Best AI tools for< Compress Model Parameters >

Vultron Solution is an AI tool designed for Federal Proposal Development, offering unparalleled AI capabilities to compress proposal production timeframes, increase revenue, and enhance proposal quality. The tool utilizes proprietary multi-domain models to deliver unique and high-quality content tailored to each organization's needs. With a focus on security and efficiency, Vultron is trusted by leading government contractors to streamline the proposal development process and drive business growth.

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.

Upscalepics is a free online tool that allows users to upscale and enhance images without losing quality. It uses artificial intelligence to increase the resolution of images, making them sharper and more detailed. Upscalepics is easy to use and can be used to upscale images of any size or format. It is a great tool for photographers, graphic designers, and anyone else who needs to improve the quality of their images.

PicPicAI is a free online AI image tool that offers a wide range of AI-powered image editing features. Users can create stunning AI art, remove backgrounds, compress photos, enhance portraits, cartoonify images, and much more. The tool is designed to be user-friendly, affordable, and efficient, catering to both beginners and professionals in need of high-quality image editing solutions.

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.

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.

Kingshiper is a versatile multimedia tool offering a wide range of audio, photo, and video conversion and editing features. It provides tools for screen recording, video compression, screen mirroring, audio editing, vocal removal, and more. With support for over 1000+ formats, Kingshiper aims to simplify multimedia processing tasks for users. Additionally, it offers utilities for office tasks, system tools, data solutions, and image processing, catering to various user needs. The software is designed to enhance productivity and creativity by providing efficient and user-friendly tools for multimedia and office-related tasks.

Mp3Converter AI is an online audio converter tool powered by AI technology. It allows users to convert various audio formats such as WAV, FLAC, and AAC to MP3 effortlessly. The tool provides high-quality audio conversions quickly and efficiently, making it a versatile solution for all audio conversion needs. With a user-friendly interface and batch conversion feature, Mp3Converter AI ensures a seamless experience for converting music files to MP3 format.

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.

pdfAssistant is a powerful AI chatbot designed to assist users with various PDF processing tasks. It offers a user-friendly chat-based interface that allows users to convert, watermark, merge, split, and perform other PDF-related operations using natural language commands. The application is powered by industry-leading PDF and AI technology, providing fast and accurate results. With pdfAssistant, users can work smarter and more efficiently by simplifying complex PDF software processes.

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.

Captions is an AI-powered creative studio that helps users create high-quality videos, add subtitles, correct eye contact, trim and compress videos, and more. It is trusted by over 3 million people worldwide and offers a variety of features to make video creation and editing easier and more efficient.

Zenpai is an AI file operations software designed to automate routine tasks and enhance productivity by performing repetitive and boring tasks using natural language prompts. It allows users to convert images to pdf, png files to jpg, resize images, compress multiple images and pdfs, all automatically. Zenpai caters to a wide range of users including developers, freelancers, and students, offering different pricing plans to suit varying needs. The company behind Zenpai is committed to continuous improvement and welcomes feedback to enhance the user experience.

TinyWow is a free online tool that offers a variety of PDF, video, image, and other tools to make your life easier. With TinyWow, you can easily edit PDFs, convert files, compress images, and more. All of our tools are free to use, with no sign-up required.

PDFgear is a free, AI-powered PDF software that offers a wide range of features to read, edit, convert, merge, sign, annotate, fill out, compress, OCR, and organize PDF files across devices. It stands out for its user-friendly interface, secure operations, and efficient AI technology that enhances working efficiency. PDFgear is trusted by users for its comprehensive set of tools that make PDF tasks easy and accessible to everyone.

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.

Ceacle Pipeline is an AI-powered platform designed to streamline content creation workflows by offering automated tools for creating product mockups, scenes, and managing accounts efficiently. The platform leverages AI technology to help users automate tasks, save time, and focus on core activities. With Ceacle Pipeline, users can easily create custom workflows, generate inspiration boards, resize images, classify images for e-commerce, vectorize images, smart resize images for social media, and upscale, convert, and compress images. The platform aims to simplify content creation processes and enhance productivity for creators, designers, photographers, and digital marketers.

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.

This repository contains a hand-curated list of great machine (deep) learning resources for Natural Language Processing (NLP) with a focus on Generative Pre-trained Transformer (GPT), Bidirectional Encoder Representations from Transformers (BERT), attention mechanism, Transformer architectures/networks, Chatbot, and transfer learning in NLP.

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.

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.

MiniCPM-V is a series of end-side multimodal LLMs designed for vision-language understanding. The models take image and text inputs to provide high-quality text outputs. The series includes models like MiniCPM-Llama3-V 2.5 with 8B parameters surpassing proprietary models, and MiniCPM-V 2.0, a lighter model with 2B parameters. The models support over 30 languages, efficient deployment on end-side devices, and have strong OCR capabilities. They achieve state-of-the-art performance on various benchmarks and prevent hallucinations in text generation. The models can process high-resolution images efficiently and support multilingual capabilities.

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.

AnyGPT is a unified multimodal language model that utilizes discrete representations for processing various modalities like speech, text, images, and music. It aligns the modalities for intermodal conversions and text processing. AnyInstruct dataset is constructed for generative models. The model proposes a generative training scheme using Next Token Prediction task for training on a Large Language Model (LLM). It aims to compress vast multimodal data on the internet into a single model for emerging capabilities. The tool supports tasks like text-to-image, image captioning, ASR, TTS, text-to-music, and music captioning.

A comprehensive repository focusing on 'Model Merging in LLMs, MLLMs, and Beyond', providing an exhaustive overview of model merging methods, theories, applications, and future research directions. The repository covers various advanced methods, applications in foundation models, different machine learning subfields, and tasks like pre-merging methods, architecture transformation, weight alignment, basic merging methods, and more.

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.

This repository is dedicated to the pruning of large language models (LLMs). It aims to serve as a comprehensive resource for researchers and practitioners interested in the efficient reduction of model size while maintaining or enhancing performance. The repository contains various papers, summaries, and links related to different pruning approaches for LLMs, along with author information and publication details. It covers a wide range of topics such as structured pruning, unstructured pruning, semi-structured pruning, and benchmarking methods. Researchers and practitioners can explore different pruning techniques, understand their implications, and access relevant resources for further study and implementation.

ChatGPT is a large language model that can generate human-like text, translate languages, write different kinds of creative content, and answer your questions in a conversational way. It is trained on a massive amount of text data, and it is able to understand and respond to a wide range of natural language prompts. Here are 5 jobs suitable for this tool, in lowercase letters: 1. content writer 2. chatbot assistant 3. language translator 4. creative writer 5. researcher

A collection of papers related to knowledge distillation of large language models (LLMs). The repository focuses on techniques to transfer advanced capabilities from proprietary LLMs to smaller models, compress open-source LLMs, and refine their performance. It covers various aspects of knowledge distillation, including algorithms, skill distillation, verticalization distillation in fields like law, medical & healthcare, finance, science, and miscellaneous domains. The repository provides a comprehensive overview of the research in the area of knowledge distillation of LLMs.

The GenAI repository contains pipelines that implement image and text generation tasks. The implementation uses OpenVINO capabilities to optimize the pipelines. Each sample covers a family of models and suggests certain modifications to adapt the code to specific needs. It includes the following pipelines: 1. Benchmarking script for large language models 2. Text generation C++ samples that support most popular models like LLaMA 2 3. Stable Diffuison (with LoRA) C++ image generation pipeline 4. Latent Consistency Model (with LoRA) C++ image generation pipeline

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.

Compresses & decompresses sparse priming data.

I compress images to reduce file size without losing quality.

Uses 'simple_compress_pdf' function to significantly reduce PDF size.

compress files with gpt

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

Compresses uploaded images, reducing size with quality retention.

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

プロンプトを、分かりやすく / 軽量化

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.

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

Premium quality file conversion service, versatile and precise.

The ultimate tool for converting files, whether they are images, audio, video, documents, or other types. It can process single files or multiple files in bulk, accepts ZIP files, and offers a download link [Updated version].

Assists with PDFs locally.

Your personal audio mixing and mastering engineer assistant for music production

Expert in audio format conversion, guiding through simple steps.

Advanced File Conversion and Optimization Expert (Version 2.0)

Enginyer de Python per a la creació i manipulació d'imatges i arxius.Fàcil,clar i Català.