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Installation failed Mac M1
Installation
Machine: Mac M1 2021
Installation: Miniconda env. python: 3.9.5 tensorflow: 2.7 (via conda -c apple)
Tried to install both from within jupyter:
!pip install tensorflow_similarity
from terminal in conda env: pip install tensorflow_similarity
import tensorflow as tf tf.version '2.7.0'
The error I got is:
ERROR: Cannot install tensorflow-similarity==0.13.0, tensorflow-similarity==0.13.1, tensorflow-similarity==0.13.10, tensorflow-similarity==0.13.11, tensorflow-similarity==0.13.12, tensorflow-similarity==0.13.13, tensorflow-similarity==0.13.14, tensorflow-similarity==0.13.15, tensorflow-similarity==0.13.17, tensorflow-similarity==0.13.18, tensorflow-similarity==0.13.2, tensorflow-similarity==0.13.20, tensorflow-similarity==0.13.21, tensorflow-similarity==0.13.22, tensorflow-similarity==0.13.23, tensorflow-similarity==0.13.24, tensorflow-similarity==0.13.25, tensorflow-similarity==0.13.26, tensorflow-similarity==0.13.27, tensorflow-similarity==0.13.28, tensorflow-similarity==0.13.29, tensorflow-similarity==0.13.3, tensorflow-similarity==0.13.30, tensorflow-similarity==0.13.31, tensorflow-similarity==0.13.32, tensorflow-similarity==0.13.33, tensorflow-similarity==0.13.34, tensorflow-similarity==0.13.35, tensorflow-similarity==0.13.36, tensorflow-similarity==0.13.37, tensorflow-similarity==0.13.38, tensorflow-similarity==0.13.39, tensorflow-similarity==0.13.4, tensorflow-similarity==0.13.4.1, tensorflow-similarity==0.13.40, tensorflow-similarity==0.13.41, tensorflow-similarity==0.13.42, tensorflow-similarity==0.13.43, tensorflow-similarity==0.13.44, tensorflow-similarity==0.13.45, tensorflow-similarity==0.13.5, tensorflow-similarity==0.13.6, tensorflow-similarity==0.13.7, tensorflow-similarity==0.13.8, tensorflow-similarity==0.13.9, tensorflow-similarity==0.14, tensorflow-similarity==0.14.1, tensorflow-similarity==0.14.2, tensorflow-similarity==0.14.3, tensorflow-similarity==0.14.4, tensorflow-similarity==0.14.5, tensorflow-similarity==0.14.6, tensorflow-similarity==0.14.7 and tensorflow-similarity==0.14.8 because these package versions have conflicting dependencies.
...
To fix this you could try to:
- loosen the range of package versions you've specified
- remove package versions to allow pip attempt to solve the dependency conflict
Tried solutions:
Install from conda conda install tensorflow_similarity
Hi,
I don't have an M1 to test on at the moment, but I was able to install on a 2019 MacBookPro OS 12.0.1 using the following:
python3 -m venv .env
. .env/bin/activate
pip install --upgrade pip
pip install tensorflow_similarity
This may be an issue related to how Conda handles the older packages. I'll try and get a Conda env setup on my machine to test. The current package setup.py is fairly relaxed on the requirements, and only needs tf >= 2.4 and tfds >= 4.2, but I'll let you know what I find once I get Conda setup or access to an M1.
You could also try pulling from the nightly development build. pip install tfsim-nightly
Hey,
Thank you for the follow-up.
I've done what you suggest, the answer back is:
The conflict is caused by: tensorflow-similarity 0.14.8 depends on tensorflow>=2.4 tensorflow-similarity 0.14.7 depends on tensorflow>=2.4
But when running: `macbook dive_model % python Python 3.9.5 | packaged by conda-forge | (default, Jun 19 2021, 00:24:55) [Clang 11.1.0 ] on darwin Type "help", "copyright", "credits" or "license" for more information.
import tensorflow as tf tf.version '2.7.0'`
Don't understand though. Any idea ?
Hi, I moved the tensorflow dep to extras_require. Seems like this is a common pattern to avoid tensorflow install issues.
tensorflow_similarity 0.14.9 contains the fix. Please let me know if this resolves the issue.
Best,
Hi, thank you for the follow-up.
Just tried a new installation using pip install tensorflow-similarity == 0.14.9
as suggested.
several errors during the process due to wheels that it cannot install. It ends with the following:
Successfully built pandas umap-learn pynndescent scikit-learn Failed to build nmslib numba numpy llvmlite ERROR: Could not build wheels for numpy, which is required to install pyproject.toml-based projects
When I run a conda install numpy
, it says the requirements is already satisfied (numpy is installed along with tensorflow.)
Thanks again for your helps, it seems it's moving in the right direction :)
Best
I have solve this issue by install nmslib by CFLAGS="-mavx -DWARN(a)=(a)" pip install nmslib
then install TensorFlow Similarity by this CFLAGS="-mavx -DWARN(a)=(a)" pip install tensorflow-similarity
and it works.
credit by https://github.com/nmslib/nmslib/issues/476#issuecomment-998775186