如何在M1 Macbook上配置OpenCV等機(jī)器學(xué)習(xí)環(huán)境?
設(shè)置Xcode
打開(kāi)終端并執(zhí)行
sudo xcode-select --install
安裝HomeBrew(原生Apple Silicon M1)
打開(kāi)終端,逐個(gè)寫(xiě)入
這將為M1芯片安裝最新的Brew/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"
echo “export PATH=/opt/homebrew/bin:$PATH” >> ~/.zshrc
//Restart The Terminal
brew install gcc
brew install cmake
brew install wget
安裝Miniforge,設(shè)置Conda環(huán)境點(diǎn)擊下面的鏈接下載(Apple Silicon)版本https://github.com/conda-forge/miniforge
打開(kāi)終端并執(zhí)行以下操作// If the Downloaded File Stored in Download
cd Downloads
bash Miniforge3-MacOSX-arm64.sh
//After Installation Completes Restart Terminal
//Creating Conda Environment named ml You can use any name in place of "ml"
conda create --name ml
conda install -y python==3.8.6
conda install -y pandas matplotlib scikit-learn jupyterlab
安裝Tensorflow單擊下面的鏈接并下載文件https://github.com/apple/tensorflow_macos/releasesAm在2021年3月3日為M1使用最新的TF alpha 2版本。
//if Download Directory is Downloads
cd Downloads
tar xvf tensorflow_macos-0.1alpha2.tar.gz
cd tensorflow_macos/arm64
//Dont Forget To Activate Conda Environment
conda activate ml
// Install specific pip version and some other base packages
pip install --force pip==20.2.4 wheel setuptools cached-property six
// Install all the packages provided by Apple but TensorFlow
pip install --upgrade --no-dependencies --force numpy-1.18.5-cp38-cp38-macosx_11_0_arm64.whl grpcio-1.33.2-cp38-cp38-macosx_11_0_arm64.whl h5py-2.10.0-cp38-cp38-macosx_11_0_arm64.whl tensorflow_addons_macos-0.1a2-cp38-cp38-macosx_11_0_arm64.whl
// Install additional packages
pip install absl-py astunparse flatbuffers gast google_pasta keras_preprocessing opt_einsum protobuf tensorflow_estimator termcolor typing_extensions wrapt wheel tensorboard typeguard
// Install TensorFlow
pip install --upgrade --force --no-dependencies tensorflow_macos-0.1a2-cp38-cp38-macosx_11_0_arm64.whl
安裝額外的包pip install matplotlib
conda install -c conda-forge scikit-learn
pip install keras
pip install notebook
編譯和安裝OpenCV//I Suggest To Do all this Inside miniforge3 dir for that
// cd miniforge3
wget -O opencv.zip https://github.com/opencv/opencv/archive/4.5.0.zip
wget -O opencv_contrib.zip https://github.com/opencv/opencv_contrib/archive/4.5.0.zip
unzip opencv.zip
unzip opencv_contrib.zip
cd opencv-4.5.0
mkdir build && cd build
//Here Take Care Of Paths of OPENCV_EXTRA_M(jìn)ODULES_PATH and
// PYTHON3_EXECUTABLE If you're Beginner watch the YouTube video
//And If Inside miniforge3 just place your <username>.
cmake
-DCMAKE_SYSTEM_PROCESSOR=arm64
-DCMAKE_OSX_ARCHITECTURES=arm64
-DWITH_OPENJPEG=OFF
-DWITH_IPP=OFF
-D CMAKE_BUILD_TYPE=RELEASE
-D CMAKE_INSTALL_PREFIX=/usr/local
-D OPENCV_EXTRA_M(jìn)ODULES_PATH=/Users/<username>/miniforge3/opencv_contrib-4.5.0/modules
-D PYTHON3_EXECUTABLE=/Users/<username>/miniforge3/envs/ml/bin/python3
-D BUILD_opencv_python2=OFF
-D BUILD_opencv_python3=ON
-D INSTALL_PYTHON_EXAMPLES=ON
-D INSTALL_C_EXAMPLES=OFF
-D OPENCV_ENABLE_NONFREE=ON
-D BUILD_EXAMPLES=ON ..
make -j8
//"8" is the number of cores To be used(This Step Takes Time)
sudo make install
//Linking OpenCV To Conda Environment
mdfind cv2.cpython
//From the output Copy the Path similar to the below one
"/usr/local/lib/python3.8/site-packages/cv2/python-3.8/cv2.cpython-38-darwin.so cv2.so"
cd
cd miniforge3/envs/dev/lib/python3.8/site-packages
ln -s PasteYourCopiedPathHere

發(fā)表評(píng)論
請(qǐng)輸入評(píng)論內(nèi)容...
請(qǐng)輸入評(píng)論/評(píng)論長(zhǎng)度6~500個(gè)字
圖片新聞
最新活動(dòng)更多
-
7月22-29日立即報(bào)名>> 【線下論壇】第三屆安富利汽車(chē)生態(tài)圈峰會(huì)
-
7.30-8.1火熱報(bào)名中>> 全數(shù)會(huì)2025(第六屆)機(jī)器人及智能工廠展
-
7月31日免費(fèi)預(yù)約>> OFweek 2025具身智能機(jī)器人產(chǎn)業(yè)技術(shù)創(chuàng)新應(yīng)用論壇
-
免費(fèi)參會(huì)立即報(bào)名>> 7月30日- 8月1日 2025全數(shù)會(huì)工業(yè)芯片與傳感儀表展
-
即日-2025.8.1立即下載>> 《2024智能制造產(chǎn)業(yè)高端化、智能化、綠色化發(fā)展藍(lán)皮書(shū)》
-
8月5日立即報(bào)名>> 【在線會(huì)議】CAE優(yōu)化設(shè)計(jì):醫(yī)療器械設(shè)計(jì)的應(yīng)用案例與方案解析
推薦專(zhuān)題
- 1 AI 眼鏡讓百萬(wàn) APP「集體失業(yè)」?
- 2 豆包前負(fù)責(zé)人喬木出軌BP后續(xù):均被辭退
- 3 一文看懂視覺(jué)語(yǔ)言動(dòng)作模型(VLA)及其應(yīng)用
- 4 “支付+”時(shí)代,支付即生態(tài) | 2025中國(guó)跨境支付十大趨勢(shì)
- 5 中國(guó)最具實(shí)力AI公司TOP10
- 6 深圳跑出40億超級(jí)隱形冠軍:賣(mài)機(jī)器人年入6.1億,港股上市
- 7 特斯拉Robotaxi上路,馬斯克端上畫(huà)了十年的餅
- 8 “AI六小虎”到了下一個(gè)賽點(diǎn)
- 9 張勇等人退出阿里合伙人
- 10 AI的夏天:第四范式VS云從科技VS地平線機(jī)器人