Meet the Growing Demand and Diversity of Computational Engineering with Rescale Compute Classes

Introducing Compute Classes on Rescale

Modern R&D teams face ever-increasing demands for computational power for their digital engineering and scientific research. Whether simulating complex CAE problems, performing AI optimization, or analyzing vast design spaces, specialized computing architectures and configurations make a big difference in performance and efficiency. To help customers get the best performance with the latest technologies, Rescale is excited to announce Compute Classes, a platform enhancement designed to simplify and automate infrastructure selection based on application-specific requirements. 

Compute Infrastructure and Application Continue to Evolve–But Faster Than Ever

Today’s engineering challenges demand faster, more accurate simulations powered by diverse and specialized compute architectures, from x86, to GPU, to RISC-V, and other accelerator types. Simulation applications are growing hungrier for computational resources, driven by trends like AI, increasingly complex datasets, and the global compute-driven innovation race.

Infrastructure decision-makers face a constant balancing act: how to ensure their teams have access to all the right resources without overwhelming them with complexity of choice. Traditional approaches to selecting and managing hardware architectures often create bottlenecks, slowing down time-to-market and hampering innovation. Rescale Compute Classes address this head-on by automating and optimizing resource allocation.

What Are Rescale Compute Classes?

Compute Classes are prebuilt groups of Coretypes tailored to meet the unique demands of specific workloads. Leveraging Rescale’s Coretype Sets technology, Compute Classes empower users to focus on innovation rather than infrastructure. They provide an intuitive way for organizations to select and access cutting-edge compute architectures suited for their workloads.

Available Compute Classes:

• General Purpose Compute Class: Designed for compute-intensive HPC workloads.
• Large Memory Compute Class: Tailored for memory-intensive applications such as large-scale simulations or AI training.
• Large Disk Compute Class: Ideal for data-heavy workloads requiring high storage capacity.

Simplifying Infrastructure for Engineering Teams

For many engineering teams, understanding the nuances of infrastructure selection is a daunting and unnecessary burden. Simulation engineers, computational biologists, and other specialists shouldn’t need to become experts in compute architecture terminology or availability.

Challenges Facing Engineering Teams Performing Modeling and Simulation

1. Capacity Constraints: As demand for GPUs and other specialized hardware grows, capacity limitations can delay critical R&D work.
2. Rapidly Changing Architectures: Keeping up with the latest and most efficient architectures is not feasible for most teams.
3. Complex Cloud Environments: Managing infrastructure across multiple clouds introduces significant complexity, with varying terminologies and capabilities.

Compute Classes alleviate these pain points, ensuring that each workload is automatically matched to the best available compute resources.

Key Benefits of Compute Classes

Rescale’s Compute Classes provide several critical advantages, enabling organizations to unlock the full potential of their R&D workflows.

1. Simplified Infrastructure Selection
   Instead of manually choosing hardware, users simply select the Compute Class best suited to their workload. This eliminates guesswork and reduces the learning curve for engineering teams.
2. Automatic Access to Cutting-Edge Hardware
   As Rescale integrates new hardware architectures, Compute Classes automatically incorporate them. This allows teams to stay ahead of the curve without requiring manual updates.
3. Business Continuity
   Compute Classes dynamically redirect workloads to alternative coretypes if the primary choice is unavailable. This ensures uninterrupted operations and minimizes delays caused by hardware shortages.

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Use Cases for Compute Classes

Compute Classes are versatile and adaptable, making them suitable for a wide range of R&D applications. Here are some examples of how organizations can leverage these classes:

• High-Fidelity Simulations: Engineers conducting simulations with intricate geometries or physics can benefit from the General Purpose Compute Class for balanced performance.
• Data-Intensive Analytics: The Large Disk Compute Class is ideal for analyzing massive datasets, such as genomics or climate modeling.
• AI Model Training: Large Memory Compute Class is perfect for training complex machine learning models that require significant memory capacity.

For organizations unsure which Compute Class is best for their needs, Rescale’s Performance Profiles provide detailed comparisons of actual performance across compute resources, ensuring the right fit every time.

How Compute Classes Enhance Productivity

By abstracting away the complexities of infrastructure management, Compute Classes free up engineering and IT teams to focus on what matters most—driving innovation. Here’s how:

• Accelerated Time-to-Market: With simplified hardware selection and automatic access to the latest architectures, R&D cycles can move faster.
• Increased Efficiency: Automation reduces the time spent on manual configurations and troubleshooting, enabling teams to allocate more resources to core projects.
• Improved ROI: Leveraging optimal hardware for each workload maximizes resource utilization, delivering cost savings and better performance outcomes.

As the demands of computational engineering continue to grow, organizations need agile, scalable solutions to keep pace. Rescale’s Compute Classes offer a streamlined, efficient way to access cutting-edge infrastructure without the complexity of traditional approaches. By aligning resources with workload demands and automating access to the latest technologies, Compute Classes enable faster innovation and better results.

Compute Classes represent the next step in Rescale’s commitment to empowering engineering and IT leaders with the tools they need to succeed in an increasingly competitive landscape. By delivering simplified infrastructure management and continuous innovation, Rescale ensures that your organization is always one step ahead.