MInference is an inference acceleration framework for long context large language models (LLMs). It leverages the dynamic sparse characteristics of LLMs' attention mechanisms, significantly enhancing the speed of pre-filling through static pattern recognition and online sparse index approximation computation. It achieves a tenfold increase in processing 1M contexts on a single A100 GPU while maintaining inference accuracy.

The Intel NPU Acceleration Library is designed to enhance the performance of deep learning and machine learning applications on Intel's Neural Processing Units (NPUs). It offers algorithms and tools optimized for Intel hardware, supports various deep learning frameworks, and significantly improves model inference speed and efficiency.

OpenDiT is an open-source project providing a high-performance implementation of Diffusion Transformer (DiT) based on Colossal-AI. It is designed to enhance the training and inference efficiency of DiT applications, including text-to-video and text-to-image generation. OpenDiT achieves performance improvements through the following technologies: * GPU acceleration up to 80% and 50% memory reduction; * Core optimizations including FlashAttention, Fused AdaLN, and Fused layernorm; * Mixed parallelism methods such as ZeRO, Gemini, and DDP, along with model sharding for ema models to further reduce memory costs; * FastSeq: A novel sequence parallelism method particularly suitable for workloads like DiT, where activations are large but parameters are small. Single-node sequence parallelism can save up to 48% in communication costs and break through the memory limit of a single GPU, reducing overall training and inference time; * Significant performance improvements can be achieved with minimal code modifications; * Users do not need to understand the implementation details of distributed training; * Complete text-to-image and text-to-video generation workflows; * Researchers and engineers can easily use and adapt our workflows to real-world applications without modifying the parallelism part; * Training on ImageNet for text-to-image generation and releasing checkpoints.

MInference is an inference acceleration framework for long context large language models (LLMs). It leverages the dynamic sparse characteristics of LLMs' attention mechanisms, significantly enhancing the speed of pre-filling through static pattern recognition and online sparse index approximation computation. It achieves a tenfold increase in processing 1M contexts on a single A100 GPU while maintaining inference accuracy.

DETECT-2B is Resemble AI's latest deepfake detection solution. It can detect over 30 languages with an accuracy of over 94% within 200 milliseconds. Our efficient and multilingual technology effectively addresses audio fraud based on AI.

Winston AI is the most reliable AI detector, accurately identifying text and images generated by AI tools. Used by hundreds of thousands of users and trusted by the world's largest publishers and institutions, it can identify images generated by Midjourney, DALL-E, Stable Diffusion, and more with exceptional accuracy. Use our Chrome plugin to directly scan any content or image on web pages for AI-generated elements. For privacy protection, scans performed using the Chrome plugin are not stored anywhere.

ChatGPT Detector is a tool designed to identify if a piece of writing is generated by AI. It assesses the authenticity of text by analyzing the predictability of each word, helping users distinguish between human writing and AI-generated content. Key features include: free access, high accuracy, student-friendly, and detailed text analysis.

Powered by six revolutionary technologies, the NVIDIA Blackwell platform drives accelerated computing, enabling real-time AI generation and processing of language models with up to hundreds of billions of parameters, while reducing costs and energy consumption.

The Intel NPU Acceleration Library is designed to enhance the performance of deep learning and machine learning applications on Intel's Neural Processing Units (NPUs). It offers algorithms and tools optimized for Intel hardware, supports various deep learning frameworks, and significantly improves model inference speed and efficiency.

OpenDiT is an open-source project providing a high-performance implementation of Diffusion Transformer (DiT) based on Colossal-AI. It is designed to enhance the training and inference efficiency of DiT applications, including text-to-video and text-to-image generation. OpenDiT achieves performance improvements through the following technologies: * GPU acceleration up to 80% and 50% memory reduction; * Core optimizations including FlashAttention, Fused AdaLN, and Fused layernorm; * Mixed parallelism methods such as ZeRO, Gemini, and DDP, along with model sharding for ema models to further reduce memory costs; * FastSeq: A novel sequence parallelism method particularly suitable for workloads like DiT, where activations are large but parameters are small. Single-node sequence parallelism can save up to 48% in communication costs and break through the memory limit of a single GPU, reducing overall training and inference time; * Significant performance improvements can be achieved with minimal code modifications; * Users do not need to understand the implementation details of distributed training; * Complete text-to-image and text-to-video generation workflows; * Researchers and engineers can easily use and adapt our workflows to real-world applications without modifying the parallelism part; * Training on ImageNet for text-to-image generation and releasing checkpoints.

BypassGPT is an AI detection bypass tool that can make AI-generated text undetectable by AI detectors, enabling you to easily circumvent AI detection.

Winston AI is the most trusted AI detector to help identify content generated by AI like ChatGPT and more. Our AI writing detector is used by hundreds of thousands of users and trusted by global publishers and institutions. With our Chrome extension, you can directly highlight text on any web page and right-click to scan for AI content. Our AI detector has industry-leading accuracy (99.6%) and supports multiple languages including English, French, Spanish, and German.