2023

How Best to Capture Output from Scientific Calculations?

When writing programs that do computations, my overwhelming preference is to simply write results to standard output, and to use shell redirection to capture the output in a file. In this way, I am leveraging the shell’s full functionality, in particular filename completion, in the most convenient way possible. For the file format itself, I prefer simple, column-oriented, delimiter-separated flat files. They are completely portable, and can be read and understood by most tools. (They also play well with the usual Unix toolset.)

But this simple approach breaks down, once a program has to write more than one output stream: for example in the case of a simulation run, I may want to capture periodic snapshots of the simulation itself, but also track various calculated metrics as well. These two streams will not fit comfortable into a single flat file. One option is to use a structured file format, the other option is to write to multiple files simultaneously.

HTTP Client and Server in Go

Among my favorite features of the Go language is the fact that Go has concurrency and network programming “natively” built in. It reflects Go as being designed for the 21st century, where the network is as much taken for granted as the filesystem was towards the end of the 20th.

As cut-n-paste examples, here are skeleton implementation of both an HTTP server and an HTTP client. These implementations are intentionally bare-bones, so as not to obscure the most relevant points. It should be easy enough to extend them as desired.

QR Codes

QR Codes

QR codes are a two-dimensional equivalent of barcodes: a graphical encoding of information, which in practice means a string of about 4000 alpha-numeric characters (upper-case only) or a little less than 3000 arbitrary bytes.

So, how then are QR codes able to perform magic, such as automatically opening web pages, or sending text messages, or even dealing bitcoin? The answer is: they can’t.

Let’s try to understand what’s going on.

Dirac's Delta as Weight Function

The (notorious) Dirac delta-function is usually introduced as a function with the following properties: \[ \delta(x) = \begin{cases} 0 & \qquad x \neq 0 \\ \text{“$\infty$”} & \qquad x = 0 \end{cases} \]