LessWrong (30+ Karma)

“Musings on LLM Scale (Jul 2024)” by Vladimir_Nesov


Listen Later

In a recent interview, Dario Amodei claimed that cost of training is (starting with models already available)

Right now, $100 million. There are models in training today that are more like a $1 billion. I think if we go to $10 or a $100 billion, and I think that will happen in 2025-2026, maybe 2027, ...

(Epistemic status: Fermi estimates, 8 is approximately 10 which is greater than 9.)

Assuming $40,000 per H100 and associated infrastructure in a datacenter, $1 billion gives 25K H100s, which matches the scale of for example Meta's new training clusters and requires about 40MW of power. At $2 per hour, training time cost of 25K H100s reaches $100 million in 80 days, which seems reasonable if on the short side for a production training run. The cost of time matches $1 billion at 2.3 years. An H100 (SXM) is rated for [...]

---

First published:

July 3rd, 2024

Source:

https://www.lesswrong.com/posts/T3tDQfkAjFsScHL3C/musings-on-llm-scale-jul-2024

---

Narrated by TYPE III AUDIO.

...more
View all episodesView all episodes
Download on the App Store

LessWrong (30+ Karma)By LessWrong


More shows like LessWrong (30+ Karma)

View all
Making Sense with Sam Harris by Sam Harris

Making Sense with Sam Harris

26,434 Listeners

Conversations with Tyler by Mercatus Center at George Mason University

Conversations with Tyler

2,388 Listeners

The Peter Attia Drive by Peter Attia, MD

The Peter Attia Drive

7,906 Listeners

Sean Carroll's Mindscape: Science, Society, Philosophy, Culture, Arts, and Ideas by Sean Carroll | Wondery

Sean Carroll's Mindscape: Science, Society, Philosophy, Culture, Arts, and Ideas

4,133 Listeners

ManifoldOne by Steve Hsu

ManifoldOne

87 Listeners

Your Undivided Attention by Tristan Harris and Aza Raskin, The Center for Humane Technology

Your Undivided Attention

1,462 Listeners

All-In with Chamath, Jason, Sacks & Friedberg by All-In Podcast, LLC

All-In with Chamath, Jason, Sacks & Friedberg

9,095 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

87 Listeners

Dwarkesh Podcast by Dwarkesh Patel

Dwarkesh Podcast

389 Listeners

Hard Fork by The New York Times

Hard Fork

5,429 Listeners

The Ezra Klein Show by New York Times Opinion

The Ezra Klein Show

15,174 Listeners

Moonshots with Peter Diamandis by PHD Ventures

Moonshots with Peter Diamandis

474 Listeners

No Priors: Artificial Intelligence | Technology | Startups by Conviction

No Priors: Artificial Intelligence | Technology | Startups

121 Listeners

Latent Space: The AI Engineer Podcast by swyx + Alessio

Latent Space: The AI Engineer Podcast

75 Listeners

BG2Pod with Brad Gerstner and Bill Gurley by BG2Pod

BG2Pod with Brad Gerstner and Bill Gurley

459 Listeners