPrice: number;
maxPrice: number;
minRevenue: number;
maxRevenue: number;
minCashFlow: number;
maxCashFlow: number;
minNumberEmployees: number;
maxNumberEmployees: number;
establishedSince: number;
establishedUntil: number;
realEstateChecked: boolean;
leasedLocation: boolean;
franchiseResale: boolean;
//title: string;
brokerName: string;
//types:"'Automotive'|'Industrial Services'|'Food and Restaurant'|'Real Estate'|'Retail'|'Oilfield SVE and MFG.'|'Service'|'Advertising'|'Agriculture'|'Franchise'|'Professional'|'Manufacturing'",
criteriaType: 'businessListings';
}
`;
const CommercialPropertyListingCriteriaStructure = `
export interface CommercialPropertyListingCriteria {
state: string;
city: string;
searchType: 'exact' | 'radius';
radius: '20' | '50' | '100' | '200' | '300' | '400' | '500';
minPrice: number;
maxPrice: number;
//title: string;
//types:"'Retail'|'Land'|'Industrial'|'Office'|'Mixed Use'|'Multifamily'|'Uncategorized'"
criteriaType: 'commercialPropertyListings';
}
`;
const UserListingCriteriaStructure = `
export interface UserListingCriteria {
state: string;
city: string;
searchType: 'exact' | 'radius';
radius: '20' | '50' | '100' | '200' | '300' | '400' | '500';
brokerName: string;
companyName: string;
counties: string[];
criteriaType: 'brokerListings';
}
`;
@Injectable()
export class AiService {
private readonly openai: OpenAI;
private readonly groq: Groq;
constructor() {
this.openai = new OpenAI({
apiKey: process.env.OPENAI_API_KEY, // Verwenden Sie Umgebungsvariablen für den API-Schlüssel
});
this.groq = new Groq({ apiKey: process.env.GROQ_API_KEY });
}
async getBusinessCriteria(query: string): Promise<BusinessListingCriteria> {
// const prompt = `
// Dieses Objekt ist wie folgt definiert: ${JSON.stringify(businessListingCriteriaStructure)}.
// Die Antwort darf nur das von dir befüllte JSON als unformatierten Text enthalten so das es von mir mit JSON.parse() einlesbar ist!!!!
// Falls es Ortsangaben gibt, dann befülle City, County und State wenn möglich Die Suchanfrage des Users lautet: "${query}"`;
const prompt = `The Search Query of the User is: "${query}"`;
let response = null;
try {
response = await this.openai.chat.completions.create({
model: 'gpt-4o-mini',
//model: 'gpt-3.5-turbo',
max_tokens: 300,
messages: [
{
role: 'system',
content: `Please create unformatted JSON Object from a user input.
The criteriaType must be only either 'businessListings' or 'commercialPropertyListings' or 'brokerListings' !!!!
The format of the object (depending on your choice of criteriaType) must be either ${BusinessListingCriteriaStructure}, ${CommercialPropertyListingCriteriaStructure} or ${UserListingCriteriaStructure} !!!!
If location details available please fill city and state as State Code and only county if explicitly mentioned.
If you decide for searchType==='exact', please do not set the attribute radius`,
},
{
role: 'user',
content: prompt,
},
],
temperature: 0.5,
response_format: { type: 'json_object' },
});
// response = await this.groq.chat.completions.create({
// messages: [
// {
// role: 'system',
// content: `Please create unformatted JSON Object from a user input.
// The criteriaType must be only either 'businessListings' or 'commercialPropertyListings' or 'brokerListings' !!!!
// The format of the object (depending on your choice of criteriaType) must be either ${BusinessListingCriteriaStructure}, ${CommercialPropertyListingCriteriaStructure} or ${UserListingCriteriaStructure} !!!!
// If location details available please fill city and state as State Code and only county if explicitly mentioned.
// If you decide for searchType==='exact', please do not set the attribute radius`,
// },
// {
// role: 'user',
// content: prompt,
// },
// ],
// model: 'llama-3.3-70b-versatile',
// temperature: 0.2,
// max_tokens: 300,
// response_format: { type: 'json_object' },
// });
const generatedCriteria = JSON.parse(response.choices[0]?.message?.content);
return generatedCriteria;
// return response.choices[0]?.message?.content;
} catch (error) {
console.error(`Error calling GPT-4 API: ${response.choices[0]}`, error);
throw new Error('Failed to generate business criteria');
}
}
}