Best AI tools for< Batch Inferences >

Salad is a distributed GPU cloud platform that offers fully managed and massively scalable services for AI applications. It provides the lowest priced AI transcription in the market, with features like image generation, voice AI, computer vision, data collection, and batch processing. Salad democratizes cloud computing by leveraging consumer GPUs to deliver cost-effective AI/ML inference at scale. The platform is trusted by hundreds of machine learning and data science teams for its affordability, scalability, and ease of deployment.

Substratus.AI is a fully managed private LLMs platform that allows users to serve LLMs (Llama and Mistral) in their own cloud account. It enables users to keep control of their data while reducing OpenAI costs by up to 10x. With Substratus.AI, users can utilize LLMs in production in hours instead of weeks, making it a convenient and efficient solution for AI model deployment.

TractoAI is an advanced AI platform that offers deep learning solutions for various industries. It provides Batch Inference with no rate limits, DeepSeek offline inference, and helps in training open source AI models. TractoAI simplifies training infrastructure setup, accelerates workflows with GPUs, and automates deployment and scaling for tasks like ML training and big data processing. The platform supports fine-tuning models, sandboxed code execution, and building custom AI models with distributed training launcher. It is developer-friendly, scalable, and efficient, offering a solution library and expert guidance for AI projects.

Modal is a high-performance cloud platform designed for developers, AI data, and ML teams. It offers a serverless environment for running generative AI models, large-scale batch jobs, job queues, and more. With Modal, users can bring their own code and leverage the platform's optimized container file system for fast cold boots and seamless autoscaling. The platform is engineered for large-scale workloads, allowing users to scale to hundreds of GPUs, pay only for what they use, and deploy functions to the cloud in seconds without the need for YAML or Dockerfiles. Modal also provides features for job scheduling, web endpoints, observability, and security compliance.

BuildShip is a batch processing tool for ChatGPT that allows users to process ChatGPT tasks in parallel on a spreadsheet UI with CSV/JSON import and export. It supports various OpenAI models, including GPT4, Claude 3, and Gemini. Users can start with readymade templates and customize them with their own logic and models. The data generated is stored securely on the user's own Google Cloud project, and team collaboration is supported with granular access control.

BulkGPT is a no-code AI workflow automation tool that combines web scraping and AI capabilities to help users automate tasks such as mass scraping web pages, generating SEO blogs, and creating personalized messages without the need for coding. It offers features like bulk web scraping, AI content creation, SEO product description writing, and more. Users can upload data, run it in Google Sheets, or integrate it with other tools using the API. BulkGPT simplifies data scraping, content creation, and marketing automation tasks, making it a versatile tool for various industries.

WOXO is an AI-powered video generator that helps content creators boost their YouTube and TikTok views. It offers a range of features to streamline the video creation process, including idea generation, quick editing, and scheduling. With WOXO, content creators can save time, overcome creative blocks, and ensure consistency in their video output.

Bulk Rename Utility is a free online file renaming tool that combines AI-powered and rule-based operations to efficiently rename multiple files or folders. Users can choose between AI Mode, where they describe renaming needs to the AI, and Rule Mode, which offers customizable renaming methods. The tool supports various file operations, diverse renaming rules, and ensures user privacy by performing local operations and secure browsing. Bulk Rename Utility stands out for its user-friendly interface, advanced features, browser compatibility, and platform support, making it a versatile solution for batch file renaming tasks.

Pixlr is a free online photo editor, image generator, and design tool suite that offers a wide range of features for both beginners and experienced users. With its user-friendly interface and powerful AI-powered tools, Pixlr makes it easy to edit, enhance, and create stunning images. Whether you need to crop, resize, adjust colors, or add filters and effects, Pixlr has you covered. You can also use Pixlr to create collages, design social media graphics, and even generate AI-powered images from scratch. With its wide range of features and easy-to-use interface, Pixlr is the perfect tool for anyone who wants to edit and enhance their photos.

ThumbSnap is a free online AI art generator powered by Stable Diffusion. It allows users to create unique and realistic images from text prompts. With ThumbSnap, you can generate art in various styles, including realistic, abstract, fantasy, and more. The tool is easy to use and requires no prior artistic skills. Simply type in your desired art prompt and click "Create" to generate an image. You can also use the "Random" button to generate a random image.

Bulk Image Generation is an AI-powered tool that allows users to create up to 100 unique images in minutes. It features a convenient batch editor that is quick, intuitive, and saves significant time. Users can create characters, book illustrations, or any other design with endless creative possibilities.

ImgUpscaler is an AI-powered image upscaler that allows users to enhance and upscale images using deep learning and super-resolution technology. It supports batch processing, allowing users to upscale multiple images simultaneously. ImgUpscaler is particularly effective for upscaling anime and cartoon images, producing higher quality results compared to other tools like ImgLarger and Waifu2x. The tool is free to use for non-login users, with limitations on image size and batch processing. Paid plans starting from $3.9 are available for users who require higher resolution and batch processing capabilities.

Upscayl is an AI image upscaler application that enhances low-resolution images using artificial intelligence technology. It offers hassle-free and easy-to-use image enhancement, turning fuzzy photos into clear works of art. With various model styles, unlimited cloud storage, and universal compatibility, Upscayl is designed for creators, businesses, designers, artists, and developers. The application is free, open-source, and available for Linux, MacOS, Windows, and cloud platforms, providing high-quality image enhancement up to 16x better resolution.

AI Renamer is an application that utilizes artificial intelligence to automatically rename files based on their content. It offers powerful features such as smart recognition, batch processing, and support for various file types. Users can also integrate their own AI models for enhanced flexibility and privacy. The application provides credit-based pricing options and supports both Mac and Windows platforms.

Neuralstyle.art is an AI-powered platform that allows users to turn their photos into high-definition artwork using style transfer and stable diffusion techniques. The platform offers a dedicated GPU cloud for efficient processing, enabling users to create detailed and beautiful artwork from their photos. With a focus on high-resolution output and flexibility for artists, neuralstyle.art provides advanced features such as custom styles, batch processing, pay-as-you-go pricing, and API access. The platform is designed to cater to serious artists looking to experiment and create professional-quality artwork.

Unwatermark.AI is an advanced AI-powered tool designed specifically for removing watermarks from images and videos. It offers a fast, reliable, and user-friendly experience, allowing users to easily remove logos, text, and other unwanted elements from their visuals. The tool supports common image formats like JPG, PNG, WEBP, JPEG, BMP, and even provides a step-by-step guide for watermark removal. With features like high quality output, privacy assurance, multi-terminal support, and fast processing speed, Unwatermark.AI is a valuable solution for content creators, influencers, students, and anyone looking to manage their visual content effectively.

Photo AI™ is a cutting-edge AI application that allows users to generate over 120 unique avatar styles inspired by the original Avatar AI™. It offers a wide range of creative looks, from futuristic designs to artistic interpretations, enabling users to personalize their digital identity with high-quality AI-generated avatars. With features like creating AI models, generating AI photos that resemble the user, and taking stunning AI photos and videos from home, Photo AI™ revolutionizes the way people create visual content. Additionally, users can design and monetize AI influencers, try on clothes virtually, and conduct batch image generation for bulk photo creation.

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.

AI Hugging is a free online AI tool that allows users to generate heartwarming AI Hugging videos from photos. The platform uses advanced AI technology to transform static images into lifelike hugging animations, bringing emotions and memories to life. With features like customizable video styles, batch processing, and authentic emotion preservation, AI Hugging offers a user-friendly experience similar to top video generation platforms. Users can create stunning AI Hugging videos in just a few easy steps, making it a versatile tool for personal and creative projects.

ezremove.ai is a free online image background remover tool that utilizes smart AI technology to automatically remove backgrounds from images. It offers a quick and easy solution for creating transparent images without the need for complex software like Photoshop. Users can upload their photos, and the tool will accurately detect and isolate the subject, providing high-quality results in just seconds. In addition to background removal, the tool also allows for customization of the new background, batch processing of multiple images, and basic photo editing features. With support for various image formats and devices, ezremove.ai is suitable for professionals and casual users alike, making it ideal for eCommerce sellers, social media influencers, designers, and photographers.

cake is a pure Rust implementation of the llama3 LLM distributed inference based on Candle. The project aims to enable running large models on consumer hardware clusters of iOS, macOS, Linux, and Windows devices by sharding transformer blocks. It allows running inferences on models that wouldn't fit in a single device's GPU memory by batching contiguous transformer blocks on the same worker to minimize latency. The tool provides a way to optimize memory and disk space by splitting the model into smaller bundles for workers, ensuring they only have the necessary data. cake supports various OS, architectures, and accelerations, with different statuses for each configuration.

**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.

The TensorRT-LLM Backend is a Triton backend designed to serve TensorRT-LLM models with Triton Inference Server. It supports features like inflight batching, paged attention, and more. Users can access the backend through pre-built Docker containers or build it using scripts provided in the repository. The backend can be used to create models for tasks like tokenizing, inferencing, de-tokenizing, ensemble modeling, and more. Users can interact with the backend using provided client scripts and query the server for metrics related to request handling, memory usage, KV cache blocks, and more. Testing for the backend can be done following the instructions in the 'ci/README.md' file.

TensorZero is an open-source platform that helps LLM applications graduate from API wrappers into defensible AI products. It enables a data & learning flywheel for LLMs by unifying inference, observability, optimization, and experimentation. The platform includes a high-performance model gateway, structured schema-based inference, observability, experimentation, and data warehouse for analytics. TensorZero Recipes optimize prompts and models, and the platform supports experimentation features and GitOps orchestration for deployment.

llm-rankers is a repository that provides implementations for Pointwise, Listwise, Pairwise, and Setwise Document Ranking using Large Language Models. It includes various methods for reranking documents retrieved by a first-stage retriever, such as BM25. The repository offers examples and code snippets for using LLMs to improve document ranking performance in information retrieval tasks. Additionally, it introduces a new setwise reranker called Rank-R1 with reasoning ability.

LLMWare is a framework for quickly developing LLM-based applications including Retrieval Augmented Generation (RAG) and Multi-Step Orchestration of Agent Workflows. This project provides a comprehensive set of tools that anyone can use - from a beginner to the most sophisticated AI developer - to rapidly build industrial-grade, knowledge-based enterprise LLM applications. Our specific focus is on making it easy to integrate open source small specialized models and connecting enterprise knowledge safely and securely.

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.

A curated list of Generative AI projects, tools, artworks, and models

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.

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.

LMDeploy is a toolkit for compressing, deploying, and serving LLM, developed by the MMRazor and MMDeploy teams. It has the following core features: * **Efficient Inference** : LMDeploy delivers up to 1.8x higher request throughput than vLLM, by introducing key features like persistent batch(a.k.a. continuous batching), blocked KV cache, dynamic split&fuse, tensor parallelism, high-performance CUDA kernels and so on. * **Effective Quantization** : LMDeploy supports weight-only and k/v quantization, and the 4-bit inference performance is 2.4x higher than FP16. The quantization quality has been confirmed via OpenCompass evaluation. * **Effortless Distribution Server** : Leveraging the request distribution service, LMDeploy facilitates an easy and efficient deployment of multi-model services across multiple machines and cards. * **Interactive Inference Mode** : By caching the k/v of attention during multi-round dialogue processes, the engine remembers dialogue history, thus avoiding repetitive processing of historical sessions.

LangPort is an open-source platform for serving large language models. It aims to provide a super fast LLM inference service with core features including Huggingface transformers support, distributed serving system, streaming generation, batch inference, and support for various model architectures. It offers compatibility with OpenAI, FauxPilot, HuggingFace, and Tabby APIs. The project supports model architectures like LLaMa, GLM, GPT2, and GPT Neo, and has been tested with models such as NingYu, Vicuna, ChatGLM, and WizardLM. LangPort also provides features like dynamic batch inference, int4 quantization, and generation logprobs parameter.

DOS Script expert aiding in batch file creation and optimization.

Generates high-quality Buddhist images

Creates standalone reusable PHP scripts, tools and batch processes.

Bath essentials and luxurious techniques.

A bathtub expert sharing styles, materials, installation tips, and bath advice.

Playful baby-like GPT offering creative ideas to pamper babies.