Alluxio for AI
The only high-performance distributed cache optimized to accelerate AI.
Maximize AI workload performance and your GPU investment
GPUs are fast, as long as they’re fed the data they need.
AI workloads are bottlenecked by storage systems that can’t deliver the performance needed to fully harness the power of your GPU investment.Alluxio Distributed Cache solves the storage performance bottleneck and accelerates AI workloads by caching data on or near the GPU cluster running the AI workload.
AI training workloads are further accelerated by writing checkpoint files to Alluxio Distributed Cache, while Alluxio asynchronously copies checkpoint files to your persistent storage.
Navigate GPU scarcity with Alluxio
Finding GPUs is hard, migrating your workloads shouldn’t be.
Moving AI workloads between regions, clouds, and on-premises to get access to GPUs has one major challenge, the data.
Alluxio Distributed Cache makes it seamless and fast to run AI workloads wherever you can find available GPUs without the cost and complexity of bringing all your data with you.
Alluxio’s read-through cache and bulk loader ensure accelerated access to the data needed for a specific AI workload, wherever the data lives, without having to maintain multiple copies of the entire persistent data store.
Decouple storage capacity from storage performance
Grow your storage capacity without growing your budget.
Whether your storage capacity is terabytes or petabytes today, it will be even greater tomorrow. Delivering the performance required for AI while growting storage capacity at this scale may sound like it will blow your budget. Not with Alluxio.
Alluxio decouples storage capacity from storage performance enabling you to leverage low-cost storage solutions, such as cloud object storage, to manage data growth without sacrificing performance.
Accelerate model development cycles
Data access delays lead to model launch delays.
Simply getting access to the right training data wastes countless hours of data science, modeling, and engineering time.
Alluxio accelerates model development cycles and improves productivity by providing a standard, unified interface to all your data sources.
Alluxio enables seamless, secure data access, regardless of storage type or location, by mounting data stores on your training cluster nodes with an optimized FUSE-based file system using a unified namespace.
Alluxio offers dedicated integrations for the most popular AI frameworks.