OpenAPI Support | Integrate ML for Realistic Data Generation

[iskitsas]

Parent issue: #72

Integrate a machine learning model to generate realistic input data for the cURL commands.

Tasks:

• Select an appropriate ML model for data generation.
• Train the model with sample data to generate realistic inputs.
• Integrate the model with the cURL command generation function.

[AJun01]

can I use const { faker } = require('@faker-js/faker'); to generate fake data?

[AJun01]

it is not practical creating our own AI model and train it, therefore, I suggest couple of solutions: first ,use faker to generate realistic data every time OpenAPI parsed and generate .flex files, second, implement a API that utilize GPT to generate every time(I am not sure if that is going to charge for money), third solution is that I created huge data file that contains huge fake realistic data for each major field(name, email, address, password, zip etc. ) that generated from GPT at once. Then grap data randomly from this data file everything generating .flex file.

[AJun01]

here is the mapping for fields that npm faker can cover

const fieldFakerMapping = {
'name': () => faker.person.findName(),
'email': () => faker.internet.email(),
'phone': () => faker.phone.phoneNumber(),
'address': () => faker.location.streetAddress(),
'city': () => faker.location.city(),
'state': () => faker.location.state(),
'country': () => faker.location.country(),
'zip': () => faker.location.zipCode(),
'date': () => faker.date.recent().toISOString(),
'time': () => faker.date.recent().toISOString(),
'company': () => faker.company.companyName(),
'product': () => faker.commerce.productName(),
'price': () => faker.commerce.price(),
'transaction': () => faker.finance.transactionDescription(),
'account': () => faker.finance.accountNumber(),
'crypto': () => faker.finance.bitcoinAddress(),
'color': () => faker.color.human(),
'adjective': () => faker.hacker.adjective(),
'noun': () => faker.hacker.noun(),
'username': () => faker.internet.userName(),
'password': () => faker.internet.password(),
'url': () => faker.internet.url(),
'ip': () => faker.internet.ip(),
'ipv6': () => faker.internet.ipv6(),
'uuid': () => faker.string.uuid(),
'text': () => faker.lorem.text(),
'number': () => faker.datatype.number.int({ min: 1, max: 1000 }),
'boolean': () => faker.datatype.boolean()
};