Best AI tools for< Compress Llms >

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 editing capabilities. It provides users with tools like screen recording, video compression, audio editing, and file conversion. Kingshiper aims to simplify multimedia processing tasks and enhance user creativity by offering intuitive and efficient solutions. With a focus on user-friendly interfaces and powerful features, Kingshiper caters to professionals and enthusiasts alike, enabling them to create high-quality multimedia content effortlessly.

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.

CEBRA is a machine-learning method that compresses time series data to reveal hidden structures in the variability of the data. It excels in analyzing behavioral and neural data simultaneously, decoding activity from the visual cortex of the mouse brain to reconstruct viewed videos. CEBRA fills the gap by leveraging joint behavior and neural data to uncover neural dynamics, providing consistent and high-performance latent spaces for hypothesis testing or label-free analysis across sensory and motor tasks.

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.

This repository provides a comprehensive guide to large language models (LLMs), covering various aspects such as training, fine-tuning, compression, and applications. It includes detailed tutorials, code examples, and explanations of key concepts and techniques. The repository is maintained by Liguo Dong, an AI researcher and engineer with expertise in LLM research and development.

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.

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.

A repository sharing the panorama of the methodology literature on Transformer architecture upgrades in Large Language Models for handling extensive context windows, with real-time updating the newest published works. It includes a survey on advancing Transformer architecture in long-context large language models, flash-ReRoPE implementation, latest news on data engineering, lightning attention, Kimi AI assistant, chatglm-6b-128k, gpt-4-turbo-preview, benchmarks like InfiniteBench and LongBench, long-LLMs-evals for evaluating methods for enhancing long-context capabilities, and LLMs-learning for learning technologies and applicated tasks about Large Language Models.

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.

A repository sharing literatures and resources about Large Language Models (LLMs) and beyond. It includes tutorials, notebooks, course assignments, development stages, modeling, inference, training, applications, study, and basics related to LLMs. The repository covers various topics such as language models, transformers, state space models, multi-modal language models, training recipes, applications in autonomous driving, code, math, embodied intelligence, and more. The content is organized by different categories and provides comprehensive information on LLMs and related topics.

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.

NextChat is a well-designed cross-platform ChatGPT web UI tool that supports Claude, GPT4, and Gemini Pro. It offers a compact client for Linux, Windows, and MacOS, with features like self-deployed LLMs compatibility, privacy-first data storage, markdown support, responsive design, and fast loading speed. Users can create, share, and debug chat tools with prompt templates, access various prompts, compress chat history, and use multiple languages. The tool also supports enterprise-level privatization and customization deployment, with features like brand customization, resource integration, permission control, knowledge integration, security auditing, private deployment, and continuous updates.

Awesome-LLM-Quantization is a curated list of resources related to quantization techniques for Large Language Models (LLMs). Quantization is a crucial step in deploying LLMs on resource-constrained devices, such as mobile phones or edge devices, by reducing the model's size and computational requirements.

This repository implements multiple key-value cache pruning methods and benchmarks using transformers, aiming to simplify the development of new methods for researchers and developers in the field of long-context language models. It provides a set of 'presses' that compress the cache during the pre-filling phase, with each press having a compression ratio attribute. The repository includes various training-free presses, special presses, and supports KV cache quantization. Users can contribute new presses and evaluate the performance of different presses on long-context datasets.

This repository, Awesome Efficient AIGC, collects efficient approaches for AI-generated content (AIGC) to cope with its huge demand for computing resources. It includes efficient Large Language Models (LLMs), Diffusion Models (DMs), and more. The repository is continuously improving and welcomes contributions of works like papers and repositories that are missed by the collection.

FlagEmbedding focuses on retrieval-augmented LLMs, consisting of the following projects currently: * **Long-Context LLM** : Activation Beacon * **Fine-tuning of LM** : LM-Cocktail * **Embedding Model** : Visualized-BGE, BGE-M3, LLM Embedder, BGE Embedding * **Reranker Model** : llm rerankers, BGE Reranker * **Benchmark** : C-MTEB

Uncheatable Eval is a tool designed to assess the language modeling capabilities of LLMs on real-time, newly generated data from the internet. It aims to provide a reliable evaluation method that is immune to data leaks and cannot be gamed. The tool supports the evaluation of Hugging Face AutoModelForCausalLM models and RWKV models by calculating the sum of negative log probabilities on new texts from various sources such as recent papers on arXiv, new projects on GitHub, news articles, and more. Uncheatable Eval ensures that the evaluation data is not included in the training sets of publicly released models, thus offering a fair assessment of the models' performance.

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.

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.

The NVIDIA TensorRT Model Optimizer is a library designed to quantize and compress deep learning models for optimized inference on GPUs. It offers state-of-the-art model optimization techniques including quantization and sparsity to reduce inference costs for generative AI models. Users can easily stack different optimization techniques to produce quantized checkpoints from torch or ONNX models. The quantized checkpoints are ready for deployment in inference frameworks like TensorRT-LLM or TensorRT, with planned integrations for NVIDIA NeMo and Megatron-LM. The tool also supports 8-bit quantization with Stable Diffusion for enterprise users on NVIDIA NIM. Model Optimizer is available for free on NVIDIA PyPI, and this repository serves as a platform for sharing examples, GPU-optimized recipes, and collecting community feedback.

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.

MaskLLM is a learnable pruning method that establishes Semi-structured Sparsity in Large Language Models (LLMs) to reduce computational overhead during inference. It is scalable and benefits from larger training datasets. The tool provides examples for running MaskLLM with Megatron-LM, preparing LLaMA checkpoints, pre-tokenizing C4 data for Megatron, generating prior masks, training MaskLLM, and evaluating the model. It also includes instructions for exporting sparse models to Huggingface.

DOM to Semantic Markdown is a tool that converts HTML DOM to Semantic Markdown for use in Large Language Models (LLMs). It maximizes semantic information, token efficiency, and preserves metadata to enhance LLMs' processing capabilities. The tool captures rich web content structure, including semantic tags, image metadata, table structures, and link destinations. It offers customizable conversion options and supports both browser and Node.js environments.

llm.nvim is a universal plugin for a large language model (LLM) designed to enable users to interact with LLM within neovim. Users can customize various LLMs such as gpt, glm, kimi, and local LLM. The plugin provides tools for optimizing code, comparing code, translating text, and more. It also supports integration with free models from Cloudflare, Github models, siliconflow, and others. Users can customize tools, chat with LLM, quickly translate text, and explain code snippets. The plugin offers a flexible window interface for easy interaction and customization.

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.

Compresses & decompresses sparse priming data.

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.