Install
export PATH="/usr/local/cuda-12.0/bin:${PATH}"
export LD_LIBRARY_PATH="/usr/local/cuda-12.0/lib64:${LD_LIBRARY_PATH}"
# ls -lah /usr/local/cuda-12.0/lib64/|grep libnvinfer
# ls -lah /usr/local/cuda-12.0/lib64/|grep libcudart
sudo update-alternatives --config cuda
nvcc --version
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sudo apt udpate
sudo apt install python3-dev python3-pip python3-venv
# sudo apt install nvidia-cuda-toolkit
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apk update
apk add bash gcc musl-dev python3 python3-dev py3-pip libxslt-dev libxml2-dev
# apk add nvidia-cuda-toolkit
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python3 -m venv ~/.venv/tensorflow --prompt="TensorFlow"
source ~/.venv/tensorflow/bin/activate
pip install --upgrade pip
|
python3 -m venv ~/.venv/tensorflow --prompt="TensorFlow"
source ~/.venv/tensorflow/bin/activate
pip install --upgrade pip
|
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# export JAVA_HOME=/usr/lib/jvm/java-8-openjdk-amd64
# pip install jep ads gspread
|
|
pip install tensorflow
pip show tensorflow
pip install tensorrt
pip show tensorrt
|
pip install tensorflow[and-cuda]
pip install tensorflow
pip show tensorflow
pip install tensorrt
pip show tensorrt
|
|
python -c 'import tensorflow as tf; print(tf.__version__)'
python -c 'import tensorflow as tf; print(tf.test.is_gpu_available())'
python -c 'import tensorflow as tf; print("Tensorflow Version: ", tf.__version__)'
python -c 'import tensorflow as tf; print(tf.config.list_physical_devices("GPU"))'
python -c 'import tensorflow as tf; print(tf.sysconfig.get_build_info()["cudnn_version"])'
pip uninstall tensorflow
|
CUDA Toolkit
verify cuda-capable gpu:
cat /proc/driver/nvidia/version
apt search nvidia-headless*
apt search nvidia-driver-*
ubuntu-drivers devices
lspci | grep -i nvidia
lsmod | grep -i nvidia
lspci | grep -e VGA
lspci | grep VGA
nvcc --version
nvidia-smi
curl -fsSL https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/3bf863cc.pub\
| sudo gpg --dearmor -o /usr/share/keyrings/cuda-archive-keyring.gpg
cat << EOF | sudo tee /etc/apt/sources.list.d/cuda-ubuntu2204-x86_64.list >/dev/null
deb [arch=$(dpkg --print-architecture)\
signed-by=/usr/share/keyrings/cuda-archive-keyring.gpg]\
https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/ /
EOF
sudo apt install cuda
sudo apt install cuda-drivers
Or:
wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.0-1_all.deb
sudo dpkg -i cuda-keyring_1.0-1_all.deb
sudo apt update
sudo apt install cuda
sudo apt install cuda-drivers
Reinstall Nvidia
sudo apt update && sudo apt list --upgradable && sudo apt upgrade
sudo /usr/local/cuda-X.Y/bin/cuda-uninstall
sudo apt autoremove nvidia* --purge
sudo /usr/bin/nvidia-uninstall
nvidia-detector
lspci | grep -e VGA
ubuntu-drivers devices
sudo ubuntu-drivers autoinstall
sudo apt install nvidia-driver-525 cuda
Knowledge
python3 -m venv .venv --prompt="TensorFlow"
# source .venv/bin/activate
# (academia) $
|
python3 -m venv .venv --prompt="TensorFlow"
# source .venv/bin/activate
# (molecule) $
|
python -m venv .venv --prompt="TensorFlow"
# .venv\Scripts\activate
# (molecule) PS>
|
|
apk list --installed|grep ^bash
apk list --installed|grep bash
apk add gcc
|
apk search | grep ^bash
apk search | grep bash
apk add g++
|
apk info --contents bash
apk info --rdepends bash
apk add libc6-compat
|
|
sudo apt search nvidia-cuda-toolkit
sudo apt install nvidia-cuda-toolkit
|
sudo find / -name 'libcudart.so*'
sudo chmod a+r /usr/lib/x86_64-linux-gnu/libcuda*
|
nvidia-smi
sudo apt install cuda
|
|
Installation :
driver »
driver & cuda »
Installation :
driver »
driver & cuda »
Installation :
driver »
driver & cuda »
|
Proprietary:
sudo apt install nvidia-driver-510
sudo apt install nvidia-driver-510 cuda
Proprietary:
sudo apt install nvidia-driver-525
sudo apt install nvidia-driver-525 cuda
Proprietary:
sudo apt install nvidia-headless-525
sudo apt install nvidia-headless-525 cuda
|
OpenSource:
sudo apt install nvidia-driver-510-open
sudo apt install nvidia-driver-510-open cuda
OpenSource:
sudo apt install nvidia-driver-525-open
sudo apt install nvidia-driver-525-open cuda
OpenSource:
sudo apt install nvidia-headless-525-open
sudo apt install nvidia-headless-525-open cuda
|
|
generic
sudo apt install linux-modules-nvidia-510-5.15.0-60-generic
sudo apt install linux-modules-nvidia-525-5.15.0-60-generic
nvidia
sudo apt install linux-modules-nvidia-510-5.15.0-1015-nvidia
sudo apt install linux-modules-nvidia-525-5.15.0-1015-nvidia
|
purge nvidia driver
sudo apt remove --purge '^nvidia-.*'
sudo apt remove --purge '^libnvidia-.*'
sudo apt remove --purge '^cuda-.*'
reinstall linux kernel
sudo apt install linux-headers-$(uname -r)
|
References