Anyone have an S3-compatible store that actually saturates H100s without the AWS egress tax? [R]

Reddit - Machine Learning 1 min read

About this article

We’re training on a cluster in Lambda Labs, but our main dataset ( over 40TB) is sitting in AWS S3. The egress fees are high, so we tried to do it off Cloudflare R2. The problem is R2’s TTFB is all over the place, and our data loader is constantly waiting on I/O. Then the GPUs are unused for 20% of the epoch. Is there a zero-egress alternative that actually has the throughput/latency for high-speed streaming? Or are we stuck building a custom NVMe cache layer? submitted by /u/regentwells [lin...

You've been blocked by network security.To continue, log in to your Reddit account or use your developer tokenIf you think you've been blocked by mistake, file a ticket below and we'll look into it.Log in File a ticket

Originally published on April 09, 2026. Curated by AI News.

Related Articles

Machine Learning

AI Systems Performance Engineering by Chris Fregly - is it worth it? [D]

I found this book "AI Systems Performance Engineering" by Chris Fregly [1]. There is another book "Machine Learning Systems" by harvard [...

Reddit - Machine Learning · 1 min ·
Machine Learning

do not the stupid, keep your smarts

following my reading of a somewhat recent Wharton study on cognitive Surrender, i made a couple models go back and forth on some recursiv...

Reddit - Artificial Intelligence · 1 min ·
Llms

[R] Forced Depth Consideration Reduces Type II Errors in LLM Self-Classification: Evidence from an Exploration Prompting Ablation Study - (200 trap prompts, 4 models, 8 Step-0 variants) [R]

LLM-Based task classifier tend to misroute prompts that look simple at first glance, but require deeper understanding - I call it "Type I...

Reddit - Machine Learning · 1 min ·
Machine Learning

Parax: Parametric Modeling in JAX + Equinox [P]

Hi everyone! Just wanted to share my Python project Parax - an add-on on top of the Equinox library catering for parameter-first modeling...

Reddit - Machine Learning · 1 min ·
More in Machine Learning: This Week Guide Trending

No comments

No comments yet. Be the first to comment!

Stay updated with AI News

Get the latest news, tools, and insights delivered to your inbox.

Daily or weekly digest • Unsubscribe anytime