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What is a NoSQL Database? Learn By Writing One In Python

NoSQL is a term that has become ubiquitous in recent years. But what does "NoSQL" actually mean? How and why is it useful? In this article, we'll answer these questions by creating a toy NoSQL database in pure Python (or, as I like to call it, "slightly structured pseudo-code").

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Go is Fun, Familiar, and FAST

Over the past few months, in my (nonexistent) spare time, I've been playing around with Go, the Google backed language created by some of my programming heroes. At this point, it feels to me like a cross between a much nicer C and a bit stricter (in a good way) Python. After you get past all the language niceties, the ultimate trade-off versus an interpreted language like Python is static typing for speed and increased type safety. And that's something I'm at least willing to explore.

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How Do You Rewrite a Project From Scratch Once It's On GitHub?

Rather than an information-laden article, this post is a real question about a situation I'm currently in and need help with. The setup is simple: I have a project (sandman) on GitHub with a reasonably long commit history and list of contributors. I've re-written the project from scratch. It shares no git history with the original project. How do I make the new project the official version (without offending those who contributed to the original one)?

My Choices

As I see it, I have three choices. The first is just to delete the old repo, rename the new repo, and call it a day. None of the old project will be preserved. On a positive note, however, the commit history will be clean and accurate, and reflect exactly what work was done on the project.

Or I could "migrate" the old project to the new one, by simply adding the new files in the old repo and deleting any others that are no longer used (almost all of the old files). In this way, I keep the commit history and contributors of the original project, but at the cost of a weird history that doesn't make much sense. It would really be the history of two separate projects spliced together at a specific point.

The third choice, of course, is to just keep the old project the way it is and not use the rewrite. Each day that goes by, though, this seems less and less viable a solution, as the new project is almost at feature parity with the old. That brings me to another question:

Versioning and Backwards Incompatibility

How do I version the new project? The old project never hit 1.0 and thus it could be argued the API was always open to breaking changes, but this isn't a change to the API, it's an entirely new and different API. The current version of sandman is something like 0.9.8. If I replaced the old project with the new one, what would the version be? Keep in mind that for PyPI, the version would need to be higher than the version of the old project for PyPI to consider the new package the latest version.

HELP!

I'm really kind of stuck here, which is why I'm asking for help. My hope is someone much smarter than me sees another solution, or a better way to implement one of the ones I mentioned. So please, if you have any ideas, let me know! Feel free to either leave a comment here or in the thread on Chat For Smart People.

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Sandman, Rebooted: Create a REST API For Legacy Databases Without Writing Code

sandman is by far my most popular project. I think there's a good reason for that: it does something genuinely useful. Ever had to deal with a legacy database through some awful system or API? sandman auto-magically creates a fully RESTful API service for your legacy database without you needing to write a line of code. You simply enter the connection details for your database at the command line, hit enter, and "hello REST API!".

That's all great, but what about the code that powers it? I'll be the first to admit that sandman, while well-tested and well-documented, is implemented in a bit of a crazy way. The reason for this is a combination of my limited knowledge (at the time) of SQLAlchemy and a few shortcomings in SQLAlchemy's reflection capabilities. I had to do some code gymnastics to get it all working properly.

But SQLAlchemy released a new major version (0.9) with a new, if under-publicized, feature called "automapping". This is as perfect a fit for sandman as it sounds: you can use it to automatically create classes based on reflected database tables. Once I saw this, I instantly realized this could be a boon to simplifying sandman. Still, though, I hadn't been writing REST APIs for very long and didn't have a great handle on how to generalize things enough to properly make use of automap.

That changed in the past few months, though, and in the back of my mind I began to hear the siren's song calling me to rewrite sandman from scratch. The problem, though, was the original sandman worked. It worked due to awesome people entering Issues on GitHub and me feeling bad that my baby had problems (my sandman baby. Not Alex, my real baby, who is perfect). I didn't want to lose all the work I had put into sandman.

Finally, yesterday, I decided to pull the trigger and see just how small I could make sandman. As it seems to be the most used feature, I decided to focus just on the case where the user wants sandman to reflect all of their database tables and doesn't want to customize anything. How quickly, and in how many lines of code, could it be done?

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Omega: The Last Python Web Framework

The preparation for my talk on Monday at the Wharton Web Conference got me thinking a lot about the impedance mismatch between web frameworks and REST APIs. The more you develop REST APIs with frameworks like Django or Flask, the more clear it is that something is amiss. It's a subtle feeling of needing to fight against the grain to accomplish your goal.

Which of course led me down another rabbit hole: server-side web frameworks in general. There are two things they pretty much suck at right now: helping you write REST APIs and supporting bidirectional communication over things like WebSockets.

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