We do know that PR teams enjoy framing things in the most favorable light possible.
5,243 karma · joined November 5, 2018
We do know that PR teams enjoy framing things in the most favorable light possible.
What's important here is that W 7-X is a stellarator, a different type of fusion reactor from almost all prior reactors (they are tokamaks), with a smaller volume than the co-record holder.
That a stellarator gets these results with a much smaller fusion volume is promising for the performance of future larger stellarators, since fusion reactors typically become more efficient as they get larger.
The good news would be that GPT-4o average energy usage per query would be lower than 20 Wh.
The bad news is that there's a quadratic increase in energy usage with the increase in a model's maximum context window. GPT 3.5 -> GPT 4 was an increase from thousands of tokens to hundreds of thousands of tokens.
Given a context window of 128 kilotokens, and how the energy usage range (0.3 to 40 Wh) increases by a factor of 133 from "single query" to "worst case," this suggests linear scaling of energy usage with context length.
Given the common user pattern of "chat with the LLM" the 0.3 Wh figure seems reductive. As the chat grows in length, the length of the "query" becomes the length of the entire chat.
Assuming context compression for long chats, the figure we're looking for per-question energy use should be the energy use for a query half the length of max context tokens.
For GPT-4o: 20 Wh
Indicates that the two o's are separate syllables.
We use an airgapped lab (it has LAN and a local git server for submissions, no WAN) to give coding assessments. It works.
(Serious comment! It's "the" algorithms book).
I feel like this description really buries the lede on Chollet's expertise. (For those who don't know, he's the creator of and lead contributor[0] to Keras)
If you live in Omaha and work remotely, far more remote jobs are available.
If your business happens to not grow, the capital outlay is less than $10,000.
Seems reasonable, especially if you otherwise have an affinity for vinyl or create your own music.
The alternative, given the cost of housing near Stanford and faculty salaries, would be for faculty to live over an hour distant. The university acknowledges the benefit of having faculty live nearby, and also recovers the rent money and keeps the property.
Last paragraph:
For any new grant issued, and for all existing grants to IHEs retroactive to the date of issuance of this Supplemental Guidance, award recipients are subject to a 15 percent indirect cost rate. This rate will allow grant recipients a reasonable and realistic recovery of indirect costs while helping NIH ensure that grant funds are, to the maximum extent possible, spent on furthering its mission. This policy shall be applied to all current grants for go forward expenses from February 10, 2025 forward as well as for all new grants issued. We will not be applying this cap retroactively back to the initial date of issuance of current grants to IHEs, although we believe we would have the authority to do so under 45 CFR 75.414(c).
For the rest of it, there's pedagogical value in giving students worksheets (I prefer ipynbs for coding, but hand calculations are good for algorithms) to follow along with the lecture because if you don't do this, in 2025, 1/4 of the class will be on their phones (and the other 3/4 won't show up to lecture).
If you can work through the papers/source code on your own and aren't afraid of the math, these aren't for you.
Pushing does increase grain; but using a larger format (6x7 or 4x5) reduces the apparent grain in resultant prints.
I can't say enough good things about HC-110 as a developer: pushes well just by increasing development time, shelf-stable for years as a concentrate, and not particularly toxic compared to other developers.
Cameras and lenses were technically capable of high-quality images, but actually making such a photograph required skill or luck; the results were otherwise blurry and poorly-focused. Studio portraits in those days used extremely bright lights to compensate.
The book: https://www.penguinrandomhouse.com/books/208564/freedoms-for...
It's about a mile upriver, near the Watergate.
[0]My opinion. Probably true.