Pages

How to integrate ChatGPT with an Application

 


How to build ChatGPT app? You can integrate ChatGPT with your existing application in 5 simple steps. Integrating ChatGPT with an app involves creating an API that can connect your app to ChatGPT's API. Here are the general steps to integrate ChatGPT with an app:

Step 1: Sign up for an API key with OpenAI

To use ChatGPT, you'll need to sign up for an API key on the OpenAI website. This will give you access to the API, which you can use to integrate ChatGPT with your app. 


To generate an API key for ChatGPT, you will need to follow these steps:


  1. Go to the OpenAI website at https://openai.com/

  2. Click on the "Get Started for Free" or "Sign Up" button on the top right-hand corner of the page.

                    

                                       Source: openai.com

                      

  1. Fill in your email address and password to create an account.

  2. Once you have created your account, log in to the OpenAI Dashboard.

  3. Click on the "API Keys" tab on the left-hand side of the dashboard.

  4. Click on "New API Key" to generate a new key.

                                                           Source: openai.com


  1. Give your API key a name and select the permissions you want to grant to the key.

  2. Click "Create API Key" and your new key will be generated.


Once you have generated your API key, you can use it to authenticate requests to the ChatGPT API and integrate ChatGPT with your app. It's important to keep your API key secure and not share it with others, as it gives access to your OpenAI account and could potentially be used to make unauthorized requests. To build an app with ChatGPT, this is an important step to follow. 

Step 2: Choose an integration method

There are several ways to integrate ChatGPT with an application. Choosing an integration method for ChatGPT depends on your specific needs and technical capabilities. Here are some integration methods to consider:


  • API Integration: If you have developers on your team, you can use ChatGPT's API to integrate it into your web app. This method requires technical expertise to implement, but it offers the most flexibility in terms of customization and integration.


  • Chatbot Platforms: If you are looking for a more user-friendly integration method, you can use chatbot platforms like Dialogflow, Microsoft Bot Framework, or IBM Watson. These platforms provide a graphical user interface (GUI) for building chatbots and can be integrated with ChatGPT through their API.


  • Pre-built Integrations: If you are using popular communication tools like Slack or Facebook Messenger, you can take advantage of pre-built integrations that have already been developed and tested. These integrations are usually easy to set up and require minimal technical expertise.


  • SDKs: ChatGPT also provides SDKs (Software Development Kits) that can be used to integrate ChatGPT into your application. SDKs are usually easier to use than APIs and provide a higher level of abstraction, making it easier to build applications without a deep understanding of the underlying technical details.

Step 3: Set up your API endpoint

If you're building your own API, you'll need to set up an endpoint that can receive requests from your app and send them to ChatGPT. This will likely involve writing some code in a programming language of your choice.


To integrate an app with ChatGPT using an API endpoint, you will need to follow these general steps:

  • Create an account on the OpenAI website and obtain an API key.

  • Choose a programming language and framework for your app.

  • Set up an HTTP client library in your chosen programming language.

  • Write code to send a request to the ChatGPT API endpoint using your API keys and desired parameters, such as the input text and the maximum length of the generated response.

  • Parse the response from the ChatGPT API endpoint to extract the generated text.

  • Integrate the generated text into your app's user interface or backend.


Here is an example of how to use Python to send a request to the ChatGPT API endpoint:


Python


import openai

openai.api_key = "YOUR_API_KEY"


prompt = "Hello, how are you doing today?"


response = openai.Completion.create(

  engine="davinci",

  prompt=prompt,

  max_tokens=60

)


generated_text = response.choices[0].text


In this example, we use the OpenAI Python library to send a request to the ChatGPT API endpoint. The ‘api_key’ variable is set to your OpenAI API key. We then define a prompt variable with the input text and use openai.Completion.create a () method to send a request to the API. The engine parameter specifies which GPT model to use, and the ‘max_tokens’ parameter sets the maximum length of the generated response.


Finally, we extract the generated text from the response using the response.choices[0].text syntax and assign it to the generated_text variable. You can then use this generated text in your app as needed.


Keep in mind that the exact implementation details may vary depending on the programming language and framework you choose. However, the general approach of sending a request to the ChatGPT API endpoint with your API key and desired parameters should remain the same.

Step 4: Integrate ChatGPT with your app

Once you have your API endpoint set up, you can use it to integrate ChatGPT with your website or mobile app. Depending on the integration method you chose, this may involve configuring settings or adding code to your app.

Step 5: Test and refine your integration

Finally, it's important to test your integration thoroughly to make sure it's working as expected. You may need to refine your integration over time based on user feedback or other factors.


Overall, integrating ChatGPT with an app can be a complex process, but it can also provide a powerful way to enhance the user experience and provide new functionality to your app.


Uploading files and JSON data in the same request with Angular

Add the following HTML template with form in the component.html
Add the following code to upload the image in the component.ts file async documentPhoto(event:any){ let data = new FormData(); data.append("imgfile", event.target.files[0]); let res:any =await this.custService.uploadImages(data); this.imgaepath=res.data; }

What is ChatGPT and How Does ChatGPT Work?

Are you aware of the latest AI tool in the market? Well, here I am talking about chat GPT (Generative Pre-trained Transformer), which has already created so much chaos among netizens. So it's all worth learning about this recently developed AI chatbot that can interact with you as if there is another human on the other end. 

ChatGPT is a large language model that was made by OpenAI. It used a deep learning algorithm to understand natural language and generate human-like responses to various queries and inputs.


What is ChatGPT?


ChatGPT is a cutting-edge technology that has the potential to revolutionize the way we communicate and interact with machines. Unlike traditional AI chatbots that rely on pre-programmed responses and use neural networks to generate responses that are tailored to the user's input. This feature of this newly invented technology makes it more intelligent and adaptable, as it can learn and improve over time.


From a layman to a top techie enthusiast, this free AI chat bot is winning everyone's hearts. From answering normal customer queries and providing personalized recommendations to generating creative content and aiding in scientific research, this AI chatbot serves various purposes. Also, it's not the end, as there are endless possibilities still unrevealed about this gpt chatbot. It has already been integrated into a variety of applications and platforms, including messaging apps, virtual assistants, and customer service chatbots.


How Does ChatGPT Work?


ChatGPT uses a technique known as "transformer-based language modeling," which involves training a neural network to predict the next word in a sequence of text. This model is trained on a huge amount of text, which teaches it the patterns and subtleties of language and lets it come up with responses that make sense in each situation.


When a user inputs a query or statement, ChatGPT analyzes the text and generates a response that is based on its understanding of the input. It can also use additional data, such as user preferences or previous interactions, to provide more personalized responses.


The Future of ChatGPT


The potential applications of ChatGPT are vast and varied, and the technology is expected to continue to evolve and improve in the coming years. Here are some of the key trends that are likely to shape the future of ChatGPT.


1. Integration with Other Technologies


As ChatGPT becomes more advanced and capable, it is likely to be integrated with other technologies, such as voice assistants, augmented reality, and virtual reality. This will enable users to interact with ChatGPT in more immersive and natural ways, leading to a more seamless and intuitive user experience.


2. Improved Personalization


One of the key benefits of ChatGPT is its ability to provide personalized responses to users. As the technology continues to improve, ChatGPT is likely to become even more adept at understanding user preferences and generating responses that are tailored to individual needs and interests.


This could have a big effect on many fields, like marketing and advertising, where personalized content is becoming more and more important to keep customers interested and boost sales.


3. Enhanced Security and Privacy


As ChatGPT becomes more widely used, there will be an increased need for robust security and privacy measures. This is especially important when dealing with sensitive data, such as personal information or financial transactions.


In the future, ChatGPT is likely to incorporate more advanced security features, such as encryption and biometric authentication, to ensure that user data is protected from unauthorized access or hacking attempts.


4. Integration with Other AI Technologies


ChatGPT is just one example of the many AI-driven technologies that are transforming the way we live and work. In the future, ChatGPT is likely to be combined with other AI technologies like machine learning and computer vision to make applications that are even more powerful and flexible.


For example, ChatGPT could be used to analyze images or video data and generate descriptions or captions based on its understanding of the content. This could have applications in fields such as media, entertainment, and e-commerce, where visual content plays a crucial role in engaging customers and driving sales.


Conclusion


ChatGPT is a groundbreaking technology that has the potential to transform the way we communicate and interact with machines. As the technology continues to evolve and improve, we can expect to see new and innovative applications that will enhance our lives and improve human-computer interaction.


CRUD Operations In ASP.NET Core Using Entity Framework Core Code First with Angularjs

 Create a folder named Model.





Create a class name TblCustomer inside model folder and write the property.

Make Id as primary key and auto generated.

using System;
using System.ComponentModel.DataAnnotations;
using System.ComponentModel.DataAnnotations.Schema;

namespace WebApiCoreLecture.Model
{
    public class TblCustomer
    {
        [Key]
        [DatabaseGenerated(DatabaseGeneratedOption.Identity)]
        public int Id { get; set; }
        [StringLength(150)]
        public string Name { get; set; }
        [StringLength(150)]
        public string LastName { get; set; }
        [StringLength(250)]
        public string Email { get; set; }
        public int Age { get; set; }
        public string Gender { get; set; }
        public int IsActive { get; set; }
      
    }
}

Now, create a context class inside model folder name Customer. Inherit the class with the DbContext which is class of entity framework. Then make a constructor using dependency injection and initialise the DbContext class. Also, make a database set property of the created model class.


using Microsoft.EntityFrameworkCore;


namespace WebApiCoreLecture.Model

{

    public class CustomerContext : DbContext

    {

        public CustomerContext(DbContextOptions<CustomerContext> options) : base(options)

        {

        }

        public DbSet<TblCustomer> Customer { get; set; }

    }

}


Now, We need to create a connection string and name the database "AngularAppDb". It will create database with the name "AngularAppDb". 


{
  "Logging": {
    "LogLevel": {
      "Default": "Information",
      "Microsoft": "Warning",
      "Microsoft.Hosting.Lifetime": "Information"
    }
  },
  "ConnectionStrings": {
    "ConEmp": "Server=DESKTOP-HBLN74L\\SQLEXPRESS; Database=AngularAppDb; Trusted_Connection=True;"
  },
  "AllowedHosts": "*"
}


Now, we need to add the following line in the startup file in ConfigureServices .

services.AddDbContext<CustomerContext>(db => db.UseSqlServer(Configuration.GetConnectionString("ConEmp")));


We need to make controller with name Customer.


using Microsoft.AspNetCore.Cors;
using Microsoft.AspNetCore.Http;
using Microsoft.AspNetCore.Mvc;
using Microsoft.AspNetCore.Mvc.ModelBinding;
using Microsoft.EntityFrameworkCore;
using System;
using System.Collections.Generic;
using System.Linq;
using System.Threading.Tasks;
using WebApiCoreLecture.Model;
using WebApiCoreLecture.Model.ResponseModel;

namespace WebApiCoreLecture.Controllers
{
    [Route("api/[controller]/[action]")]
    [ApiController]
    [EnableCors("AllowOrigin")]
    public class CustomerController : ControllerBase
    {
        private readonly CustomerContext _context;
        public CustomerController(CustomerContext context)
        {
            _context = context;
        }


        [HttpGet]
        public async Task<ActionResult<IEnumerable<TblCustomer>>> TblCustomer()
        {
            ResponseModels Response = new ResponseModels();

            return await _context.Customer.ToListAsync();
            Response.Code = 200;
            Response.Message = "Showing list of customer";
        }

        [HttpPost]
        public async Task<ActionResult<TblCustomer>> PostCustomer(TblCustomer model)
        {
            ResponseModels response = new ResponseModels();
            try
            {
                
                
                    TblCustomer cus = new TblCustomer();
                    cus.Name = model.Name;
                    cus.LastName = model.LastName;
                    cus.Email = model.Email;
                    cus.Age = model.Age;
                    cus.Gender = model.Gender;
                    _context.Customer.Add(cus);
                    _context.SaveChanges();
                    response.Code = 200;
                    response.Message = "Succesfully Inserted";
                
                
            }
            catch (Exception e)
            {
                response.Code = 400;
                response.Message = "Something went wrong";
            }
            return Ok(response);
        }

        [HttpDelete("{Id}")]
        public async Task<ActionResult<TblCustomer>> DeleteCustomer(int id)
        {
            ResponseModels response = new ResponseModels();
            try
            {
                var deletion = await _context.Customer.Where(x => x.Id == id).FirstOrDefaultAsync();
                if(deletion!= null)
                {
                    _context.Customer.Remove(deletion);
                    _context.SaveChanges();
                    response.Code = 200;
                    response.Message = "Successfully Deleted";
                }
                else
                {
                    response.Code = 400;
                    response.Message = "Something went wrong";
                }
            }
            catch (Exception e)
            {
                response.Code = 400;
                response.Message = "Something went wrong";
            }
            return Ok(Response);
        }

        [HttpPost]
        public async Task<ActionResult> UpdateCus(CusModel model)
        {
            ResponseModels response = new ResponseModels();
            try
            {
                var updateCustomer = await _context.Customer.Where(x => x.Email == model.Email).FirstOrDefaultAsync();
                if (updateCustomer == null)
                {
                    response.Code = 400;
                    response.Message = "User not found!!";
                    return Ok(response);
                }

                updateCustomer.Name = model.Name;
                updateCustomer.LastName = model.LastName;
                updateCustomer.Age = model.Age;
                updateCustomer.Gender = model.Gender;
               
                _context.Update(updateCustomer);
                if (_context.SaveChanges() > 0)
                {
                    response.Code = 200;
                    response.Message = "Record Update Successfully.";
                }

            }
            catch (Exception ex)
            {
                response.Code = 400;
                response.Message = ex.Message;
            }
            return Ok(response);
        }
    }
}


Now, we need to migrate and update database.

Go to Tools > NuGet Package Manager > NuGet Package Console

Type the following command to migrate-
 add-migration anyname

After migration, we need to update database using following command-
update-database

Now, open the sql server management system, all we can see here our created database




 After expanding the table of AngularAppDb, we can see the table name Customer







Our Api is working on different port or localhost and our Angular project is running on different port.
We can also say it cross origin. The communication between two different port can be happen directly.
To make it happen, we need to allow it from api. So, we need to add CORS in our startup file inside ConfigureServices.


 services.AddCors(o => o.AddPolicy("AllowOrigin", builder =>
            {
                builder.AllowAnyHeader()
                      .AllowAnyMethod()
                      .SetIsOriginAllowed((host) => true)
                      .AllowCredentials();
            }));

and also add the following line after routing in Configure method in startup file.

app.UseCors("AllowOrigin");












CRUD Operation on Angular

Now, we add a class model with shared folder with the following command.

ng g class shared/customer --type=model

Add property to the customer.model.ts

export class Customer {
    id:number= 0;
    name!: string;
    lastName:string='';
    email:string = '';
    age!:number;
    gender:string='Male';
    isActive!:number;
}

Add Services and Components

Services

Now, add service which will communicate with Web API inside shared folder.

ng g s shared/customer



Components

Now, add customer-details components

ng g c customer-details


Now, add customer-form components

ng g c customer-form


Note:

g - generate

c - component

s - service


Add Bootstrap

Now, go to https://getbootstrap.com/docs/4.0/getting-started/introduction/ and copy the plugin of java script and CSS in index.html


Register the created module

Now, we open app.module.ts to register services and module. In app.module, we have all the components has been auto added. But, we need to add service so we can use them in our angular app. Also we need to add HTTP module.



Adding services and components code:-

service
Now, Open customer.service.ts file and add code.

import { Injectable } from '@angular/core';
import { HttpClient } from '@angular/common/http';
import { Customer } from './customer.model';
import { Observable } from 'rxjs';

@Injectable({
  providedIn: 'root'
})

export class CustomerService {

  constructor(private myhttp:HttpClient) { }
  customerUrl:string ='https://localhost:44395/api/Customer/TblCustomer';
 
  customerPostUrl:string ='https://localhost:44395/api/Customer/PostCustomer';

  customerDeleteUrl = 'https://localhost:44395/api/Customer/DeleteCustomer';
 
  customerPutUrl = 'https://localhost:44395/api/Customer/UpdateCus';

 
  listCustomer : Customer[]=[];

  customerdata:Customer=new Customer(); //for post data // insert data
 
  saveCustomer()
  {
    // console.log("postapi",this.employeePostUrl);
    return this.myhttp.post(this.customerPostUrl,this.customerdata);
  }
  updateCustomer()
  {
   
    return this.myhttp.post(this.customerPutUrl,this.customerdata);
  }
  getCustomer(): Observable<Customer[]>
  {
    return this.myhttp.get<Customer[]>(this.customerUrl);
  }
  deleteCustomer(id:number)
  {
    return this.myhttp.delete(`${this.customerDeleteUrl}/${id}`);
  }
}

Now, Open customer-details.component.ts file and add code.


import { Component, OnInit } from '@angular/core';
import { Customer } from '../shared/customer.model';
import { CustomerService } from '../shared/customer.service';

@Component({
  selector: 'app-customer-details',
  templateUrl: './customer-details.component.html',
  styleUrls: ['./customer-details.component.css']
})
export class CustomerDetailsComponent implements OnInit {
constructor(public custService:CustomerService) { }
ngOnInit() {
  this.custService.getCustomer().subscribe(data=>{
    this.custService.listCustomer=data
  });
}
populateCustomer(selectedCustomer:Customer)
{
  this.custService.customerdata=selectedCustomer;
}
delete(id:number)
{
  if(confirm('Are you really want to delete this record?'))
  {
    this.custService.deleteCustomer(id).subscribe(data=>{
      console.log('Record delete');

      this.custService.getCustomer().subscribe(data=>{
        this.custService.listCustomer=data
      });
    },
    err=>{
      console.log('Error not deleted');
    });
  }
}
}

Components (customer-detail)

Now, Open the app.component.html and add app-customer-details selector 

Now, Open the customer-detail.component.html and add code.


<div class="container">
    <app-customer-form></app-customer-form>
    </div>
    <table class="table table-hover">
        <thead class="thead-dark">
            <tr>
                <th>Name</th>
                <th>Last Name</th>
                <th>Email</th>
                <th>Age</th>
                <th>Gender</th>
                <th>Action</th>
            </tr>
        </thead>
        <tbody>
            <tr *ngFor="let cust of custService.listCustomer">
                <td>{{cust.name}}</td>
                <td>{{cust.lastName}}</td>
                <td>{{cust.email}}</td>
                <td>{{cust.age}}</td>
                <td>{{cust.gender}}</td>
                <td>
                    <div class="dropdown">
                        <button class="btn btn-secondary dropdown-toggle" type="button" id="dropdownMenuButton" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">
                          Action
                        </button>
                        <div class="dropdown-menu" aria-labelledby="dropdownMenuButton">
                          <a class="dropdown-item" href="#" (click)="populateCustomer(cust)">Edit</a>
                          <a class="dropdown-item" href="#" (click)="delete(cust.id)">Delete</a>
                        </div>
                      </div>
                </td>
            </tr>
        </tbody>
    </table>
   
   


Now, Open customer-form.component.ts file and add code.

import { Component } from '@angular/core';
import { NgForm } from '@angular/forms';
import { Customer } from '../shared/customer.model';
import { CustomerService } from '../shared/customer.service';

@Component({
  selector: 'app-customer-form',
  templateUrl: './customer-form.component.html',
  styleUrls: ['./customer-form.component.css']
})


export class CustomerFormComponent {
  constructor(public custService: CustomerService) { }

  submit(form: NgForm) {
    this.custService.customerdata.isActive = form.value.isActive == true ? 1 : 0;

    if (this.custService.customerdata.id == 0) {
      this.insertCustomer(form);
    }
    else {
      this.updateCustomer(form);
    }

  }

  insertCustomer(myForm: NgForm) {
    this.custService.saveCustomer().subscribe(d => {
      this.resetForm(myForm);
      this.refreshData(myForm);
      console.log('saved success');
    });
  }

  updateCustomer(myForm: NgForm) {
    this.custService.updateCustomer().subscribe(d => {
      this.resetForm(myForm);
      this.refreshData(myForm);
      console.log('update success');
    })
  }

  resetForm(myForm: NgForm) {
    myForm.form.reset();
    this.custService.customerdata = new Customer();
  }

  refreshData(myForm: NgForm) {
    this.custService.getCustomer().subscribe(res => {
      this.custService.listCustomer = res;
    });
  }
}

Component(customer-form)
Now, Open the customer-detail.component.html and add app-customer-form selector

<div class="container">
    <app-customer-form></app-customer-form>
    </div>


Now, Open the customer-form.component.html and add code.





<input #checkbox1 type="checkbox" name="toggle" id="toggle">
<label for="toggle"></label>

<div class="container">
</div>
<div class="formAdd">
<form autocomplete="off" #myForm="ngForm" (ngSubmit)="myForm.form.valid && submit(myForm)">
    <div class="container">
        <div class="row">
            <div class="col-md-3">
                <input type="hidden" name="id" [value]="custService.customerdata.id">
                <label for="name">Name</label>
                <input type="text" class="form-control" name="name" placeholder="name" #name="ngModel" [(ngModel)] ="custService.customerdata.name">
            </div>
            <div class="col-md-3">
                <label for="lastname">Last Name</label>
                <input type="text" class="form-control" name="lastname" placeholder="lastname" #lastname="ngModel" [(ngModel)] ="custService.customerdata.lastName">
            </div>
            <div class="col-md-3">
                <label for="email">Email</label>
                <input type="email" class="form-control" name="email" placeholder="email" #email="ngModel" [(ngModel)] ="custService.customerdata.email">
            </div>
            <div class="col-md-3">
                <label for="age">Age</label>
                <input type="number" class="form-control" name="age" placeholder="age" #age="ngModel" [(ngModel)] ="custService.customerdata.age">
            </div>
        </div>
            <div class="row mt-2">
            <div class="col-md-6">
                <label for="gender">Gender</label>
                <div class="row">
                    <div class="col-md-6">
                        <div class="form-check-inline">
                            <label class="form-check-label">
                              <input type="radio"  class="form-check-input" name="gender" #gender="ngModel" [(ngModel)]="custService.customerdata.gender" value="Male">Male
                            </label>
                          </div>
                          <div class="form-check-inline">
                            <label class="form-check-label">
                                <input type="radio" class="form-check-input" name="gender" #gender="ngModel" [(ngModel)]="custService.customerdata.gender" value="female">Female
                            </label>
                          </div>
                    </div>
                </div>
            </div>
            </div>
     
        <div class="row">
            <div class="col-md-10"></div>
            <div class="col-md-2">
                <button type="submit" class="btn btn-Success">Save</button>
            </div>
        </div>
    </div>
</form>
</div>





Now, add CSS to the customer-form.component.css

.formAdd {
    background:#c7b29e;
    color:#FFF;
    position: absolute;
    top: -250px;
    left: 0;
    width: 100%;
    height: 250px;
    padding: 20px;
    transition: top 300ms cubic-bezier(0.17, 0.04, 0.03, 0.94);
    overflow: hidden;
    box-sizing: border-box;
     
    }
   
    #toggle {
      position:absolute;
      appearance:none;
      cursor:pointer;
      left:-100%;
      top:-100%;
    }
   
    #toggle + label {
      position:absolute;
      cursor:pointer;
      padding:10px;
      background: #26ae90;
    width: 100px;
    border-radius: 3px;
    padding: 8px 10px;
    color: #FFF;
    line-height:20px;
    font-size:12px;
    text-align:center;
    -webkit-font-smoothing: antialiased;
    cursor: pointer;
      margin:20px 50px;
      transition:all 500ms ease;
    }
    #toggle + label:after {
      content:"Add New"
    }
   
    .container {
    transition: margin 300ms cubic-bezier(0.17, 0.04, 0.03, 0.94);
      padding:2em 3em;
    }
   
    #toggle:checked ~ .formAdd {
      top: 0;
    }
   
    #toggle:checked ~ .container {
      margin-top: 250px;
    }
   
    #toggle:checked + label {
      background:#dd6149;
    }
   
    #toggle:checked + label:after {
      content:"Close"
    }

Now, run the project using the following command 

"ng serve -o" or "ng serve --open"


Customer Details




Add Customer



Edit Customer



Customer detail after editing





Delete Customer




Customer detail after deletion












Make new Model/Controller/Migration in Laravel

  In this article, we have included steps to create a model and controller or resource controller with the help of command line(CLI). Here w...