![]() Since this is the primary tradeoff, AWS is usually best for teams brining large-scale GPU computing projects into production. Like other AWS products, it can be extremely time consuming to get up and running on GPU instances via EC2. ![]() That said, AWS is known neither for simplicity nor for ease of use. This includes SageMaker Studio Notebooks and other tools. In addition, AWS SageMaker provides a layer on top of EC2 for machine learning and deep learning use cases. EC2 really shines when it comes to top-end 8-way clusters operating under reserved contracts of 1-3 years. But what AWS lacks in options and configuration speed, they make up for in pricing power and volume discount. At the time of the public beta release in 2006 there were no GPUs in the lineup but over the years EC2 has adopted more GPU support in more regions, especially with the rise of AWS SageMaker.Ĭritics have pointed out that EC2 has very few GPU options available given the market dominance that AWS enjoys in cloud computing generally. These factors are highly variable from cloud to cloud and for the moment the guide is focused on the GPU computing aspects of these clouds exclusivelyĪmazon Elastic Compute Cloud or EC2 is one of the oldest products in the AWS portfolio. This guide does not take into account the cost of storage, network performance, and ingress/egress.We want to know hourly and monthly pricing since most GPU cloud providers will provide price breaks or discounts for long-term or reserved instances.We also avoid “two-sided marketplace” GPU cloud providers because they are unreliable and unpredictable.We don’t want to know about fractional GPU machines.We only want to focus on GPU resources that are guaranteed We do not want to know about pre-emptible or interruptible GPUs since we care about production workloads.We want to standardize all cloud providers to a single pricing method: price per GPU per unit time.We are not interested in the cloud provider’s cryptic name for the instance, we are just interested in what the instance comprises.We want to list GPU cloud instances by the model and spec of the GPU. ![]() Calculate the profitability of an entire farm, taking electricity price into account, with our Mining Calculator. Benchmarks are up to date for 2023, updated every hour. ![]() This page helps you compare GPUs and choose the best GPU for mining. First we need to understand what we’re talking about: Kryptex is monitoring hashrate and profitability of the GPUs available on the market. Our mission in this guide is to provide a simplified overview of the GPU cloud providers to make it easier to understand what GPU cloud providers are selling in comparative terms and what various services offer as part of their GPU cloud offerings. GPU machine specs can vary wildly from cloud to cloud – with different instance or machine sub-groupings and different pricing conventions. GPU cloud providers often use different units of measurement with different sensible defaults. ![]()
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