Category Archives: API

Optimizing Performance in ASP.NET Core APIs: From Caching to Async DB Queries

Building high-performance APIs is critical in modern applications where scalability, responsiveness, and resource utilization directly impact user experience and business success. ASP.NET Core, a cross-platform and open-source framework, offers powerful tools and patterns to boost API performance. However, simply relying on default configurations can leave a lot of performance potential unused. This blog explores optimization Continue Reading »

Fast-Tracking Custom LLMs Using vLLM

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At InnovationM, we are constantly searching for tools and technologies that can drive the performance and scalability of our AI-driven products. Recently, we made progress with vLLM, a high-performance model inference engine designed to deploy Large Language Models (LLMs) more efficiently. We had a defined challenge. Deploy our own custom-trained LLM as a fast and Continue Reading »

Exception Handling in Java: Best Practices

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Exception handling is a crucial aspect of Java programming, particularly when designing APIs and ensuring robust application behavior. This article outlines best practices for handling exceptions in Java, using Spring Boot for RESTful APIs, and emphasizes the importance of providing clear, helpful error messages to consumers. Here’s a comprehensive look into exception handling, using references Continue Reading »

Rate Limiting – Sliding Window Approach

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Hello, fellow developers! Rate limiting is something we all need to think about when building APIs or web services. By controlling how many requests a user can make in a certain period, rate limiting helps keep your service running smoothly and prevents abuse. One of the coolest and most effective ways to handle rate limiting Continue Reading »

How to work with Large Language Models?

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Large Language Models (LLMs) are at the forefront of artificial intelligence, powering applications from chatbots and translators to content generators and personal assistants. These models, such as OpenAI’s GPT-4, have revolutionized how we interact with machines by understanding and generating human-like text. How Large Language Models Work: Large language models are functions that map text Continue Reading »

OpenAI Function Calling

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As AI technology rapidly advances, the integration of language models like OpenAI’s GPT-4 into various applications has become increasingly prevalent. One of the most powerful features of these models is their ability to call functions directly, enabling developers to create more dynamic and responsive applications. However, to harness this capability effectively, adhering to best coding practices Continue Reading »

Async/Await in JavaScript

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Introduction: The world of asynchronous programming in JavaScript, with a focus on the powerful async/await syntax. Before we dive into the specifics of async/await, let’s take a moment to understand the challenges posed by synchronous code execution in JavaScript. Section 1: Synchronous Code and Its Limitations: JavaScript traditionally executes code synchronously, meaning it processes one Continue Reading »

Unraveling the Power of Jest: A Comprehensive Guide

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In the realm of modern software development, testing is indispensable. It ensures the reliability, stability, and quality of our codebases. Among the plethora of testing frameworks available, Jest stands out as a powerful and developer-friendly tool for testing JavaScript applications. In this comprehensive guide, we will delve deep into Jest, uncovering its features, best practices, Continue Reading »

Dialogflow Integration in Spring Boot : A Developer’s Guide

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In the ever-evolving landscape of software development, Google’s Dialogflow is a powerful tool that enables developers to build conversational interfaces form applications, and integrating it with a Spring Boot backend can provide a seamless and efficient user experience. In this guide, we will explore the steps to integrate Dialogflow into a Spring Boot application, empowering Continue Reading »

API Testing Guidebook

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What is API ? API stands for Application programming Interface, it is a mediator which is present between the presentation layer and the Database layer. API enables the communication and the data transfer between the two channels. API is a business logic, which is written by the developer in any programming language to perform the Continue Reading »