Is there a version of jetpack preinstalled with jupyterlab with TF2.X?
Unfortunately, we don’t have a container with both installed.
An simple alternative is to upgrade the TensorFlow version in l4t-ml.
Below is a command for JetPack4.6:
$ apt-get update $ pip3 install --pre --extra-index-url https://developer.download.nvidia.com/compute/redist/jp/v46 tensorflow==2.6.0
I tried the docker container. Works fine with TF1.15.
But as suggested when I try upgrading it to TF2 I am having these errors. Attached doc. TF2 issue with Jetson nano 4GB.docx (893.6 KB)
How can I solve this?
Thanks for reporting this.
We are checking this issue internally.
Will share more information with you later.
Since our v2.6.0+nv21.9 TensorFlow release has some issues, please use v2.5.0+nv21.8 instead.
For example, we can setup a container with both jupyterlab and TF v2.5 via the following commands:
$ sudo docker run -it --rm --runtime nvidia --network host nvcr.io/nvidia/l4t-ml:r32.6.1-py3 > apt update > pip3 install --pre --extra-index-url https://developer.download.nvidia.com/compute/redist/jp/v46 tensorflow==2.5.0+nv21.8
$ pip3 install --pre --extra-index-url https://developer.download.nvidia.com/compute/redist/jp/v46 tensorflow==2.5.0+nv21.8 Collecting tensorflow==2.5.0+nv21.8 Downloading https://developer.download.nvidia.com/compute/redist/jp/v46/tensorflow/tensorflow-2.5.0+nv21.8-cp36-cp36m-linux_aarch64.whl (313.8MB) 100% |################################| 313.8MB 3.7kB/s ... Successfully installed absl-py-0.12.0 cachetools-4.2.4 flatbuffers-1.12 gast-0.4.0 google-auth-2.3.0 google-auth-oauthlib-0.4.6 grpcio-1.34.1 keras-nightly-2.5.0.dev2021032900 keras-preprocessing-1.1.2 numpy-1.19.5 oauthlib-3.1.1 pyasn1-0.4.8 pyasn1-modules-0.2.8 requests-oauthlib-1.3.0 rsa-4.7.2 six-1.15.0 tensorboard-2.7.0 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.0 tensorflow-2.5.0+nv21.8 tensorflow-estimator-2.5.0 typing-extensions-126.96.36.199
I was able to install TF2.5 with your instruction. When I run it first time from the browser (IP:8888) I am able to log in to jupyter notebook. But once I shut down the system and reboot it I am not able to access jupyter notebook any more. I have tried this process with several wifi connections and I tried with uninstalling docker few times. Every time I am able to access jupyter notebeook but once I restart no more access. I can SSH to the jetson though so I know my wifi is working fine. I did not have this with the normal docker installation. Once I update to your instructed version I am starting to have this access issues. What do you think the issue is?