Pujan Neupane commited on
Commit Β·
869a4ba
1
Parent(s): b5008e5
Added Readme for Accessing the fastapi from the nest.js
Browse files
README.md
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This FastAPI app loads a GPT-2 model, tokenizes input text, classifies it, and returns whether the text is AI-generated or human-written.
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---
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### **install Dependencies**
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```bash
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@@ -156,3 +154,136 @@ def verify_token(auth: str):
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This provides a basic but effective layer of security to prevent unauthorized access to the API.
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### **Implement it with NEST.js**
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This FastAPI app loads a GPT-2 model, tokenizes input text, classifies it, and returns whether the text is AI-generated or human-written.
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### **install Dependencies**
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```bash
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This provides a basic but effective layer of security to prevent unauthorized access to the API.
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### **Implement it with NEST.js**
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NOTE: Make an micro service in NEST.JS and implement it there and call it from app.controller.ts
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in fastapi.service.ts file what we have done is
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### Project Structure
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```files
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nestjs-fastapi-bridge/
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βββ src/
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β βββ app.controller.ts
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β βββ app.module.ts
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β βββ fastapi.service.ts
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βββ .env
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```
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---
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### Step-by-Step Setup
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#### 1. `.env`
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Create a `.env` file at the root with the following:
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```environment
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FASTAPI_BASE_URL=http://localhost:8000
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SECRET_TOKEN="HelloThere"
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```
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#### 2. `fastapi.service.ts`
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```javascript
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// src/fastapi.service.ts
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import { Injectable } from "@nestjs/common";
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import { HttpService } from "@nestjs/axios";
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import { ConfigService } from "@nestjs/config";
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import { firstValueFrom } from "rxjs";
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@Injectable()
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export class FastAPIService {
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constructor(
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private http: HttpService,
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private config: ConfigService,
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) {}
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async analyzeText(text: string) {
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const url = `${this.config.get("FASTAPI_BASE_URL")}/analyze`;
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const token = this.config.get("SECRET_TOKEN");
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const response = await firstValueFrom(
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this.http.post(
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url,
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{ text },
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{
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headers: {
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Authorization: `Bearer ${token}`,
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},
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},
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),
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);
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return response.data;
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}
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}
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```
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#### 3. `app.module.ts`
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```javascript
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// src/app.module.ts
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import { Module } from "@nestjs/common";
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import { ConfigModule } from "@nestjs/config";
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import { HttpModule } from "@nestjs/axios";
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import { AppController } from "./app.controller";
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import { FastAPIService } from "./fastapi.service";
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@Module({
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imports: [ConfigModule.forRoot(), HttpModule],
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controllers: [AppController],
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providers: [FastAPIService],
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})
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export class AppModule {}
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```
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---
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#### 4. `app.controller.ts`
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```javascript
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// src/app.controller.ts
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import { Body, Controller, Post, Get, Query } from '@nestjs/common';
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import { FastAPIService } from './fastapi.service';
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@Controller()
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export class AppController {
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constructor(private readonly fastapiService: FastAPIService) {}
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@Post('analyze-text')
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async callFastAPI(@Body('text') text: string) {
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return this.fastapiService.analyzeText(text);
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}
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@Get()
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getHello(): string {
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return 'NestJS is connected to FastAPI ';
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}
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}
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```
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### π How to Run
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Run the server of flask and nest.js:
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- for nest.js
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```bash
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npm run start
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```
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- for Fastapi
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```bash
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uvicorn app:app --reload
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```
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Make sure your FastAPI service is running at `http://localhost:8000`.
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### Test with CURL
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```bash
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curl -X POST http://localhost:3000/analyze-text \
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-H 'Content-Type: application/json' \
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-d '{"text": "This is a test input"}'
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```
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