I am working with the maskrcnn model in google colab. I select GPU from the runtime section.
import tensorflow as tf
print(tf.__version__)
print(tf.test.gpu_device_name())
print("Num GPUs Available: ", len(tf.config.experimental.list_physical_devices('GPU')))
Output:
2.18.0-dev20240613
/device:GPU:0
Num GPUs Available: 1
And I checked there is no problem here.
When I set up the requirements for maskrcnn, !pip install -r /content/maskrcnn/requirements.txt
2.14.0
Num GPUs Available: 0
GPU disappeared.
requirements.txt
cython==3.0.5
h5py==3.9.0
imgaug==0.4.0
ipython==7.34.0
ipython-genutils==0.2.0
ipython-sql==0.5.0
keras==2.14.0
matplotlib==3.7.1
numpy==1.23.5
opencv-contrib-python==4.8.0.76
opencv-python==4.8.0.76
pillow==9.4.0
scikit-image==0.19.3
scipy==1.11.3
tensorboard==2.14.1
tensorflow==2.14.0
I don't understand why the GPU is disappearing. Does anyone have any ideas ? Thank you, Best wishes.
See your requements.txt
there is tensorflow==2.14.0
- so it could uninstall your tensorflow 2.18
(which works with GPU) and install tensorflow 2.14.0
which maybe has problem with GPU.
So you have to install tensorflow 2.18
again.