Best AI tools for< Optimize System Performance >
20 - AI tool Sites
Imandra
Imandra is a company that provides automated logical reasoning for Large Language Models (LLMs). Imandra's technology allows LLMs to build mental models and reason about them, unlocking the potential of generative AI for industries where correctness and compliance matter. Imandra's platform is used by leading financial firms, the US Air Force, and DARPA.
Nyle
Nyle is an AI-powered operating system for e-commerce growth. It provides tools to generate higher profits and increase team productivity. Nyle's platform includes advanced market analysis, quantitative assessment of customer sentiment, and automated insights. It also offers collaborative dashboards and interactive modeling to facilitate decision-making and cross-functional alignment.
OpenResty
The website is currently displaying a '403 Forbidden' error, which means that the server is refusing to fulfill the request. This error is typically caused by insufficient permissions or misconfiguration on the server side. The 'openresty' mentioned in the error message refers to a web platform based on NGINX and LuaJIT, known for its high performance and scalability. Users encountering this error may need to contact the website administrator for assistance in resolving the issue.
OpenResty
The website is currently displaying a '403 Forbidden' error message, which indicates that the server is refusing to respond to the request. This error is often caused by insufficient permissions or misconfiguration on the server side. The 'openresty' mentioned in the message is a web platform based on NGINX and LuaJIT, known for its high performance and scalability in handling web traffic. Users encountering this error may need to contact the website administrator for assistance in resolving the issue.
Cloudflare
Cloudflare is a platform that offers a range of products and services to help users secure and optimize their websites. It provides tools for web analytics, troubleshooting errors, domain registration, and more. Cloudflare also offers developer products like Workers and AI products such as RAG Workers, AI Vectorize, and AI Gateway. Additionally, Cloudflare One products like Zero Trust Access and Browser Isolation aim to enhance security. The platform allows users to build with Cloudflare and offers features like returning HTML or JSON, fetching HTML, redirecting, and responding with another site.
OpenResty
The website is currently displaying a '403 Forbidden' error, which typically means that the user is not authorized to access the requested page. This error is often encountered when trying to access a webpage without the necessary permissions. The 'openresty' mentioned in the error message is a web platform based on NGINX and Lua that is commonly used for building high-performance web applications. It is designed to handle a large number of concurrent connections and is often used for content delivery networks, web servers, and other high-traffic websites.
Pulse
Pulse is a world-class expert support tool for BigData stacks, specifically focusing on ensuring the stability and performance of Elasticsearch and OpenSearch clusters. It offers early issue detection, AI-generated insights, and expert support to optimize performance, reduce costs, and align with user needs. Pulse leverages AI for issue detection and root-cause analysis, complemented by real human expertise, making it a strategic ally in search cluster management.
OpenResty
The website is currently displaying a '403 Forbidden' error, which means that access to the requested page is restricted. This error is typically caused by insufficient permissions or server misconfiguration. The 'openresty' mentioned in the error message is a web platform based on NGINX and LuaJIT, often used for building high-performance web applications. It's important to troubleshoot and resolve the issue to regain access to the desired content.
OpenResty
The website is currently displaying a '403 Forbidden' error message, which indicates that the server is refusing to respond to the request. This error message is typically shown when the server understands the request, but is refusing to fulfill it. The 'openresty' mentioned in the message refers to a web platform based on NGINX and LuaJIT, known for its high performance and scalability in handling web traffic.
OtterTune
OtterTune was a database tuning service start-up founded by Carnegie Mellon University. Unfortunately, the company is no longer operational. The founder, DJ OT, is currently in prison for a parole violation. Despite its closure, OtterTune was known for its innovative approach to database tuning. The website now serves as a research archive and provides access to its GitHub repository.
PromptSplitter
The website promptsplitter.com encountered an Argo Tunnel error, which is a feature of the Cloudflare network. The error message suggests that the website owner needs to ensure that cloudflared is running and can reach the network. Visitors are advised to try again in a few minutes. The website is associated with Cloudflare's performance and security services.
Middleware.io
Middleware.io is a powerful cloud observability platform that offers Full-Stack Cloud Observability for monitoring and optimizing infrastructure in real-time. It provides features like Middleware Product Infrastructure Monitoring, Log Monitoring, APM, Database Monitoring, Synthetic Monitoring, Serverless Monitoring, Container Monitoring, and Real User Monitoring. The platform boosts engineer productivity, app performance, and uptime with a unified observability solution. With AI-powered insights, Middleware helps identify and resolve issues faster, resulting in stellar uptime and increased customer satisfaction for Fortune 500 customers.
Hypergro
Hypergro is an AI-powered platform that specializes in UGC video ads for smart customer acquisition. Leveraging the 4th Generation of AI-powered growth marketing on Meta and Youtube, Hypergro helps businesses discover their audience, drive sales, and increase revenue through real-time AI insights. The platform offers end-to-end solutions for creating impactful short video ads that combine creator authenticity with AI-driven research for compelling storytelling. With a focus on precision targeting, competitor analysis, and in-depth research, Hypergro ensures maximum ROI for brands looking to elevate their growth strategies.
HONO.AI
HONO.AI is a Conversational AI-Powered HRMS Software designed to simplify complex HR tasks for both the workforce and HR professionals. It offers a chat-first HCM solution with predictive analytics and global payroll capabilities, driving enhanced employee experience, effortless attendance management, quicker employee support, and greater workforce productivity. HONO's human capital management platform empowers organizations to focus on what matters most by providing a centralized payroll administration system. With features like conversational HRMS, intelligent HR analytics, employee engagement tools, enterprise-grade security, and actionable insights, HONO revolutionizes the HR landscape for leading organizations worldwide.
Futr Energy
Futr Energy is a solar asset management platform that helps manage solar power plants by offering intelligent RMS, CMMS, and asset management tools for clean energy developers, operators, and investors. It provides features such as remote monitoring, inventory management, performance monitoring, automated reports, and drone thermography. Futr Energy aims to bridge the gap between physical and virtual aspects of solar power for smarter and optimized operations.
FXPredator
FXPredator is the #1 Forex Trading Bot for MT4/MT5 Expert Advisor that offers fully automated trading powered by AI technology. Users can track real-time and historical performance, enjoy fast delivery of the Expert Advisor, and receive top-notch customer support. FXPredator provides multiple advantages such as automated trading based on numerical data, generating passive income, proven performance monitoring, and peace of mind in managing trades. With a focus on transparency, customization, and outstanding customer support, FXPredator is the ultimate solution for automated trading.
Tamarack
Tamarack is a technology company specializing in equipment finance, offering AI-powered applications and data-centric technologies to enhance operational efficiency and business performance. They provide a range of solutions, from business intelligence to professional services, tailored for the equipment finance industry. Tamarack's AI Predictors and DataConsole are designed to streamline workflows and improve outcomes for stakeholders. With a focus on innovation and customer experience, Tamarack aims to empower clients with online functionality and predictive analytics. Their expertise spans from origination to portfolio management, delivering industry-specific solutions for better performance.
OpenResty
The website is currently displaying a '403 Forbidden' error message, which indicates that the server understood the request but refuses to authorize it. This error is typically caused by insufficient permissions or misconfiguration on the server side. The 'openresty' mentioned in the message refers to a web platform based on NGINX and LuaJIT, often used for building high-performance web applications. The website may be experiencing technical difficulties or undergoing maintenance.
Jasper
Jasper is an AI copilot designed for enterprise marketing teams, offering a central nervous system for content creation, team acceleration, AI-assisted content generation, analytics & insights, and more. It provides a platform with core features like campaigns, brand voice, chat, art, security, and supports multiple languages. Jasper aims to revolutionize marketing by leveraging AI to drive growth, enhance audience engagement, and streamline content creation processes.
Quantum AI
Quantum AI is an advanced AI-powered trading platform that revolutionizes the trading experience by empowering users to make intelligent and strategic decisions. The platform offers a user-friendly interface, automated trading system, expert-designed strategies, risk-free demo mode, and top-level security. With round-the-clock expert assistance, exceptional satisfaction levels, and multilingual support, Quantum AI ensures a seamless trading experience for users worldwide.
20 - Open Source AI Tools
Efficient-LLMs-Survey
This repository provides a systematic and comprehensive review of efficient LLMs research. We organize the literature in a taxonomy consisting of three main categories, covering distinct yet interconnected efficient LLMs topics from **model-centric** , **data-centric** , and **framework-centric** perspective, respectively. We hope our survey and this GitHub repository can serve as valuable resources to help researchers and practitioners gain a systematic understanding of the research developments in efficient LLMs and inspire them to contribute to this important and exciting field.
llm-analysis
llm-analysis is a tool designed for Latency and Memory Analysis of Transformer Models for Training and Inference. It automates the calculation of training or inference latency and memory usage for Large Language Models (LLMs) or Transformers based on specified model, GPU, data type, and parallelism configurations. The tool helps users to experiment with different setups theoretically, understand system performance, and optimize training/inference scenarios. It supports various parallelism schemes, communication methods, activation recomputation options, data types, and fine-tuning strategies. Users can integrate llm-analysis in their code using the `LLMAnalysis` class or use the provided entry point functions for command line interface. The tool provides lower-bound estimations of memory usage and latency, and aims to assist in achieving feasible and optimal setups for training or inference.
Trace
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.
LazyLLM
LazyLLM is a low-code development tool for building complex AI applications with multiple agents. It assists developers in building AI applications at a low cost and continuously optimizing their performance. The tool provides a convenient workflow for application development and offers standard processes and tools for various stages of application development. Users can quickly prototype applications with LazyLLM, analyze bad cases with scenario task data, and iteratively optimize key components to enhance the overall application performance. LazyLLM aims to simplify the AI application development process and provide flexibility for both beginners and experts to create high-quality applications.
vidur
Vidur is a high-fidelity and extensible LLM inference simulator designed for capacity planning, deployment configuration optimization, testing new research ideas, and studying system performance of models under different workloads and configurations. It supports various models and devices, offers chrome trace exports, and can be set up using mamba, venv, or conda. Users can run the simulator with various parameters and monitor metrics using wandb. Contributions are welcome, subject to a Contributor License Agreement and adherence to the Microsoft Open Source Code of Conduct.
pgvecto.rs
pgvecto.rs is a Postgres extension written in Rust that provides vector similarity search functions. It offers ultra-low-latency, high-precision vector search capabilities, including sparse vector search and full-text search. With complete SQL support, async indexing, and easy data management, it simplifies data handling. The extension supports various data types like FP16/INT8, binary vectors, and Matryoshka embeddings. It ensures system performance with production-ready features, high availability, and resource efficiency. Security and permissions are managed through easy access control. The tool allows users to create tables with vector columns, insert vector data, and calculate distances between vectors using different operators. It also supports half-precision floating-point numbers for better performance and memory usage optimization.
awesome-generative-ai-guide
This repository serves as a comprehensive hub for updates on generative AI research, interview materials, notebooks, and more. It includes monthly best GenAI papers list, interview resources, free courses, and code repositories/notebooks for developing generative AI applications. The repository is regularly updated with the latest additions to keep users informed and engaged in the field of generative AI.
awesome-mlops
Awesome MLOps is a curated list of tools related to Machine Learning Operations, covering areas such as AutoML, CI/CD for Machine Learning, Data Cataloging, Data Enrichment, Data Exploration, Data Management, Data Processing, Data Validation, Data Visualization, Drift Detection, Feature Engineering, Feature Store, Hyperparameter Tuning, Knowledge Sharing, Machine Learning Platforms, Model Fairness and Privacy, Model Interpretability, Model Lifecycle, Model Serving, Model Testing & Validation, Optimization Tools, Simplification Tools, Visual Analysis and Debugging, and Workflow Tools. The repository provides a comprehensive collection of tools and resources for individuals and teams working in the field of MLOps.
llm-inference-solutions
A collection of available inference solutions for Large Language Models (LLMs) including high-throughput engines, optimization libraries, deployment toolkits, and deep learning frameworks for production environments.
AIDA64CRCK
AIDA64CRCK is a tool designed for Windows users to access the latest version for free. It provides users with comprehensive system information and diagnostics to optimize their computer performance. The tool is user-friendly and offers detailed insights into hardware components, software configurations, and system stability. With AIDA64CRCK, users can easily monitor their system health and troubleshoot any issues that may arise, making it a valuable utility for both casual users and tech enthusiasts.
CodeFuse-ModelCache
Codefuse-ModelCache is a semantic cache for large language models (LLMs) that aims to optimize services by introducing a caching mechanism. It helps reduce the cost of inference deployment, improve model performance and efficiency, and provide scalable services for large models. The project caches pre-generated model results to reduce response time for similar requests and enhance user experience. It integrates various embedding frameworks and local storage options, offering functionalities like cache-writing, cache-querying, and cache-clearing through RESTful API. The tool supports multi-tenancy, system commands, and multi-turn dialogue, with features for data isolation, database management, and model loading schemes. Future developments include data isolation based on hyperparameters, enhanced system prompt partitioning storage, and more versatile embedding models and similarity evaluation algorithms.
persian-license-plate-recognition
The Persian License Plate Recognition (PLPR) system is a state-of-the-art solution designed for detecting and recognizing Persian license plates in images and video streams. Leveraging advanced deep learning models and a user-friendly interface, it ensures reliable performance across different scenarios. The system offers advanced detection using YOLOv5 models, precise recognition of Persian characters, real-time processing capabilities, and a user-friendly GUI. It is well-suited for applications in traffic monitoring, automated vehicle identification, and similar fields. The system's architecture includes modules for resident management, entrance management, and a detailed flowchart explaining the process from system initialization to displaying results in the GUI. Hardware requirements include an Intel Core i5 processor, 8 GB RAM, a dedicated GPU with at least 4 GB VRAM, and an SSD with 20 GB of free space. The system can be installed by cloning the repository and installing required Python packages. Users can customize the video source for processing and run the application to upload and process images or video streams. The system's GUI allows for parameter adjustments to optimize performance, and the Wiki provides in-depth information on the system's architecture and model training.
AIMr
AIMr is an AI aimbot tool written in Python that leverages modern technologies to achieve an undetected system with a pleasing appearance. It works on any game that uses human-shaped models. To optimize its performance, users should build OpenCV with CUDA. For Valorant, additional perks in the Discord and an Arduino Leonardo R3 are required.
ck
Collective Mind (CM) is a collection of portable, extensible, technology-agnostic and ready-to-use automation recipes with a human-friendly interface (aka CM scripts) to unify and automate all the manual steps required to compose, run, benchmark and optimize complex ML/AI applications on any platform with any software and hardware: see online catalog and source code. CM scripts require Python 3.7+ with minimal dependencies and are continuously extended by the community and MLCommons members to run natively on Ubuntu, MacOS, Windows, RHEL, Debian, Amazon Linux and any other operating system, in a cloud or inside automatically generated containers while keeping backward compatibility - please don't hesitate to report encountered issues here and contact us via public Discord Server to help this collaborative engineering effort! CM scripts were originally developed based on the following requirements from the MLCommons members to help them automatically compose and optimize complex MLPerf benchmarks, applications and systems across diverse and continuously changing models, data sets, software and hardware from Nvidia, Intel, AMD, Google, Qualcomm, Amazon and other vendors: * must work out of the box with the default options and without the need to edit some paths, environment variables and configuration files; * must be non-intrusive, easy to debug and must reuse existing user scripts and automation tools (such as cmake, make, ML workflows, python poetry and containers) rather than substituting them; * must have a very simple and human-friendly command line with a Python API and minimal dependencies; * must require minimal or zero learning curve by using plain Python, native scripts, environment variables and simple JSON/YAML descriptions instead of inventing new workflow languages; * must have the same interface to run all automations natively, in a cloud or inside containers. CM scripts were successfully validated by MLCommons to modularize MLPerf inference benchmarks and help the community automate more than 95% of all performance and power submissions in the v3.1 round across more than 120 system configurations (models, frameworks, hardware) while reducing development and maintenance costs.
koordinator
Koordinator is a QoS based scheduling system for hybrid orchestration workloads on Kubernetes. It aims to improve runtime efficiency and reliability of latency sensitive workloads and batch jobs, simplify resource-related configuration tuning, and increase pod deployment density. It enhances Kubernetes user experience by optimizing resource utilization, improving performance, providing flexible scheduling policies, and easy integration into existing clusters.
Nanoflow
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.
fast-wiki
FastWiki is an enterprise-level artificial intelligence customer service management system. It is a high-performance knowledge base system designed for large-scale information retrieval and intelligent search. Leveraging Microsoft's Semantic Kernel for deep learning and natural language processing, combined with .NET 8 and React framework, it provides an efficient, user-friendly, and scalable intelligent vector search platform. The system aims to offer an intelligent search solution that can understand and process complex queries, assisting users in quickly and accurately obtaining the needed information.
Awesome_LLM_System-PaperList
Since the emergence of chatGPT in 2022, the acceleration of Large Language Model has become increasingly important. Here is a list of papers on LLMs inference and serving.
20 - OpenAI Gpts
Thermal Engineering Advisor
Guides thermal management solutions for efficient system performance.
Power Systems Advisor
Ensures optimal performance of power systems through strategic advisory.
Pelles GPT for MEP engineers
Specialized assistant for MEP engineers, aiding in calculations and system design.
OPSGPT
A technical encyclopedia for network operations, offering detailed solutions and advice.
Software Architect
Expert in software architecture, ensuring integrity and scalability through best practices.
The Dock - Your Docker Assistant
Technical assistant specializing in Docker and Docker Compose. Lets Debug !