That's much faster than the sequential approach. Parallelism is a good idea.And rather than prove or disprove our hypothesis, we discard if it doesn't support the hunch.
And that's the way the ENIAC was operated. So the parallelism , of course, is a big deal because I'm trying to understand how the machine works. I'm trying to get a feel for what was it like to program.
all of the elements that were deep within its core and those elements are responsible for forming you know the Earth the Sun our solar system us the calcium in our bones the oxygen our blood um so there's there's sort of a poetic parallelism in that that I was interested in exploring and the more that I that I sort of wrote the pros the actual stuff of my life there were these natural tie-ins with the astronomy um more Cosmic stuff that you know I study every day and that was really exciting to me I love it and you beat me to it because I was actually
What were the traps involved for programmers when they were dealing with it? We're all used to the problems involved with parallelism . The easiest way to make a programmer cringe is to say it's a timing problem.
And I was very interested in how that shift had taken place. I'm gonna read to you-- just for purposes of parallelism , because sometimes I mean, the gay movement has been more visible than some others-- a passage from about the same time by an ethicist named Joseph Fletcher who was writing in "The Atlantic," which was an even more liberal paper.
Utilization for servers of five to 15 percent, a number of comatose servers not doing anything but still using electricity, 20, 25, 30 percent of the servers. Well I think that's changing particularly as the need for parallelism , you know, you have a lot of cords you have to change your software that's very important.
But I went ahead and decided to kind of take the middle ground and go ahead and use the concurrency we have available in a lot of our languages and to hopefully take advantage of whatever parallelism the hardware underlying it gives me. And so that made it a very natural fit for the goroutines in the language Go.
So OK, so this is probably worth getting into a little more detail. flow versus interaction. How much parallelism can you get?
Out to the edge of the solar wind. Cubes are only faster than classical computers when they can exploit quantum parallelism . At multiplication they are no faster.
civilization so in the you know your question was uh how how do I think of Iraq on the other there's a sort of in many ways startling parallelisms between the ways that the wars were conceived and thought of you know the
i.e, every single parameter or neuron is activated as you're going through the model for every single token you generate. So, you have to split up the model with different types of parallelism .
because von Neumann was actually one of the key drivers behind making that conversion. Lehmer had used the machine for some interesting number theory stuff and had really taken a lot of advantage of its parallelism . And so he was kind of disappointed when they switched it up and made it purely sequential.
Moore's Law has been a quantitative, incremental increase, even though it's very fast. But quantum computer can be one quantum jump in the computational power because of this massive parallelism associated with quantum computing. So on the horizon, in terms of computational power, we see those challenges to the classical Moore's Law
So the large format camera has bellows that connect the front and the back, and that allows me to include tall objects without pointing the camera up, and that is what maintains the parallelism . So here, the simple adjustment that you have is a tilt.
But Kimi K2 Thinking and Kimi K2 is a model that is very popular. People say that has very good creative writing and also in doing some software where you take the gradients. You need to have a tightly meshed network to do different types of parallelism and spread out your model for efficient training. Every different type of