Amazon Elastic InferenceAmazon
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About
Amazon Elastic Inference allows you to attach low-cost GPU-powered acceleration to Amazon EC2 and Sagemaker instances or Amazon ECS tasks, to reduce the cost of running deep learning inference by up to 75%. Amazon Elastic Inference supports TensorFlow, Apache MXNet, PyTorch and ONNX models. Inference is the process of making predictions using a trained model. In deep learning applications, inference accounts for up to 90% of total operational costs for two reasons. Firstly, standalone GPU instances are typically designed for model training - not for inference. While training jobs batch process hundreds of data samples in parallel, inference jobs usually process a single input in real time, and thus consume a small amount of GPU compute. This makes standalone GPU inference cost-inefficient. On the other hand, standalone CPU instances are not specialized for matrix operations, and thus are often too slow for deep learning inference.
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About
Build, train, and deploy models faster at scale with fully managed infrastructure, tools, and workflows.
Deploy custom AI & LLMs on any infrastructure in seconds and scale inference with ease. Handle your most demanding tasks with batch job scheduling, only paying with per-second billing. Optimize costs with GPU usage, spot instances, and built-in automatic failover. Train with a single command with YAML, simplifying complex infrastructure setups. Automatically scale up workers during high traffic and scale down to zero during inactivity. Deploy cutting-edge models with persistent endpoints in a serverless environment, optimizing resource usage. Monitor system and inference metrics in real-time, including worker count, GPU utilization, latency, and throughput. Efficiently conduct A/B testing by splitting traffic among multiple models for evaluation.
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Platforms Supported
Windows
Not Supported
Mac
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Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
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Android
Not Supported
Chromebook
Not Supported
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Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Audience
IT teams that need an advanced Infrastructure as a Service solution
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Audience
High-performance ML teams
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Support
Phone Support
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24/7 Live Support
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Online
Supported
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Support
Phone Support
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24/7 Live Support
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Online
Supported
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API
Offers API
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API
Offers API
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Pricing
No information available.
Free Version
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Free Trial
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Pricing
$100 + compute/month
Free Version
Supported
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Supported
Webinars
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Live Online
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In Person
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Training
Documentation
Supported
Webinars
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Live Online
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In Person
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Company InformationAmazon
Founded: 2006
United States
aws.amazon.com/machine-learning/elastic-inference/
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Company InformationVESSL AI
Founded: 2020
United States
vessl.ai/
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Categories |
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Integrations
Amazon Web Services (AWS)
Supported
Amazon EC2
Supported
FLUX.1
Not Supported
FLUX.2
Not Supported
Gemma
Not Supported
Gemma 2
Not Supported
Google Cloud Platform
Not Supported
Jupyter Notebook
Not Supported
Kubernetes
Not Supported
LangChain
Not Supported
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Integrations
Amazon Web Services (AWS)
Supported
Amazon EC2
Not Supported
FLUX.1
Supported
FLUX.2
Supported
Gemma
Supported
Gemma 2
Supported
Google Cloud Platform
Supported
Jupyter Notebook
Supported
Kubernetes
Supported
LangChain
Supported
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