Best AI tools for< Infer Compressed Models >

The Cerebras API is a high-speed inferencing solution for AI model inference powered by Cerebras Wafer-Scale Engines and CS-3 systems. It offers developers access to two models: Meta’s Llama 3.1 8B and 70B models, which are instruction-tuned and suitable for conversational applications. The API provides low-latency solutions and invites developers to explore new possibilities in AI development.

OddBooks is an AI tool that transforms books into scenarios, enabling users to create derivative works such as audiobooks, webtoons, animations, and movies. It simplifies the process by extracting dialogue, character names, emotions, spatial and sound keywords from the text, and inferring character personalities. With OddBooks, users can easily generate scripts for secondary works in a fraction of the time it would traditionally take. The platform revolutionizes scenario creation for book-based content, offering a unique and efficient solution for content creators.

TalkForm AI is an AI-powered form creation and filling tool that revolutionizes the traditional form-building process. With the ability to chat to create and chat to fill forms, TalkForm AI offers a seamless and efficient solution for creating and managing forms. The application leverages AI technology to automatically infer field types, validate, clean, structure, and fill form responses, ensuring data remains structured for easy analysis. TalkForm AI also provides custom validations, complicated conditional logic, and unlimited power to cater to diverse form creation needs.

Inner AI is an innovative AI tool designed to help users with various tasks using artificial intelligence technology. The application offers a user-friendly interface and a wide range of features to enhance productivity and efficiency. With Inner AI, users can automate repetitive tasks, analyze data, generate insights, and streamline workflows. Whether you are a business professional, student, or researcher, Inner AI can assist you in achieving your goals faster and more effectively.

StoicGPT is a digital guide to Stoic wisdom, providing timeless teachings and insights to help users discover inner peace and resilience. It offers personalized conversations, guidance, and support based on the principles of Stoicism, an ancient philosophy that emphasizes virtue, reason, and acceptance of fate.

FiveTaco is an AI-powered platform designed to help solopreneurs master multiple skills and excel in the business world. The platform offers a curated toolkit of tools, tips, and tricks to assist users in wearing multiple hats with style. From AI-powered video creators to all-in-one business platforms, FiveTaco provides a comprehensive solution for solopreneurs looking to thrive in their entrepreneurial journey.

Perfect365 is an AI makeup application that allows users to virtually try on makeup and hairstyles through advanced augmented reality technology. With over 100 million users, the app offers a seamless way to experiment with different looks, acting as a personal beauty assistant. Users can adjust every aspect of their appearance, from skin tone to eye color, all while maintaining a natural and realistic look. The app employs artificial intelligence algorithms to let users experiment with different makeup looks virtually, without the need for physical products. Perfect365 is a pioneer in the beauty apps sector, providing users with a transformative experience in exploring e-cosmetics.

Fe/male Switch is a women-first startup game that offers a browser-based startup simulator experience. Players can assemble a team, create a startup with an investor and mentor, gain startup experience, win prizes, and get funded. The game aims to help individuals build their first startup, validate ideas, and overcome startup challenges. It provides a platform for aspiring entrepreneurs to test their entrepreneurial potential and learn essential business skills in a risk-free environment. Fe/male Switch features a unique Gamepreneurship methodology, AI co-founder support, and educational resources to guide players through the startup building process.

The AI Rap Generator is a cutting-edge tool that utilizes advanced artificial intelligence to create unique rap songs. Whether you are a seasoned artist or just someone looking to have fun, the AI rap generator provides a seamless way to produce personalized rap music. Users can input their own lyrics, select instrumentals, and choose music styles to tailor their rap song precisely to their preferences. The tool offers customization options, instant creation of rap songs, creative freedom, and accessibility from any location. It is designed for accessibility, catering to users of all musical backgrounds, and empowers users to explore various styles and themes.

Thumbmachine is an AI-powered platform designed to help users create stunning YouTube video thumbnails quickly and easily. It offers a range of features such as AI thumbnail generation, background removal AI, palette generation, and image upscaling AI. Users can easily customize their thumbnails by selecting hero images, backgrounds, colors, and text, all with the assistance of AI technology. The platform aims to streamline the thumbnail creation process, allowing users to focus on creativity rather than manual design tasks.

Headbot is an AI tool that allows users to create their own AI-generated buff portraits. With over 100 personalized portraits in 4K resolution, users can impress their friends and family or use them as a gag gift. The tool processes uploaded photos to generate a variety of buff images, which are deleted within 24 hours. Headbot has received positive feedback from satisfied customers who have achieved their desired looks through the AI-generated portraits.

Country Lyrics AI is a website that utilizes artificial intelligence to create country music lyrics. It is a fun project developed by a group of friends to explore AI and machine learning technologies. Users can generate unique country song lyrics through the platform, offering a creative and entertaining experience for music enthusiasts and aspiring songwriters.

Heli Naik is an online platform offering watercolor classes for individuals interested in learning and improving their watercolor painting skills. The platform provides monthly membership classes, single-subject classes, and top-rated classes, all designed to be fun, relaxed, and encouraging. Heli Naik, a self-taught watercolor artist, aims to help people unleash their creativity and explore the world of watercolor painting. The classes include step-by-step tutorials, access to various techniques, and a supportive community for artists of all skill levels.

Character Lingo is a web application that allows users to transform their writing into the voice of their favorite characters. Users can input text and have it converted to match the persona of iconic characters such as Jack Sparrow, Yoda, Iron Man, and many more. The application aims to add a fun and creative twist to writing by enabling users to unleash their inner star and bring their characters to life. With a Chrome extension available, users can easily integrate Character Lingo into their browsing experience for seamless character-based text transformation.

Cerebral AI is an AI-powered meditation app that uses AI-generated soundscapes, a simple and uncluttered app design, and tailored mindfulness recommendations to enhance the meditation experience. It is designed to help users find calm and clarity through daily meditation and relaxation exercises.

Dreamora is an AI-powered dream interpretation application that provides accurate and comprehensive interpretations of dreams. It utilizes advanced artificial intelligence techniques and draws upon the knowledge of renowned dream interpreters like Ibn Sirin and Al-Nabulsi. By simply entering your dream into the application, you can receive a free and instant interpretation within seconds. Dreamora's interpretations consider all aspects of your dream, including the location, characters, and emotions, to offer the most precise results possible.

Personalities.me is a website that provides resources and information related to personalities. The domain seems to have expired, but it used to offer content and insights on various personality types, traits, and characteristics. Users could explore different aspects of personalities and potentially gain a better understanding of themselves and others. The website might have included articles, quizzes, and other interactive features to engage visitors in learning more about the fascinating world of personalities.

Recipeasy is an AI-powered recipe generator that helps users create easy and delicious meals. The website offers a Recipe Builder where users can input what they are making, for how many people, and dietary preferences such as vegan, vegetarian, gluten-free, dairy-free, nut-free, and kosher. The AI algorithm then generates a customized recipe based on the inputs provided. Recipeasy is designed to simplify the cooking process and provide users with quick and tasty meal ideas. The platform is user-friendly and suitable for both experienced cooks and beginners.

Zenora is a mental health AI application that empowers users to uncover their inner strength and achieve peace and fulfillment. Developed by clinical psychologists, Zenora combines advanced AI technology with health psychology principles to provide personalized mental health support. Users can track their moods, habits, and goals for free, engage in AI-guided therapeutic sessions, set and manage personal growth goals, and gain insights into their emotional well-being through in-depth analytics.

Ergodic is an AI tool called Kepler that empowers businesses to make data-driven decisions. Kepler acts as an AI action engine, bridging the knowledge gap between business context and data insights. It goes beyond number crunching to help businesses build scenarios, evaluate outcomes, and take action based on objectives. With a focus on action-first approach, Kepler streamlines decision-making processes by providing actionable insights for optimizing processes, identifying opportunities, and mitigating risks.

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.

MFLUX is a line-by-line port of the FLUX implementation in the Huggingface Diffusers library to Apple MLX. It aims to run powerful FLUX models from Black Forest Labs locally on Mac machines. The codebase is minimal and explicit, prioritizing readability over generality and performance. Models are implemented from scratch in MLX, with tokenizers from the Huggingface Transformers library. Dependencies include Numpy and Pillow for image post-processing. Installation can be done using `uv tool` or classic virtual environment setup. Command-line arguments allow for image generation with specified models, prompts, and optional parameters. Quantization options for speed and memory reduction are available. LoRA adapters can be loaded for fine-tuning image generation. Controlnet support provides more control over image generation with reference images. Current limitations include generating images one by one, lack of support for negative prompts, and some LoRA adapters not working.

Qwen is a series of large language models developed by Alibaba DAMO Academy. It outperforms the baseline models of similar model sizes on a series of benchmark datasets, e.g., MMLU, C-Eval, GSM8K, MATH, HumanEval, MBPP, BBH, etc., which evaluate the models’ capabilities on natural language understanding, mathematic problem solving, coding, etc. Qwen models outperform the baseline models of similar model sizes on a series of benchmark datasets, e.g., MMLU, C-Eval, GSM8K, MATH, HumanEval, MBPP, BBH, etc., which evaluate the models’ capabilities on natural language understanding, mathematic problem solving, coding, etc. Qwen-72B achieves better performance than LLaMA2-70B on all tasks and outperforms GPT-3.5 on 7 out of 10 tasks.

ChatTTS is a generative speech model optimized for dialogue scenarios, providing natural and expressive speech synthesis with fine-grained control over prosodic features. It supports multiple speakers and surpasses most open-source TTS models in terms of prosody. The model is trained with 100,000+ hours of Chinese and English audio data, and the open-source version on HuggingFace is a 40,000-hour pre-trained model without SFT. The roadmap includes open-sourcing additional features like VQ encoder, multi-emotion control, and streaming audio generation. The tool is intended for academic and research use only, with precautions taken to limit potential misuse.

**RVC_CLI: Retrieval-based Voice Conversion Command Line Interface** This command-line interface (CLI) provides a comprehensive set of tools for voice conversion, enabling you to modify the pitch, timbre, and other characteristics of audio recordings. It leverages advanced machine learning models to achieve realistic and high-quality voice conversions. **Key Features:** * **Inference:** Convert the pitch and timbre of audio in real-time or process audio files in batch mode. * **TTS Inference:** Synthesize speech from text using a variety of voices and apply voice conversion techniques. * **Training:** Train custom voice conversion models to meet specific requirements. * **Model Management:** Extract, blend, and analyze models to fine-tune and optimize performance. * **Audio Analysis:** Inspect audio files to gain insights into their characteristics. * **API:** Integrate the CLI's functionality into your own applications or workflows. **Applications:** The RVC_CLI finds applications in various domains, including: * **Music Production:** Create unique vocal effects, harmonies, and backing vocals. * **Voiceovers:** Generate voiceovers with different accents, emotions, and styles. * **Audio Editing:** Enhance or modify audio recordings for podcasts, audiobooks, and other content. * **Research and Development:** Explore and advance the field of voice conversion technology. **For Jobs:** * Audio Engineer * Music Producer * Voiceover Artist * Audio Editor * Machine Learning Engineer **AI Keywords:** * Voice Conversion * Pitch Shifting * Timbre Modification * Machine Learning * Audio Processing **For Tasks:** * Convert Pitch * Change Timbre * Synthesize Speech * Train Model * Analyze Audio

RVC_CLI is a command line interface tool for retrieval-based voice conversion. It provides functionalities for installation, getting started, inference, training, UVR, additional features, and API integration. Users can perform tasks like single inference, batch inference, TTS inference, preprocess dataset, extract features, start training, generate index file, model extract, model information, model blender, launch TensorBoard, download models, audio analyzer, and prerequisites download. The tool is built on various projects like ContentVec, HIFIGAN, audio-slicer, python-audio-separator, RMVPE, FCPE, VITS, So-Vits-SVC, Harmonify, and others.

FlexFlow Serve is an open-source compiler and distributed system for **low latency**, **high performance** LLM serving. FlexFlow Serve outperforms existing systems by 1.3-2.0x for single-node, multi-GPU inference and by 1.4-2.4x for multi-node, multi-GPU inference.

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.

Efficient Foundation Model Survey is a comprehensive analysis of resource-efficient large language models (LLMs) and multimodal foundation models. The survey covers algorithmic and systemic innovations to support the growth of large models in a scalable and environmentally sustainable way. It explores cutting-edge model architectures, training/serving algorithms, and practical system designs. The goal is to provide insights on tackling resource challenges posed by large foundation models and inspire future breakthroughs in the field.

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.

This repo contains a comprehensive paper list of **Model Quantization** for efficient deep learning on AI conferences/journals/arXiv. As a highlight, we categorize the papers in terms of model structures and application scenarios, and label the quantization methods with keywords.

This repository provides an LLM-driven audio codec model, LLM-Codec, for building multi-modal LLMs (text and audio modalities). The model enables frozen LLMs to achieve multiple audio tasks in a few-shot style without parameter updates. It compresses the audio modality into a well-trained LLMs token space, treating audio representation as a 'foreign language' that LLMs can learn with minimal examples. The proposed approach supports tasks like speech emotion classification, audio classification, text-to-speech generation, speech enhancement, etc., demonstrating feasibility and effectiveness in simple scenarios. The LLM-Codec model is open-sourced to facilitate research on few-shot audio task learning and multi-modal LLMs.

This repository includes papers and blogs about Efficient Transformers, Length Extrapolation, Long Term Memory, Retrieval Augmented Generation(RAG), and Evaluation for Long Context Modeling.

This repository does not provide a tool, but rather a collection of resources and strategies for academics in the field of artificial intelligence who are feeling depressed or overwhelmed by the rapid advancements in the field. The resources include articles, blog posts, and other materials that offer advice on how to cope with the challenges of working in a fast-paced and competitive environment.

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.

Awesome-ChatTTS is an official recommended guide for ChatTTS beginners, compiling common questions and related resources. It provides a comprehensive overview of the project, including official introduction, quick experience options, popular branches, parameter explanations, voice seed details, installation guides, FAQs, and error troubleshooting. The repository also includes video tutorials, discussion community links, and project trends analysis. Users can explore various branches for different functionalities and enhancements related to ChatTTS.

デジタル テキストを除く、手書きの筆圧を分析して性格特性を推測します。(Analyzes handwriting pressure to infer personality traits, excluding digital text.)

コードを分析し、言語ではなくスタイルに焦点を当て、プログラムを書いた人の性格を推察するツールです。( It is a tool that analyzes code, focuses on style rather than language, and infers the personality of the person who wrote the program. )

I provide detailed summaries, critiques, and inferences on articles, papers, transcripts, websites, and more. Just give me text, a URL, or file to digest.

Start by sharing what’s on your mind or any emotional challenges you're facing. PSYCH will guide you through reflective dialogue, providing insights and coping mechanisms tailored to your needs.

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The Bhagavad Gita imparts wisdom on ethical living, duty without attachment, and mindfulness,fostering personal growth, emotional resilience, and inner peace. Its teachings encourage self-awareness, compassion,and spiritual well-being through paths like yoga and meditation, enhancing life's journey

A spiritual guide to discuss enlightenment and inner peace.

Unleash Your Inner GOAT in Coding! Be the ultimate full-stack developer with unrivaled skills in all coding languages and platforms. Write elegant, secure code, and more. Excel in cybersecurity and innovate with your comprehensive expertise. Ready to code like never before?

Unleash Your Inner Pixel

Welcome to the Inner Circle Trader GPT Model

Unleash Your Inner Chef

Sparking your inner art genius with a dash of wit!

Your guide for daily spiritual journaling and inner wisdom.

Unleash your inner Bearded Badass! Beard’s got your back (and beard) with custom humor, grooming hacks, and wisdom as unique as your facial hair!

A guide to help you traverse your inner world, Guru is designed to help you navigate the complexities of life with scientific, therapeutic, and spiritual approaches grounded in simplicity and self-understanding.

Mastering Stock Trading with Price Action Concepts: An Educational Guide Inspired by Michael J. Huddleston's Inner Circle Trader(ICT). Fan created for educational purpose only.

Fix yourself, rebuild and challenge yourself with code, unleash your inner beast!

Guidance and insights based on Buddhist philosophy.

Dual persona of good & bad conscience, offering contrasting advice.

A deity of beauty guiding in embracing femininity.