Qumulo NeuralCache
The Qumulo NeuralCache prefetch engine, a feature of Qumulo Cloud Data Fabric, turbocharges application performance and accelerates your globally distributed workflows by preemptively retrieving the remote data your workloads need before they even ask for it.
Additional Resources
Eliminate the Constraints of Bandwidth and Distance
Qumulo NeuralCache boosts Cloud Data Fabric performance by anticipating the data you need, optimizing data movement, and access for large-scale or file-based workloads. With typical hit rates of 90%+, NeuralCache maximizes performance, reduces WAN delays, and lowers cloud egress charges. Developed over 13 years of analyzing I/O access patterns, and based on 32 trillion data points collected across 5+ EB of data under management, NeuralCache delivers:
96%
Inference Accuracy
Preemptive Caching
80%
Reduction
in Total Cost of Ownership
Remote as
Local
64%
Reduction in AI GPU Costs*
Data Center Space/Power Reduction
Real World Acceleration
M&E Autodesk Flame:
Average 2.6ms / Read
Healthcare DICOM Viewer:
Average 82.6ms / Read
Energy SLB Petrel:
Average 44.1ms / Read
PyTorch AI Reasoning
Average 189.3ms / Read
Frequently Asked Questions
No, NeuralCache is included with Qumulo Cloud Data Fabric.
Yes, results will vary, but Qumulo NeuralCache will accelerate any workflow.
When data is transferred via Qumulo NeuralCache, it moves relevant blocks between endpoints rather than entire files, making it significantly more efficient than traditional file-level movements. In a traditional file-based workflow, you would have to wait for a whole file or project to download from the remote storage before you could start working. Imagine playing a multi-GB video and waiting for the entire thing before hitting play. With Qumulo NeuralCache, we intelligently move small pieces of the filesystem into your local cloud or on-premises cluster as you use it. NeuralCache effectively predicts which blocks will likely be needed next and brings in that data before you ask for it. If you change what you’re doing, for example, scrubbing in a video file, the NeuralCache will quickly adapt to your new patterns and fetch data relevant to your current work.