Best AI tools for< Matrix Multiplication >

Matrix AI Consulting Services is an expert AI consultancy firm based in New Zealand, offering bespoke AI consulting services to empower businesses and government entities to embrace responsible AI. With over 24 years of experience in transformative technology, the consultancy provides services ranging from AI business strategy development to seamless integration, change management, training workshops, and governance frameworks. Matrix AI Consulting Services aims to help organizations unlock the full potential of AI, enhance productivity, streamline operations, and gain a competitive edge through the strategic implementation of AI technologies.

d-Matrix is an AI tool that offers ultra-low latency batched inference for generative AI technology. It introduces Corsair™, the world's most efficient AI inference platform for datacenters, providing high performance, efficiency, and scalability for large-scale inference tasks. The tool aims to transform the economics of AI inference by delivering fast, sustainable, and scalable AI solutions without compromising on speed or usability.

Hebbia is an AI tool designed to help users collaborate with AI agents more confidently over all the documents that matter. It offers Matrix agents that can handle questions about millions of documents at a time, executing workflows with hundreds of steps. Hebbia is known for its Trustworthy AI approach, showing its work at each step to build user trust. The tool is used by top enterprises, financial institutions, governments, and law firms worldwide, saving users time and making them more efficient in their work.

Untools is an AI-powered personal management toolset designed to help users make better, faster, and more confident decisions. It offers a unique blend of features that prioritize urgency and importance, such as the Eisenhower Matrix and AI Assistant for data-backed decision-making. Users can track past decisions, gain insights, and improve their decision-making process. Untools caters to professionals like entrepreneurs, researchers, and neurodivergent individuals, helping them reduce impulsive choices, prevent distractions, and improve focus. The app provides affordable pricing options and is supported by a team of experienced professionals in product design and software engineering.

Wintract is an AI-powered government contracting platform that simplifies the public sales process by providing smart discovery, compliance matrix, AI analysis, market intel, and smart workflows. It helps businesses find and analyze contract opportunities, make confident bid decisions, and save time and costs. The platform offers a personalized experience by creating a virtual capture team that evaluates company strengths, matches opportunities, and continuously learns from user feedback.

The AI Innovation Platform is a comprehensive suite of AI-powered tools designed to empower businesses in navigating their digital evolution journey. From generating detailed user personas to exploring future scenarios and transforming traditional business models using AI capabilities, the platform offers strategic insights and implementation guidance for AI transformation. With features such as AI Reinvention Blueprint, AI Strategy Matrix, and AI Transformation Simulator, users can assess their AI positioning, simulate different transformation strategies, and make informed decisions about AI implementation. The platform aims to revolutionize operations, create new value, and help businesses stay ahead in the rapidly evolving digital landscape.

Connex AI is an advanced AI platform offering a wide range of AI solutions for businesses across various industries. The platform provides cutting-edge features such as AI Agent, AI Guru, AI Voice, AI Analytics, Real-Time Coaching, Automated Speech Recognition, Sentiment Analysis, Keyphrase Analysis, Entity Recognition, LLM Topic-Based Modelling, SMS Live Chat, WhatsApp Voice, Email Dialler, PCI DSS, Social Media Flow, Calendar Schedular, Staff Management, Gamify Shop, PDF Builder, Pricing Matrix, Themes, Article Builder, Marketplace Integrations, and more. Connex AI aims to enhance customer engagement, workforce productivity, sales, and customer satisfaction through its innovative AI-driven solutions.

Bidlytics is a privacy-focused capture and proposal solution for Government Contracts (GovCon). It automates the process of identifying opportunities, analyzing solicitations, creating compliance matrices, and generating quality proposal and compliance documents. With enhanced privacy and security features, Bidlytics offers seamless bid discovery, automatic solicitation shredding, compliance matrix on autopilot, fast and accurate proposal generation, and continuous learning and optimization through AI-driven tools.

Claude Artifacts Store is an AI-powered platform that offers a wide range of innovative tools and games. It provides users with interactive simulations, gaming experiences, and customization options for cartoon characters. The platform also features strategic planning tools like BCG Matrix visualizations and job search artifacts. With captivating website animations and a word cloud generator, Claude Artifacts Store aims to enhance user engagement and provide a unique online experience.

BitMat is a Python package designed to optimize matrix multiplication operations by utilizing custom kernels written in Triton. It leverages the principles outlined in the "1bit-LLM Era" paper, specifically utilizing packed int8 data to enhance computational efficiency and performance in deep learning and numerical computing tasks.

BitBLAS is a library for mixed-precision BLAS operations on GPUs, for example, the $W_{wdtype}A_{adtype}$ mixed-precision matrix multiplication where $C_{cdtype}[M, N] = A_{adtype}[M, K] \times W_{wdtype}[N, K]$. BitBLAS aims to support efficient mixed-precision DNN model deployment, especially the $W_{wdtype}A_{adtype}$ quantization in large language models (LLMs), for example, the $W_{UINT4}A_{FP16}$ in GPTQ, the $W_{INT2}A_{FP16}$ in BitDistiller, the $W_{INT2}A_{INT8}$ in BitNet-b1.58. BitBLAS is based on techniques from our accepted submission at OSDI'24.

T-MAC is a kernel library that directly supports mixed-precision matrix multiplication without the need for dequantization by utilizing lookup tables. It aims to boost low-bit LLM inference on CPUs by offering support for various low-bit models. T-MAC achieves significant speedup compared to SOTA CPU low-bit framework (llama.cpp) and can even perform well on lower-end devices like Raspberry Pi 5. The tool demonstrates superior performance over existing low-bit GEMM kernels on CPU, reduces power consumption, and provides energy savings. It achieves comparable performance to CUDA GPU on certain tasks while delivering considerable power and energy savings. T-MAC's method involves using lookup tables to support mpGEMM and employs key techniques like precomputing partial sums, shift and accumulate operations, and utilizing tbl/pshuf instructions for fast table lookup.

This repository contains the source code for a GEMM & deep learning hardware accelerator system used to validate proposed systolic array hardware architectures implementing efficient matrix multiplication algorithms to increase performance-per-area limits of GEMM & AI accelerators. Achieved results include up to 3× faster CNN inference, >2× higher mults/multiplier/clock cycle, and low area with high clock frequency. The system is specialized for inference of non-sparse DNN models with fixed-point/quantized inputs, fully accelerating all DNN layers in hardware, and highly optimizing GEMM acceleration.

MatMul-Free LM is a language model architecture that eliminates the need for Matrix Multiplication (MatMul) operations. This repository provides an implementation of MatMul-Free LM that is compatible with the 🤗 Transformers library. It evaluates how the scaling law fits to different parameter models and compares the efficiency of the architecture in leveraging additional compute to improve performance. The repo includes pre-trained models, model implementations compatible with 🤗 Transformers library, and generation examples for text using the 🤗 text generation APIs.

Effort is an example implementation of the bucketMul algorithm, which allows for real-time adjustment of the number of calculations performed during inference of an LLM model. At 50% effort, it performs as fast as regular matrix multiplications on Apple Silicon chips; at 25% effort, it is twice as fast while still retaining most of the quality. Additionally, users have the option to skip loading the least important weights.

AutoGPTQ is an easy-to-use LLM quantization package with user-friendly APIs, based on GPTQ algorithm (weight-only quantization). It provides a simple and efficient way to quantize large language models (LLMs) to reduce their size and computational cost while maintaining their performance. AutoGPTQ supports a wide range of LLM models, including GPT-2, GPT-J, OPT, and BLOOM. It also supports various evaluation tasks, such as language modeling, sequence classification, and text summarization. With AutoGPTQ, users can easily quantize their LLM models and deploy them on resource-constrained devices, such as mobile phones and embedded systems.

ByteMLPerf is an AI Accelerator Benchmark that focuses on evaluating AI Accelerators from a practical production perspective, including the ease of use and versatility of software and hardware. Byte MLPerf has the following characteristics: - Models and runtime environments are more closely aligned with practical business use cases. - For ASIC hardware evaluation, besides evaluate performance and accuracy, it also measure metrics like compiler usability and coverage. - Performance and accuracy results obtained from testing on the open Model Zoo serve as reference metrics for evaluating ASIC hardware integration.

Awesome LLM compression research papers and tools to accelerate LLM training and inference.

Basalt is a lightweight and flexible CSS framework designed to help developers quickly build responsive and modern websites. It provides a set of pre-designed components and utilities that can be easily customized to create unique and visually appealing web interfaces. With Basalt, developers can save time and effort by leveraging its modular structure and responsive design principles to create professional-looking websites with ease.

The 100 Days in AI repository provides a comprehensive roadmap for individuals to learn Artificial Intelligence over a period of 100 days. It covers topics ranging from basic programming in Python to advanced concepts in AI, including machine learning, deep learning, and specialized AI topics. The repository includes daily tasks, resources, and exercises to ensure a structured learning experience. By following this roadmap, users can gain a solid understanding of AI and be prepared to work on real-world AI projects.

femtoGPT is a pure Rust implementation of a minimal Generative Pretrained Transformer. It can be used for both inference and training of GPT-style language models using CPUs and GPUs. The tool is implemented from scratch, including tensor processing logic and training/inference code of a minimal GPT architecture. It is a great start for those fascinated by LLMs and wanting to understand how these models work at deep levels. The tool uses random generation libraries, data-serialization libraries, and a parallel computing library. It is relatively fast on CPU and correctness of gradients is checked using the gradient-check method.

The 'machine-learning-research' repository is a comprehensive collection of resources related to mathematics, machine learning, deep learning, artificial intelligence, data science, and various scientific fields. It includes materials such as courses, tutorials, books, podcasts, communities, online courses, papers, and dissertations. The repository covers topics ranging from fundamental math skills to advanced machine learning concepts, with a focus on applications in healthcare, genetics, computational biology, precision health, and AI in science. It serves as a valuable resource for individuals interested in learning and researching in the fields of machine learning and related disciplines.

Trace is a new AutoDiff-like tool for training AI systems end-to-end with general feedback. It generalizes the back-propagation algorithm by capturing and propagating an AI system's execution trace. Implemented as a PyTorch-like Python library, users can write Python code directly and use Trace primitives to optimize certain parts, similar to training neural networks.

Welcome to the ultimate hub for on-device Large Language Models (LLMs)! This repository is your go-to resource for all things related to LLMs designed for on-device deployment. Whether you're a seasoned researcher, an innovative developer, or an enthusiastic learner, this comprehensive collection of cutting-edge knowledge is your gateway to understanding, leveraging, and contributing to the exciting world of on-device LLMs.

Provides expert guidance on Matrix-themed project development.

I create dynamic content idea matrices.

Eisenhower Matrix task prioritization assistant. GPT helps users prioritize tasks by categorizing them into four quadrants of the Eisenhower Matrix

Structured process for prioritizing marketing tasks based on strategic alignment. Outputs in Eisenhower, RACI and other methodologies.

A GPT that will generate a full content matrix for your brand or business.

Analyzes websites, compares value elements, and organizes data into a table.

I am The Architect, blending the Matrix and Philip K. Dick's philosophies with a unique humor.

Interact with the HVAC matrix

The Multiversal Prediction Matrix (MPM) leverages the speculative nature of multiverse theories to create a predictive framework. By simulating parallel universes with varied parameters, MPM explores a multitude of potential outcomes for different events and phenomena.

I am Morpheus, guiding you to manifest your desires in the Matrix.

Mastering efficient laziness in your projects, big or small. Ask this GPT for a follow-up matrix to optimize next steps.

Guides entrepreneurs through 'The Power of Manifestation' with AI-enhanced insights. Scan any page in the book to dive deep in the Manifestation Matrix.

Own Your Leading & Lagging Indicators: Specializes in developing tailored business metrics, such as OKRs, Balanced Scorecards and Business Process RACI Matrix, to optimize performance and strategy execution. (v1.4)

Need a new name? Character, brand, story, etc? Try the matrix! Use all the different naming modules as different strategies for new names!

Generador de ideas para publicaciones, basado en la matriz de contenido de Justin Welsh (Top Voice LinkedIn). Esta herramienta es una de las herramientas de Automatools, puesta a tu disposición de forma gratuita. El objetivo de Automatools es poner tu cuenta de LinkedIn en piloto automático.