我已经尝试了很多天来在我的GPU上运行tensorflow，但一直无法完成。
我知道有很多类似问题的解决方案，但我尝试了所有我找到的方法都没有奏效，这就是为什么我写这个问题：
https://dev59.com/EFIG5IYBdhLWcg3wtz9F#67642774
我已经为Nvidia GeForce RTX 3090安装了460.106.00驱动程序和cuda 11.2：
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 460.106.00 Driver Version: 460.106.00 CUDA Version: 11.2 |
|-------------------------------+----------------------+----------------------+
| 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 GeForce RTX 3090 On | 00000000:08:00.0 On | N/A |
| 33% 26C P8 22W / 350W | 282MiB / 24260MiB | 2% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 0 N/A N/A 1264 G /usr/lib/xorg/Xorg 59MiB |
| 0 N/A N/A 3349 G /usr/lib/xorg/Xorg 124MiB |
| 0 N/A N/A 3508 G /usr/bin/gnome-shell 77MiB |
| 0 N/A N/A 6384 G /usr/lib/firefox/firefox 4MiB |
+-----------------------------------------------------------------------------+
cudnn是什么：
cat /usr/local/cuda/include/cudnn_version.h | grep CUDNN_MAJOR -A 2
#define CUDNN_MAJOR 8
#define CUDNN_MINOR 1
#define CUDNN_PATCHLEVEL 1
还有GCC编译器：
gcc --version
gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0
我还将LD_LIBRARY_PATH添加到了./bashrc中。
# Nvidia cuda toolkit
export PATH=/usr/local/cuda-11.2/bin${PATH:+:${PATH}}
export LD_LIBRARY_PATH=/usr/local/cuda-11.2/lib64${LD_LIBRARY_PATH+:${LD_LIBRARY_PATH}}
export CUDA_HOME=/usr/local/cuda
我尝试过几个tensorflow和tensorflow-gpu的版本，从2.4到2.7，但每个版本都会出现以下问题：
2022-01-24 21:28:43.206834: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory
或者
2022-01-24 21:28:44.087779: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory
2022-01-24 21:28:44.087827: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcublas.so.11'; dlerror: libcublas.so.11: cannot open shared object file: No such file or directory
2022-01-24 21:28:44.087858: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcublasLt.so.11'; dlerror: libcublasLt.so.11: cannot open shared object file: No such file or directory
2022-01-24 21:28:44.087891: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcufft.so.10'; dlerror: libcufft.so.10: cannot open shared object file: No such file or directory
2022-01-24 21:28:44.087921: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcurand.so.10'; dlerror: libcurand.so.10: cannot open shared object file: No such file or directory
2022-01-24 21:28:44.087947: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcusolver.so.11'; dlerror: libcusolver.so.11: cannot open shared object file: No such file or directory
2022-01-24 21:28:44.087975: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcusparse.so.11'; dlerror: libcusparse.so.11: cannot open shared object file: No such file or directory
提前感谢，我不知道还能尝试什么...
print(torch.cuda.get_device_name(0))。 - David Serrano/usr/local/cuda-11.2/lib64的libcudart.so.11.0提供符号链接。如果您在那里找不到该符号链接，我会说您的 CUDA 安装已损坏。 - Robert CrovellaLD_LIBRARY_PATH）。 - Robert Crovella