SupremeRAID™: The Best RAID Solution for AI & Machine Learning

SupremeRAID™ is the most effective RAID solution for AI and machine learning, offering faster I/O with GPU-based technology, improved read/write performance, over 50% more usable storage capacity, and full CPU access for applications by eliminating competition for CPU power.

How NVMe/NVMeoF RAID Benefits AI/ML Performance

The impact of NVMe SSDs is reshaping performance possibilities for AI/ML.
NVMe/NVMeoF RAID benefits AI/ML performance by enhancing data redundancy, fault tolerance, and data integrity, which are crucial for extensive training jobs that can take hours and often involve massive datasets. NVMe/NVMeoF RAID also ensures the reliability of AI/ML models, supports scalable storage solutions for growing datasets, and contributes to high availability by minimizing data loss and downtime from disk failures, all essential for continuous AI/ML deployment uptime.

The Balancing Act

RAID is a necessity, but traditional RAID is an I/O bottleneck, leaving little to no ROI on investment in AI/ML infrastructure

  • NVMe storage is used everywhere, with capacities and performance constantly increasing.
  • NVMe storage performance is evolving too fast to be fully utilized by existing storage architectures.
  • Software-based RAID competes with other applications
    for CPU power, slowing the whole system down.
  • Advances in NVMe technology are moving so fast that ASIC-based RAID can’t deliver the full performance capability of the SSDs – thus, bottlenecking your AI/ML deployment
The Solution

GPU-based SupremeRAID eliminates the RAID bottleneck and delivers faster I/O

  • Hardware RAID creates performance bottlenecks for NVMe RAID and can’t keep up with NVMe SSD capabilities.
  • Software RAID competes with OS and applications, consuming CPU and slowing performance.
  • SupremeRAID™ delivers faster I/O by utilizing patented out-of-path RAID technology: data travels directly from CPU to storage without passing through the SupremeRAID™ card.

How does AI & Machine Learning Benefit
from Faster I/O with SupremeRAID™?

Faster Data Loading for Model Training

Faster I/O reduces time spent on reading input data and allows for more rapid iterations during the training phase.

Reduced Model Training Times

In machine learning, faster I/O enables data scientists to experiment with different configurations more efficiently.

Improved Model Iteration

Faster I/O facilitates quicker model development by reducing the time required for data preparation and training.

Enhanced Data Preprocessing & Feature Engineering

Faster I/O speeds up crucial data preprocessing and feature engineering tasks for more responsive workflows.

Optimized Data Pipelines

Faster I/O ensures smoother movement through complex data pipelines, improving overall workflow efficiency.

Improved Real-Time Inference

For real-time applications where quick decision-making is essential, faster I/O contributes to reduced latency during model inference.

Improved Scalability Without Bottlenecks

Faster I/O improves the overall performance of distributed systems by allowing more efficient data transfer between nodes.

Optimized Hardware Accelerator Usage

Faster I/O ensures that hardware accelerators are fed with data efficiently, maximizing their utilization and accelerating the training process.

Enhanced User Experience

Faster I/O contributes to a more responsive user experience, leading to improved satisfaction with recommendation systems or virtual assistants.

More Efficient Resource Utilization

Faster I/O allows machine learning systems to spend less time waiting for data and more time on actual computation.

SupremeRAID™: The Best RAID Solution
for AI & Machine Learning

SupremeRAID™ is the best RAID solution for AI and machine learning, delivering faster I/O than traditional hardware or software RAID by utilizing GPU-based technology. By distributing data across multiple disks, SupremeRAID™ configurations significantly improve read and write performance, enabling quicker data access and processing. This efficiency allows for better use of AI/ML resources, eliminating the necessity for RAID10 to achieve high performance and providing users with over 50% more usable storage capacity. Additionally, SupremeRAID™ does not compete with AI/ML applications for CPU power, ensuring that these applications have full access to CPU resources.

 Learn about SupremeRAID™ and Supermicro for AI and Machine Learning

Learn More About The Future of Enterprise Data Performance

Named Most Innovative Flash Memory Startup, Best of Show by Flash Memory Summit 2022, SupremeRAID™ performance is breaking world records. Contact us today to find out how our innovative NVMe solution can unlock the full potential of your high performance workloads.

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