Buyers should have all the facts
493 karma · joined September 14, 2012
I love working with AI, web technologies, and anything involving the intersection of software and art.
Feel free to contact me for any reason!
eric.streeper@gmail.com
Buyers should have all the facts
After using it for a couple hours (on Elixir code) with Qwen2.5-Coder-3B and no attempts to customize it, this checks a lot of boxes for me:
- I pretty much want fancy autocomplete: filling in obvious things and saving my fingers the work, and these suggestions are pretty good
- the default keybindings work for me, I like that I can keep current line or multi-line suggestions
- no concerns around sending code off to a third-party
- works offline when I'm traveling
- it's fast!
So I don't need to remember how to run the server, I'll probably set up a script to check if it's running and if not start it up in the background and run vim, and alias vim to use that. I looked in the help documents but didn't see a way to disable the "stats" text after the suggestions, though I'm not sure it will bother me that much. VRAM (GB) = 1.2 * number of parameters (in billions) * bits per parameter / 8
The 1.2 is just an estimation factor to account for the VRAM needed for things that aren't model parameters.Because quantization is often nearly free in terms of output quality, you should usually look for quantized versions. For example, Llama 3.2 uses 16-bit parameters but has a 4-bit quantized version, and looking at the formula above you can see that will allow you to run a 4x larger model.
Having enough VRAM will allow you to run a model, but performance is dependent on a lot of other factors. For a much deeper dive into how all of this works along with price/dollar recommendations (though from last year!), Tim Dettmers wrote this excellent article: https://timdettmers.com/2023/01/30/which-gpu-for-deep-learni...
Worth mentioning for the benefit of those who don't want to buy a GPU: there are also models which have been converted to run on CPU.
[0] https://blog.runpod.io/understanding-vram-and-how-much-your-...
[0] https://www.kff.org/report-section/ehbs-2024-section-1-cost-...
This analysis[1] from the Cato Institute found the opposite: “immigrants pay more in taxes than they consume in benefits”.
[1] https://www.cato.org/blog/fiscal-impact-immigration-united-s...
- code generation makes for an extremely productive experience that makes standing up an actually-useful application very fast
- Elixir is a great language, especially for the web, and using it to render the frontend feels like having the full power of the language plus the simplicity of HTML (with little/no writing JavaScript)
- it's extremely efficient since only tiny changes are sent over the WebSocket when data is updated on the server
- you're already using WebSockets, so adding any kind of real-time functionality is very easy (chat, notifications, game state)
Because of the separation of concerns by convention (i.e. keeping business logic in Contexts), it's also a very viable pathway to build a webapp using LiveView first, and serve an API once you need other types of clients (native apps, API consumers) with minimal changes. Ecto is also great to use for validations, and having that available for "frontend" code is a pleasure. It's also great to be able to have backend and frontend tests in Elixir.We've hit some bugs and gotchas over the years leading up to this 1.0 release, but it has long felt like a stable, well-built library that keeps our codebases simple and maintainable, which lets you move fast.
Congratulations to Chris, Jose, and all the other wonderful contributors!
1. https://www.irs.gov/businesses/small-businesses-self-employe...
The world's oldest extant wooden structure is the Kondō (main hall) of the temple Hōryū-ji 法隆寺 in Ikaruga, in the Nara Prefecture of Japan. It was initially built in 607 but completely burned down due to lightning. It was rebuilt in 670, but again nearly burned down by accident in 1949 [1].
It's interesting to contemplate how across these timescales war, disasters, and accidents make it so difficult for structures to survive.
I've found LASER[1] which originally had the idea to embed all languages in the same vector space, though it's a bit harder to use than models available through SentenceTransformers. LASER2 stuck with this approach, but LASER3 switched to language-specific models. However, I haven't found benchmarks for these models, and they were released about 2 years ago.
Another alternative would be to translate everything before embedding, which would introduce some amount of error, though maybe it wouldn't be significant.
Bitcoin: 145B = 145,000M kWh/year
ChatGPT: 0.5M * 365 = 182M kWh/year
Based on the numbers from the article, ChatGPT is using 3 orders of magnitude less electricity for something that provides high utility for vastly more people.
There are of course many other uses of AI aside from ChatGPT and more cryptocurrencies aside from BTC, but these are very different power consumptions.
> embedding-based approach will be cheaper and faster, but worse result than full text
I’m not sure results would be worse, I think it depends on the extent to which the models are able to ignore irrelevant context, which is a problem [2]. Using retrieval can come closer to providing only relevant context.
It works for 7B/13B/30B/65B LLaMA and Alpaca (fine-tuned LLaMA which definitely works better). The smaller models at least should run on pretty much any computer.
One small UX bug: on mobile the hamburger menu obscures the Sign Up form, and I missed that I needed to click the X - closing the menu when I click an item would solve this. Other than that, it was pretty easy to use!
The idea of being able to get information directly from the person living in the house is appealing to me.
I understand the up front fee to sell, but wish I could de-risk by being able to get it refunded if I don’t sell.
Very interesting, I hope to keep an eye on your company!
32 of the employees were engineers [1].
[0] https://theconversation.com/whatsapp-bought-for-19-billion-w...
[1] https://india.sequoiacap.com/article/four-numbers-that-expla...
The value in what Mailchimp does is not so much just sending email, but in all the things around it, like managing subscribers, tracking opens, easily creating nice-looking emails that look good in a variety of mail clients, etc.
Contrary to some of the replies you've received here, it definitely is possible to run your own mail server with good deliverability, and we routinely did this for companies, even fairly small ones, physically on-prem and in datacenters, and cloud. It is not trivial, but far from impossible, and will likely involve communicating with a human when getting a static IP to find a good one. With that being said, I do not recommend you run your own mail server starting out, that is probably not the problem you are trying to solve.
Even worse is that blog posts can have incorrect, bad, or even dangerous information. If you've just found it in a search, you have no idea of the skill level of the author.
I recently came across a post about a JavaScript WYSIWYG editor which stated that you didn't need to worry about sanitizing the HTML output from it because it took care of that for you. An attacker could of course send malicious data straight to the server or manipulate the client code however they want, so without also sanitizing on the server (also a hard problem), this opens a huge security hole. Ten years ago I probably would have naively followed this and thought everything was okay.
Tutorials are often useful, but they also cannot be trusted, especially without other resources. I feel I've learned the most from reading in-depth sources like official docs, specs, RFCs, or the source code of high-quality, well-maintained libraries. It can be harder at first, but I learn things I wouldn't have thought to look for, and there is something of a consistency in presentation (at least by comparison) that makes each additional one easier to go through.
https://www.youtube.com/watch?v=AdbmLKaGleg
Some interesting notes about the shelters from the video:
- they are on wheels, and because they're off the ground they stay warm and dry even when it's raining
- they can be locked from the outside or inside, which gives people a sense of safety (e.g. people's tents can get slashed up, but these are strong), and they can also safely leave possessions there
- they let people sleep much better (longer, more comfortable)
The amount having these things improves a person's psychological state is immense.
Tens of thousands of Hindus come to die in Varanasi each year. If you die and are cremated there, you are freed from the cycle of rebirth and can attain salvation. I stood with an Indian friend on the edge of tears as I watched them burn the dead. He asked me why I was sad, and I told him I was sad for the dead. He said do not be sad, this is the way they wanted to die.
We were warned never to get a train ticket on Indian Railways below 2nd class. It wasn't safe. There were only enough 2nd class tickets for my friends, so I went to 3rd class alone, in the middle of the night, and went to sleep in a top bunk, the warnings echoing in my mind. When I awoke my 5 neighbors were speaking softly to each other. They shared food with me they had brought from their homes. We showed each other where we had come from and pictures of our families. I didn't speak the same language.
Cambodia had 25% of its people starved or murdered less than a decade before I was born: Year Zero. Anyone educated was the first to go. We hired a tuk-tuk driver to take us to the temples around Siem Reap. He was the son of farmers. At one temple we came out the entrance and snuck up on him while he waited for us. In his lap he held open a book in English, and tucked into it a smaller book. It was a Khmer-English dictionary.
I had a lot of good times meeting people at hostels and going to bars with other travelers, a few of whom have become dear friends. You could easily stay with tour groups, never leave the westernized areas of anywhere you go, and take lots of selfies in incredible places. It brings money to the local economy.
It's up to you though. If that's not what you want, getting away from it is as simple as walking 2 blocks in any direction.
However, if your password is "password" or another very common password, then someone can just try those with the embedded salt and still find out that was your password.
All in all, it had taken our incubator at least 1.5 years to get enrolled in AWS Activate, and 4 days in GCP for Startups.
When we applied for GCP for Startups, we were approved in a week, and were contacted right away by an account manager and a support engineer who offered us help with anything we needed. When we applied for Activate, it took a month with lots of followups, and being shuffled between 4 support team members who were communicating with the Activate team (there was no way to contact them directly).
It definitely felt like our business was important for GCP, and for AWS, it wasn't. It was an easy choice.