supertokens-python VS react-buddy-react

The problem

I am looking for a service or effective technique using which I can get quick and reliable translation of our Node SDK (https://github.com/supertokens/supertokens-node) applied to our Python (https://github.com/supertokens/supertokens-python) and Golang (https://github.com/supertokens/supertokens-golang) SDK.

Our SDKs are not just wrappers around an OpenAPI spec, so we can’t use existing tools to auto generate our backend SDK. Or even if we did, that would only generate a very tiny percentage of our SDK. Other than being API wrappers, our SDKs:

- Provide several overridable functions for users to hook into.

- Manage reading from the request and writing to the response objects of various web frameworks of these languages.

- Expose APIs to via a middleware (that again integrates into various web frameworks). Each API has a lot of logic that includes input checking, business logic of that API, calling various other APIs to do actions like send emails, and finally writing an output JSON.

Currently, we are hand writing each of these SDKs, and as you may imagine, it is very expensive. As a result, we have the Node SDK (which is our most used one) far ahead in terms of features compared to our other two SDKs.

As an example of the set of changes that need to be replicated in the other SDKs, have a look at this PR: https://github.com/supertokens/supertokens-node/pull/670/files (many of the files are build files which can be ignored, but even then, it’s 200+ files changed, a large chunk of which are adding tests).

What I have already tried

I have primarily played around with GPT-4 with different types of prompts for simpler PR changes (for example this PR: https://github.com/supertokens/supertokens-node/pull/782/files).

For the TS code changes, I tried a prompt that gave the raw git diff of the node PR and the contents of the python function in which the changes are to be applied, and then asked to generate python snippet with the changes, and the output was quite accurate.

For test case changes, I gave the existing python test file and added it to ask new test cases based on the diff, and that went quite well too (though not at all perfect - i had a bunch of false imports, or made up function names, but 90% of it was good).

This, of course, is a very simple PR, and it would have taken me lesser time to do it by hand than try with the prompts, but I wonder if there is a way to scale this to make it work (even if it’s 50-60% correct).

My ask

If anyone has experience with working with LLMs for this or a similar purpose, or if there is a service out there which can help me with this, I would love to be connected. You can email me on [email protected].

Thank you!

For backend integration, SDKs are currently available for the following: Golang, Python, and Node.js. Meanwhile, for the frontend, it is available with React.js, React Native, and Vanilla JS (Vue/ Angular/ JS).

For this project, there is a frontend built with React hosted on Netlify, connected to the backend.

React: A JavaScript library for building user interfaces.

In this article we have seen a practical guide to using HTTP streaming for efficient data visualization in Next.js web applications. We have explored how create and customize an instance of ReadableStream, creating a Response object  specialization that accepts it as a result body. To test we have used a NextJS Route Handler. Additionally, to consume data chunk over http, we have developed a client-side React component that is the right way to achieve the benefit to streaming data from a server.

React is a JavaScript library for building user interfaces. React gives you a template language and some function hooks to render HTML. Your bundles of HTML/JavaScript are called "components".

When dealing with frontend libraries or frameworks such as React, using the Fullscreen API directly may be difficult because of the way the framework handles the DOM. In scenarios like this, you can opt for an external library, such as react-full-screen, to handle full-screen logic. This enables you to elegantly implement full-screen functionality on a React component.

Now, it's time to consume our API. We'll use React for this tutorail, but feel free to use any other framework you prefer; the process remains the same. Additionally, we'll utilize SWR to fetch data from the API and TypeScript to ensure type safety.

React Documentation

I have seen many great companies spend millions of dollars maintaining disparate systems, just in order to try and keep up with the pace of their marketing departments branding changes. An example of a disjointed company might have sites built utilizing Sitefinity, Adobe AEM, Angular, and React. Now on each of these stacks lets say they have built 5 different sites. In order to update just the button component across these systems would mean at best you need to change it in 4 places, but more than likely you will need to update it in 20 places then build, test, and deploy each of those systems.

The main goal is to provide a tutorial for building an educational landing page using React and Tailwind CSS.

React - A JavaScript library for building user interfaces, developed by Facebook. Website: https://reactjs.org/