Accelerate Your Enterprise Generative AI with Genta Technology

Written by

Rifky Bujana Bisri

Published

Jul 7, 2024

Accelerate Your Enterprise Generative AI with Genta Technology

In the rapidly evolving landscape of artificial intelligence, the need for robust, efficient, and secure solutions has never been greater. At Genta Technology, we have developed a comprehensive system to help you build, deploy, and manage your Generative AI solutions, either on the cloud or on-premises, without compromising output quality. This innovative approach significantly reduces the total cost of ownership of Generative AI. Our offerings are designed to ensure that your AI implementations are not only efficient and effective but also secure and scalable. This article delves into the key components of our solution and how they can benefit your enterprise.


Key Components of Genta Technology’s Enterprise Generative AI Solution

Genta Technology’s solution is built around three main components, each designed to cater to different aspects of Generative AI deployment and management. These components ensure that whether you are deploying AI for thousands of customers or for internal operations, your needs are fully covered.


1. Genta Inference Engine

The Genta Inference Engine is a cutting-edge software designed to run various Generative AI models, including Large Language Models (LLMs), Stable Diffusion Models, Speech to Text Models, Image Captioning Models, and more. Our engine achieves unprecedented speeds, operating significantly faster than alternatives. Specifically, it runs models faster than the Huggingface transformers pipeline and outperforms TGI and vLLM by threefold, handling over 100 concurrent requests without degrading performance.

This exceptional speed is achieved through several advanced techniques:

  • Continuous Batching (Inflight Batching): Optimizes the handling of multiple requests simultaneously.

  • Paged KV Cache: Enhances memory efficiency and access speed.

  • Grouped Query Attention: Streamlines the processing of attention mechanisms in LLMs.

  • Flash Decoding 2: Speeds up the decoding process in language models.

  • Post-Training Quantization: Reduces the model size and computational requirements without sacrificing accuracy.

  • Multi-GPU Support with Tensor Parallelism: Distributes the workload across multiple GPUs to maximize performance.


2. Genta Document Parser

Enterprise data is often complex and challenging to manage, with information scattered across various formats. The Genta Document Parser addresses this issue by providing a high-accuracy, automated solution for parsing texts, tables, and images from documents such as PDFs, HTML files, and images. This tool is built on four main technologies:

  • Document Layout Analyzer: Accurately identifies and organizes different sections and elements of a document.

  • State-of-the-Art Optical Character Recognition (OCR): Utilizes Surya and Tesseract for high-precision text recognition.

  • Image Captioning: Employs Kosmos-2 to generate descriptive captions for images.

  • Graph Data Extractor: Uses Deplot to extract and interpret data from graphs and charts.

This comprehensive approach ensures that your enterprise data becomes easily accessible and usable, facilitating better decision-making and operational efficiency.


3. Kolosal Platform

Kolosal is an intuitive platform that empowers you to build custom AI agents tailored to your specific needs. This platform offers the following features:

  • Custom Model Integration: Easily integrate and manage multiple AI models.

  • Guardrails: Implement safety measures to ensure AI behavior aligns with desired outcomes.

  • Custom Functions: Add and manage bespoke functions to extend AI capabilities.

  • Workspace Management: Collaborate with your team and manage projects effectively, all within a local environment.

With Kolosal, you can seamlessly connect to your data sources, combine different models, and maintain full control over your AI workflows.


Ensuring AI Data Safety and Enterprise Generative AI Excellence

At Genta Technology, we prioritize AI data safety, ensuring that your data remains secure and private. Our solutions are designed with stringent security measures to protect your data at all stages of AI deployment and operation. By integrating our system with your existing infrastructure, you can achieve unparalleled efficiency and cost-effectiveness while maintaining the highest standards of data safety.


Conclusion

Genta Technology offers a robust, efficient, and secure solution for enterprise Generative AI. With our Genta Inference Engine, Genta Document Parser, and Kolosal Platform, you can build, deploy, and manage your AI solutions with ease. Our focus on speed, accuracy, and data safety ensures that your AI initiatives deliver maximum value with minimum hassle. Contact us today to integrate our advanced Generative AI solutions into your systems and propel your organization to new heights.