polonius VS differential-datalog

Compare polonius vs differential-datalog and see what are their differences.

polonius

Defines the Rust borrow checker. (by rust-lang)

differential-datalog

DDlog is a programming language for incremental computation. It is well suited for writing programs that continuously update their output in response to input changes. A DDlog programmer does not write incremental algorithms; instead they specify the desired input-output mapping in a declarative manner. (by vmware)
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polonius differential-datalog
31 22
1,254 1,334
1.7% 0.1%
0.0 0.0
7 months ago 10 months ago
Rust Java
Apache License 2.0 MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

polonius

Posts with mentions or reviews of polonius. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-12-08.
  • Why do lifetimes need to be leaky?
    6 projects | /r/rust | 8 Dec 2023
    Correctness prover which uses lifetimes (Polonius).
  • Databases are the endgame for data-oriented design
    5 projects | /r/rust | 6 Dec 2023
    And, well, polonius (Rust borrow checker magic) I believe is built on datalog-ish concepts: https://github.com/rust-lang/polonius
  • Why doesn't rust-analyzer reuse infrastructures of rustc?
    3 projects | /r/rust | 5 Apr 2023
    There is also polonius (https://github.com/rust-lang/polonius) which should replace the borrow checker but does not receive a lot of development resources.
  • Rust front-end merged in GCC trunk
    9 projects | news.ycombinator.com | 14 Dec 2022
    This is eventually going to be a feature-complete compiler, targeting a specific rustc version. I believe the plan is to use polonius [1], presumably as an "optional" feature so they can build a stage 1 without it, use that to build polonius, then build the final compiler with it included.

    [1] https://github.com/rust-lang/polonius

  • Blog post: Rust in 2023
    4 projects | /r/rust | 12 Dec 2022
    E.g. there you may just stop using current borrow-checker and switch to Polonius.
  • What are Rust’s biggest weaknesses?
    7 projects | /r/rust | 17 Nov 2022
    The borrow checker is too dumb (https://github.com/rust-lang/polonius) fixes a lot of this.
  • Datafrog: A lightweight Datalog engine in Rust
    3 projects | news.ycombinator.com | 13 Nov 2022
    It looks like an official borrow checker implementation called Polonius uses it as a dependency, so it makes sense: https://github.com/rust-lang/polonius/blob/981785c101b68ff54...
  • Differential Datalog: a programming language for incremental computation
    8 projects | news.ycombinator.com | 8 Nov 2022
    If you click around a little, you end up on a blog post with this tidbit:

    > This project got put together rather suddenly, in response to some work the Rust folks are doing[1] on their new and improved borrow checker.

    I don't think I could tell you more than "Frank wrote it to help rust folks who were previously doing work with differential-dataflow directly."

    1. https://github.com/rust-lang/polonius/pull/36#issuecomment-3...

  • Generic associated types to be stable in Rust 1.65
    3 projects | /r/programming | 28 Oct 2022
    Good news is that there's also works going on to relax the restrictions, like polonius. But it seems that it still have a long way to go before it can land in stable Rust...
  • Rust for Linux officially merged
    7 projects | /r/programming | 4 Oct 2022
    GCC-rs isn't intended for bootstrapping, it is intended to be an actual fully featured Rust compiler in the future, mrustc is a Rust compiler intended for bootstrapping though. GCC-rs is still very early targeting an older version of the reference compiler without things like a borrow checker, but that's not going to be the case forever. The GCC-rs folks have expressed interest in re-using the borrow checker library used by the reference compiler called polonius enabling them to relatively easily add borrow checking.

differential-datalog

Posts with mentions or reviews of differential-datalog. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-10-02.
  • DDlog: A programming language for incremental computation
    1 project | news.ycombinator.com | 13 Feb 2024
  • Feldera – a more performant streaming database based on Z-sets
    2 projects | news.ycombinator.com | 2 Oct 2023
    Hi,

    > I wonder if it lives up to the hype.

    We do think so! (disclaimer: I'm a co-founder at Feldera)

    To give some more background: We are co-designing/trialing feldera with several industry/enterprise partners from different domains. Our core team also built differential datalog (https://github.com/vmware/differential-datalog) in the past. And while ddlog is used quite successfully in products today, we believe the many lessons we learned with ddlog will help us to build an even better continuous analytics platform. FYI our code is open-source at https://github.com/feldera/feldera if you'd like to try it out.

    Also feel free to join our community slack channel (https://www.feldera.com/slack/) if you have more questions.

  • Why Are There No Relational DBMSs? [pdf]
    3 projects | news.ycombinator.com | 13 Mar 2023
    The relational model (and generally working at the level of sets/collections, instead of the level of individual values/objects) actually makes it easier to have this kind of incremental computation in a consistent way, I think.

    There's a bunch of work being done on making relational systems work this way. Some interesting reading:

    - https://www.scattered-thoughts.net/writing/an-opinionated-ma...

    - https://materialize.com/ which is built on https://timelydataflow.github.io/differential-dataflow/, which has a lot of research behind it

    - Which also can be a compilation target for Datalog: https://github.com/vmware/differential-datalog

    - Some prototype work on building UI systems in exactly the way you describe using a relational approach: https://riffle.systems/essays/prelude/ (and HN discussion: https://news.ycombinator.com/item?id=30530120)

    (There's a lot more too -- I have a hobby interest in this space, so I have a small collection of links)

  • Differential Datalog: a programming language for incremental computation
    1 project | /r/hypeurls | 8 Nov 2022
    8 projects | news.ycombinator.com | 8 Nov 2022
    Tutorial which I didn’t see linked in the README: https://github.com/vmware/differential-datalog/blob/master/d...
  • Show HN: Cozo – new Graph DB with Datalog, embedded like SQLite, written in Rust
    8 projects | news.ycombinator.com | 8 Nov 2022
    This is amazing!

    Have you looked at differential-datalog? It's rust-based, maintained by VMWare, and has a very rich, well-typed Datalog language. differential-datalog is in-memory only right now, but could be ideal to integrate your graph as a datastore or disk spill cache.

    https://github.com/vmware/differential-datalog

  • Help wanted!
    1 project | /r/ProgrammingLanguages | 24 May 2022
    Sort of related, in my mind at least, is differential dataflow, e.g. https://github.com/vmware/differential-datalog
  • Datalog in JavaScript
    5 projects | news.ycombinator.com | 27 Apr 2022
    It’s fascinating to see so many different parties converging on Datalog for reactive apps & UI.

    - There are several such talks at https://www.hytradboi.com/ (happening this Friday)

    - Roam Research and its clones Athens, Logseq, use Datascript / ClojureScript https://github.com/tonsky/datascript

    - differential-datalog isn’t an end-to-end system, but is highly optimized for quick reactivity https://github.com/vmware/differential-datalog

    - Datalog UI is a Typescript port of some of differential-datalog’s ideas https://datalogui.dev/

  • Call for Help - Open Source Datom/EAV/Fact database in Rust.
    8 projects | /r/rust | 1 Apr 2022
    Rust related https://github.com/vmware/differential-datalog
  • Anything like Svelte/Jetpack Compose for Haskell?
    4 projects | /r/haskell | 4 Dec 2021
    Actually, that makes me wonder whether or not differential datalog falls under that umbrella, and if it could be applied in the same way Compose is.

What are some alternatives?

When comparing polonius and differential-datalog you can also consider the following projects:

chalk - An implementation and definition of the Rust trait system using a PROLOG-like logic solver

scryer-prolog - A modern Prolog implementation written mostly in Rust.

rfcs - RFCs for changes to Rust

timely-dataflow - A modular implementation of timely dataflow in Rust

gccrs - GCC Front-End for Rust

materialize - The data warehouse for operational workloads.

rustc_codegen_gcc - libgccjit AOT codegen for rustc

differential-dataflow - An implementation of differential dataflow using timely dataflow on Rust.

miri - An interpreter for Rust's mid-level intermediate representation

datalevin - A simple, fast and versatile Datalog database

rust-blog - Educational blog posts for Rust beginners

logica - Logica is a logic programming language that compiles to SQL. It runs on Google BigQuery, PostgreSQL and SQLite.