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Installing faiss on Google Colaboratory

2020-06-21 02:57发布

问题:

I try to follow instruction on the MUSE project.

They require PyTorch and Faiss. PyTorch is easy to install. But I found problem with installing Faiss.

The instruction on MUSE tell me to use

conda install faiss-cpu -c pytorch

But Google Colab doesn't support conda (When I tried !pip install conda, it didn't work)

And Faiss didn't work when I !pip install faiss either.

Is there a way to install Faiss or conda?

回答1:

Here's how I eventually install faiss.

!wget  https://anaconda.org/pytorch/faiss-cpu/1.2.1/download/linux-64/faiss-cpu-1.2.1-py36_cuda9.0.176_1.tar.bz2
!tar xvjf faiss-cpu-1.2.1-py36_cuda9.0.176_1.tar.bz2
!cp -r lib/python3.6/site-packages/* /usr/local/lib/python3.6/dist-packages/
!pip install mkl

Then, I can import faiss with no problem. The warning is that I didn't use GPU. If you want to use GPU, you need to install this instead:

https://anaconda.org/pytorch/faiss-gpu/1.2.1/download/linux-64/faiss-gpu-1.2.1-py36_cuda9.0.176_1.tar.bz2

Update June 2020

As @Kuffner said, you can now use !pip to install it. (I test and simplify it a bit)

For CPU

!apt install libomp-dev
!pip install faiss

For GPU

!pip install faiss-gpu


回答2:

As of June 2020 the easiest solution for Colab GPU runtime is:

!apt install libomp-dev
!python -m pip install --upgrade faiss faiss-gpu
import faiss

The code comes from here: faiss/issues/890



回答3:

Try this way!

  1. install conda

    !wget -c -O anaconda.sh 'https://repo.continuum.io/archive/Anaconda3-5.1.0-Linux-x86_64.sh'

    !bash anaconda.sh -b

    !cd /usr/bin/ && ln -sf /content/anaconda3/bin/conda conda

    !cd /content/

  2. install faiss

    !yes y | conda install faiss-gpu -c pytorch