Cannot install lantern dependencies on aarm64 architecture
Hello, whenever I try to install and use torch, it says that I don't have certain dependencies installed (lantern). I went through all documentation and I still don't get how I can achieve that manually.
When I try to get the physical files for manual installation, I get an error that my architecture is unsupported. I'm running a rocker/rstudio docker container on an M1 Mac computer.
What I tried:
- installing using install.packages()
- installing straight from github
- installing manually, but I can't seem to get a lantern library URL to download it from, because the helper functions simply do not work on my machine. Namely
get_install_libs_url()doesn't work on my architecture
When trying to run torch::install_torch() or get_install_libs_url I get the following error:
! Architecture "aarch64" is not supported in this OS.
I looked at the code, is this issue due to me running this in a docker container? My architecture is aarch64, but the "OS" in the container is ubuntu. How can I work around this?
Maybe someone could point me to how I can download the actual lantern lib or something? I will set the env variables for torch and lantern urls and maybe then it will get installed? I am starting to go crazy over this
This is unfortunatelly not a simple task as LibTorch doesn't provide pre-built binaries for aarch64 systems, so you will need to first:
- Build LibTorch from source (see instructions here). Make sure to point to the same version as the R package. Point the env var
TORCH_HOMEandTORCH_PATHto the installation directory. - Make sure you have cmake installed and on the path. Set
BUILD_LANTERN=1before installing torch from source (via github orinstall.packages(type="source")), this will build lantern from source.
Sorry for the inconvenience about this :(
Thank you for such a rapid response!
Do you mean to point to the correct python installation? Or do I need to refer to the version of R torch package? The container is running 3.10 python version.
So do I build the binaries using cmake as in the instructions you provided and then set BUILD_LANTERN=1 and run install.packages("torch", type="source')? And that should be it effectively?
Sorry, I meant pointing to the correct LibTorch version (currently it's 2.0.1), when building LibTorch from source:
https://github.com/mlverse/torch/blob/fe5020f62e6aa6c3c7fbce06c4aacb1e09c55db7/src/lantern/CMakeLists.txt#L4
Wouldn't the version be decided by the branch name I provide when cloning the pytorch repository? In this case it would be the latest ~2.4, should I set the branch to v2.0.1 instead?
Yes, you have to clone from the tag v2.0.1 in order to get the correct LibTorch version.
Unfortunately I'm getting this error when building the sources:
CMake Error at cmake/Dependencies.cmake:1088 (if):
if given arguments:
"VERSION_LESS" "3"
I tried using this to fix these errors, https://github.com/shanemcandrewai/pytorch-setup?tab=readme-ov-file, but it's not compatible with 2.0.1
Also, when I tried cloning from the main branch I didn't get these errors and I managed to run all of the steps successfully... It's when I tried to downgrad it stopped working
Torch 2.0.1 is compatible with python3.10, so I'm unsure what's wrong.
Edit: Somehow managed to build the sources using the pytorch-setup CMakeFile.txt in the link above, but now I get this output (but I'm guessing this is because removing that stuff before doesn't really fix anything):
* installing *source* package ‘torch’ ...
** package ‘torch’ successfully unpacked and MD5 sums checked
** using staged installation
CMAKE_FLAGS:
** libs
using C++ compiler: ‘g++ (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0’
*** Building lantern!
mkdir -p ../build-lantern
cd ../build-lantern && cmake ../src/lantern -DCMAKE_INSTALL_PREFIX=/usr/local/lib/R/site-library/00LOCK-torch/00new/torch -DCMAKE_INSTALL_MESSAGE="LAZY" && cmake --build . --target install --config Release
CMake Error: The source directory "/tmp/RtmpiNfdV5/R.INSTALL1f944316e37f/torch/src/lantern" does not exist.
Specify --help for usage, or press the help button on the CMake GUI.
make: *** [Makevars:14: lantern] Error 1
ERROR: compilation failed for package ‘torch’
* removing ‘/usr/local/lib/R/site-library/torch’
* restoring previous ‘/usr/local/lib/R/site-library/torch’
The downloaded source packages are in
‘/tmp/RtmpcYGbOv/downloaded_packages’
Warning message:
In install.packages("torch", type = "source") :
installation of package ‘torch’ had non-zero exit status