//- 💫 DOCS > USAGE > RESOURCES

include ../../_includes/_mixins

p Many of the associated tools and resources that we're developing alongside spaCy can be found in their own repositories.

+h(2, "developer") Developer tools

+table(["Name", "Description"])
    +row
        +cell
            +src(gh("spacy-dev-resources")) spaCy Dev Resources

        +cell
            |  Scripts, tools and resources for developing spaCy, adding new
            |  languages and training new models.

    +row
        +cell
            +src("spacy-benchmarks") spaCy Benchmarks

        +cell
            |  Runtime performance comparison of spaCy against other NLP
            |  libraries.

    +row
        +cell
            +src(gh("spacy-services")) spaCy Services

        +cell
            |  REST microservices for spaCy demos and visualisers.

    +row
        +cell
            +src(gh("spacy-notebooks")) spaCy Notebooks

        +cell
            |  Jupyter notebooks for spaCy examples and tutorials.

+h(2, "libraries") Libraries and projects
+table(["Name", "Description"])
    +row
        +cell
            +src(gh("sense2vec")) sense2vec

        +cell
            |  Use spaCy to go beyond vanilla
            |  #[+a("https://en.wikipedia.org/wiki/Word2vec") Word2vec].

+h(2, "utility") Utility libraries and dependencies

+table(["Name", "Description"])
    +row
        +cell
            +src(gh("thinc")) Thinc

        +cell
            |  Super sparse multi-class machine learning with Cython.

    +row
        +cell
            +src(gh("cymem")) Cymem

        +cell
            |  Gate Cython calls to malloc/free behind Python ref-counted
            |  objects.

    +row
        +cell
            +src(gh("preshed")) Preshed

        +cell
            |  Cython hash tables that assume keys are pre-hashed

    +row
        +cell
            +src(gh("murmurhash")) MurmurHash

        +cell
            |  Cython bindings for
            |  #[+a("https://en.wikipedia.org/wiki/MurmurHash") MurmurHash2].

+h(2, "visualizers") Visualisers and demos

+table(["Name", "Description"])
    +row
        +cell
            +src(gh("displacy")) displaCy.js

        +cell
            |  A lightweight dependency visualisation library for the modern
            |  web, built with JavaScript, CSS and SVG.
            |  #[+a(DEMOS_URL + "/displacy") Demo here].

    +row
        +cell
            +src(gh("displacy-ent")) displaCy#[sup ENT]

        +cell
            |  A lightweight and modern named entity visualisation library
            |  built with JavaScript and CSS.
            |  #[+a(DEMOS_URL + "/displacy-ent") Demo here].

    +row
        +cell
            +src(gh("sense2vec-demo")) sense2vec Demo

        +cell
            |  Source of our Semantic Analysis of the Reddit Hivemind
            |  #[+a(DEMOS_URL + "/sense2vec") demo] using
            |  #[+a(gh("sense2vec")) sense2vec].
