In this post we will learn how to build the latest version of fastText Python wrapper under Windows. We will use Anaconda to create a separate environment, but this should work under any environment manager or with no environment at all.

This will be a step-by-step guide, so feel free to skip some basic stuff like Anaconda installation.

Step 1. Install Anaconda.

This is simple. Just go to and download the latest version of Anaconda for Windows. I’m using Python 3.x and didn’t test this with 2.7.

Install Anaconda with default settings, adding it to your PATH.

Step 2. Install Visual Studio Community Edition.

This step is not obvious, but fastText is written in C, so we need a Visual C++ compiler under Windows in order to build it. We can get one for free with Community edition of Visual Studio.

If you use Visual Studio in your work and you’ve already got it installed, just add the required components to your installation (see below).

First, download an installer from Run the downloaded installer, get to the main screen and select “Desktop Development with C++” workload:

You can  decrease the size of your installation a little by opening the  “Individual components” tab and deselecting all the options except:

  • Static analysis tools
  • Text Template Transformation
  • C# and Visual Basic Roslyn compilers
  • MSBuild
  • VC++ 201x version 1x.x vx.x latest vxxx tools
  • Visual C++ 201x Redistributable Update
  • Visual Studio C++ core features
  • Windows 10 SDK (the one that is checked by default)

Step 3. Create conda environment and install packages

Now  we can create a conda environment and install the required packages. If  you don’t use Anaconda, there is just one key step here: have pip version less than 10.x. FastText install process depends on some undocumented pip features that were moved in pip 10.x, so we need an earlier version in order to proceed. So here we create a new environment named nlp and install a specific version of pip:

conda create -n nlp pip==9.0.3

After the environment is created, we activate it:

activate nlp

We also need to install the pybindpackage:

pip install pybind11

You can get a nasty error at this step that says:

[WinError 206] The filename or extension is too long

If you use Windows 10 Anniversary update of later, you are in luck since Windows added support for long path names. Just open regedit.exe and go to this key:


Find the LongPathsEnabled value on the right, and set it to 1. If you don’t see this value, just create it of type DWORD (32-bit). You can now install pybind.

If you are using an earlier version of Windows, you need to download the wheel manually from and install it with:

pip install [path to downloaded wheel]

Step 4. Get and build the latest fastText

I assume you already have git installed, but if not, and you are using Anaconda, this is easy:

conda install git

Let’s clone the FastText repo:

git clone

Now we’ve got everything we need to install FastText:

cd fastText
pip install .

In a couple of moments you should see the message:

Successfully installed fasttext-xx

Let’s check that everything is OK:

>>> import fastText

There should be no errors. Congratulations! You’ve just just downloaded around 2 gigs of Windows SDK to install a 12 Kb Python wrapper! :)