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A Unified and Scalable Machine Learning Library for Running Training and Deployment Anywhere at Any Scale. TensorOpera AI is the next-gen cloud service for LLMs & Generative AI. It helps developers to launch complex model training, deployment, and federated learning anywhere on decentralized GPUs, multi-clouds, edge servers, and smartphones, easily, economically, and securely. Highly integrated with TensorOpera open source library, TensorOpera AI provides holistic support of three interconnected AI infrastructure layers: user-friendly MLOps, a well-managed scheduler, and high-performance ML libraries for running any AI jobs across GPU Clouds. A typical workflow is shown in the figure above. When a developer wants to run a pre-built job in Studio or Job Store, TensorOperaLaunch swiftly pairs AI jobs with the most economical GPU resources, and auto-provisions, and effortlessly runs the job, eliminating complex environment setup and management.
Features
- TensorOpera Studio embraces the power of Generative AI! Access popular open-source foundational models
- TensorOpera Job Store maintains a list of pre-built jobs for training, deployment, and federated learning
- TensorOpera Launch swiftly pairs AI jobs with the most economical GPU resources, auto-provisions, and effortlessly runs the job
- TensorOpera Deploy is a model serving platform for high scalability and low latency
- TensorOpera Train focuses on distributed training of large and foundational models
- TensorOpera Federate is a federated learning platform backed by the most popular federated learning open-source library and the world’s first FLOps
Project Samples
