Best AI tools for< Maximize Gpu Utilization >

Alluxio is a data orchestration platform designed for the cloud, offering seamless access, management, and running of AI/ML workloads. Positioned between compute and storage, Alluxio provides a unified solution for enterprises to handle data and AI tasks across diverse infrastructure environments. The platform accelerates model training and serving, maximizes infrastructure ROI, and ensures seamless data access. Alluxio addresses challenges such as data silos, low performance, data engineering complexity, and high costs associated with managing different tech stacks and storage systems.

Backend.AI is an enterprise-scale cluster backend for AI frameworks that offers scalability, GPU virtualization, HPC optimization, and DGX-Ready software products. It provides a fast and efficient way to build, train, and serve AI models of any type and size, with flexible infrastructure options. Backend.AI aims to optimize backend resources, reduce costs, and simplify deployment for AI developers and researchers. The platform integrates seamlessly with existing tools and offers fractional GPU usage and pay-as-you-play model to maximize resource utilization.

Social Champ is a social media management tool designed for agencies, startups, SMBs, entrepreneurs, marketers, and influencers. It offers powerful social media management capabilities with multiple automation features and integrations. Users can create, schedule, organize, and analyze multiple social accounts, manage conversations, and maximize exposure intelligently. The tool provides features such as publishing, calendar management, analytics tracking, engagement tools, and platform integrations. Social Champ aims to streamline social media efforts, boost productivity, and enhance effectiveness for social media marketing.

Rize is an AI productivity coach that uses time tracking to improve your focus and build better work habits. It analyzes your activity to advise you in real-time on when to focus, when to take breaks, and when you're getting off track. Rize provides you with the tools to deepen your ability to focus, including app & website blocking, focus music, a more flexible Pomodoro timer, and in-depth, personalized metrics. It also helps you build better work habits by alerting you at the ideal time to take a break and offering screen-blocking features to ensure these breaks are truly effective.

TinderProfile.ai is an AI-powered service designed to enhance online dating profiles by generating high-quality, realistic photos using artificial intelligence technology. By uploading 10-20 photos, users can receive a set of eye-catching images that aim to improve their match rate on dating apps. The service focuses on creating authentic and attention-grabbing pictures that reflect the user's personality, helping them stand out in the online dating world. With a quick turnaround time and affordable pricing, TinderProfile.ai offers a convenient solution for individuals looking to upgrade their online presence effortlessly.

AdIntelli is an AI tool that helps users earn revenue from their AI Agent by integrating in-chat ads. It maximizes the value of ad impressions across global networks using advanced AI-driven monetization technology. AdIntelli offers a prime channel for advertising AI applications, with optimized ads that seamlessly integrate into AI conversations. Users can easily add ads to their AI Agent in just 5 minutes without any coding skills, creating a new business model for AI applications.

ThumbnailAi is an AI tool that specializes in rating YouTube thumbnails to maximize clicks. It offers a user-friendly interface where users can upload an image or drag it onto the platform for analysis. The tool is developed by @ybouane in Montreal and is built in Low-Code with Sktch.io. ThumbnailAi aims to help content creators optimize their thumbnails for better engagement and visibility on YouTube.

AIHelp is a customer service support and in-app ticketing system that provides businesses with a variety of tools to improve their customer support operations. These tools include an AI chatbot, in-app chat and feedback, customizable AI forms, in-app operation, and more. AIHelp is designed to be easy to use and customize, and it can be integrated with a variety of platforms. It is a powerful tool that can help businesses improve their customer satisfaction and retention rates.

Newor Media is a programmatic ad management company that provides publishers with a full suite of ad monetization solutions to maximize their earnings using the industry’s most advanced AI-driven tech stack. With algorithmic real-time bidding, machine-learning, and a team of Ad Ops experts, Newor Media helps publishers increase their ad revenue while balancing user experience. The company has partnerships with all major networks and agencies, ensuring that publishers have access to the most diverse and quality-driven demand in the market.

Zopto is an AI-powered LinkedIn Automation & Omni-channel Sales Platform trusted by thousands of companies for driving sales through omni-channel outreach. The platform leverages advanced AI technology to streamline business development processes, removing guesswork and manual effort. With features like omnichannel campaigns, real-time reporting, secure prospecting, and an AI-powered campaign assistant named Zhoo, Zopto offers a comprehensive solution for lead generation and customer engagement. The platform's cloud-based software, proprietary platform, and unlimited support ensure a seamless user experience and efficient lead generation strategies.

Entropik is an AI-powered integrated market research company that specializes in real-time measurement and optimization of customer experience (CX), user experience (UX), and market/consumer research (MR). The platform offers a range of capabilities such as Insights AI, Emotion AI, Generative AI, Predictive AI, and Behavior AI to provide actionable insights from human interactions and data analysis. Entropik caters to various industries including market research agencies, consumer brands, BFSI, gaming, digital first brands, media & entertainment, fintech, healthcare, e-commerce, telecom, and retail, helping them optimize their products and services through AI-driven insights.

ClimateAi is an AI-powered platform that helps businesses in the food and agriculture industry to minimize climate risk and maximize future opportunities. The platform utilizes AI and patented models to analyze climate and weather data from various sources, providing actionable insights to users across the value chain. ClimateAi enables users to make informed decisions, adapt operations, source smarter, and invest confidently without requiring data science expertise.

ArtificialStudio is an AI-powered platform that enables users to create multimedia content with the help of artificial intelligence technology. The platform offers a wide range of AI models for creating images, music, text, and videos, all in one place. Users can enhance their creativity and push the limits of what they can achieve by leveraging the power of AI. With a user-friendly interface and quick setup process, ArtificialStudio is designed to maximize user creativity and efficiency in content creation.

Laxis is a revolutionary AI Meeting Assistant designed to capture and distill key insights from every customer interaction effortlessly. It seamlessly integrates across platforms, from online meetings to CRM updates, all with a user-friendly interface. Laxis empowers revenue teams to maximize every customer conversation, ensuring no valuable detail is missed. With Laxis, sales teams can close more deals with AI note-taking and insights from client conversations, business development teams can engage prospects more effectively and grow their business faster, marketing teams can repurpose podcasts, webinars, and meetings into engaging content with a single click, product and market researchers can conduct better research interviews that get to the "aha!" moment faster, project managers can remember key takeaways and status updates, and capture them for progress reports, and product and UX designers can capture and organize insights from their interviews and user research.

The Trip Boutique is an AI-powered platform that helps travel advisors, destinations, and OTAs maximize their productivity and elevate their clients' experiences. The platform provides a range of services, including destination research, curation, hyper-personalization, and 1x1 travel advisory. The Trip Boutique's AI algorithms match travelers with the best-fitting places and activities based on their interests, styles, budgets, and tastes.

Thinkstack is a free AI chatbot maker that allows users to create custom chatbots without any coding required. The platform offers a variety of features, including the ability to train your own chatbot, integrate with other tools, and generate leads. Thinkstack's chatbots can be used for a variety of purposes, including customer service, lead generation, and team communications.

SmartEReply is an AI-powered social media assistant designed to maximize social media engagement. It offers features such as generating personalized comments, crafting engaging posts, optimizing profiles, managing DMs effortlessly, and providing multilingual support. The application is tailored for platforms like LinkedIn, Twitter, WhatsApp, and Reddit, offering AI-driven solutions for content creation, audience interaction, and networking. SmartEReply aims to streamline social media management and enhance user engagement through AI-powered strategies and tools.

NovaTexter is an AI helper application powered by ChatGPT models, designed to enhance productivity by generating content ideas quickly and efficiently. Users can install the AI helper in their browser and access the latest ChatGPT models to streamline content creation on various platforms such as social media, emails, and chats. With features like prompt command library and in-depth documentation, NovaTexter aims to provide users with a seamless experience in content creation.

PosterStudio is an AI-powered platform that helps businesses create high-quality, conversion-focused ad creatives in minutes. The platform uses a proprietary creative scoring engine to score creatives based on previous conversions, and it also uses generative AI to create new creatives from scratch. PosterStudio is a valuable tool for businesses of all sizes, and it can help you save time and money while creating more effective ad campaigns.

Coho AI is a Customer Journey Optimization & Retention Management System that helps businesses maximize revenue by personalizing user experiences. The AI tool uses data analysis, intelligent segmentation, and personalized journeys to drive growth and engagement. Coho AI simplifies the process of understanding user needs and struggles at scale, empowering growth managers to focus on driving growth effectively. The tool offers transformative benefits such as no-code setup, real-time action, and smart automation for boosting retention, conversions, and lifetime value.

Indexify is an open-source engine for building fast data pipelines for unstructured data (video, audio, images, and documents) using reusable extractors for embedding, transformation, and feature extraction. LLM Applications can query transformed content friendly to LLMs by semantic search and SQL queries. Indexify keeps vector databases and structured databases (PostgreSQL) updated by automatically invoking the pipelines as new data is ingested into the system from external data sources. **Why use Indexify** * Makes Unstructured Data **Queryable** with **SQL** and **Semantic Search** * **Real-Time** Extraction Engine to keep indexes **automatically** updated as new data is ingested. * Create **Extraction Graph** to describe **data transformation** and extraction of **embedding** and **structured extraction**. * **Incremental Extraction** and **Selective Deletion** when content is deleted or updated. * **Extractor SDK** allows adding new extraction capabilities, and many readily available extractors for **PDF**, **Image**, and **Video** indexing and extraction. * Works with **any LLM Framework** including **Langchain**, **DSPy**, etc. * Runs on your laptop during **prototyping** and also scales to **1000s of machines** on the cloud. * Works with many **Blob Stores**, **Vector Stores**, and **Structured Databases** * We have even **Open Sourced Automation** to deploy to Kubernetes in production.

BentoML is an open-source model serving library for building performant and scalable AI applications with Python. It comes with everything you need for serving optimization, model packaging, and production deployment.

This repository contains assets related to AI/ML workloads on Google Kubernetes Engine (GKE). Run optimized AI/ML workloads with Google Kubernetes Engine (GKE) platform orchestration capabilities. A robust AI/ML platform considers the following layers: Infrastructure orchestration that support GPUs and TPUs for training and serving workloads at scale Flexible integration with distributed computing and data processing frameworks Support for multiple teams on the same infrastructure to maximize utilization of resources

LLM-on-Ray is a comprehensive solution for building, customizing, and deploying Large Language Models (LLMs). It simplifies complex processes into manageable steps by leveraging the power of Ray for distributed computing. The tool supports pretraining, finetuning, and serving LLMs across various hardware setups, incorporating industry and Intel optimizations for performance. It offers modular workflows with intuitive configurations, robust fault tolerance, and scalability. Additionally, it provides an Interactive Web UI for enhanced usability, including a chatbot application for testing and refining models.

Prime is a framework for efficient, globally distributed training of AI models over the internet. It includes features such as fault-tolerant training with ElasticDeviceMesh, asynchronous distributed checkpointing, live checkpoint recovery, custom Int8 All-Reduce Kernel, maximizing bandwidth utilization, PyTorch FSDP2/DTensor ZeRO-3 implementation, and CPU off-loading. The framework aims to optimize communication, checkpointing, and bandwidth utilization for large-scale AI model training.

ServerlessLLM is a fast, affordable, and easy-to-use library designed for multi-LLM serving, optimized for environments with limited GPU resources. It supports loading various leading LLM inference libraries, achieving fast load times, and reducing model switching overhead. The library facilitates easy deployment via Ray Cluster and Kubernetes, integrates with the OpenAI Query API, and is actively maintained by contributors.

NanoFlow is a throughput-oriented high-performance serving framework for Large Language Models (LLMs) that consistently delivers superior throughput compared to other frameworks by utilizing key techniques such as intra-device parallelism, asynchronous CPU scheduling, and SSD offloading. The framework proposes nano-batching to schedule compute-, memory-, and network-bound operations for simultaneous execution, leading to increased resource utilization. NanoFlow also adopts an asynchronous control flow to optimize CPU overhead and eagerly offloads KV-Cache to SSDs for multi-round conversations. The open-source codebase integrates state-of-the-art kernel libraries and provides necessary scripts for environment setup and experiment reproduction.

TensorRT-LLM is an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM contains components to create Python and C++ runtimes that execute those TensorRT engines. It also includes a backend for integration with the NVIDIA Triton Inference Server; a production-quality system to serve LLMs. Models built with TensorRT-LLM can be executed on a wide range of configurations going from a single GPU to multiple nodes with multiple GPUs (using Tensor Parallelism and/or Pipeline Parallelism).

This repository contains code for the O'Reilly Live Online Training for Deploying GPT & LLMs. Learn how to use GPT-4, ChatGPT, OpenAI embeddings, and other large language models to build applications for experimenting and production. Gain practical experience in building applications like text generation, summarization, question answering, and more. Explore alternative generative models such as Cohere and GPT-J. Understand prompt engineering, context stuffing, and few-shot learning to maximize the potential of GPT-like models. Focus on deploying models in production with best practices and debugging techniques. By the end of the training, you will have the skills to start building applications with GPT and other large language models.

Atom is an accurate low-bit weight-activation quantization algorithm that combines mixed-precision, fine-grained group quantization, dynamic activation quantization, KV-cache quantization, and efficient CUDA kernels co-design. It introduces a low-bit quantization method, Atom, to maximize Large Language Models (LLMs) serving throughput with negligible accuracy loss. The codebase includes evaluation of perplexity and zero-shot accuracy, kernel benchmarking, and end-to-end evaluation. Atom significantly boosts serving throughput by using low-bit operators and reduces memory consumption via low-bit quantization.

Awesome OpenVINO is a curated list of AI projects based on the OpenVINO toolkit, offering a rich assortment of projects, libraries, and tutorials covering various topics like model optimization, deployment, and real-world applications across industries. It serves as a valuable resource continuously updated to maximize the potential of OpenVINO in projects, featuring projects like Stable Diffusion web UI, Visioncom, FastSD CPU, OpenVINO AI Plugins for GIMP, and more.

LitGPT is a command-line tool designed to easily finetune, pretrain, evaluate, and deploy 20+ LLMs **on your own data**. It features highly-optimized training recipes for the world's most powerful open-source large-language-models (LLMs).

DashInfer is a C++ runtime tool designed to deliver production-level implementations highly optimized for various hardware architectures, including x86 and ARMv9. It supports Continuous Batching and NUMA-Aware capabilities for CPU, and can fully utilize modern server-grade CPUs to host large language models (LLMs) up to 14B in size. With lightweight architecture, high precision, support for mainstream open-source LLMs, post-training quantization, optimized computation kernels, NUMA-aware design, and multi-language API interfaces, DashInfer provides a versatile solution for efficient inference tasks. It supports x86 CPUs with AVX2 instruction set and ARMv9 CPUs with SVE instruction set, along with various data types like FP32, BF16, and InstantQuant. DashInfer also offers single-NUMA and multi-NUMA architectures for model inference, with detailed performance tests and inference accuracy evaluations available. The tool is supported on mainstream Linux server operating systems and provides documentation and examples for easy integration and usage.

LitServe is a high-throughput serving engine designed for deploying AI models at scale. It generates an API endpoint for models, handles batching, streaming, and autoscaling across CPU/GPUs. LitServe is built for enterprise scale with a focus on minimal, hackable code-base without bloat. It supports various model types like LLMs, vision, time-series, and works with frameworks like PyTorch, JAX, Tensorflow, and more. The tool allows users to focus on model performance rather than serving boilerplate, providing full control and flexibility.

AGiXT is a dynamic Artificial Intelligence Automation Platform engineered to orchestrate efficient AI instruction management and task execution across a multitude of providers. Our solution infuses adaptive memory handling with a broad spectrum of commands to enhance AI's understanding and responsiveness, leading to improved task completion. The platform's smart features, like Smart Instruct and Smart Chat, seamlessly integrate web search, planning strategies, and conversation continuity, transforming the interaction between users and AI. By leveraging a powerful plugin system that includes web browsing and command execution, AGiXT stands as a versatile bridge between AI models and users. With an expanding roster of AI providers, code evaluation capabilities, comprehensive chain management, and platform interoperability, AGiXT is consistently evolving to drive a multitude of applications, affirming its place at the forefront of AI technology.

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