Compare Amazon EC2 UltraClusters vs. Covalent in 2025

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Description

Amazon EC2 UltraClusters allow for the scaling of thousands of GPUs or specialized machine learning accelerators like AWS Trainium, granting users immediate access to supercomputing-level performance. This service opens the door to supercomputing for developers involved in machine learning, generative AI, and high-performance computing, all through a straightforward pay-as-you-go pricing structure that eliminates the need for initial setup or ongoing maintenance expenses. Comprising thousands of accelerated EC2 instances placed within a specific AWS Availability Zone, UltraClusters utilize Elastic Fabric Adapter (EFA) networking within a petabit-scale nonblocking network. Such an architecture not only ensures high-performance networking but also facilitates access to Amazon FSx for Lustre, a fully managed shared storage solution based on a high-performance parallel file system that enables swift processing of large datasets with sub-millisecond latency. Furthermore, EC2 UltraClusters enhance scale-out capabilities for distributed machine learning training and tightly integrated HPC tasks, significantly decreasing training durations while maximizing efficiency. This transformative technology is paving the way for groundbreaking advancements in various computational fields.

Description

Covalent's innovative serverless HPC framework facilitates seamless job scaling from personal laptops to high-performance computing and cloud environments. Designed for computational scientists, AI/ML developers, and those requiring access to limited or costly computing resources like quantum computers, HPC clusters, and GPU arrays, Covalent serves as a Pythonic workflow solution. Researchers can execute complex computational tasks on cutting-edge hardware, including quantum systems or serverless HPC clusters, with just a single line of code. The most recent update to Covalent introduces two new feature sets along with three significant improvements. Staying true to its modular design, Covalent now empowers users to create custom pre- and post-hooks for electrons, enhancing the platform's versatility for tasks ranging from configuring remote environments (via DepsPip) to executing tailored functions. This flexibility opens up a wide array of possibilities for researchers and developers alike, making their workflows more efficient and adaptable.