6.1 KiB
6.1 KiB
tags, aliases, date, time, description
| tags | aliases | date | time | description |
|---|---|---|---|---|
| 2025-11-18 | 13:55:39 |
時間:13:55:39
今日發生什麼事?
- 安裝git lfs:
- 安裝 uv
- 要有 linux gpu 版本跟 linux cpu 版本
- tensorflow 各版本對應的 Python、Compiler、Build tools、cuDNN 與 cuda 版號
- CUDA Toolkit 12.9 Update 1 for Ubuntu 24.04
- cuDNN 9.16.0
- cuDNN 與 CUDA Toolkit 版本對照表
Install CUDA Toolkit 12.9 for Ubuntu 24.04 x86_64
wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2404/x86_64/cuda-ubuntu2404.pin
sudo mv cuda-ubuntu2404.pin /etc/apt/preferences.d/cuda-repository-pin-600
wget https://developer.download.nvidia.com/compute/cuda/12.9.1/local_installers/cuda-repo-ubuntu2404-12-9-local_12.9.1-575.57.08-1_amd64.deb
sudo dpkg -i cuda-repo-ubuntu2404-12-9-local_12.9.1-575.57.08-1_amd64.deb
sudo cp /var/cuda-repo-ubuntu2404-12-9-local/cuda-*-keyring.gpg /usr/share/keyrings/
sudo apt-get update
sudo apt-get -y install cuda-toolkit-12-9
Install cuDNN 9.16.0 for CUDA Toolkit 12
cuDNN 9.16.0 有分2個版本,分別支援 CUDA 12 與 CUDA 13。安裝的時候要注意。
Installation
wget https://developer.download.nvidia.com/compute/cudnn/9.16.0/local_installers/cudnn-local-repo-ubuntu2404-9.16.0_1.0-1_amd64.deb
sudo dpkg -i cudnn-local-repo-ubuntu2404-9.16.0_1.0-1_amd64.deb
sudo cp /var/cudnn-local-repo-ubuntu2404-9.16.0/cudnn-*-keyring.gpg /usr/share/keyrings/
sudo apt-get update
To install for CUDA 12
sudo apt-get -y install cudnn9-cuda-12
To install for CUDA 13
sudo apt-get -y install cudnn9-cuda-13
Remove local repo
移除本地的 deb package
-
先找出安裝的 package name
dpkg -l | grep cuda-repo- 你應該會看到類似:
ii cuda-repo-debian12-12-9-local 12.9.1-575.57.08-1 amd64
- 你應該會看到類似:
-
移除
- 設定檔保留
sudo dpkg -r cuda-repo-debian12-12-9-local- 設定檔一併移除
sudo dpkg -P cuda-repo-debian12-12-9-local -
用
apt遺除以安裝的套件- 先找出主要的套件
apt list --installed | grep cuda - 會看到類似以下
cuda-cccl-12-9/unknown,now 12.9.27-1 amd64 [installed,automatic] cuda-command-line-tools-12-9/unknown,now 12.9.1-1 amd64 [installed,automatic] cuda-compiler-12-9/unknown,now 12.9.1-1 amd64 [installed,automatic] cuda-crt-12-9/unknown,now 12.9.86-1 amd64 [installed,automatic] cuda-cudart-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-cudart-dev-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-cuobjdump-12-9/unknown,now 12.9.82-1 amd64 [installed,automatic] cuda-cupti-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-cupti-dev-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-cuxxfilt-12-9/unknown,now 12.9.82-1 amd64 [installed,automatic] cuda-documentation-12-9/unknown,now 12.9.88-1 amd64 [installed,automatic] cuda-driver-dev-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-gdb-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-libraries-12-9/unknown,now 12.9.1-1 amd64 [installed,automatic] cuda-libraries-dev-12-9/unknown,now 12.9.1-1 amd64 [installed,automatic] cuda-nsight-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-nsight-compute-12-9/unknown,now 12.9.1-1 amd64 [installed,automatic] cuda-nsight-systems-12-9/unknown,now 12.9.1-1 amd64 [installed,automatic] cuda-nvcc-12-9/unknown,now 12.9.86-1 amd64 [installed,automatic] cuda-nvdisasm-12-9/unknown,now 12.9.88-1 amd64 [installed,automatic] cuda-nvml-dev-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-nvprof-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-nvprune-12-9/unknown,now 12.9.82-1 amd64 [installed,automatic] cuda-nvrtc-12-9/unknown,now 12.9.86-1 amd64 [installed,automatic] cuda-nvrtc-dev-12-9/unknown,now 12.9.86-1 amd64 [installed,automatic] cuda-nvtx-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-nvvm-12-9/unknown,now 12.9.86-1 amd64 [installed,automatic] cuda-nvvp-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-opencl-12-9/unknown,now 12.9.19-1 amd64 [installed,automatic] cuda-profiler-api-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-repo-debian12-12-9-local/now 12.9.1-575.57.08-1 amd64 [installed,local] cuda-sandbox-dev-12-9/unknown,now 12.9.19-1 amd64 [installed,automatic] cuda-sanitizer-12-9/unknown,now 12.9.79-1 amd64 [installed,automatic] cuda-toolkit-12-9-config-common/unknown,now 12.9.79-1 all [installed,automatic] cuda-toolkit-12-9/unknown,now 12.9.1-1 amd64 [installed] cuda-toolkit-12-config-common/unknown,now 12.9.79-1 all [installed,automatic] cuda-toolkit-config-common/unknown,now 12.9.79-1 all [installed,automatic] cuda-tools-12-9/unknown,now 12.9.1-1 amd64 [installed,automatic] cuda-visual-tools-12-9/unknown,now 12.9.1-1 amd64 [installed,automatic] - 移除:
sudo apt remove cuda-tools-12-9 - 清除沒用的套件:
sudo apt autoremove - 刪除 keyring (如果你不再需要 CUDA repo):
sudo rm /usr/share/keyrings/cuda-*-keyring.gpg
- 先找出主要的套件