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General-purpose data processing library.

Status notes: highly experimental, unfinished, work in progress, not recommended for use

This library is meant as a successor for Specs, a parallel ECS library. However, nitric aims to be more general and composable than Specs. In fact, Specs can be implemented as a frontend for nitric once this library is complete.


Specs has many problems, both big and small. The library grew big without much planning and as it is now this will continue and make it very hard to maintain. That's what made me think about what I want to create. This is what I ended up with:


The vision for nitric is to provide a set of crates that evolve as the standard way to solve data processing problems. There were already very interesting use cases for Specs, including using it for a compiler and performing larger simulations, both outside of Specs' original scope (ECS for game development). This is what I intend to make nitric suitable for. So to list a few examples of what nitric could be used for in the future:

  • game development
  • game physics
  • simulations
  • compilers
  • data validation
  • Graphical User Interfaces

The question of how to structure your library/application is a very common one, everywhere in programming. The plan for nitric is not to force any of them, but to provide useful and modular facilities that allow for specific patterns (e.g. Entity Component System (1)), and to provide "recipes", similar to the Rust cookbook that show how common tasks can be solved. Nice side effects of that are that we can work on one implementation, that is efficient and can allow for neat extra functionality (debugging facilities, profiling, easy multi-threading, etc.).

(1) for ECS, also see this great presentation by Catherine West


nitric will be a collection of crates all about processing data. All of its crates follow this philosophy:

  • Only solve a single problem, in a reasonably composable way
  • Expose a general, composable and robust API (also refer to the API design document)
    • APIs should either be designed to not produce any error cases or return a Result with only the possible error conditions
    • Do not assume how the API is being used (-> composability)
    • Expose internals in a *-internals crate for stability by default, with the option to opt into more unstable facilities
  • Impose minimal friction to use nitric
    • The goal is for nitric to be cheap and easy to use in one place of your project for solving a particular problem
    • nitric is meant to be compatible with other data structure / ECS / CGS libraries, e.g. Specs, froggy, etc. instead of competing with them

Using nitric as ECS

How will this allow you to use nitric instead of Specs? Here's the tentative design for ECS:

  • nitric-entity: Provides entity allocators, storages, and with that mappings between entities and components

This would already be enough to have an ECS. Systems can simply be functions that accept references to the storages and eventually the allocator. In fact, that is the recommended way for libraries to expose their API; libraries should not assume how the code is executed. For example:

(pseudo code for now)

pub fn process_local_transforms(
    local: &Storage<LocalTransform>,
    global: &mut Storage<GlobalTransform>,
    parents: &Storage<Parent>)
    // compute global transforms    

If those component storages come from a dynamically typed, string mapped HashMap, fine. If they are stored in a struct - works, too. How systems are run also doesn't matter.

Now, there surely are other things Specs users would miss, so the next crate will be...

  • nitric-world

As you might have guessed, this provides a map that can store arbitrary component storages. In contrast to Specs, I also plan to include support for multiple values of the same type by allowing an additional key (e.g. a string).

  • nitric-graph

This will be a re-worked version of shred's Dispatcher, allowing to parallelize data processing (execution of systems). A "system" will simply be a FnMut(T) -> R, which means it's up to the user how the data is fetched (nitric will provide solutions for this, but it doesn't force you to use any of them).


The main crate, nitric will simply serve as a top-level crate for re-exporting all nitric-* crates. However, since everything is optional, nitric is controlled with Cargo features, only exporting the crates for which you enable the flag.

Current crates:


What does this mean for Specs?

For the immediate future, this has no effect on Specs. It will not be deprecated. The biggest change for now is that I won't spend much time on it (just merge PRs and fix critical bugs).

As for when nitric is in a usable state, that has yet to be seen. In any case, it should be possible to make Specs a thin wrapper over nitric crates (if that's necessary). All that depends on how well nitric will be adopted.

What does this mean for Amethyst?

Amethyst (a game engine that makes heavy use of Specs) will continue to use Specs. Whether it will use nitric in the future will be decided by all members, through the usual RFC process.


nitric can only exist with lively contributions and every help is very much appreciated!

Please note that in its current state, however, the project might not be very friendly for contributions. If you're still interested in helping out, please contact me (@torkleyy) so we can make sure there's no duplicated effort.


All nitric projects are, except stated otherwise, dual-licensed under Apache-2.0 / MIT. You're free to choose one of both licenses.

Every contribution made to this project is assumed to be licensed according to these terms.

See LICENSE, docs/LICENSE-MIT and docs/LICENSE-APACHE for more information.


[ABANDONED] General-purpose data processing library. Mirror of

Nitric Info

⭐ Stars 86
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🕒 Last Update 9 months ago
🕒 Created 4 years ago
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😎 Author torkleyy