Best AI tools for< Compression >

Doclingo is an AI-powered document translation tool that supports translating documents in various formats such as PDF, Word, Excel, PowerPoint, SRT subtitles, ePub ebooks, AR&ZIP packages, and more. It utilizes large language models to provide accurate and professional translations, preserving the original layout of the documents. Users can enjoy a limited-time free trial upon registration, with the option to subscribe for more features. Doclingo aims to offer high-quality translation services through continuous algorithm improvements.

Bash Senpai is a terminal assistant powered by ChatGPT that transforms instructions into ready-to-use commands. It provides convenience by allowing users to get answers without leaving the terminal and offers better answers by providing context with questions. The tool also incorporates self-reflection to improve the quality of its responses.

Apowersoft is a multimedia solutions provider catering to both business and daily needs. The platform offers a wide range of tools and services, including video editing, file compression, screen recording, audio recording, and more. With a focus on enhancing working efficiency and productivity in the digital age, Apowersoft aims to simplify everyday challenges through innovative and creative solutions.

imgix is an end-to-end visual media solution that enables users to create, transform, and optimize captivating images and videos for an unparalleled visual experience. It simplifies the complex visual media technology, improves web performance, and delivers responsive design. Trusted by innovative companies worldwide, imgix offers features such as easy cloud storage connection, intelligent compression, fast loading with a globally distributed CDN, over 150 image operations, video streaming, asset management, intuitive analytics, and powerful SDKs & tools.

CrowdPrisma is an AI-powered platform that revolutionizes qualitative surveys by turning text responses into quantitative insights. It saves time and money by automatically grouping text responses into coherent themes and topics, providing precise quotes and sentiment classification. The platform offers a highly interactive dashboard for subgroup analysis, AI-powered compression of survey data, automatic discovery of respondent groups, and multilingual support. CrowdPrisma is ideal for market research, customer experience analysis, human resources investigations, policy research, and more.

GPT-Zip is an AI tool designed to optimize web content for RAG (Retrieval-Augmented Generation) processes in GPT-4 prompts. It compresses web content into pure information, reducing input tokens by up to 87%. The tool streamlines data processing for faster and more accurate responses, enhancing the speed and performance of GPT-4. GPT-Zip employs techniques like HTML stripping, CSS and JavaScript removal, and language compression to optimize web content for efficient processing by GPT-4.

Picaisso is a leading AI graphic creation tool that harnesses artificial intelligence to help users create high-quality, professional royalty-free graphics quickly and easily. The platform provides advanced AI features such as image generation, watermarking, image conversion, image extension, variation generation, image resizing, background removal, and image compression. Picaisso offers a user-friendly interface where users can input prompts or descriptions to generate graphics, making it ideal for agencies, social media influencers, and e-commerce businesses looking to create eye-catching content in seconds.

Xound.io is an AI-powered voice cleaner and background noise removal tool designed for content creators, podcasters, YouTubers, TikTokers, and anyone who wants to improve the audio quality of their content. It uses advanced algorithms to remove background noise, enhance vocals, and improve the overall listening experience. Xound.io is easy to use, with a simple drag-and-drop interface and no need for any technical expertise. It also offers a variety of features, including natural pitch correction, AI background noise removal, and high-frequency presence.

CleanerPro is an AI-powered image editor designed specifically for Shopify users. It offers a range of features such as quickly removing unwanted objects, defects, or text from images, drawing to remove objects with a pencil tool, removing backgrounds, upscaling image resolution, and compressing image weight. The tool aims to provide users with a simple and fast solution to enhance their images for marketing, websites, and social media. CleanerPro helps users achieve a clean, professional look effortlessly, saving time and effort in the image editing process.

HiPDF is a free online PDF solution that offers a wide range of tools for editing, converting, compressing, and organizing PDFs. It also includes AI-powered tools such as Chat with PDF and AI Detector. With HiPDF, you can easily edit PDFs in your browser, convert PDFs to and from other formats, compress PDFs to reduce their size, and merge, split, and extract images from PDFs. You can also protect your PDFs with passwords and redact sensitive information. HiPDF is a convenient and easy-to-use tool that can help you with all your PDF needs.

Kingshiper is a versatile multimedia tool offering a wide range of audio, photo, and video editing capabilities. It provides users with tools for converting, cutting, compressing, and editing various multimedia files. Additionally, Kingshiper offers utilities for office tasks, system tools, and data solutions. The application aims to enhance creative efficiency and productivity by providing simple and efficient tools for daily office needs, multimedia processing, system management, and data recovery.

GoPDF is a free online PDF editor and AI-powered PDF management tool that allows users to edit, convert, eSign, and manage PDF documents seamlessly. With features like editing PDFs, converting PDF to JPG or Word, adding headers and footers, compressing PDFs, merging multiple PDFs, protecting PDFs with passwords, and more, GoPDF simplifies PDF management with its integrated software suite. The platform offers secure and reliable online signature tools, intuitive user interface, accessibility from anywhere, 24/7 customer support, and no unnecessary downloads requirement.

Compassionate AI is a cutting-edge AI-powered platform that empowers individuals and organizations to create and deploy AI solutions that are ethical, responsible, and aligned with human values. With Compassionate AI, users can access a comprehensive suite of tools and resources to design, develop, and implement AI systems that prioritize fairness, transparency, and accountability.

Murror is an AI mental health assistant designed to help individuals articulate their thoughts and emotions, reflect on their experiences, and broaden their self-view. It offers personalized reflections, insights, and tracking of mental health progress through AI-generated artwork and journal topic identification. Murror ensures privacy and security by encrypting and securing all data, using it only for mental health research purposes. Users can join the waitlist to access early and work together to enhance the product experience.

Media.io is an online platform offering a wide range of AI tools for video, audio, and image editing. Users can easily enhance their creative projects with features like AI Portrait Generator, AI Video Generator, Video Editor, Image Enhancer, and more. The platform provides a drag-and-drop interface, flexible editing options, a vast template library, and powerful AI tools, all accessible directly from the browser. Media.io aims to redefine video creation by providing smart editing solutions for creators in various fields such as business, marketing, social media, and entertainment.

Dr. Amit Ray is famous for his teachings on peace, compassion, meditation, non- violence, 114 chakras, compassionate AI, mindfulness, leadership and creativity. He is also famous for his contribution in the field of quantum computing and artificial intelligence. He has spent several years in high Himalaya in deep silent meditation. He is one of the rare meditation master, who has fully experienced the higher consciousness and fully conversant with the ancient meditation literature as well as modern high end researches. He often remains engrossed in deep meditation in the dense forests, caves, and snow-covered peaks of the Himalayas. At the same time he always keeps a watchful compassionate gaze for the well-being of the humanity. His compassion and meditation teachings transcends the limitations of worldly distinctions such as religion, country, culture, caste, class, color, history, and geography.

Wondershare UniConverter is a powerful and versatile video converter and compressor that supports over 1000 formats, including popular audio and video formats like MP4, MOV, MKV, WMV, MP3, and more. It also enables alpha channel video output in MP4 and WEBM formats. UniConverter is designed to process 4K/8K/HDR files with ease, and it offers a range of features to help you convert, compress, and edit your videos. These features include: * **High-speed conversion:** UniConverter is the fastest video converter on the market, with conversion speeds of up to 130X. This is thanks to its GPU-accelerated conversion engine, which takes advantage of the latest hardware to deliver lightning-fast performance. * **Lossless HD processing:** UniConverter preserves the quality of your videos during conversion, even when converting between different formats. This is thanks to its advanced video processing algorithms, which ensure that your videos look their best on any device. * **AI-powered enhancement:** UniConverter uses AI to enhance your videos, making them look and sound their best. This includes features like AI noise reduction, AI image enhancement, and AI scene detection. * **Extensive formats support:** UniConverter supports over 1000 audio and video formats, including MOV, AV1, MP4, etc., providing comprehensive coverage for all your file conversion needs.

The AI Therapy Call is an AI-driven mental health solution that offers accessible and affordable therapy services merged with life coaching. It provides immediate support through AI-driven empathy, personalized responses, and tailored guidance to improve mental well-being. The service is available 24/7, rooted in cutting-edge technology, and ensures privacy and confidentiality for users. Users can expect transformative experiences and continuous growth in their mental wellness journey.

LightPDF is an AI-powered, free online PDF editor, converter, and reader. It offers a wide range of PDF tools, including the ability to convert PDFs to and from other formats, edit PDFs, add watermarks, split and merge PDFs, rotate PDFs, annotate PDFs, optimize PDFs, compress PDFs, perform OCR on PDFs, and protect PDFs. LightPDF also offers a variety of AI-powered features, such as an AI chatbot that can answer questions about documents and an AI-powered OCR engine that can convert scanned PDFs and images to text.

Happi.ai is a virtual mental health coach application that provides 24/7 support for individuals dealing with anxiety, depression, and loneliness. The AI companion, Olivia, offers personalized assistance, compassionate listening, and non-judgmental support. The platform prioritizes user privacy with top-tier encryption and offers expert insights and proactive suggestions for emotional well-being. Happi analyzes facial expressions, voice patterns, and speech content to identify moments of stress and provide real-time feedback to manage stress and improve emotional health.

This repository presents the findings of the paper "Compression Represents Intelligence Linearly". The study reveals a strong linear correlation between the intelligence of LLMs, as measured by benchmark scores, and their ability to compress external text corpora. Compression efficiency, derived from raw text corpora, serves as a reliable evaluation metric that is linearly associated with model capabilities. The repository includes the compression corpora used in the paper, code for computing compression efficiency, and data collection and processing pipelines.

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

CompressAI-Vision is a tool that helps you develop, test, and evaluate compression models with standardized tests in the context of compression methods optimized for machine tasks algorithms such as Neural-Network (NN)-based detectors. It currently focuses on two types of pipeline: Video compression for remote inference (`compressai-remote-inference`), which corresponds to the MPEG "Video Coding for Machines" (VCM) activity. Split inference (`compressai-split-inference`), which includes an evaluation framework for compressing intermediate features produced in the context of split models. The software supports all the pipelines considered in the related MPEG activity: "Feature Compression for Machines" (FCM).

Intel® Neural Compressor is an open-source Python library that supports popular model compression techniques such as quantization, pruning (sparsity), distillation, and neural architecture search on mainstream frameworks such as TensorFlow, PyTorch, ONNX Runtime, and MXNet. It provides key features, typical examples, and open collaborations, including support for a wide range of Intel hardware, validation of popular LLMs, and collaboration with cloud marketplaces, software platforms, and open AI ecosystems.

LLMLingua is a tool that utilizes a compact, well-trained language model to identify and remove non-essential tokens in prompts. This approach enables efficient inference with large language models, achieving up to 20x compression with minimal performance loss. The tool includes LLMLingua, LongLLMLingua, and LLMLingua-2, each offering different levels of prompt compression and performance improvements for tasks involving large language models.

llama-zip is a command-line utility for lossless text compression and decompression. It leverages a user-provided large language model (LLM) as the probabilistic model for an arithmetic coder, achieving high compression ratios for structured or natural language text. The tool is not limited by the LLM's maximum context length and can handle arbitrarily long input text. However, the speed of compression and decompression is limited by the LLM's inference speed.

ZipNN is a lossless and near-lossless compression library optimized for numbers/tensors in the Foundation Models environment. It automatically prepares data for compression based on its type, allowing users to focus on core tasks without worrying about compression complexities. The library delivers effective compression techniques for different data types and structures, achieving high compression ratios and rates. ZipNN supports various compression methods like ZSTD, lz4, and snappy, and provides ready-made scripts for file compression/decompression. Users can also manually import the package to compress and decompress data. The library offers advanced configuration options for customization and validation tests for different input and compression types.

AQLM is the official PyTorch implementation for Extreme Compression of Large Language Models via Additive Quantization. It includes prequantized AQLM models without PV-Tuning and PV-Tuned models for LLaMA, Mistral, and Mixtral families. The repository provides inference examples, model details, and quantization setups. Users can run prequantized models using Google Colab examples, work with different model families, and install the necessary inference library. The repository also offers detailed instructions for quantization, fine-tuning, and model evaluation. AQLM quantization involves calibrating models for compression, and users can improve model accuracy through finetuning. Additionally, the repository includes information on preparing models for inference and contributing guidelines.

Neural Network Compression Framework (NNCF) provides a suite of post-training and training-time algorithms for optimizing inference of neural networks in OpenVINO™ with a minimal accuracy drop. It is designed to work with models from PyTorch, TorchFX, TensorFlow, ONNX, and OpenVINO™. NNCF offers samples demonstrating compression algorithms for various use cases and models, with the ability to add different compression algorithms easily. It supports GPU-accelerated layers, distributed training, and seamless combination of pruning, sparsity, and quantization algorithms. NNCF allows exporting compressed models to ONNX or TensorFlow formats for use with OpenVINO™ toolkit, and supports Accuracy-Aware model training pipelines via Adaptive Compression Level Training and Early Exit Training.

KVCache-Factory is a unified framework for KV Cache compression of diverse models. It supports multi-GPUs inference with big LLMs and various attention implementations. The tool enables KV cache compression without Flash Attention v2, multi-GPU inference, and specific models like Mistral. It also provides functions for KV cache budget allocation and batch inference. The visualization tools help in understanding the attention patterns of models.

llmc is an off-the-shell tool designed for compressing LLM, leveraging state-of-the-art compression algorithms to enhance efficiency and reduce model size without compromising performance. It provides users with the ability to quantize LLMs, choose from various compression algorithms, export transformed models for further optimization, and directly infer compressed models with a shallow memory footprint. The tool supports a range of model types and quantization algorithms, with ongoing development to include pruning techniques. Users can design their configurations for quantization and evaluation, with documentation and examples planned for future updates. llmc is a valuable resource for researchers working on post-training quantization of large language models.

LLoCO is a technique that learns documents offline through context compression and in-domain parameter-efficient finetuning using LoRA, which enables LLMs to handle long context efficiently.

AIMET is a library that provides advanced model quantization and compression techniques for trained neural network models. It provides features that have been proven to improve run-time performance of deep learning neural network models with lower compute and memory requirements and minimal impact to task accuracy. AIMET is designed to work with PyTorch, TensorFlow and ONNX models. We also host the AIMET Model Zoo - a collection of popular neural network models optimized for 8-bit inference. We also provide recipes for users to quantize floating point models using AIMET.

Only Train Once (OTO) is an automatic, architecture-agnostic DNN training and compression framework that allows users to train a general DNN from scratch or a pretrained checkpoint to achieve high performance and slimmer architecture simultaneously in a one-shot manner without fine-tuning. The framework includes features for automatic structured pruning and erasing operators, as well as hybrid structured sparse optimizers for efficient model compression. OTO provides tools for pruning zero-invariant group partitioning, constructing pruned models, and visualizing pruning and erasing dependency graphs. It supports the HESSO optimizer and offers a sanity check for compliance testing on various DNNs. The repository also includes publications, installation instructions, quick start guides, and a roadmap for future enhancements and collaborations.

ZipPy is a research repository focused on fast AI detection using compression techniques. It aims to provide a faster approximation for AI detection that is embeddable and scalable. The tool uses LZMA and zlib compression ratios to indirectly measure the perplexity of a text, allowing for the detection of low-perplexity text. By seeding a compression stream with AI-generated text and comparing the compression ratio of the seed data with the sample appended, ZipPy can identify similarities in word choice and structure to classify text as AI or human-generated.

AirLLM is a tool that optimizes inference memory usage, enabling large language models to run on low-end GPUs without quantization, distillation, or pruning. It supports models like Llama3.1 on 8GB VRAM. The tool offers model compression for up to 3x inference speedup with minimal accuracy loss. Users can specify compression levels, profiling modes, and other configurations when initializing models. AirLLM also supports prefetching and disk space management. It provides examples and notebooks for easy implementation and usage.

LLM notes repository contains detailed analysis on transformer models, language model compression, inference and deployment, high-performance computing, and system optimization methods. It includes discussions on various algorithms, frameworks, and performance analysis related to large language models and high-performance computing. The repository serves as a comprehensive resource for understanding and optimizing language models and computing systems.

LLM_Web_search project gives local LLMs the ability to search the web by outputting a specific command. It uses regular expressions to extract search queries from model output and then utilizes duckduckgo-search to search the web. LangChain's Contextual compression and Okapi BM25 or SPLADE are used to extract relevant parts of web pages in search results. The extracted results are appended to the model's output.

LLM-Pruner is a tool for structural pruning of large language models, allowing task-agnostic compression while retaining multi-task solving ability. It supports automatic structural pruning of various LLMs with minimal human effort. The tool is efficient, requiring only 3 minutes for pruning and 3 hours for post-training. Supported LLMs include Llama-3.1, Llama-3, Llama-2, LLaMA, BLOOM, Vicuna, and Baichuan. Updates include support for new LLMs like GQA and BLOOM, as well as fine-tuning results achieving high accuracy. The tool provides step-by-step instructions for pruning, post-training, and evaluation, along with a Gradio interface for text generation. Limitations include issues with generating repetitive or nonsensical tokens in compressed models and manual operations for certain models.

LafTools is a privacy-first, self-hosted, fully open source toolbox designed for programmers. It offers a wide range of tools, including code generation, translation, encryption, compression, data analysis, and more. LafTools is highly integrated with a productive UI and supports full GPT-alike functionality. It is available as Docker images and portable edition, with desktop edition support planned for the future.

An expert in video from classic to future neural network compression

It acts as an instructor guiding you through music production skills, such as fine-tuning parameters in mixing, mastering, and compression. Additionally, it functions as an aide, offering advice for your music production hurdles with just a screenshot of your production or parameter settings.

I compress images to reduce file size without losing quality.

Compresses uploaded images, reducing size with quality retention.

Expert at compressing text, following specific protocols for handling sensitive information requests.

compress files with gpt

Compresses & decompresses sparse priming data.

Optimize and compress your images. Up to 80% in file size reduction.

A helpful guide for file size reduction, offering tailored advice on various file types.

Analizo contenido web para una comprensión rápida y profunda.

'ExploraConceptos AI' es una herramienta interactiva diseñada para profundizar en la comprensión de conceptos complejos. Utiliza técnicas innovadoras para desglosar, analizar y aplicar conocimientos desde múltiples perspectivas, fomentando una comprensión más rica y matizada.

Experto en cálculo, límites, ecuaciones diferenciales y desigualdades, interactúo activamente para asegurar la comprensión del usuario.

Il Tutor che hai sempre desiderato. Le sue materie di punta sono diritto amministrativo, civile, privacy e protezione dei dati personali. Ti aiuta anche nella comprensione di testi complessi. E' noto per il suo metodo di insegnamento basato su domande e risposte (la maieutica) e per la sua empatia

A comprehensive counselor for life's complexities, not a substitute for professional advice.

Empathetic life coach for mental health support, prioritizing privacy and personalized guidance.

A supportive and informative companion for women's reproductive health choices.

A supportive GPT for users with autism, offering clear and patient assistance.

Empowering Kindness, Nurturing Growth

Friendly GPT for mental health support, with emergency resource info.

Guides strong, empathetic responses for complex interpersonal challenges.