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YouTube

Profiling Deep Learning Applications with NVIDIA Tools Extension (NVTX)

Nvidia via YouTube

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Overview

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This webinar demonstrates how to use the NVIDIA Tools Extension Library to annotate deep learning applications and analyze their performance in Nsight Systems. It covers profiling sessions, NVTX syntax, and optimization practices such as memory pinning and asynchronous data transfer.

Syllabus

Intro
A TYPICAL SCENARIO
HOW TO SPEED-UP NETWORK
WHAT'S GOING ON?
NSIGHT PRODUCT FAMILY
NSIGHT SYSTEMS Overview
NVIDIA TOOLS EXTENSION (NVTX)
ADDING NVTX START AND END OPERATIONS
NSIGHT SYSTEMS PROFILE
SIMPLE TRAINING PROGRAM
NVTX SYNTAX Backward propagation with or without using AMP
2ND PROFILING SESSION
FINDING THE RIGHT KNOB
BEST PRACTICES (4)
MEMORY PINNING
ASYNCHRONOUS DATA COPY

Taught by

NVIDIA Developer

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