FastText.Net
0.1.1
dotnet add package FastText.Net --version 0.1.1
NuGet\Install-Package FastText.Net -Version 0.1.1
<PackageReference Include="FastText.Net" Version="0.1.1" />
<PackageVersion Include="FastText.Net" Version="0.1.1" />
<PackageReference Include="FastText.Net" />
paket add FastText.Net --version 0.1.1
#r "nuget: FastText.Net, 0.1.1"
#:package FastText.Net@0.1.1
#addin nuget:?package=FastText.Net&version=0.1.1
#tool nuget:?package=FastText.Net&version=0.1.1
FastText.Net
A managed, dependency-free C# port of Facebook fastText
inference, focused on text/language classification. Load a pretrained supervised
model (such as lid.176.ftz for language identification) and classify text without
shipping any native binaries.
Unofficial. This is an independent, community port of the now-archived fastText project. It is not affiliated with or endorsed by Meta / Facebook. "fastText" is a trademark of its respective owner.
Only the prediction path is ported (model loading + predict); training is not included.
Features
- Pure C# (
net10.0), no native dependency, no P/Invoke. - Reads the standard fastText binary model format, including quantized
.ftzmodels (product quantization) and hierarchical-softmax / softmax / sigmoid losses. - Byte-exact tokenization, FNV-1a hashing, and subword n-grams — results match the
reference implementation (verified against the official Python
fasttextpackage). - SIMD-accelerated linear algebra via
System.Numerics.Tensors(TensorPrimitives). - Allocation-light prediction hot path (pooled buffers, thread-local state).
Installation
dotnet add package FastText.Net
Usage
using FastTextNet;
var model = FastTextModel.Load("lid.176.ftz");
foreach (var p in model.Predict("Bonjour, comment allez-vous?", k: 3))
{
Console.WriteLine($"{p.Label}: {p.Probability:P2}");
}
// __label__fr: 95.79%
// __label__en: 1.89%
// __label__nl: 0.26%
FastTextModel is immutable after loading and safe to share across threads.
Getting a model
Pretrained language-identification models are published by Facebook (CC BY-SA 3.0) and are not bundled with this package:
lid.176.ftz(~917 KB, quantized): https://dl.fbaipublicfiles.com/fasttext/supervised-models/lid.176.ftzlid.176.bin(~126 MB, full): https://dl.fbaipublicfiles.com/fasttext/supervised-models/lid.176.bin
Any supervised fastText model in the standard binary format will load.
License
MIT. Derived from fastText (MIT, © Facebook, Inc.). See the project repository for full attribution and third-party notices: https://github.com/ericstj/FastText.Net
| Product | Versions Compatible and additional computed target framework versions. |
|---|---|
| .NET | net10.0 is compatible. net10.0-android was computed. net10.0-browser was computed. net10.0-ios was computed. net10.0-maccatalyst was computed. net10.0-macos was computed. net10.0-tvos was computed. net10.0-windows was computed. |
-
net10.0
- System.Numerics.Tensors (>= 10.0.8)
NuGet packages
This package is not used by any NuGet packages.
GitHub repositories
This package is not used by any popular GitHub repositories.