How Does NeuRealityMake AI Easy?
NeuReality makes AI easy by helping deploy and scale Inference workflows with purpose-built solutions in hardware and software for AI.
NeuReality Unleashes AI
How Our Software Makes Inference Easy
Handle any Deep Learning Model
Currently, most Deep Learning Accelerators (DLAs) have deficiencies and missing functionalities, so they can’t support the full offload of Pytorch/TensorFlow AI models. They run from within the frameworks or rely on the user to partition what parts of the models will run on the DLA versus the host CPU. By relying on the CPU to handle the implementation in software later, bottlenecks are created.
NeuReality provides holistic AI inference model execution, which enhances the inference system to handle any trained model. Our platform can handle all Deep Learning Accelerator unsupported operators to form flexible deep learning model complete processing.
Run the whole AI pipeline in hardware
Use cases have a sequencing of pre- and post- processing stages. There are no good software tools that cover this today. Since DLA’s don’t support this offload, bottlenecks are created in the CPU to support this pipeline. Moreover, there aren’t good software tools or frameworks that cover the pipeline compilation and partitioning today.
NeuReality provides full AI pipeline offload tools and runtime for processing the media. Our software handles complete AI pipeline processing including data processing that is needed both before and after deep learning processing and sequencing of these processor steps. By running it off the CPU, we prevent the bottlenecks that can occur.
Interface every Inference Server
Inference consumers need a way to interface the management, provisioning, runtime inference requests. Today, most DLA vendors leave it to each customer to implement on its own or purchase it from an ISV.
NeuReality provides the server interface application that connects to any environment to provide inference service. Our platform connects the interface server to the network of the data center or non-premise IT infrastructure, as well as connect and comply with Kubernetes for orchestration and provisioning. With a simple and easy user experience, this software covers management and control, including model provisioning orchestration, multi-model and multi-client support, and monitoring. Our application programming interfaces (APIs) reduce the complexity of optimizing, setting up, and operating an inference task.
In short, NeuReality optimizes AI usage and makes its setup easy for both inexperienced and sophisticated users. NeuReality helps you easily develop, validate, and deploy inference workloads.