python-tensorflowHow do I install CUDA for Python TensorFlow?
-
Before installing CUDA for Python TensorFlow, you must first install the NVIDIA GPU drivers and CUDA Toolkit. The drivers can be found on the NVIDIA website and the CUDA Toolkit can be found on the NVIDIA Developer website.
-
After the drivers and CUDA Toolkit have been installed, you can install the CUDA for Python TensorFlow package. To do this, use the following command in the command line:
pip install tensorflow-gpu
- Once the package has been installed, you can then verify that the CUDA is properly installed by running the following example code:
import tensorflow as tf
print(tf.test.is_built_with_cuda())
The output should be True
if CUDA is installed correctly.
- To check the version of the CUDA installed, you can run the following command:
nvcc --version
This will display the version of the CUDA installed.
- To check if your GPU is being used by TensorFlow, you can run the following code:
from tensorflow.python.client import device_lib
print(device_lib.list_local_devices())
This will output a list of devices that TensorFlow is using, and will include the GPU if it is being used.
-
Finally, to ensure that your installation is working correctly, you can run the TensorFlow “Hello World” example.
-
For more information on installing CUDA for Python TensorFlow, please refer to the TensorFlow installation guide.
More of Python Tensorflow
- How can I use TensorFlow Python Data Ops BatchDataset?
- How can I use Python and TensorFlow to handle illegal hardware instructions in Zsh?
- ¿Cómo implementar reconocimiento facial con TensorFlow y Python?
- How do I resolve a SymbolAlreadyExposedError when the symbol "zeros" is already exposed as () in TensorFlow Python util tf_export?
- How can I use Python and TensorFlow to implement YOLO object detection?
- How can I use Python and TensorFlow to implement YOLOv4?
- How can I use TensorFlow Lite with XNNPACK in Python?
- How can I use Python and TensorFlow to create an XOR gate?
- How can I use Python TensorFlow with a GPU?
- How can I check the compatibility of different versions of Python and TensorFlow?
See more codes...