nvidia 535 에 맞는 쿠다. AWS G5
(tf-gpu-env) ubuntu@socanner:/mnt/splitter/set4python$ nvidia-smi
Sat Apr 13 03:38:59 2024
+---------------------------------------------------------------------------------------+
| NVIDIA-SMI 535.171.04 Driver Version: 535.171.04 CUDA Version: 12.2 |
|-----------------------------------------+----------------------+----------------------+
| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|=========================================+======================+======================|
| 0 NVIDIA A10G Off | 00000000:00:1E.0 Off | 0 |
| 0% 18C P8 15W / 300W | 0MiB / 23028MiB | 0% Default |
| | | N/A |
+-----------------------------------------+----------------------+----------------------+
+---------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=======================================================================================|
| No running processes found |
+---------------------------------------------------------------------------------------+
wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-ubuntu2204.pin
sudo mv cuda-ubuntu2204.pin /etc/apt/preferences.d/cuda-repository-pin-600
wget https://developer.download.nvidia.com/compute/cuda/12.2.2/local_installers/cuda-repo-ubuntu2204-12-2-local_12.2.2-535.104.05-1_amd64.deb
sudo dpkg -i cuda-repo-ubuntu2204-12-2-local_12.2.2-535.104.05-1_amd64.deb
sudo cp /var/cuda-repo-ubuntu2204-12-2-local/cuda-*-keyring.gpg /usr/share/keyrings/
sudo apt-get update
sudo apt-get -y install cuda
패키지 목록을 읽는 중입니다... 완료
의존성 트리를 만드는 중입니다... 완료
상태 정보를 읽는 중입니다... 완료
The following additional packages will be installed:
cuda-12-2 cuda-cccl-12-2 cuda-command-line-tools-12-2 cuda-compiler-12-2 cuda-crt-12-2 cuda-cudart-12-2 cuda-cudart-dev-12-2 cuda-cuobjdump-12-2 cuda-cupti-12-2 cuda-cupti-dev-12-2
cuda-cuxxfilt-12-2 cuda-demo-suite-12-2 cuda-documentation-12-2 cuda-driver-dev-12-2 cuda-drivers cuda-drivers-535 cuda-gdb-12-2 cuda-libraries-12-2 cuda-libraries-dev-12-2
cuda-nsight-12-2 cuda-nsight-compute-12-2 cuda-nsight-systems-12-2 cuda-nvcc-12-2 cuda-nvdisasm-12-2 cuda-nvml-dev-12-2 cuda-nvprof-12-2 cuda-nvprune-12-2 cuda-nvrtc-12-2
cuda-nvrtc-dev-12-2 cuda-nvtx-12-2 cuda-nvvm-12-2 cuda-nvvp-12-2 cuda-opencl-12-2 cuda-opencl-dev-12-2 cuda-profiler-api-12-2 cuda-runtime-12-2 cuda-sanitizer-12-2 cuda-toolkit-12-2
cuda-toolkit-12-2-config-common cuda-toolkit-12-config-common cuda-toolkit-config-common cuda-tools-12-2 cuda-visual-tools-12-2 default-jre default-jre-headless fonts-dejavu-extra
gds-tools-12-2 libatk-wrapper-java libatk-wrapper-java-jni libcublas-12-2 libcublas-dev-12-2 libcufft-12-2 libcufft-dev-12-2 libcufile-12-2 libcufile-dev-12-2 libcurand-12-2
libcurand-dev-12-2 libcusolver-12-2 libcusolver-dev-12-2 libcusparse-12-2 libcusparse-dev-12-2 libgif7 libnpp-12-2 libnpp-dev-12-2 libnvjitlink-12-2 libnvjitlink-dev-12-2
libnvjpeg-12-2 libnvjpeg-dev-12-2 nsight-compute-2023.2.2 nsight-systems-2023.2.3 nvidia-modprobe nvidia-settings openjdk-11-jre openjdk-11-jre-headless
제안하는 패키지:
libnss-mdns fonts-ipafont-gothic fonts-ipafont-mincho fonts-wqy-microhei | fonts-wqy-zenhei fonts-indic
다음 새 패키지를 설치할 것입니다:
cuda cuda-12-2 cuda-cccl-12-2 cuda-command-line-tools-12-2 cuda-compiler-12-2 cuda-crt-12-2 cuda-cudart-12-2 cuda-cudart-dev-12-2 cuda-cuobjdump-12-2 cuda-cupti-12-2
cuda-cupti-dev-12-2 cuda-cuxxfilt-12-2 cuda-demo-suite-12-2 cuda-documentation-12-2 cuda-driver-dev-12-2 cuda-drivers cuda-drivers-535 cuda-gdb-12-2 cuda-libraries-12-2
cuda-libraries-dev-12-2 cuda-nsight-12-2 cuda-nsight-compute-12-2 cuda-nsight-systems-12-2 cuda-nvcc-12-2 cuda-nvdisasm-12-2 cuda-nvml-dev-12-2 cuda-nvprof-12-2 cuda-nvprune-12-2
cuda-nvrtc-12-2 cuda-nvrtc-dev-12-2 cuda-nvtx-12-2 cuda-nvvm-12-2 cuda-nvvp-12-2 cuda-opencl-12-2 cuda-opencl-dev-12-2 cuda-profiler-api-12-2 cuda-runtime-12-2 cuda-sanitizer-12-2
cuda-toolkit-12-2 cuda-toolkit-12-2-config-common cuda-toolkit-12-config-common cuda-toolkit-config-common cuda-tools-12-2 cuda-visual-tools-12-2 default-jre default-jre-headless
fonts-dejavu-extra gds-tools-12-2 libatk-wrapper-java libatk-wrapper-java-jni libcublas-12-2 libcublas-dev-12-2 libcufft-12-2 libcufft-dev-12-2 libcufile-12-2 libcufile-dev-12-2
libcurand-12-2 libcurand-dev-12-2 libcusolver-12-2 libcusolver-dev-12-2 libcusparse-12-2 libcusparse-dev-12-2 libgif7 libnpp-12-2 libnpp-dev-12-2 libnvjitlink-12-2
libnvjitlink-dev-12-2 libnvjpeg-12-2 libnvjpeg-dev-12-2 nsight-compute-2023.2.2 nsight-systems-2023.2.3 nvidia-modprobe openjdk-11-jre openjdk-11-jre-headless
다음 패키지를 업그레이드할 것입니다:
nvidia-settings
1개 업그레이드, 74개 새로 설치, 0개 제거 및 36개 업그레이드 안 함.
44.9 M바이트/2,869 M바이트 아카이브를 받아야 합니다.
이 작업 후 6,556 M바이트의 디스크 공간을 더 사용하게 됩니다.
받기:1 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-toolkit-config-common 12.2.140-1 [16.4 kB]
받기:2 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-toolkit-12-config-common 12.2.140-1 [16.4 kB]
받기:3 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-toolkit-12-2-config-common 12.2.140-1 [16.3 kB]
받기:4 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-cudart-12-2 12.2.140-1 [161 kB]
받기:5 http://us-east-2.ec2.archive.ubuntu.com/ubuntu jammy-updates/main amd64 openjdk-11-jre-headless amd64 11.0.22+7-0ubuntu2~22.04.1 [42.5 MB]
받기:6 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nvrtc-12-2 12.2.140-1 [17.3 MB]
받기:7 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-opencl-12-2 12.2.140-1 [23.8 kB]
받기:8 file:/var/cuda-repo-ubuntu2204-12-2-local libcublas-12-2 12.2.5.6-1 [249 MB]
받기:9 http://us-east-2.ec2.archive.ubuntu.com/ubuntu jammy/main amd64 default-jre-headless amd64 2:1.11-72build2 [3,042 B]
받기:10 http://us-east-2.ec2.archive.ubuntu.com/ubuntu jammy/main amd64 libgif7 amd64 5.1.9-2build2 [33.8 kB]
받기:11 file:/var/cuda-repo-ubuntu2204-12-2-local libcufft-12-2 11.0.8.103-1 [58.0 MB]
받기:12 file:/var/cuda-repo-ubuntu2204-12-2-local libcufile-12-2 1.7.2.10-1 [840 kB]
받기:13 http://us-east-2.ec2.archive.ubuntu.com/ubuntu jammy-updates/main amd64 openjdk-11-jre amd64 11.0.22+7-0ubuntu2~22.04.1 [214 kB]
받기:14 http://us-east-2.ec2.archive.ubuntu.com/ubuntu jammy/main amd64 default-jre amd64 2:1.11-72build2 [896 B]
받기:15 http://us-east-2.ec2.archive.ubuntu.com/ubuntu jammy/main amd64 fonts-dejavu-extra all 2.37-2build1 [2,041 kB]
받기:16 http://us-east-2.ec2.archive.ubuntu.com/ubuntu jammy/main amd64 libatk-wrapper-java all 0.38.0-5build1 [53.1 kB]
받기:17 http://us-east-2.ec2.archive.ubuntu.com/ubuntu jammy/main amd64 libatk-wrapper-java-jni amd64 0.38.0-5build1 [49.0 kB]
받기:18 file:/var/cuda-repo-ubuntu2204-12-2-local libcurand-12-2 10.3.3.141-1 [41.4 MB]
받기:19 file:/var/cuda-repo-ubuntu2204-12-2-local libcusolver-12-2 11.5.2.141-1 [77.2 MB]
받기:20 file:/var/cuda-repo-ubuntu2204-12-2-local libcusparse-12-2 12.1.2.141-1 [107 MB]
받기:21 file:/var/cuda-repo-ubuntu2204-12-2-local libnpp-12-2 12.2.1.4-1 [95.2 MB]
받기:22 file:/var/cuda-repo-ubuntu2204-12-2-local libnvjitlink-12-2 12.2.140-1 [15.1 MB]
받기:23 file:/var/cuda-repo-ubuntu2204-12-2-local libnvjpeg-12-2 12.2.2.4-1 [2,327 kB]
받기:24 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-libraries-12-2 12.2.2-1 [2,598 B]
받기:25 file:/var/cuda-repo-ubuntu2204-12-2-local nvidia-modprobe 535.104.05-0ubuntu1 [21.2 kB]
받기:26 file:/var/cuda-repo-ubuntu2204-12-2-local nvidia-settings 535.104.05-0ubuntu1 [947 kB]
받기:27 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-drivers-535 535.104.05-1 [2,634 B]
받기:28 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-drivers 535.104.05-1 [2,510 B]
받기:29 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-runtime-12-2 12.2.2-1 [2,498 B]
받기:30 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-cuobjdump-12-2 12.2.140-1 [173 kB]
받기:31 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-cuxxfilt-12-2 12.2.140-1 [191 kB]
받기:32 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-cccl-12-2 12.2.140-1 [1,187 kB]
받기:33 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-driver-dev-12-2 12.2.140-1 [28.1 kB]
받기:34 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-cudart-dev-12-2 12.2.140-1 [968 kB]
받기:35 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nvvm-12-2 12.2.140-1 [19.3 MB]
받기:36 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-crt-12-2 12.2.140-1 [76.3 kB]
받기:37 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nvcc-12-2 12.2.140-1 [27.6 MB]
받기:38 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nvprune-12-2 12.2.140-1 [58.4 kB]
받기:39 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-compiler-12-2 12.2.2-1 [2,506 B]
받기:40 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-profiler-api-12-2 12.2.140-1 [18.5 kB]
받기:41 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nvrtc-dev-12-2 12.2.140-1 [14.0 MB]
받기:42 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-opencl-dev-12-2 12.2.140-1 [70.4 kB]
받기:43 file:/var/cuda-repo-ubuntu2204-12-2-local libcublas-dev-12-2 12.2.5.6-1 [270 MB]
받기:44 file:/var/cuda-repo-ubuntu2204-12-2-local libcufft-dev-12-2 11.0.8.103-1 [116 MB]
받기:45 file:/var/cuda-repo-ubuntu2204-12-2-local libcufile-dev-12-2 1.7.2.10-1 [2,425 kB]
받기:46 file:/var/cuda-repo-ubuntu2204-12-2-local libcurand-dev-12-2 10.3.3.141-1 [41.7 MB]
받기:47 file:/var/cuda-repo-ubuntu2204-12-2-local libcusolver-dev-12-2 11.5.2.141-1 [48.7 MB]
받기:48 file:/var/cuda-repo-ubuntu2204-12-2-local libcusparse-dev-12-2 12.1.2.141-1 [110 MB]
받기:49 file:/var/cuda-repo-ubuntu2204-12-2-local libnpp-dev-12-2 12.2.1.4-1 [91.8 MB]
받기:50 file:/var/cuda-repo-ubuntu2204-12-2-local libnvjitlink-dev-12-2 12.2.140-1 [11.6 MB]
받기:51 file:/var/cuda-repo-ubuntu2204-12-2-local libnvjpeg-dev-12-2 12.2.2.4-1 [2,001 kB]
받기:52 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-libraries-dev-12-2 12.2.2-1 [2,634 B]
받기:53 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-cupti-12-2 12.2.142-1 [16.7 MB]
받기:54 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-cupti-dev-12-2 12.2.142-1 [2,587 kB]
받기:55 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nvdisasm-12-2 12.2.140-1 [49.9 MB]
받기:56 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-gdb-12-2 12.2.140-1 [4,537 kB]
받기:57 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nvprof-12-2 12.2.142-1 [2,438 kB]
받기:58 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nvtx-12-2 12.2.140-1 [51.5 kB]
받기:59 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-sanitizer-12-2 12.2.140-1 [8,993 kB]
받기:60 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-command-line-tools-12-2 12.2.2-1 [2,542 B]
받기:61 file:/var/cuda-repo-ubuntu2204-12-2-local nsight-compute-2023.2.2 2023.2.2.3-1 [721 MB]
받기:62 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nsight-compute-12-2 12.2.2-1 [4,056 B]
받기:63 file:/var/cuda-repo-ubuntu2204-12-2-local nsight-systems-2023.2.3 2023.2.3.1004-33186433v0 [318 MB]
받기:64 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nsight-systems-12-2 12.2.2-1 [3,468 B]
받기:65 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nsight-12-2 12.2.144-1 [119 MB]
받기:66 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nvml-dev-12-2 12.2.140-1 [88.9 kB]
받기:67 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-nvvp-12-2 12.2.142-1 [115 MB]
받기:68 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-visual-tools-12-2 12.2.2-1 [2,942 B]
받기:69 file:/var/cuda-repo-ubuntu2204-12-2-local gds-tools-12-2 1.7.2.10-1 [39.1 MB]
받기:70 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-tools-12-2 12.2.2-1 [2,462 B]
받기:71 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-documentation-12-2 12.2.140-1 [49.8 kB]
받기:72 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-toolkit-12-2 12.2.2-1 [3,280 B]
받기:73 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-demo-suite-12-2 12.2.140-1 [3,984 kB]
받기:74 file:/var/cuda-repo-ubuntu2204-12-2-local cuda-12-2 12.2.2-1 [2,522 B]
받기:75 file:/var/cuda-repo-ubuntu2204-12-2-local cuda 12.2.2-1 [2,470 B]
내려받기 44.9 M바이트, 소요시간 13초 (3,489 k바이트/초)
패키지에서 템플릿을 추출하는 중: 100%
Selecting previously unselected package cuda-toolkit-config-common.
(데이터베이스 읽는중 ...현재 212774개의 파일과 디렉터리가 설치되어 있습니다.)
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cuda-toolkit-config-common (12.2.140-1) 설정하는 중입니다 ...
cuda-toolkit-12-2-config-common (12.2.140-1) 설정하는 중입니다 ...
Setting alternatives
update-alternatives: using /usr/local/cuda-12.2 to provide /usr/local/cuda (cuda) in auto mode
update-alternatives: using /usr/local/cuda-12.2 to provide /usr/local/cuda-12 (cuda-12) in auto mode
nsight-systems-2023.2.3 (2023.2.3.1004-33186433v0) 설정하는 중입니다 ...
update-alternatives: using /opt/nvidia/nsight-systems/2023.2.3/target-linux-x64/nsys to provide /usr/local/bin/nsys (nsys) in auto mode
update-alternatives: using /opt/nvidia/nsight-systems/2023.2.3/host-linux-x64/nsys-ui to provide /usr/local/bin/nsys-ui (nsys-ui) in auto mode
nsight-compute-2023.2.2 (2023.2.2.3-1) 설정하는 중입니다 ...
cuda-nvtx-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-cuxxfilt-12-2 (12.2.140-1) 설정하는 중입니다 ...
openjdk-11-jre-headless:amd64 (11.0.22+7-0ubuntu2~22.04.1) 설정하는 중입니다 ...
cuda-cccl-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-nvdisasm-12-2 (12.2.140-1) 설정하는 중입니다 ...
gds-tools-12-2 (1.7.2.10-1) 설정하는 중입니다 ...
cuda-nsight-compute-12-2 (12.2.2-1) 설정하는 중입니다 ...
nvidia-modprobe (535.104.05-0ubuntu1) 설정하는 중입니다 ...
cuda-cuobjdump-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-nvrtc-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-sanitizer-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-nvvm-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-cupti-12-2 (12.2.142-1) 설정하는 중입니다 ...
cuda-nvprof-12-2 (12.2.142-1) 설정하는 중입니다 ...
libgif7:amd64 (5.1.9-2build2) 설정하는 중입니다 ...
fonts-dejavu-extra (2.37-2build1) 설정하는 중입니다 ...
nvidia-settings (535.104.05-0ubuntu1) 설정하는 중입니다 ...
cuda-gdb-12-2 (12.2.140-1) 설정하는 중입니다 ...
libatk-wrapper-java (0.38.0-5build1) 설정하는 중입니다 ...
cuda-nvprune-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-documentation-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-driver-dev-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-toolkit-12-config-common (12.2.140-1) 설정하는 중입니다 ...
cuda-nvml-dev-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-opencl-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-profiler-api-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-nvrtc-dev-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-nsight-systems-12-2 (12.2.2-1) 설정하는 중입니다 ...
default-jre-headless (2:1.11-72build2) 설정하는 중입니다 ...
libcusolver-12-2 (11.5.2.141-1) 설정하는 중입니다 ...
cuda-cudart-12-2 (12.2.140-1) 설정하는 중입니다 ...
openjdk-11-jre:amd64 (11.0.22+7-0ubuntu2~22.04.1) 설정하는 중입니다 ...
libnvjpeg-12-2 (12.2.2.4-1) 설정하는 중입니다 ...
default-jre (2:1.11-72build2) 설정하는 중입니다 ...
libcufft-12-2 (11.0.8.103-1) 설정하는 중입니다 ...
libcufile-12-2 (1.7.2.10-1) 설정하는 중입니다 ...
Setting alternatives
update-alternatives: using /usr/local/cuda-12.2/gds/cufile.json to provide /etc/cufile.json (cufile.json) in auto mode
libatk-wrapper-java-jni:amd64 (0.38.0-5build1) 설정하는 중입니다 ...
libnvjpeg-dev-12-2 (12.2.2.4-1) 설정하는 중입니다 ...
libcusparse-12-2 (12.1.2.141-1) 설정하는 중입니다 ...
cuda-drivers-535 (535.104.05-1) 설정하는 중입니다 ...
libcufile-dev-12-2 (1.7.2.10-1) 설정하는 중입니다 ...
cuda-nsight-12-2 (12.2.144-1) 설정하는 중입니다 ...
cuda-cupti-dev-12-2 (12.2.142-1) 설정하는 중입니다 ...
cuda-cudart-dev-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-drivers (535.104.05-1) 설정하는 중입니다 ...
cuda-command-line-tools-12-2 (12.2.2-1) 설정하는 중입니다 ...
cuda-opencl-dev-12-2 (12.2.140-1) 설정하는 중입니다 ...
libcublas-12-2 (12.2.5.6-1) 설정하는 중입니다 ...
libnvjitlink-12-2 (12.2.140-1) 설정하는 중입니다 ...
libcurand-12-2 (10.3.3.141-1) 설정하는 중입니다 ...
libcufft-dev-12-2 (11.0.8.103-1) 설정하는 중입니다 ...
libnpp-12-2 (12.2.1.4-1) 설정하는 중입니다 ...
libnvjitlink-dev-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-libraries-12-2 (12.2.2-1) 설정하는 중입니다 ...
libcurand-dev-12-2 (10.3.3.141-1) 설정하는 중입니다 ...
libcusolver-dev-12-2 (11.5.2.141-1) 설정하는 중입니다 ...
cuda-nvvp-12-2 (12.2.142-1) 설정하는 중입니다 ...
libcublas-dev-12-2 (12.2.5.6-1) 설정하는 중입니다 ...
cuda-runtime-12-2 (12.2.2-1) 설정하는 중입니다 ...
cuda-crt-12-2 (12.2.140-1) 설정하는 중입니다 ...
libcusparse-dev-12-2 (12.1.2.141-1) 설정하는 중입니다 ...
cuda-nvcc-12-2 (12.2.140-1) 설정하는 중입니다 ...
libnpp-dev-12-2 (12.2.1.4-1) 설정하는 중입니다 ...
cuda-compiler-12-2 (12.2.2-1) 설정하는 중입니다 ...
cuda-libraries-dev-12-2 (12.2.2-1) 설정하는 중입니다 ...
cuda-demo-suite-12-2 (12.2.140-1) 설정하는 중입니다 ...
cuda-visual-tools-12-2 (12.2.2-1) 설정하는 중입니다 ...
cuda-tools-12-2 (12.2.2-1) 설정하는 중입니다 ...
cuda-toolkit-12-2 (12.2.2-1) 설정하는 중입니다 ...
cuda-12-2 (12.2.2-1) 설정하는 중입니다 ...
cuda (12.2.2-1) 설정하는 중입니다 ...
Processing triggers for man-db (2.10.2-1) ...
Processing triggers for mailcap (3.70+nmu1ubuntu1) ...
Processing triggers for fontconfig (2.13.1-4.2ubuntu5) ...
Processing triggers for hicolor-icon-theme (0.17-2) ...
Processing triggers for libc-bin (2.35-0ubuntu3.6) ...
Scanning processes...
Scanning linux images...
Running kernel seems to be up-to-date.
No services need to be restarted.
No containers need to be restarted.
No user sessions are running outdated binaries.
No VM guests are running outdated hypervisor (qemu) binaries on this host.
2024-02-27 12:05:23.171291: I tensorflow/core/util/port.cc:113] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2024-02-27 12:05:23.210348: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
2024-02-27 12:05:23.210387: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
2024-02-27 12:05:23.211358: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
2024-02-27 12:05:23.216942: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
2024-02-27 12:05:23.887488: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT
2024-02-27 12:05:24.625931: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1929] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 22011 MB memory: -> device: 0, name: NVIDIA RTX A5000, pci bus id: 0000:3b:00.0, compute capability: 8.6
2024-02-27 12:05:27.358066: I external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:454] Loaded cuDNN version 8907
1/1 [==============================] - 2s 2s/step
1/1 [==============================] - 0s 38ms/step
Time taken for predicting 32 images: 0.10529780387878418 seconds
sudo apt-get install gnupg-curl\nwget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/cuda-ubuntu1604.pin\nsudo mv cuda-ubuntu1604.pin /etc/apt/preferences.d/cuda-repository-pin-600\nsudo apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/7fa2af80.pub\nsudo add-apt-repository "deb https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/ /"\nsudo apt-get update\nwget https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1604/x86_64/nvidia-machine-learning-repo-ubuntu1604_1.0.0-1_amd64.deb\nsudo apt install ./nvidia-machine-learning-repo-ubuntu1604_1.0.0-1_amd64.deb\nsudo apt-get update\nwget https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1604/x86_64/libnvinfer7_7.1.3-1+cuda11.0_amd64.deb\nsudo apt install ./libnvinfer7_7.1.3-1+cuda11.0_amd64.deb\nsudo apt-get update\n\n# Install development and runtime libraries (~4GB)\nsudo apt-get install --no-install-recommends \\n cuda-11-0 \\n libcudnn8=8.0.4.30-1+cuda11.0 \\n libcudnn8-dev=8.0.4.30-1+cuda11.0\n\n\n# Reboot. Check that GPUs are visible using the command: nvidia-smi\n\n# Install TensorRT. Requires that libcudnn7 is installed above.\nsudo apt-get install -y --no-install-recommends \\n libnvinfer7=7.1.3-1+cuda11.0 \\n libnvinfer-dev=7.1.3-1+cuda11.0 \\n libnvinfer-plugin7=7.1.3-1+cuda11.0 \\n libnvinfer-plugin-dev=7.1.3-1+cuda11.0\n
460 aptitude
467 sudo apt-key adv --keyserver keyserver.ubuntu.com --recv-keys xxxxxxxxxxxxx\n
468 sudo apt-get update
469 # Add NVIDIA package repositories\n# Add HTTPS support for apt-key\nsudo apt-get install gnupg-curl\nwget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/cuda-ubuntu1604.pin\nsudo mv cuda-ubuntu1604.pin /etc/apt/preferences.d/cuda-repository-pin-600\nsudo apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/7fa2af80.pub\nsudo add-apt-repository "deb https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/ /"\nsudo apt-get update\nwget https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1604/x86_64/nvidia-machine-learning-repo-ubuntu1604_1.0.0-1_amd64.deb\nsudo apt install ./nvidia-machine-learning-repo-ubuntu1604_1.0.0-1_amd64.deb\nsudo apt-get update\nwget https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1604/x86_64/libnvinfer7_7.1.3-1+cuda11.0_amd64.deb\nsudo apt install ./libnvinfer7_7.1.3-1+cuda11.0_amd64.deb\nsudo apt-get update\n\n# Install development and runtime libraries (~4GB)\nsudo apt-get install --no-install-recommends \\n cuda-11-0 \\n libcudnn8=8.0.4.30-1+cuda11.0 \\n libcudnn8-dev=8.0.4.30-1+cuda11.0\n\n\n# Reboot. Check that GPUs are visible using the command: nvidia-smi\n\n# Install TensorRT. Requires that libcudnn7 is installed above.\nsudo apt-get install -y --no-install-recommends \\n libnvinfer7=7.1.3-1+cuda11.0 \\n libnvinfer-dev=7.1.3-1+cuda11.0 \\n libnvinfer-plugin7=7.1.3-1+cuda11.0 \\n libnvinfer-plugin-dev=7.1.3-1+cuda11.0\n
sudo mv cuda-ubuntu2204.pin /etc/apt/preferences.d/cuda-repository-pin-600
479 wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-ubuntu2204.pin\nsudo mv cuda-ubuntu2204.pin /etc/apt/preferences.d/cuda-repository-pin-600\nwget https://developer.download.nvidia.com/compute/cuda/12.3.2/local_installers/cuda-repo-ubuntu2204-12-3-local_12.3.2-545.23.08-1_amd64.deb\nsudo dpkg -i cuda-repo-ubuntu2204-12-3-local_12.3.2-545.23.08-1_amd64.deb\nsudo cp /var/cuda-repo-ubuntu2204-12-3-local/cuda-*-keyring.gpg /usr/share/keyrings/\nsudo apt-get update\nsudo apt-get -y install cuda-toolkit-12-3
lsb_release -a\n
489 nvcc --version
490 tag="8.6.1-cuda-12.3"
491 sudo dpkg -i nv-tensorrt-local-repo-ubuntu2204-8.4.1-cuda-12.3_1.0-1_amd64.deb\nsudo cp /var/nv-tensorrt-local-repo-ubuntu2204-8.4.1-cuda-12.3/*-keyring.gpg /usr/share/keyrings/\nsudo apt-get update\n
492 ls *.deb
493 sudo apt-get install -y cuda-drivers
494 sudo apt-get install -y nvidia-kernel-open-545\nsudo apt-get install -y cuda-drivers-545
echo "deb [signed-by=/usr/share/keyrings/cuda-archive-keyring.gpg] https://developer.download.nvidia.com/compute/cuda/repos/<distro>/x86_64/ /" | sudo tee /etc/apt/sources.list.d/cuda-<distro>-x86_64.list
512 wget https://developer.download.nvidia.com/compute/cuda/repos/\<distro\>/x86_64/cuda-archive-keyring.gpg\nsudo mv cuda-archive-keyring.gpg /usr/share/keyrings/cuda-archive-keyring.gpg
513 wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.1-1_all.deb\nsudo dpkg -i cuda-keyring_1.1-1_all.deb\nsudo apt-get update\nsudo apt-get -y install cudnn
516 sudo apt autoremove
517 sudo apt-get -y install cudnn-cuda-12
519 pip install tensorrt
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