Creating Unit Test Case Copilot using Insituate

By
Atif Quamar
March 12, 2024
5
min read
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In the fast-paced world of enterprise applications, security and efficiency are paramount. As technology evolves, so do the challenges in deploying secure and robust applications. That's where Insituate comes into play, offering a state-of-the-art solution that simplifies the process of creating and testing code unit test cases while ensuring enterprise-grade security.

Creating Your Workspace

Getting started with Insituate is a breeze. We begin by creating a new workspace, aptly named 'Unit Test Stack', setting the stage for our journey into the world of secure application development. We choose our domain; in our case, it's the ever-evolving landscape of Information Technology.

The Power of Templates

Once we've selected our domain, Insituate presents us with a variety of templates. Right off the bat, we're drawn to the unit test case copilot template. This template boasts optimal baked-in prompts and model configurations, complete with pipelines and the Language Model Model (LLM) – an invaluable tool for our task. With the CodeLlama securely installed on-premise, we're armed with one of the best LLMs for the job. The prompt system instructions are crystal clear, and we're ready to dive into testing.

Templates for all your needs

Streamlined Deployment

With Insituate, simplicity is key. At this point, our task is essentially complete! We have the option to export the application as an API or ChatBot API, seamlessly integrating it into our environment. We can even fine-tune its behaviour by JSON formatting the input and output – talk about flexibility!

Playground
You can even export your project as an API for further testing

Insituate: Taking It to the Next Level

But here's where Insituate truly shines – it empowers you to dominate and excel. While you may not achieve optimal results on your first try, Insituate's build prompt enhancement toolkit comes to the rescue. It automatically identifies the use case and generates a series of prompts for evaluation.

Enhancing the prompts

Fine Tuning your LLM with your own Domain Knowledge

Fine-tuning and testing hyperparameters become a breeze. But that's not all; Insituate goes the extra mile with its custom policy embed and domain knowledge embed features. This allows you to incorporate your company's policies and background function knowledge, ensuring responses align with domain knowledge and adhere to your policies.

Unlocking the Power of AutoLLM

Insituate isn't just about simplicity; it's about sophistication too. The AutoLLM technology is a game-changer. It iteratively tests the copilot across all configurations in the search space, suggesting the best-refined versions. This accelerates the quality of your application development, saving you time and resources.

AutoLLM - Our Proprietary Technology

Advanced Logging and Health Assessment

Insituate goes above and beyond with its additional capabilities. The system's logs are compliant with RBAC & ABAC policies, ensuring your enterprise remains secure. You can run synthetic evaluations on these logs, and the sentry mode constantly assesses the health of your entire application, offering suggestions for improvements as needed.

Stay Ahead with the Latest Model

News: GPT 4 surpassed by a 7B open source model!

In the ever-evolving landscape of AI, staying up-to-date is crucial. Insituate's LLM Studio offers the latest models at your fingertips. With just one click, you can install the cutting-edge 7B model, which outshines even the most recent GPT-4 in text-to-SQL tasks. Insituate understands that for many tasks, smaller models are not only better but also more cost-effective and faster.

Never fall behind with Insituate : SQLCoder-7b in our LLM Studio

In conclusion, Insituate's Code Unit Test Case Builder redefines secure application deployment in the enterprise. Its simplicity is matched only by its power, making it an indispensable tool for developers seeking to create, test, and refine applications with ease. With Insituate, the future of secure application deployment is brighter than ever.

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Atif Quamar