Together AI is a cutting-edge cloud platform specifically designed for the development, deployment, and optimization of generative AI models. Here’s a comprehensive overview of what the product does and its key features:
What Together AI Does
Together AI is an all-in-one solution for AI development, catering to the end-to-end needs of AI workloads. It provides a full-stack approach, offering both compute resources and software tools necessary for building, training, fine-tuning, and deploying AI models. This platform is tailored to support various AI applications, making it an ideal choice for developers, startups, and large enterprises.
Key Features and Functionality
AI Inference
Together AI boasts the fastest AI inference stack available, ensuring quick and efficient processing of AI tasks. This service is highly scalable, supporting large-scale deployments, and offers significant cost savings compared to traditional inference services.
Fine-Tuning and Custom Models
The platform allows users to fine-tune leading open-source models, such as LLaMA-2, RedPajama, Mistral, and others, using their private datasets. This customization enhances the accuracy of the models for specific tasks and supports a wide range of models for diverse applications.
GPU Clusters
Together AI provides high-performance GPU clusters equipped with top-tier hardware like NVIDIA A100 and H200 GPUs. These clusters are scalable, available in configurations ranging from 16 to 2048 GPUs, and are optimized for large-scale training and fine-tuning of AI models.
Data Management
The platform includes robust data management tools, such as data versioning, labeling, and preprocessing. This ensures that the datasets used for training and fine-tuning models are well-organized and efficiently utilized.
Experiment Tracking and Reproducibility
Together AI offers features for tracking and managing experiments and iterations involved in developing AI models. This helps ensure reproducibility and facilitates collaboration among developers.
Developer API and Integration
The platform provides a comprehensive API with SDKs available for multiple programming languages, along with detailed documentation and support for seamless integration into various applications. This makes it easy for developers to host their trained models and serve them via API endpoints.
Cost Efficiency and Pricing
Together AI operates on a token-based pricing model, which is attractive to customers with variable or unpredictable workloads. This model aligns with the spiky API volumes of startups training new models and launching new products, offering a cost-effective solution compared to traditional per-hour pricing models.
Speed and Efficiency
The platform utilizes proprietary technologies such as FlashAttention-2 and Monarch Mixer architectures to enhance AI performance and reduce computational overhead. This dramatically reduces training and inference times, making it highly efficient for AI deployment.
Security, Privacy, and Reliability
Together AI emphasizes reliability, privacy, and security, ensuring consistent and high-quality performance. The platform incorporates various techniques to speed up inference of transformer models and extract more work from GPUs, further enhancing its reliability and efficiency.
In summary, Together AI is a powerful and flexible cloud platform that offers ultra-fast inference, scalable GPU clusters, robust fine-tuning capabilities, and comprehensive data management tools. Its focus on speed, efficiency, and cost-effectiveness makes it an invaluable resource for developers and enterprises in the AI landscape.