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Valid Combinations of CUDA, CuDNN and Tensorflow
Table of Contents
Valid Combination List
Tested Build Configurations - tensorflow.org provides a list of valid combinations of CUDA, CuDNN and Tensorflow versions.
TensorFlow Version | CuDNN | CUDA |
---|---|---|
tensorflow-2.18.0 | 9.3 | 12.5 |
tensorflow-2.17.0 | 8.9 | 12.3 |
tensorflow-2.16.1 | 8.9 | 12.3 |
… | … | … |
Confirm Versions
Tensorflow
pip list | grep tensorflow
# tensorflow 2.18.0
# tensorflow-datasets 4.9.7
# tensorflow-hub 0.16.1
# tensorflow-io-gcs-filesystem 0.37.1
# tensorflow-metadata 1.16.1
# tensorflow-probability 0.25.0
# tensorflow-text 2.18.1
CUDA
nvcc -V
# nvcc: NVIDIA (R) Cuda compiler driver
# Copyright (c) 2005-2023 NVIDIA Corporation
# Built on Mon_Apr__3_17:16:06_PDT_2023
# Cuda compilation tools, release 12.1, V12.1.105
CuDNN
cat /usr/include/cudnn.h | grep CUDNN_MAJOR -A 2
# Build cuda_12.1.r12.1/compiler.32688072_0
# Sat Feb 15 06:32:54 2025
NVIDIA Driver
nvidia-smi
# +-----------------------------------------------------------------------------------------+
# | NVIDIA-SMI 550.54.15 Driver Version: 550.54.15 CUDA Version: 12.4 |
# |-----------------------------------------+------------------------+----------------------+
# | 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 Tesla T4 Off | 00000000:00:04.0 Off | 0 |
# | N/A 43C P8 9W / 70W | 0MiB / 15360MiB | 0% Default |
# | | | N/A |
# +-----------------------------------------+------------------------+----------------------+
# +-----------------------------------------------------------------------------------------+
# | Processes: |
# | GPU GI CI PID Type Process name GPU Memory |
# | ID ID Usage |
# |=========================================================================================|
# | No running processes found |
# +-----------------------------------------------------------------------------------------+