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authorEmacsConf <emacsconf-org@gnu.org>2024-12-07 13:00:14 -0500
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+WEBVTT captioned by gabriele
+
+00:00:00.000 --> 00:00:02.359
+Hello, I'm very excited to tell you
+
+00:00:02.360 --> 00:00:03.679
+about shared philosophies
+
+00:00:03.680 --> 00:00:06.479
+between the Julia programming language and Emacs.
+
+00:00:06.480 --> 00:00:08.679
+While Julia and Emacs might look like
+
+00:00:08.680 --> 00:00:10.279
+different pieces of software,
+
+00:00:10.280 --> 00:00:13.439
+I think there is profound commonalities between the two.
+
+00:00:13.440 --> 00:00:16.359
+Let's start by introducing Julia.
+
+00:00:16.360 --> 00:00:19.719
+Julia is a high-level dynamic programming language.
+
+00:00:19.720 --> 00:00:21.679
+Julia is free and open source software
+
+00:00:21.680 --> 00:00:24.639
+and is used primarily for scientific computing.
+
+00:00:24.640 --> 00:00:27.039
+The reason Julia is used for scientific computing
+
+00:00:27.040 --> 00:00:29.679
+is that while Julia is high level
+
+00:00:29.680 --> 00:00:32.559
+and has a syntax that looks like Python or MATLAB,
+
+00:00:32.560 --> 00:00:34.559
+Julia can be high performance.
+
+00:00:34.560 --> 00:00:36.519
+I use it to develop climate models
+
+00:00:36.520 --> 00:00:38.479
+that run on hundreds of GPUs.
+
+00:00:38.480 --> 00:00:43.399
+Models that are traditionally developed with C, C++, or Fortran.
+
+00:00:43.400 --> 00:00:44.759
+But how is this possible?
+
+00:00:44.760 --> 00:00:46.799
+How can Julia be high performance
+
+00:00:46.800 --> 00:00:48.799
+but also high level at the same time?
+
+00:00:48.800 --> 00:00:50.424
+What makes Julia, Julia?
+
+00:00:50.425 --> 00:00:52.469
+Well, what makes Julia, Julia
+
+00:00:52.470 --> 00:00:54.719
+is the idea of multiple dispatch.
+
+00:00:54.720 --> 00:00:58.999
+Multiple dispatch is the concept where a function call is resolved
+
+00:00:59.000 --> 00:01:02.359
+by looking at the types of every single argument involved.
+
+00:01:02.360 --> 00:01:04.959
+So, let's explore this with this example.
+
+00:01:04.960 --> 00:01:07.719
+Here, I define a function add that takes two objects
+
+00:01:07.720 --> 00:01:09.159
+and sums them together.
+
+00:01:09.160 --> 00:01:11.879
+And I call add with two different types.
+
+00:01:11.880 --> 00:01:14.639
+First with just integers and second with floats.
+
+00:01:14.640 --> 00:01:17.559
+So, let's look at what this produces.
+
+00:01:17.560 --> 00:01:20.439
+Here is the output of add in Julia.
+
+00:01:20.440 --> 00:01:23.279
+So, first we have add, a function with one method.
+
+00:01:23.280 --> 00:01:24.839
+I'm going to explain this in a second.
+
+00:01:24.840 --> 00:01:28.719
+And then we have our return values 12 and 12.0.
+
+00:01:28.720 --> 00:01:30.799
+What we cannot see here is that
+
+00:01:30.800 --> 00:01:33.439
+Julia has specialized code
+
+00:01:33.440 --> 00:01:35.119
+for the two different function calls.
+
+00:01:35.120 --> 00:01:38.359
+For integers and for floating points.
+
+00:01:38.360 --> 00:01:42.239
+Let's make this more explicit by specifically providing
+
+00:01:42.240 --> 00:01:45.079
+a new method for the case with floating point.
+
+00:01:45.080 --> 00:01:47.599
+So here, now I have an add function
+
+00:01:47.600 --> 00:01:50.119
+specifically for floating point. Instead of taking
+
+00:01:50.120 --> 00:01:54.759
+A + B, this returns A exponent B. Let's call this.
+
+00:01:54.760 --> 00:01:56.799
+And what we can see here is that
+
+00:01:56.800 --> 00:01:58.319
+now we have two methods.
+
+00:01:58.320 --> 00:02:00.559
+So, we add a new method to the same function.
+
+00:02:00.560 --> 00:02:01.639
+This is a method that is
+
+00:02:01.640 --> 00:02:03.679
+specifically for floating points.
+
+00:02:03.680 --> 00:02:06.959
+And instead of having the value 12, we have 100.
+
+00:02:06.960 --> 00:02:09.039
+And this is where the trick lies.
+
+00:02:09.040 --> 00:02:13.879
+Julia compiles the most, um, specialized version
+
+00:02:13.880 --> 00:02:16.839
+that can be compiled. So, a version with integers,
+
+00:02:16.840 --> 00:02:19.199
+a version with floats. And in this,
+
+00:02:19.200 --> 00:02:22.679
+compiling is an actual compilation with LLVM
+
+00:02:22.680 --> 00:02:24.479
+with optimization and so on.
+
+00:02:24.480 --> 00:02:27.439
+This is not just ahead of time compilation.
+
+00:02:27.440 --> 00:02:30.719
+Soon as the Julia knows the type,
+
+00:02:30.720 --> 00:02:33.719
+a function is compiled if it's not compiled already
+
+00:02:33.720 --> 00:02:35.079
+and then it's used.
+
+00:02:35.080 --> 00:02:37.159
+When types are stable and well inferred,
+
+00:02:37.160 --> 00:02:40.079
+this can lead to code that is as performant
+
+00:02:40.080 --> 00:02:42.159
+or comparable to C and Fortran.
+
+00:02:42.160 --> 00:02:45.159
+So, this is what makes Julia, Julia.
+
+00:02:45.160 --> 00:02:48.439
+Multiple dispatch with just ahead of time compilation
+
+00:02:48.440 --> 00:02:49.719
+of highly efficient code.
+
+00:02:49.720 --> 00:02:53.439
+So now, what makes Emacs, Emacs?
+
+00:02:53.440 --> 00:02:56.679
+Well, in my opinion, what makes Emacs, Emacs
+
+00:02:56.680 --> 00:03:01.159
+is interactivity, extensibility, and community.
+
+00:03:01.160 --> 00:03:06.199
+And I claim that Julia has the same three.
+
+00:03:06.200 --> 00:03:09.079
+Interactivity, extensibility, and community
+
+00:03:09.080 --> 00:03:11.839
+are three key pillars for Julia.
+
+00:03:11.840 --> 00:03:14.599
+More specifically, Julia encourages a
+
+00:03:14.600 --> 00:03:17.079
+REPL-driven, introspective, interactive workflow.
+
+00:03:17.080 --> 00:03:19.879
+It's largely open to extension and modification
+
+00:03:19.880 --> 00:03:23.559
+to the point that most of Julia is written in Julia.
+
+00:03:23.560 --> 00:03:25.959
+And Julia has a thriving and welcoming community
+
+00:03:25.960 --> 00:03:28.799
+with lots of packages. So, let me showcase
+
+00:03:28.800 --> 00:03:31.079
+a little bit of this REPL-driven, introspective,
+
+00:03:31.080 --> 00:03:34.359
+interactive workflow with the hope that commonalities
+
+00:03:34.360 --> 00:03:36.759
+with Emacs will emerge naturally.
+
+00:03:36.760 --> 00:03:39.919
+So, let's start by opening a Julia REPL.
+
+00:03:39.920 --> 00:03:41.759
+Here, I have a Julia REPL.
+
+00:03:41.760 --> 00:03:44.399
+Let me give you a tour of the Julia REPL.
+
+00:03:44.400 --> 00:03:47.759
+So, the REPL comes with lots of useful features,
+
+00:03:47.760 --> 00:03:51.559
+from a shell to a package manager.
+
+00:03:51.560 --> 00:03:54.999
+So, for example, let's add the random package.
+
+00:03:55.000 --> 00:03:58.279
+Um, yeah, I have the random package.
+
+00:03:58.280 --> 00:03:59.279
+I can look at what's inside.
+
+00:03:59.280 --> 00:04:01.279
+We have the statistics with random
+
+00:04:01.280 --> 00:04:02.479
+in this particular environment.
+
+00:04:02.480 --> 00:04:05.719
+Environments are fully declarative.
+
+00:04:05.720 --> 00:04:08.039
+So here we have the dependencies of this environment.
+
+00:04:08.040 --> 00:04:10.239
+And I can explore in this manifest,
+
+00:04:10.240 --> 00:04:13.999
+the specific versions that are used.
+
+00:04:14.000 --> 00:04:17.719
+So we have a shell, we have a package manager,
+
+00:04:17.720 --> 00:04:20.559
+and then we have a very powerful help system.
+
+00:04:20.560 --> 00:04:24.199
+So, for example, I can ask for help for length.
+
+00:04:24.200 --> 00:04:26.639
+And here we can see we have, well,
+
+00:04:26.640 --> 00:04:30.999
+the help for length. Lots of information about
+
+00:04:31.000 --> 00:04:33.399
+how to call length, the expected return values,
+
+00:04:33.400 --> 00:04:36.119
+examples. And now you can probably start seeing that
+
+00:04:36.120 --> 00:04:37.759
+this is not that different from calling length.
+
+00:04:37.760 --> 00:04:42.119
+So this is the output for length,
+
+00:04:42.120 --> 00:04:44.999
+or for help for length in in Emacs.
+
+00:04:45.000 --> 00:04:47.959
+So we have help, and we can do more.
+
+00:04:47.960 --> 00:04:51.879
+We can even look at the source code for length.
+
+00:04:51.880 --> 00:04:57.079
+So now, what we can see here is that now, well,
+
+00:04:57.080 --> 00:04:58.919
+we cannot see because it's zoomed in
+
+00:04:58.920 --> 00:05:02.799
+because the font size is huge, but in this page here,
+
+00:05:02.800 --> 00:05:04.759
+we can see the implementation of length.
+
+00:05:04.760 --> 00:05:06.719
+It's this line here in the middle,
+
+00:05:06.720 --> 00:05:09.719
+or these few lines here in the middle.
+
+00:05:09.720 --> 00:05:12.079
+And as you... Let's do this again.
+
+00:05:12.080 --> 00:05:12.999
+As we can see here at the bottom,
+
+00:05:13.000 --> 00:05:13.799
+what we are looking at,
+
+00:05:13.800 --> 00:05:15.639
+this is the source code of Julia.
+
+00:05:15.640 --> 00:05:17.039
+We can change this.
+
+00:05:17.040 --> 00:05:20.039
+There's even a macro edit
+
+00:05:20.040 --> 00:05:22.759
+if you want to change its length.
+
+00:05:22.760 --> 00:05:24.599
+And yeah, I use the word macro.
+
+00:05:24.600 --> 00:05:28.639
+Julia supports metaprogramming.
+
+00:05:28.640 --> 00:05:30.359
+And actually metaprogramming is
+
+00:05:30.360 --> 00:05:32.079
+one of the key features in Julia.
+
+00:05:32.080 --> 00:05:33.639
+It's used extensively in the core,
+
+00:05:33.640 --> 00:05:36.399
+but it's also used extensively in packages,
+
+00:05:36.400 --> 00:05:40.079
+both to extend the Julia ecosystem and functionalities,
+
+00:05:40.080 --> 00:05:43.479
+but also to develop full domain specific languages.
+
+00:05:43.480 --> 00:05:47.239
+Some of the useful macros are, well, I don't know,
+
+00:05:47.240 --> 00:05:52.239
+like time. Here, we have a built-in
+
+00:05:52.240 --> 00:05:55.799
+basic performance tool in in in Julia.
+
+00:05:55.800 --> 00:06:00.479
+And I want to showcase more introspection, macros.
+
+00:06:00.480 --> 00:06:02.959
+But for that, I'm going to do it slightly different.
+
+00:06:02.960 --> 00:06:04.039
+I'm going to open a file
+
+00:06:04.040 --> 00:06:06.239
+example.jl where I define a
+
+00:06:06.240 --> 00:06:08.039
+function, or our
+
+00:06:08.040 --> 00:06:09.519
+function add, there was an asterisk
+
+00:06:09.520 --> 00:06:11.199
+and I will go back to that in a second.
+
+00:06:11.200 --> 00:06:15.239
+So now, I am going to include this this file,
+
+00:06:15.240 --> 00:06:18.199
+and I can call my function add, one and two,
+
+00:06:18.200 --> 00:06:22.639
+and we get three. And now, what I can do is this.
+
+00:06:22.640 --> 00:06:28.039
+I can look at what code gets compiled
+
+00:06:28.040 --> 00:06:31.359
+when I call my when I call 1 + 2.
+
+00:06:31.360 --> 00:06:33.359
+And here, now we can see
+
+00:06:33.360 --> 00:06:34.639
+that there is some integer stuff.
+
+00:06:34.640 --> 00:06:38.159
+But if I make this floating point,
+
+00:06:38.160 --> 00:06:40.239
+now the compiled code changes.
+
+00:06:40.240 --> 00:06:43.599
+Now, maybe assembly code
+
+00:06:43.600 --> 00:06:45.079
+is a little bit too hard to read,
+
+00:06:45.080 --> 00:06:48.639
+so I can look at the LLVM IR representation.
+
+00:06:48.640 --> 00:06:50.399
+In this case we can see that there is promotion.
+
+00:06:50.400 --> 00:06:52.239
+The promotion will probably go away
+
+00:06:52.240 --> 00:06:56.039
+if I make everything float. So this we have F add,
+
+00:06:56.040 --> 00:06:57.999
+floating point add for a double,
+
+00:06:58.000 --> 00:06:59.439
+but we can also look at
+
+00:06:59.440 --> 00:07:04.239
+the Julia lowered representation
+
+00:07:04.240 --> 00:07:06.079
+after the abstract syntax tree is produced.
+
+00:07:06.080 --> 00:07:07.919
+The reason I put this in a file is because
+
+00:07:07.920 --> 00:07:10.119
+now what I can do is I can change this.
+
+00:07:10.120 --> 00:07:14.079
+And now, one and two will be two.
+
+00:07:14.080 --> 00:07:16.879
+So this to me is very reminiscent
+
+00:07:16.880 --> 00:07:18.719
+of how I work in Emacs,
+
+00:07:18.720 --> 00:07:20.239
+where there is a global state
+
+00:07:20.240 --> 00:07:22.959
+that I can access and modify any time
+
+00:07:22.960 --> 00:07:27.159
+with no restrictions. And this happens in in Julia too.
+
+00:07:27.160 --> 00:07:29.559
+Typically, we don't want to modify functions
+
+00:07:29.560 --> 00:07:32.519
+that are in other packages or they are in base,
+
+00:07:32.520 --> 00:07:34.079
+but we can do that. For example,
+
+00:07:34.080 --> 00:07:37.639
+I can change what is plus for integers.
+
+00:07:37.640 --> 00:07:41.079
+And if I change with this plus
+
+00:07:41.080 --> 00:07:43.759
+and make it so that any two integers return zero,
+
+00:07:43.760 --> 00:07:46.319
+well, I can do this. This will break Julia because,
+
+00:07:46.320 --> 00:07:48.359
+well, Julia is built in Julia.
+
+00:07:48.360 --> 00:07:51.399
+So if we break this, well, nothing will work.
+
+00:07:51.400 --> 00:07:53.399
+But I can do that. This to me is one of
+
+00:07:53.400 --> 00:07:56.199
+the signs of the powerful, introspective,
+
+00:07:56.200 --> 00:07:58.479
+and powerful interactive type of workflows
+
+00:07:58.480 --> 00:07:59.279
+that Julia enables.
+
+00:07:59.280 --> 00:08:03.479
+Finally, I want to talk about the general registry.
+
+00:08:03.480 --> 00:08:06.399
+This is the equivalent of Melpa.
+
+00:08:06.400 --> 00:08:08.759
+It comes with with Julia.
+
+00:08:08.760 --> 00:08:11.119
+But this is very akin to Melpa.
+
+00:08:11.120 --> 00:08:14.479
+It's built upon Git essentially.
+
+00:08:14.480 --> 00:08:19.399
+It's collaborative, as relies heavily on GitHub, GitLab.
+
+00:08:19.400 --> 00:08:21.119
+It's heavily automated.
+
+00:08:21.120 --> 00:08:24.479
+And comes with lots and lots of tools and packages.
+
+00:08:24.480 --> 00:08:27.559
+What's beautiful about all these tools and packages
+
+00:08:27.560 --> 00:08:30.279
+is that in the same way many of Emacs packages
+
+00:08:30.280 --> 00:08:32.399
+just play nicely with each other
+
+00:08:32.400 --> 00:08:34.879
+without any input from the developers,
+
+00:08:34.880 --> 00:08:37.559
+the same is true for Julia packages.
+
+00:08:37.560 --> 00:08:40.679
+The Julia packages are highly composable,
+
+00:08:40.680 --> 00:08:42.879
+so two developers can develop
+
+00:08:42.880 --> 00:08:44.719
+two distinct packages
+
+00:08:44.720 --> 00:08:47.639
+that end up playing nicely together for free
+
+00:08:47.640 --> 00:08:51.879
+because of the intrinsic structure, intrinsic way
+
+00:08:51.880 --> 00:08:54.079
+Julia objects are built.
+
+00:08:54.080 --> 00:08:57.479
+So, with all of this, I also want to mention that
+
+00:08:57.480 --> 00:09:00.079
+the community, in addition to have all these packages,
+
+00:09:00.080 --> 00:09:02.599
+is highly active, highly collaborative.
+
+00:09:02.600 --> 00:09:06.159
+The community meets regularly on places like Slack,
+
+00:09:06.160 --> 00:09:08.199
+as opposed to the Emacs community
+
+00:09:08.200 --> 00:09:10.039
+that I'd say maybe meets on Reddit.
+
+00:09:10.040 --> 00:09:12.999
+So, with all of this, I want to thank you
+
+00:09:13.000 --> 00:09:16.560
+for your attention, enjoy Emacs, and enjoy Julia.