tensorflow.python.framework.errors_impl.InternalError: cudaGetDevice() failed. Status: cudaGetErrorString symbol not found.

tensorflow.python.framework.errors_impl.InternalError: cudaGetDevice() failed. Status: cudaGetErrorString symbol not found.

Error

code:powershell

tensorflow.python.framework.errors_impl.InternalError: cudaGetDevice() failed. Status: cudaGetErrorString symbol not found.

Full text

code:powershell

Type "help", "copyright", "credits" or "license" for more information.

>> from tensorflow.python.client import device_lib

2023-02-22 03:51:02.051935: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cudart64_110.dll'; dlerror: cudart64_110.dll not found

2023-02-22 03:51:02.052039: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.

>> device_lib.list_local_devices()

2023-02-22 03:51:04.795050: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX AVX2

To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.

2023-02-22 03:51:04.815487: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cudart64_110.dll'; dlerror: cudart64_110.dll not found

2023-02-22 03:51:04.815642: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cublas64_11.dll'; dlerror: cublas64_11.dll not found

2023-02-22 03:51:04.815733: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cublasLt64_11.dll'; dlerror: cublasLt64_11.dll not found

2023-02-22 03:51:04.815814: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cufft64_10.dll'; dlerror: cufft64_10.dll not found

2023-02-22 03:51:04.815891: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'curand64_10.dll'; dlerror: curand64_10.dll not found

2023-02-22 03:51:04.815968: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cusolver64_11.dll'; dlerror: cusolver64_11.dll not found

2023-02-22 03:51:04.816046: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cusparse64_11.dll'; dlerror: cusparse64_11.dll not found

2023-02-22 03:51:04.816123: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cudnn64_8.dll'; dlerror: cudnn64_8.dll not found

Skipping registering GPU devices...

[name: "/device:CPU:0"

device_type: "CPU"

memory_limit: 268435456

locality {

}

incarnation: 3082548038006700170

xla_global_id: -1

]

Why?

CUDAのデバイスドライバーのバージョンとTensorflow-gpuバージョンが一致していないことが原因である場合が多いと思われる。

Check

CUDA Version: 12.0

code:powershell

$ nvidia-smi

Wed Feb 22 03:53:14 2023

+-----------------------------------------------------------------------------+

| NVIDIA-SMI 528.24 Driver Version: 528.24 CUDA Version: 12.0 |

|-------------------------------+----------------------+----------------------+

| GPU Name TCC/WDDM | Bus-Id Disp.A | Volatile Uncorr. ECC |

| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |

| | | MIG M. |

|===============================+======================+======================|

| 0 NVIDIA GeForce ... WDDM | 00000000:01:00.0 On | N/A |

| 0% 43C P8 24W / 350W | 2277MiB / 24576MiB | 3% Default |

| | | N/A |

+-------------------------------+----------------------+----------------------+

tensorflow 2.10.1 (require CUDA 11.2)

1. downgrade CUDA

Not really....

2.WebUI tagger

Batch process is available

code:error

input path is not a directory

https://gyazo.com/298c3644f07883269fe1f011b4dfa318