GithubHelp home page GithubHelp logo

backwardn / simdjsonsharp Goto Github PK

View Code? Open in Web Editor NEW

This project forked from egorbo/simdjsonsharp

0.0 1.0 0.0 4.35 MB

C# bindings for lemire/simdjson (and full C# port)

License: Apache License 2.0

C# 53.01% Makefile 0.01% C++ 46.99%

simdjsonsharp's Introduction

SimdJsonSharp: Parsing gigabytes of JSON per second

C# version of lemire/simdjson (by Daniel Lemire and Geoff Langdale - https://arxiv.org/abs/1902.08318) fully ported from C to C#, I tried to keep the same format and API). The library accelerates JSON parsing and minification using SIMD instructions (AVX2). C# version uses System.Runtime.Intrinsics API.

UPD: Now it's also available as a set of pinvokes on top of the native lib as a .NETStandard 2.0 library, thus there are two implementations:

  1. 1.5.0 Fully managed netcoreapp3.0 library (100% port from C to C#)
  2. 1.7.0 netstandard2.0 library with native lib (bindings are generated via xoofx/CppAst)

Benchmarks

The following benchmark compares SimdJsonSharp with .NET Core 3.0 Utf8JsonReader, Json.NET and SpanJson libraries. Test json files can be found here.

1. Parse doubles

Open canada.json and parse all coordinates as System.Double:

|          Method |     fileName |    fileSize |      Mean | Ratio |
|---------------- |------------- |-------------|----------:|------:|
|        SimdJson |  canada.json | 2,251.05 Kb |  4,733 ms |  1.00 |
|  Utf8JsonReader |  canada.json | 2,251.05 Kb | 56,692 ms | 11.98 |
|         JsonNet |  canada.json | 2,251.05 Kb | 70,078 ms | 14.81 |
|    SpanJsonUtf8 |  canada.json | 2,251.05 Kb | 54,878 ms | 11.60 |

2. Count all tokens

|            Method |           fileName |    fileSize |         Mean | Ratio |
|------------------ |------------------- |------------ |-------------:|------:|
|          SimdJson | apache_builds.json |   127.28 Kb |     99.28 us |  1.00 |
|    Utf8JsonReader | apache_builds.json |   127.28 Kb |    226.42 us |  2.28 |
|           JsonNet | apache_builds.json |   127.28 Kb |    461.30 us |  4.64 |
|      SpanJsonUtf8 | apache_builds.json |   127.28 Kb |    168.08 us |  1.69 |
|                   |                    |             |              |       |
|          SimdJson |        canada.json | 2,251.05 Kb |  4,494.44 us |  1.00 |
|    Utf8JsonReader |        canada.json | 2,251.05 Kb |  6,308.01 us |  1.40 |
|           JsonNet |        canada.json | 2,251.05 Kb | 67,718.12 us | 15.06 |
|      SpanJsonUtf8 |        canada.json | 2,251.05 Kb |  6,679.82 us |  1.49 |
|                   |                    |             |              |       |
|          SimdJson |  citm_catalog.json | 1,727.20 Kb |  1,572.78 us |  1.00 |
|    Utf8JsonReader |  citm_catalog.json | 1,727.20 Kb |  3,786.10 us |  2.41 |
|           JsonNet |  citm_catalog.json | 1,727.20 Kb |  5,903.38 us |  3.75 |
|      SpanJsonUtf8 |  citm_catalog.json | 1,727.20 Kb |  3,021.13 us |  1.92 |
|                   |                    |             |              |       |
|          SimdJson | github_events.json |    65.13 Kb |     46.01 us |  1.00 |
|    Utf8JsonReader | github_events.json |    65.13 Kb |    113.80 us |  2.47 |
|           JsonNet | github_events.json |    65.13 Kb |    214.01 us |  4.65 |
|      SpanJsonUtf8 | github_events.json |    65.13 Kb |     89.09 us |  1.94 |
|                   |                    |             |              |       |
|          SimdJson |     gsoc-2018.json | 3,327.83 Kb |  2,209.42 us |  1.00 |
|    Utf8JsonReader |     gsoc-2018.json | 3,327.83 Kb |  4,010.10 us |  1.82 |
|           JsonNet |     gsoc-2018.json | 3,327.83 Kb |  6,729.44 us |  3.05 |
|      SpanJsonUtf8 |     gsoc-2018.json | 3,327.83 Kb |  2,759.59 us |  1.25 |
|                   |                    |             |              |       |
|          SimdJson |   instruments.json |   220.35 Kb |    257.78 us |  1.00 |
|    Utf8JsonReader |   instruments.json |   220.35 Kb |    594.22 us |  2.31 |
|           JsonNet |   instruments.json |   220.35 Kb |    980.42 us |  3.80 |
|      SpanJsonUtf8 |   instruments.json |   220.35 Kb |    409.47 us |  1.59 |
|                   |                    |             |              |       |
|          SimdJson |      truenull.json |    12.00 Kb |  16,032.6 ns |  1.00 |
|    Utf8JsonReader |      truenull.json |    12.00 Kb |  58,365.2 ns |  3.64 |
|           JsonNet |      truenull.json |    12.00 Kb |  60,977.3 ns |  3.80 |
|      SpanJsonUtf8 |      truenull.json |    12.00 Kb |  24,069.2 ns |  1.50 |

3. Json minification:

|                Method |           fileName |    fileSize |         Mean | Ratio |
|---------------------- |------------------- |------------ |-------------:|------:|
|  SimdJsonNoValidation | apache_builds.json |   127.28 Kb |     186.8 us |  1.00 |
|              SimdJson | apache_builds.json |   127.28 Kb |     262.5 us |  1.41 |
|               JsonNet | apache_builds.json |   127.28 Kb |   1,802.6 us |  9.65 |
|                       |                    |             |              |       |
|  SimdJsonNoValidation |        canada.json | 2,251.05 Kb |   4,130.7 us |  1.00 |
|              SimdJson |        canada.json | 2,251.05 Kb |   7,940.7 us |  1.92 |
|               JsonNet |        canada.json | 2,251.05 Kb | 181,884.0 us | 44.06 |
|                       |                    |             |              |       |
|  SimdJsonNoValidation |  citm_catalog.json | 1,727.20 Kb |   2,346.9 us |  1.00 |
|              SimdJson |  citm_catalog.json | 1,727.20 Kb |   4,064.0 us |  1.75 |
|               JsonNet |  citm_catalog.json | 1,727.20 Kb |  34,831.0 us | 14.84 |

Usage

The C# API is not stable yet and currently fully copies the original C-style API thus it involves some Unsafe magic including pointers.

Add nuget package SimdJsonSharp.Managed (for .NET Core 3.0) or SimdJsonSharp.Bindings for a .NETStandard 2.0 package (.NET 4.x, .NET Core 2.x, etc).

dotnet add package SimdJsonSharp.Bindings
or
dotnet add package SimdJsonSharp.Managed

The following sample parses a file and iterate numeric tokens

byte[] bytes = File.ReadAllBytes(somefile);
fixed (byte* ptr = bytes) // pin bytes while we are working on them
using (ParsedJson doc = SimdJson.ParseJson(ptr, bytes.Length))
using (var iterator = doc.CreateIterator())
{
    while (iterator.MoveForward())
    {
        if (iterator.GetTokenType() == JsonTokenType.Number)
            Console.WriteLine("integer: " + iterator.GetInteger());
    }
}

UPD: for SimdJsonSharp.Bindings types are postfixed with 'N', e.g. ParsedJsonN

As you can see the API looks similiar to Utf8JsonReader that was introduced recently in .NET Core 3.0

Also it's possible to just validate JSON or minify it (remove whitespaces, etc):

string someJson = ...;
string minifiedJson = SimdJson.MinifyJson(someJson);

Requirements

  • AVX2 enabled CPU

simdjsonsharp's People

Contributors

egorbo avatar tkp1n avatar tornhoof avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.