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GTC On-Demand

AI Application Deployment and Inference
Presentation
Media
Performance Optimization for Deep Image Matting in Photoshop
Learn how a research paper from Adobe Research Labs makes it into a real customer product like Photoshop. We attempted to solve a number of challenging issues about applying the technology to real-world use cases, including large model size, heavy memory consumption, and slow runtime performance.
Learn how a research paper from Adobe Research Labs makes it into a real customer product like Photoshop. We attempted to solve a number of challenging issues about applying the technology to real-world use cases, including large model size, heavy memory consumption, and slow runtime performance.  Back
 
Keywords:
AI Application Deployment and Inference, GTC Silicon Valley 2018 - ID S8550
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Algorithms and Numerical Techniques
Presentation
Media
Accelerating Generative Design by Leveraging GPUs on the Cloud
We''ll walk through the use of GPU accelerated voxel-based stress solver in the level set topology optimization engine used for Autodesk Generative Design. We''ll discuss how the solver benefits from executing on the GPU over our CPU implementation and why this is important from both a costing and efficiency standpoint. Autodesk has partnered closely with Amazon to deliver cloud-based simulation on their platform and we will talk about how we are driving GPU usage on the cloud and how we have used the nvidia-docker plugin for PCIe passthrough to run on Amazon''s GPU compute systems.
We''ll walk through the use of GPU accelerated voxel-based stress solver in the level set topology optimization engine used for Autodesk Generative Design. We''ll discuss how the solver benefits from executing on the GPU over our CPU implementation and why this is important from both a costing and efficiency standpoint. Autodesk has partnered closely with Amazon to deliver cloud-based simulation on their platform and we will talk about how we are driving GPU usage on the cloud and how we have used the nvidia-docker plugin for PCIe passthrough to run on Amazon''s GPU compute systems.  Back
 
Keywords:
Algorithms and Numerical Techniques, Product & Building Design, Graphics and AI, Data Center and Cloud Infrastructure, GTC Silicon Valley 2018 - ID S8512
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