- Published on
How to setup PyTorch and CANN environments on Ascend 910b
- Authors
- Name
- Jerry Kwan
- @JkSagacity
The following operations are executed on the Ascend 910b platform. If you are using a different environment, please modify the instructions accordingly to suit your specific setup.
install NPU driver and firmware
Check if you have installed the NPU driver and firmware already, if not, you should install them as the first step.
Please go to firmware-drivers to download the latest NPU Driver and NPU firmware, such as Ascend-hdk-910b-npu-firmware_7.5.0.1.129.run and Ascend-hdk-910b-npu-driver_24.1.rc3_linux-x86-64.run
Execute the following command to install them
./Ascend-hdk-910b-npu-driver_24.1.rc3_linux-x86-64.run --full --install-for-all
./Ascend-hdk-910b-npu-firmware_7.5.0.1.129.run --full
And you can reference this
install necessary libraries
Execute the following commands to install Python3.10, IPython
apt update
apt install -y software-properties-common wget
add-apt-repository ppa:deadsnakes/ppa
apt update
apt install -y python3.10
apt install -y python3-pip
pip3 install ipython
install PyTorch 2.40
pip3 install numpy==1.26.4
pip3 install torch==2.4.0
# install torch_npu
pip3 install pyyaml
pip3 install setuptools
wget https://gitee.com/ascend/pytorch/releases/download/v6.0.rc3-pytorch2.4.0/torch_npu-2.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
pip3 install torch_npu-2.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
install CANN
Download necessary cann packages from CANN packages such as Ascend-cann-kernels-910b_8.0.RC3_linux-aarch64.run and Ascend-cann-toolkit_8.0.RC3_linux-aarch64.run
Execute the following commands to install
chmod +x Ascend-cann-toolkit_8.0.RC3_linux-aarch64.run
chmod +x Ascend-cann-kernels-910b_8.0.RC3_linux-aarch64.run
./Ascend-cann-toolkit_8.0.RC3_linux-aarch64.run --quiet --install --install-for-all
./Ascend-cann-kernels-910b_8.0.RC3_linux-aarch64.run --quiet --install --install-for-all
# set environments automatically
echo 'source /usr/local/Ascend/ascend-toolkit/set_env.sh' >> ~/.bashrc
Please make sure the NPU driver is installed before you install CANN
And if everything goes well, you can execute the following python codes without any exceptions
import torch
import torch_npu
x = torch.randn(2, 2).npu()
y = torch.randn(2, 2).npu()
z = x.mm(y)
print(z)
Please reference the folowing materials when encountering problems when installing