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Description
Overview
This guide summarizes how both end users and Feast developers can get their M1 Macs set up to use or develop for Feast. pyenv
is used in this guide, but isn't absolutely necessary.
Installation Guide
- Install pyenv
https://github.com/pyenv/pyenv#homebrew-in-macos
- Install dependencies
brew install xz protobuf openssl zlib
- Install Python
(only tested with 3.8.12)
CFLAGS="-I$(brew --prefix xz)/include" LDFLAGS="-L$(brew --prefix xz)/lib" pyenv install 3.8.12
- Upgrade Pip and install dependencies
pip install --upgrade pip
pip install cryptography -U
export CFLAGS="-I$(brew --prefix protobuf)/include"
export LDFLAGS="-L$(brew --prefix protobuf)/lib"
# Please set the protobuf version below (we're hardcoding it to 3.17 here)
pip install protobuf==3.17 --force-reinstall --no-deps --install-option="--cpp_implementation"
You can stop here if you are just a Feast user (not a developer). At this point you should be able to pip install feast
. Steps (5) and (6) are for developers only
- Build and install Feast repository (run from Feast project root)
export LDFLAGS="-L$(brew --prefix freetds)/lib -L$(brew --prefix protobuf)/lib -L$(brew --prefix zlib)/lib -L$(brew --prefix openssl)/lib"
export CPPFLAGS="-I$(brew --prefix protobuf)/include -I$(brew --prefix zlib)/include"
export MYSQLCLIENT_LDFLAGS=$(pkg-config --libs mysqlclient)
export MYSQLCLIENT_CFLAGS=$(pkg-config --cflags mysqlclient)
export GRPC_PYTHON_BUILD_SYSTEM_OPENSSL=1
export GRPC_PYTHON_BUILD_SYSTEM_ZLIB=1
pip install pip-tools
brew install mysql
make install-python-ci-dependencies PYTHON=3.8
- Run Feast tests (all tests should pass)
FEAST_USAGE=False IS_TEST=True python -m pytest -n 8 sdk/python/tests
Problems & Solutions
Problem
Lack of _ctypes
Solution
Problem
Could not build wheels for cryptography, which is required to install pyproject.toml-based projects
Solution
pip install --upgrade pip
pip install cryptography -U
Problem
distutils.errors.DistutilsExecError: command 'clang' failed with exit status 1
Solution
export GRPC_PYTHON_BUILD_SYSTEM_OPENSSL=1
export GRPC_PYTHON_BUILD_SYSTEM_ZLIB=1
Problem
ImportError: cannot import name '_message' from 'google.protobuf.pyext' (/opt/homebrew/Caskroom/miniforge/base/envs/intel_py39/lib/python3.9/site-packages/google/protobuf/pyext/__init__.py)
Solution
brew install protobuf
export CFLAGS="-I$(brew --prefix protobuf)/include"
export LDFLAGS="-L$(brew --prefix protobuf)/lib"
# You need
pip install protobuf==3.17 --force-reinstall --no-deps --install-option="--cpp_implementation"
Problem
ModuleNotFoundError: No module named '_lzma'
Solution
brew install xz
CFLAGS="-I$(brew --prefix xz)/include" LDFLAGS="-L$(brew --prefix xz)/lib" pyenv install 3.9.4
MattDelac, tsotnet, robhowley, mjurkus, shuchu and 2 more