Hi folks! We started a project to extend Python with a full-blown query language about a year ago. The project is call PythonQL, the links are given below in the references section. We have implemented what is kind of an alpha version now, and gained some experience and insights about why and where this is really useful. So I’d like to share those with you and gather some opinions whether you think we should try to include these extensions in the Python core.
Intro What we have done is (mostly) extended Python’s comprehensions with group by, order by, let and window clauses, which can come in any order, thus comprehensions become a query language a bit cleaner and more powerful than SQL. And we added a couple small convenience extensions, like a We have identified three top motivations for folks to use these extensions: Our Motivations 1. This can become a standard for running queries against database systems. Instead of learning a large number of different SQL dialects (the pain point here are libraries of functions and operators that are different for each vendor), the Python developer needs only to learn PythonQL and he can query any SQL and NoSQL database. 2. A single PythonQL expression can integrate a number of databases/files/memory structures seamlessly, with the PythonQL optimizer figuring out which pieces of plans to ship to which databases. This is a cool virtual database integration story that can be very convenient, especially now, when a lot of data scientists use Python to wrangle the data all day long. 3. Querying data structures inside Python with the full power of SQL (and a bit more) is also really convenient on its own. Usually folks that are well-versed in SQL have to resort to completely different means when they need to run a query in Python on top of some data structures. Current Status We have PythonQL running, its installed via pip and an encoding hack, that runs our preprocessor. We currently compile PythonQL into Python using our executor functions and execute Python subexpressions via eval. We don’t do any optimization / rewriting of queries into languages of underlying systems. And the query processor is basic too, with naive implementations of operators. But we’ve build DBMS systems before, so if there is a good amount of support for this project, we’ll be able to build a real system here. Your take on this Extending Python’s grammar is surely a painful thing for the community. We’re now convinced that it is well worth it, because of all the wonderful functionality and convenience this extension offers. We’d like to get your feedback on this and maybe you’ll suggest some next steps for us. References PythonQL GitHub page: https://github.com/pythonql/pythonql <https://github.com/pythonql/pythonql> PythonQL Intro and Tutorial (this is all User Documentation we have right now): https://github.com/pythonql/pythonql/wiki/PythonQL-Intro-and-Tutorial <https://github.com/pythonql/pythonql/wiki/PythonQL-Intro-and-Tutorial> A use-case of querying Event Logs and doing Process Mining with PythonQL: https://github.com/pythonql/pythonql/wiki/Event-Log-Querying-and-Process-Mining-with-PythonQL <https://github.com/pythonql/pythonql/wiki/Event-Log-Querying-and-Process-Mining-with-PythonQL> PythonQL demo site: www.pythonql.org <http://www.pythonql.org/> Best regards, PythonQL Team
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