January 2025
Intermediate to advanced
698 pages
16h 48m
English
Content preview from Deep Learning and AI SuperheroBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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4.5 Deploying PyTorch Models with TorchServe
After training a PyTorch model, the next crucial step is deploying it in a production environment where it can process new data and generate predictions. TorchServe, a collaborative effort by AWS and Facebook, offers a robust and adaptable solution for serving PyTorch models. This powerful tool enables seamless deployment of trained models as REST APIs, facilitates the management of multiple models concurrently, and provides horizontal scaling capabilities to accommodate high-traffic scenarios.
TorchServe boasts an array of features designed to meet the demands of production-level deployments:
- Multi-model serving: Efficiently manage and serve multiple models within a single instance, optimizing resource ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.