CommunityNews

CommunityNews

Benchmarking Neural Network Training Algorithms

Benchmarking Neural Network Training Algorithms.
Training algorithms, broadly construed, are an essential part of every deep
learning pipeline. Training algorithm improvements that speed up training
across a wide variety of workloads (e.g., better update rules, tuning
protocols, learning rate schedules, or data selection schemes) could save time,
save computational resources, and lead to better, more accurate, models.
Unfortunately, as a community, we are currently unable to reliably identify
training algorithm improvements, or even determine the state-of-the-art
training algorithm. In this work, using concrete experiments, we argue that
real progress in speeding up training requires new benchmarks that resolve
three basic challenges faced by empirical comparisons of training algorithms:
(1) how to decide when training is complete and precisely measure training
time, (2) how to handle the sensitivity of measurements to exact workload
details, and (3) how to fairly compare algorithms that require hyperparameter
tuning. In order to address these challenges, we introduce a new, competitive,
time-to-result benchmark using multiple workloads running on fixed hardware,
the AlgoPerf: Training Algorithms benchmark. Our benchmark includes a set of
workload variants that make it possible to detect benchmark submissions that
are more robust to workload changes than current widely-used methods. Finally,
we evaluate baseline submissions constructed using various optimizers that
represent current practice, as well as other optimizers that have recently
received attention in the literature. These baseline results collectively
demonstrate the feasibility of our benchmark, show that non-trivial gaps
between methods exist, and set a provisional state-of-the-art for future
benchmark submissions to try and surpass.

Read in full here:

This thread was posted by one of our members via one of our news source trackers.

Where Next?

Popular General Dev topics Top

First poster: dimitarvp
skiftOS is a simple, handmade operating system for the x86 platform, aiming for clean and pretty APIs while keeping the spirit of UNIX. s...
New
First poster: bot
MEMORANDUM FOR SENIOR PENTAGON LEADERSHIP COMMANDANT OF THE COAST GUARD COMMANDERS OF THE COMBATANT COMMANDS DEFENSE AGENCY AND DOD FIEL...
New
First poster: dyowee
Everyone seems to be striving for ‘clean’ code at the moment. You can’t read a blog post without the author telling you how clean their a...
New
OvermindDL1
Yet another rust-made text editor, though I’m really liking the looks of how this one works!
New
First poster: bot
Flipper Zero is a portable multi-tool for pentesters and geeks in a toy-like body. It loves hacking digital stuff, such as radio protocol...
New
First poster: Korbin73
Whatever happened to Elm, anyway?. I see this question pop up quite frequently in lots of different arenas - folks are curious as to wha...
New
First poster: peterchancc
Why I like Clojure as a solo developer | Biff. Most of the reasons fall into a few categories: data orientation, the JVM, and the REPL.
New
CommunityNews
SLUM: The Shadow Library Uptime Monitor. This dashboard tracks the availability of popular shadow libraries in real time from a US-based...
New
First poster: dyowee
olmOCR is an open-source tool for converting PDFs to text with high accuracy, preserving reading order and supporting tables, equations, ...
New
First poster: joeb
The new frameworks will continue until morale improves.
/js
New

Other popular topics Top

AstonJ
If it’s a mechanical keyboard, which switches do you have? Would you recommend it? Why? What will your next keyboard be? Pics always w...
New
AstonJ
SpaceVim seems to be gaining in features and popularity and I just wondered how it compares with SpaceMacs in 2020 - anyone have any thou...
New
AstonJ
poll poll Be sure to check out @Dusty’s article posted here: An Introduction to Alternative Keyboard Layouts It’s one of the best write-...
New
New
PragmaticBookshelf
“Finding the Boundaries” Hero’s Journey with Noel Rappin @noelrappin Even when you’re ultimately right about what the future ho...
New
gagan7995
API 4 Path: /user/following/ Method: GET Description: Returns the list of all names of people whom the user follows Response [ { ...
New
AstonJ
We’ve talked about his book briefly here but it is quickly becoming obsolete - so he’s decided to create a series of 7 podcasts, the firs...
New
PragmaticBookshelf
Author Spotlight Mike Riley @mriley This month, we turn the spotlight on Mike Riley, author of Portable Python Projects. Mike’s book ...
New
AnfaengerAlex
Hello, I’m a beginner in Android development and I’m facing an issue with my project setup. In my build.gradle.kts file, I have the foll...
New
AstonJ
This is cool! DEEPSEEK-V3 ON M4 MAC: BLAZING FAST INFERENCE ON APPLE SILICON We just witnessed something incredible: the largest open-s...
New